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Viral Mineralization and Geochemical Interactions by Jennifer E. Kyle A thesis submitted in conformity with the requirements for the degree of Doctor of Philosophy Graduate Department of Geology University of Toronto © Copyright by Jennifer E. Kyle 2009

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Viral Mineralization and Geochemical Interactions

by

Jennifer E. Kyle

A thesis submitted in conformity with the requirements

for the degree of Doctor of Philosophy

Graduate Department of Geology

University of Toronto

© Copyright by Jennifer E. Kyle 2009

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Viral Mineralization and Geochemical Interactions

Jennifer E. Kyle

Doctor of Philosophy

Department of Geology University of Toronto

2009

Abstract

Viruses are ubiquitous biological entities whose importance and role in aquatic habits is

beginning to take form. However, several habitats have undergone limited to no examination

with viral-geochemical parameters minimally examined and viral-mineral relationships in the

natural environment and the role of mineralization on viral-host dynamic completely lacking. To

further develop knowledge on the presence and abundances of viruses, how viruses impact

aquatic systems, and how viral-host interactions can be impacted under mineralizing conditions,

viruses were examined under a variety of habitats and experimental conditions. Water samples

were collected from the deep subsurface (up to 450 m underground) and acid mine drainage

(AMD) systems in order to determine the presence, abundance, and viral-geochemical

relationships within the systems. Samples were also collected from a variety of freshwater

habitats, which have undergone limited examination, to determine viral-geochemical and viral-

mineral relationships. Lastly, bacteriophage-host dynamics were examined under authigenic

mineral precipitation to determine how mineralization impacts this relationship.

Results reveal that not only are viruses present in the deep subsurface and AMD systems,

but they are abundant (up to 107 virus-like particles/mL) and morphogically diverse. Viruses are

also the strongest predictor of prokaryotic abundance in southern Ontario freshwater systems

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where potential nutrients are rich. Geochemical variables, such as pH and Eh, were shown to

have negative impacts of viral abundance indicting that AMD environments are detrimental for

free viruses (i.e. not particle associated).

Direct evidence of viral-mineral interactions was found using transmission electron

microscopy as viral particles were shown attached to iron-bearing mineral phases (determined

through elemental analysis). In addition, evidence of viral participation in mineralization events

was found in both AMD and freshwater environments where inverse correlations were noted

between viral abundance and jarosite saturation indices (r = -0.71 and r = -0.33, respectively),

and goethite saturation indices were also noted to be the strongest predictor of VLP abundance in

freshwater habitats explaining 78% of the variability in the data. Lastly, iron precipitation and/or

metal ion binding to bacterial surfaces greatly reduced phage replication (~98%) revealing

bacterial mineralization has a protective benefit strongly hindering viral replication.

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Statement of Authorship

The work presented in this thesis represents my research ideas and efforts in

collaboration with ideas and suggestions by my supervisor Grant Ferris as acknowledged by the

co-authorship in the publications and manuscripts that resulted from this work. Chapters 2 and 3

are prefaced by a reference in which the manuscript has been published. Permission from the

publishers and co-authors to include the manuscripts in my thesis has been received. Chapter 4

represents work that has been submitted.

Chapter 2: Viruses in Granitic Groundwater from 69 to 450 m Depth of the Äspö Hard

Rock Laboratory, Sweden.

Jennifer E. Kyle, Hallgerd S. C. Eydal, F. Grant Ferris, and Karsten Pedersen.

Jennifer Kyle and Hallgerd Eydal planned the field session, the type of analyses to be conducted,

and collected the samples. Jennifer Kyle prepared and analyzed sample on the transmission

electron microscopy and Hallgerd Eydal conducted microbial counts. Jennifer Kyle conducted

data interpretation with the assistance of Karsten Pedersen. Jennifer Kyle and Karsten Pedersen

wrote a majority of the manuscript with input from Hallgerd Eydal and Grant Ferris. Published:

ISME (2008), vol. 20, pp. 571-574

Chapter 3: Virus Mineralization at Low pH in the Rio Tinto, Spain

Jennifer E. Kyle, Karsten Pedersen, and F. Grant Ferris

Jennifer Kyle developed the idea, designed the sampling protocol, and performed the analysis.

Bob Harris at the University of Guelph assisted with energy dispersive spectroscopy on the

transmission electron microscope and obtaining the image shown in figure 3.

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Jennifer Kyle collected all samples with the assistance of Grant Ferris, and performed in situ

physiochemical measures with the assistance of Grant Ferris and Karsten Pedersen. Jennifer

Kyle conducted data interpretation with the assistance of Grant Ferris. Jennifer Kyle wrote the

paper with input from Grant Ferris and editing and suggestions by Karsten Pedersen. Published:

Geomicrobiology Journal (2008), vol. 25, pp. 338-345.

Chapter 4:

Jennifer E. Kyle and F. Grant Ferris

Jennifer Kyle developed the idea, designed the sampling protocol, collect and prepared all

samples, performed all the analyses with the exception of the following: Dan Mathers performed

ICP-AEOS on 2 of the 3 sampling sessions from Sudbury, and Wendi Abi at the University of

Ottawa performed dissolved carbon analysis. Joe Fyfe and Robin Armstrong assisted with field

sampling locations located on Xstrata Canada property. Jennifer Kyle performed data

interpretation and wrote the manuscript with input from Grant Ferris. Submitted: Applied and

Environmental Microbiology.

Chapter 5:

Jennifer E. Kyle

Jennifer Kyle developed the idea, designed the sampling protocol, collect and prepared all

samples, performed all the analyses, and interpreted data. Jennifer Kyle wrote the manuscript

with editing performed by Grant Ferris.

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Acknowledgements

I would first like to thank my supervisor, Grant Ferris. I recall walking into our first

meeting with references in hand, ideas written on scraps of paper, crossing my fingers that he

would at least entertain the doctoral research pitch I was about to give. From our first meeting,

Grant has been supportive, encouraging, and enthusiastic of letting me explore an idea I had

developed, an idea that other people disregarded. Grants continuous belief in my research and

continuous support has been greatly appreciated and is a quality I hope to possess towards

students and colleagues in the future.

To past and current members of the Microbial Geochemistry Lab, I would like you for

your advice, assistance, and good times. It has been a pleasure working with each of you and I

look forward to future collaborations. So thank you Samantha Smith, Andy Mitchell, Chris

Omelon, Rachel James, Kerry Evans-Tokaryk, and Chris Kennedy (who was invaluable towards

the end of my research).

To my father, I appreciate and thank you for the many offers to assist in any way

possible. It is comforting to know that there is always someone that I can count on for anything

and everything. I would especially like to thank my mom. The early morning, midday, and late

evening phone calls helped keep me going these past four years. There is no other person who

has been more supportive. Emotionally, this PhD thesis belongs to my mom just as much as

myself. I think my mom was more frustrated when experiments did not go as hoped and more

excited when they did than I.

Lastly, I would like to thank Justin. A person whose passion for life and love for science

is something to be desired.

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Table to Contents

Abstract ii

Statement of Authorship iv

Acknowledgements vi

Table of Contents vii

List of Figures xiii

List of Tables xiv

Chapter 1: Introduction 1

1.1 Research statement 1

1.2 General description of bacteriophages 2

1.2.1 Phage morphology 2

1.2.2 Locality 3

1.2.3 Phage abundance 4

1.3 Bacteriophage replication 5

1.3.1 Attachment 5

1.3.2 Penetration and genome injection 5

1.3.3 Synthesis of phage components 6

1.3.4 Assembly 7

1.3.5 Release 7

1.4 Phage attachment and mineral sorption to bacterial surfaces 8

1.4.1 Bacterial mineralization 8

1.4.2 Receptor sites for phage attachment and mineralization 9

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1.4.2.1 Gram negative bacteria 9

1.4.2.2 Gram positive bacteria 10

1.5 Prokaryotic Habitats 10

1.5.1 The deep subsurface 10

1.5.2 Acid mine drainage 11

1.6 Role of viruses in biogeochemistry 12

1.7 Viral-Mineral interactions 12

1.7.1 Mineral and viral surface charges 13

1.7.2 Factors effecting viral-mineral sorption 13

1.8 Viral preservation 15

1.9 References 15

Chapter 2: Viruses in Granitic Groundwater From 69 to 450 m Depth of the Äspö Hard Rock Laboratory, Sweden 22

2.1 Abstract 24

2.2 Short communication 25

2.3 Acknowledgements 29

2.4 References 29

2.5 Figure legends 32

Chapter 3: Viral Mineralization at Low pH in the Rio Tinto, Spain 35

3.1 Abstract 37

3.2 Introduction 38

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3.3 Methods and Materials 39

3.3.1 Site description and sample collection 39

3.3.2 Prokaryotic and viral abundance 40

3.3.3 Transmission electron microscopy 41

3.3.4 X-Ray diffraction 41

3.3.5 Geochemical and Statistical Calculations 42

3.4 Results 42

3.4.1 Microbial abundance and physiochemical correlations 42

3.4.2 Viral diversity 43

3.4.3 Viral-inorganic particle association 43

3.5 Discussion 44

3.6 Acknowledgements 50

3.7 References 50

3.8 Table legends 55

3.9 Figure legends 57

Chapter 4: Geochemistry of Virus – Prokaryote Interactions in Freshwater and Acid Mine Drainage Environments, Ontario, Canada 60

4.1 Abstract 62

4.2 Introduction 63

4.3 Methods and Materials 64

4.3.1 Site description and sample collection 64

4.3.2 Viral and prokaryote abundance and viral imaging 65

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4.3.3 Aqueous chemistry 66

4.3.4 Statistical and geochemical data analysis 66

4.4 Results 67

4.4.1 Aqueous chemistry 68

4.4.2 Viral-prokaryote abundance and geochemical relationships 68

4.4.3 Predictors of prokaryotic abundance 69

4.4.4 Viral-mineral correlations 69

4.5 Discussion 70

4.5.1 Relationships between viruses, prokaryotes, and geochemical variables 70

4.5.2 Viral-mineral correlations 73

4.6 Acknowledgements 77

4.7 References 77

4.8 Table legends 85

4.9 Figure legends 89

Chapter 5: Bacterial-phage interactions and authigenic mineral precipitation 92

5.1 Abstract 92

5.2 Introduction 93

5.3 Methods and Materials 95

5.3.1 Site Characterization and sample collection 95

5.3.1.1 Viral and prokaryotic abundance and viral imaging 95

5.3.1.2 Aquatic chemistry 96

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5.3.1.3 Isolation of IOB phage 96

5.3.1.4 Isolation of IOB phage from Longvac 99

5.3.2 Bacillus subtilis – SPβc2 mineralization experiments 99

5.3.2.1 Obtaining lysate 100

5.3.2.2 Plaque assay 101

5.3.2.3 Experiment 1: Bacillus subtilis with iron plus phage 101

5.3.2.4 Experiment 2: Lysogen plus iron 103

5.3.2.5 Experiment 3: Phage with iron plus Bacillus subtilis 104

5.4 Results 104

5.4.1 AMD site characterization 104

5.4.1.1 IOB phage isolation using foreign cultures 105

5.4.1.2 IOB phage isolation 105

5.4.1.3 IOB phage isolation using Longvac cultures 105

5.4.2 Bacillus subtilis – SPβc2 mineralization experiments 106

5.4.2.1 Experiment 1: Bacillus subtilis with iron plus phage 106

5.4.2.2 Experiment 2: Lysogen plus iron 106

5.4.2.3 Experiment 3: Phage with iron plus Bacillus subtilis 107

5.5 Discussion 107

5.5.1 IOB phage isolation 107

5.5.2 Bacillus subtilis – SPβc2 experiment 110

5.6 Conclusions 114

5.7 Acknowledgements 114

5.8 References 115

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5.9 Table legends 120

5.10 Figure legends 122

Chapter 6: Synthesis and Future Work 128

6.1 Synthesis 128

6.1.1 Viruses in extreme environments 128

6.1.2 Viral control of prokaryotic abundance 129

6.1.3 Viral-mineral and viral-geochemical interactions 129

6.1.4 Role of bacterial mineralization in phage replication 130

6.2 Future Work 131

6.2.1 Environmental phage therapy in acid mine drainage 132

6.2.2 Phage-host dynamics under mineralizing conditions 132

6.2.3 Viral mineralization and preservation 132

Appendix I: Exact microbial and VLP counts for Rio Tinto and Ontario samples 134

Appendix II: Evidence of strength of multiple regression model in Chapter 4 where 137 the dependent variable is prokaryotic abundance.

Appendix II: Evidence of strength of multiple regression model in Chapter 4 where 140

the dependent variable is VLP abundance.

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List of Figures

Fig. 1.1: Common bacteriophage morphotypes. 3 Fig. 2.1a: The relation between the total number of cells (TNC) and the number of virus

like particles (VLP) in groundwater from Äspö hard rock laboratory. 33 Fig. 2.1b: The relation between the average of 10log number of VLP, depth, and amount

of chloride in groundwater from Äspö hard rock laboratory. 33 Fig. 2.2: TEM of VLPs from Äspö hard rock laboratory. 34

Fig. 3.1: Map of Rio Tinto sampling sites. 58

Fig. 3.2: TEM micrograph of common phage morphotypes found in the Rio Tinto. 58

Fig. 3.3: High-resolution TEM micrograph of a Myoviridae phage. 59

Fig. 3.4: TEM micrographs of RT-066 with inorganic, iron-bearing mineral phases attached to the phages. 59

Fig. 4.1: Map of southern Ontario with sample locations. 90 Fig. 4.2: TEM micrographs of common VLPs found in southern Ontario surface waters. 90 Fig. 4.3: TEM micrograph of possible VLPs sorbed to inorganic material from an AMD

site. 91 Fig. 5.1: TEM image of mineralized Bacillus subtilis after 30 min incubation with iron

and SPβc2. 123 Fig. 5.2: TEM image of lysogen with minimal mineralization (a) and extensive

mineralization (b). 124 Fig. 5.3: SPβc2 surrounds cells partially surrounded by ESP (a-d) noted using TEM. 125 Fig. 5.4: SPβc2 surrounds dividing Bacillus subtilis cell in a lysogenic culture. 126 Fig. 5.5: TEM image of spherical (spore?) noted after 20 hours of incubation of lysogen

with iron. 127 Fig. 5.6: TEM image of lysogen after 2 hours of iron incubation. 127

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List of Tables

Table 3.1: Physiochemical characteristics and microbial abundances of Rio Tinto water samples 55

Table 3.2: Correlation indices of Rio Tinto chemical constituents with microbial abundance and physiochemical characteristics. 55

Table 3.3: Major dissolved ion concentration of Rio Tinto water samples 56 Table 3.4: Saturation index values from geochemical modelling of Rio Tinto water

samples. 56 Table 4.1: Prokaryote, virus, physiochemical, and geochemical concentrations determined

for each sample location. 85 Table 4.2: Spearman rank correlation coefficients of microbial and physiochemical

constituents. 87

Table 4.3: Multiple regression analysis with prokaryote abundance as the dependent variable. 88

Table 4.4: Simple linear regression analysis with VLP abundance as dependent variable. 88 Table 4.5: Pearson correlation coefficient of mineral saturation indices verses pH and

microbial constituents. 88 Table 5.1: Geochemical constituents and prokaryotic and viral abundances of AMD

waters. 120 Table 5.2: Mean values of results for the mineralized bacteria plus phage microcosms. 120

Table 5.3: Mean values of measurements conducted in the lysogen plus iron microcosms. 121 Table 5.4: Results of Bacillus subtilis plus iron over time. 121

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Chapter 1

Introduction

1.1. Research Statement

Viruses are small, infectious, intracellular parasites that require a host organism to

replicate. As a biological entity that the scientific community debates whether or not is living,

viruses are dynamic, important members of any biological community. The existence of viruses,

more specifically bacteriophages (viruses that infect prokaryotic microorganisms), within natural

environments has only come to light within the past couple of decades with their ubiquity only

recently established. The ecological role of bacteriophages (herein referred to as phages) in

aquatic environments, especially marine environments, is beginning to be understood; however,

notably lacking from the literature is the role that geochemical and mineralogical variables have

on viral populations. More specifically (i) the presence and abundance of viruses in extreme

biogeochemical ecosystems, such as the deep subsurface and acid mine drainage (AMD), (ii) the

influence of geochemical variables on viral abundances in unexamined or minimally examined

aquatic environments, (iii) the role of minerals on viral dynamics, and (iv) the role of

mineralization on phage-host relationships.

The goal of this research is to (i) identify the presence and abundance of viruses in the

deep subsurface and AMD environments, (ii) determine viral-geochemical and viral-mineral

interactions within AMD environments, (iii) determine viral-geochemical and viral-mineral

interactions within freshwater environments, and (iv) examine phage-host dynamics under

natural and experimental mineralizing conditions.

The importance of this research is multifaceted and ranges from expanding our

knowledge of aquatic microbial geochemistry to the potential discovery of novel microbial

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biosignatures (i.e. microfossils). In addition, this research has bioremediation implications

where phages could be used for environmental phage therapy (i.e. the use of phages to eliminate

environmental problems created or propagated by prokaryotes, such as AMD). Also, as AMD

environments are possible Earth analogs to past processes on Mars, gaining an understanding of

viral influences and/or viral-geochemical and viral-mineral interactions would enhance our

knowledge of current systems with the ability to apply this information to past events (i.e. “the

present is the key to the past”).

1.2 General Description of Bacteriophages

1.2.1 Phage Morphology

Phages are typically 30-100 nm in diameter and comparatively simple biological entities

as they are all composed of a protein head (called a capsid) that contains the viral genome. Most

known bacteriophages have double stranded (ds)DNA. The vast majority of phages (96 % of

those studied thus far; Ackermann 2007) are tailed (Figure 1), which is used to attach to the host

bacterial cell and channel the viral genome into the host. Phage receptors used in host

attachment are commonly located at the tail tip. Phages without tails attach and inject their

genetic material through the expression of proteins located within the capsid (Kutter et al. 2005).

Classification of phages are based mainly on phage morphology (Fig. 1; Ackermann 2007) and

its host genus; however, as more bacteriophages are isolated from nature, classification is

moving towards nucleic acid sequencing (Ackermann 2006).

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Figure 1. Common bacteriophage morphotypes. Phage morphotypes are divided into four groups containing a variety of viral groups (families).

1.2.2 Locality

Phages are seemly ubiquitous and present wherever there is a potential host (i.e.

prokaryotes). They have been discovered all over the world in a variety of environments

including marine (Suttle 2005), estuarine (Cochran and Paul 1998; Hewson et al. 2001),

lacustrine (Maranger and Bird 1995), sediments (Maranger and Bird 1996; Ricciardi-Rigault et

al. 2000), and soils (Ashelford et al. 2003). In addition, abundant phage populations have been

described from many extreme environments including deep-sea hydrothermal vents (Geslin et al.

2003; Ortmann and Suttle 2005), high temperature terrestrial hot springs (Rachel et al. 2002),

Antarctic waters (Guixa-Boixereu et al. 2002) and perennial lakes (Lisle and Priscu 2004), and

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hypersaline lakes (Oren et al. 1997; Jiang et al. 2004). Some work has been conducted within

acid mine drainage environments (Ward et al. 1993; Allen et al. 2007), but viral abundances and

morphological descriptions have not been reported. No reports of viruses within the deep

subsurface have, to our knowledge, been previously published.

1.2.3 Phage Abundance

Viruses are the most abundant biological entity on Earth (total 1030 to 1032 viruses; Suttle

2005), composing ~ 94 % of the nucleic-acid-containing particles in the oceans; however, due to

their small size they only comprise ~ 5 % of the total oceanic biomass (Suttle 2007). Current

estimates suggest there is at least one virus for every living organism (Flint et al. 2000). Viral

abundance is commonly found to be one to two orders of magnitude greater than that of the

prokaryotic population, although this is not always the case (Alonso et al. 2001). Typical viral

abundances within the systems mentioned above range from 105 to 108 phage particles/mL (see

references above).

Viral abundance is believed to be governed by the abundance and productivity of the host

organisms. For example, viral and bacterial abundances are typically greater in marine sediments

vs. the water column, oxic vs. anoxic waters (Ricciardi-Rigault et al. 2000), and during the

summer vs. the winter (Cochran and Paul 1998).

The most common cause of viral decay is UV radiation from sunlight. Given that the

viral genome is only protected by the viral capsid, UV radiation only has a few nanometers of

biopolymer to penetrate before reaching and mutating the genome. Additional decay factors

include heat and hydrolytic enzymes (Fuhrman 1999).

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1.3 Bacteriophage replication

Viruses require a host’s metabolism to replicate. Phages can only reproduce through

infecting and taking over the host’s biosynthetic machinery. In order for viral particles to be

replicated, 5 distinct steps are required: (i) viral attachment to host cell, (ii) penetration of the

host cell envelope to enable passage for viral genetic material (injection), (iii) synthesis of viral

components (i.e. proteins and nucleic acids), (iv) assembly of viral particles, and (v) release of

progeny into the environment.

1.3.1. Attachment

The phage-host cell relationship is specific as phages typically attach to prokaryotes of a

specific species, or sometimes only to a specific strain of an individual species, that contain

complementary receptor sites. Receptor sites are typically found on the cell surface, such as in

lipopolysaccharides (LPS) for gram negative bacteria, and teichoic acids in gram positive

bacteria; however, some are located on external capsules, flagella, or pili (Lindberg 1973). For

phage attachment, initial contact between a phage and its host bacteria is governed by chance

(Flint et al. 2000). The rate of attachment follows second order kinetics as dA/dt = k[V][H],

where [V] and [H] is the concentration of phages and host cell bacteria, respectively, and k is the

rate constant (Flint et al. 2000). When the host density and/or phage concentration is high, the

likelihood of a phage encountering its host is greater.

1.3.2. Penetration and genome injection

Once a phage irreversibly attaches to its host receptors, viral DNA can then be injected

into the host cell although the mechanism of DNA injection varies between phages (Kutter et al.

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2005). Commonly, an enzymatic reaction occurs at the tail tip causing the formation of a small

hole within the cell envelope creating a small channel for the viral genome to be ejected from the

capsid into the host cell (Guttman et al. 2005). For SPP1 phage (host Bacillus subtilis), once the

tail is in position to transfer the genome, conformational changes occur along the tail structure

signaling the release of the genome within the capsid into its host (Plisson et al. 2007).

1.3.3. Synthesis of phage components

Once the viral DNA is injected into the host cell, one of two replication cycles can take

place depending of the types of phage infecting the cell. Lytic phages immediately takeover of

host’s cellular metabolism resulting in a lytic replication cycle. Whereas temperate phages

incorporate the viral DNA into the host genome called a lysogenic replication cycle.

In the lytic cycle, phages immediately take over the host’s replication mechanics. Early

viral genes are transcribed for the production of viral enzymes used to stop host DNA synthesis

and of products that assist in protecting the phage genome from host attack (Gutterman et al.

2005; Kutter et al. 2005). Intermediate viral genes transcribe for the production of viral DNA,

and late genes produce viral components such as the capsid and tail (Gutterman et al. 2005).

A lysogenic cycle differs in that the viral genome becomes integrated into the host cell

genome (called a prophage) instead of automatically taking over the cell. In a lysogen (a

bacterium containing a prophage), both the viral and host genomes are replicated as the host cell

continues to grow and divide, which in turn creates additional infected cells. A prophage may be

induced into a lytic cycle by inducing agents such as environmental stress (changes in

temperature, pH, salinity, UV radiation, and/or introduction of harmful pollutants). When this

occurs, the viral genome is excised from the host genome and a lytic cycle, as described above,

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begins. Lysogeny is thought to be a common replication cycle as this strategy enables phages to

survive when host density is low or environmental conditions are not favorable for free phages.

In addition, lysogeny can be beneficial for the host cell because, once a host is infected, the host

becomes immune to infection by the same or related viruses (Fuhrman 1999). Lysogens also

contain viral genes that may contribute to the survival of the host population through increasing

the host’s virulence factor (Chibani-Chennoufi et al. 2004). In a process called phage

conversion, phage encoded virulence genes can covert a nonpathogenic bacteria to a virulent

strain or increase the virulence of a particular stain (Boyd 2005). For example, many common

bacterial diseases seen in humans (i.e. cholera, botulism, diphtheria, toxic shock syndrome) are

the result of phage encoded toxins (see Boyd 2005) causing the illness.

1.3.4. Assembly

Once the genes for the viral components (i.e. capsids, nucleic acids, tail structures) are

transcribed proteins are then able to form. The genome is packaged into the capsids at which

time the tail, if applicable, attaches to the capsid (Gutterman et al. 2005); however in a recent

study, a phage, Acidianus two-tailed virus (ATV), was found to develop its tail after being

released from its’ host Acidianus convivator (Häring et al. 2005). In addition, multiple virions

(viral particles within the host cell) are commonly produced within one host cell.

1.3.5. Release

The final step in viral replication is the release of newly formed virions into the

surrounding environment. Viral enzyme(s) break down the cell envelope structure causing the

cell to break down and burst open (i.e. lysis) enabling the release of newly assembled viral

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particles into the surrounding environment. The number of viral particles produced per host cell

is referred to as the burst size. Burst sizes can range from just a few viral particles up into the

hundreds. Multiple factors can affect the burst size including the length of time from infection to

assembly (referred to as the latent period), host growth conditions, and the size of the host cell.

1.4 Phage Attachment and Mineral Sorption to Bacterial Surface

1.4.1 Bacterial Mineralization

Bacterial surfaces are prone to mineralization as the cell surface usually has an overall net

electronegative charge (at ~ pH 7), attracting mineral forming ions in the surrounding

environment. This negative charge is due to the carboxyl and phosphoryl, and to a lesser extent

hydroxyl groups, found in the cell wall. Abundant carboxyl groups found within peptidoglycan

layer of the cell wall are responsible for most of the cells negative charge. Phosphoryl groups

found in teichoic and teichuronic acids in gram positive bacteria, and phosphoryl and carboxyl

groups in lipopolysaccharides (LPS) in gram negative bacterial, contribute additionally to this

negative charge. Positively charged groups also exist, such as amine groups in teichoic acids,

and amino groups in peptidoglycan (Beveridge and Murray 1980), but they are less abundant.

This net negative charge of the bacterial surface causes the bacterial cell to act as a passive

nucleation site for metal deposition and mineral formation. Commonly, mineral formation is

unintended and uncontrolled by the organism as the cell interacts with ions in the surrounding

environment and metabolic byproducts excreted by the organism itself (Frankel and Bazylinski

2003). Mineral formation in this instance is induced upon the cell. Initial minerals are usually

hydrous and poorly ordered, but over time they lose water and become more crystalline (Fortin et

al. 1997). Metal cations in solution are able to directly bind to anionic functional groups, but

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anionic ions, such as silicate, must bind to either amine groups (depending on pH) or form metal

ion bridges with carboxyl and/or phosphate groups to bind at the cell surface (Mera and

Beveridge 1993).

1.4.2 Receptor sites for phage attachment and mineralization

1.4.2.1 Gram negative bacteria

Gram negative bacterial phage receptor sites are found in LPS, membrane proteins, and

phospholipids (Lindberg 1973). After phage attachment and subsequent infection, a lysogenic

conversion induced by a temperate phage will often alter the surface characteristics to deter

additional infection and/or reduce attachment rate of related phage species. If an unrelated phage

succeeds in injecting their viral genome into an already infected cell, the original phage genome

encodes for repressor proteins that block transcription of the new phage genome (Kuttle and

Sulakelidze 2005).

For attachment to occur the presence of a particular molecule is often not sufficient

enough for attachment, but how the molecule is assembled and attached to neighbouring

molecules is crucial. Variations within and connections between molecules enables different

phages to attach (Lindberg 1973).

In terms of mineralization, the outer surface of gram negative bacteria also interacts with

metal cations in solution. The phosphoryl groups in LPS and phospholipids are the most reactive

electronegative sites in the outer membrane capable of binding metal cations (Ferris and

Beveridge 1986). This would be a major site for metal cation interaction and mineral formation.

Components within LPS molecules contain a free carboxyl, and repeating residues can be

substituted by anionic groups making these reactive sites for metal cation binding (Ferris 1989).

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1.4.2.2 Gram positive bacteria

Common phage receptors are found in teichoic acids of gram positive bacterial cell walls.

The diversity of residues and the linkages within and between units in teichoic acids specifies

which phages can attach. Teichoic acids are also active sites for mineral formation as the

negatively charged phosphate groups attracts ions from the surrounding environment. For gram

positive bacteria the negative charge is concentrated on the outer surface (Doyle 1989) where

teichoic acids are available for interaction. Carboxyl groups in peptidoglycan undergo more

metal deposition compared to phosphodiester groups of teichoic acids possibly due to greater

accessibility (Beveridge and Murray1980).

1.5 Prokaryotic Habitats

As discussed above, viruses are believed to be present wherever potential hosts exists.

Two environments that have undergone no or limited investigation in terms of viral ecology are

the deep subsurface and acid mine drainages (AMD).

1.5.1 The Deep Subsurface

Microbial diversity within subsurface environments is largely based on host rock

mineralogy and the aquatic geochemistry of fracture waters (Sahl et al. 2008). The deep

subsurface is unique in that it is largely a photosynthesis-independent system as organic carbon

derived from photosynthetic processes is quickly depleted near the Earths surface (Pedersen and

Karlsson 1995; Pedersen 1999). One hypothesis for the origins of life on Earth is that life

originated in the deep subsurface as radiation from the Sun would have been detrimental to any

life forming on the Earths surface. One of the most extensively examined deep subsurface

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environments is located in southeastern Sweden.

Äspö Hard Rock Laboratory (HRL) in Sweden is a research site that investigates

subsurface storage of nuclear waste in crystalline granitic bedrock. At the HRL, total

prokaryotic abundance ranges from 103 to 107 cells/mL where microbes such as sulfate and iron

reducers, homoacetogens, and acetoclastic and autotrophic methanogens comprise a large

percentage of the total number of prokaryotes (Pedersen 1996, 1999). It is suggested that the

deep granitic biosphere is hydrogen driven with hydrogen produced by geologic processes

(Pedersen 1999). Until this investigation, the presence of viruses in the deep subsurface had not

been considered.

1.5.2 Acid Mine Drainage

Acid mine drainages are characterized by low pH (~ < 4.0) and a high content of

dissolved metals (i.e. Fe, Cu, and Zn). They are commonly found in mining environments where

sulfide minerals are being excavated for ore production. The exposure of sulfide minerals (most

commonly pyrite) to the atmosphere and water results in chemical iron oxidation of sulfides and

the production of acidic conditions, commonly depicted by the following equations (Nordstrom

and Southam 1997; Baker and Banfield 2003, respectively):

[Eq.1] FeS2 + 15/4O2(atm) + 7/2H2O Fe(OH)3 + 2H2SO4

[Eq.2] FeS2 + 3.5O2(atm) + H2O Fe2+ + 2SO42- + 2H+

Chemical (i.e. abiotic) oxidation of ferrous to ferric iron is very slow in acidic

environments (pH of less than 4.0), but is catalyzed by a factor of five (Singer and Stumm 1970)

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by iron oxidizing bacteria (IOB). Biotic oxidation of ferrous iron results in the production of

ferric iron, which in turn is able to act as an oxidant of pyrite creating a closed feedback loop

where upon ferric iron oxidizes pyrite:

[Eq.3] Fe2+ + 0.5O2 + 2H+ Fe3+ + H2O (biotic; IOB)

[Eq.4] 14Fe3+ + FeS2 + 8H2O 15Fe2+ + 2SO42- + 16H+

Although acidophilic (acid-loving) microorganisms do not initiate AMD, they play a

large role in the propagation and maintenance (ferric iron acts as a buffering agent (see Eq. 4;

Fernández-Remolar et al. 2004)) of acidic (and therefore metal-rich) aquatic environments.

1.6 Role of Viruses in Biogeochemistry

Viruses are acknowledged as catalyst in biogeochemical cycles in aquatic environments

(Suttle 2005). The nature of viral activity results in the production of dissolved organic matter

(DOM) from particulate organic matter (POM) as lytic phages typically burst host cells for their

release. This results in a trophic level transfer of nutrients (C, P, N) from organisms that graze

on bacterial cells to heterotrophic bacteria that can utilize DOM (see Middelboe et al. 1996;

Wilhelm and Suttle 1999; Middelboe and Jorgensen 2006; Riemann et al. 2009). Also POM to

DOC conversion keeps nutrients within the given community for longer periods of time instead

of sinking to further depths in the water column (Suttle 2005). In addition, viral lysis releases

nutrients that may be limiting within the environment (i.e. N, P, Fe; Fuhrman 1999).

1.7 Viral-Mineral Interactions

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Viral-inorganic particle interactions have undergone examination for determining

conditions upon which viral particles are removed and released from and into aquatic systems for

the purpose of understanding the transport of infective agents in drinking water. These studies

along with an understanding of colloidal stability (DLVO theory) has provided a great amount of

knowledge on viral-mineral interactions.

1.7.1 Mineral and Viral Surface Charges

The total net surface charge for a mineral is a result of (1) the permanent structural charge

of the mineral, (2) the net proton charge, (3) the inner-sphere complex, and (4) the outer-sphere

complex (Stumm and Morgan 1996). The inner- and outer-sphere complexes, referred to as the

electric double layer, begins at the mineral surface and extends into the bulk solution. The inner-

sphere complex, herein referred to as the Stern layer, is considered a fixed layer next the mineral

surface that contains counterions that partially neutralize the surface charge. The outer-sphere

complex, herein referred to as the Gouy layer, is next to the Stern layer and extends outward into

solution. The thickness of the Gouy layer is strongly dependent upon the pH and ionic strength

of the bulk solution, and determines the force and distance in which particles interact (Gerba

1984).

Viral particles are dominantly composed of proteins that are composed of amino acids,

some of which (glutamic acid, aspartic acid, histidine, and tyrosine) contain functional groups,

such as carboxyl and amine groups, that can become ionized (Gerba 1984; Loveland et al. 1996)

giving the viral surface a net charge.

1.7.2 Factors effecting viral-mineral sorption

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Electrostatic and van der Waals forces are the major forces influencing viral-mineral

sorption with the solution pH, isoelectric point of both the viral particles, and the inorganic

materials acting as a major determinant in the interaction between the two particles (Gerba 1984;

Loveland et al. 1996; Dowd et al. 1998; Guan et al. 2003). Viral particles typically have pHIEP

(the pH at which the protein carries no net charge; IEP is the isoelectric point) values ranging

from 3-11 (Gerba 1984). When the pH of the aquatic environment is below the pHIEP of the

virus, the virus will have a net positive surface charge resulting in viral attachment to negatively

charged mineral surfaces. As the pH of solution increases above the pHIEP of the virus, repulsive

electrostatic forces between the viral particle and inorganic surface will result in detachment of

the virus. Typically, low pH values result in irreversible viral attachment with higher pH values

favoring free (i.e. unattached) viral particles (Gerba 1984; Schulze-Makuch et al. 2003). Also,

minerals with higher pHIEP typically act as better viral adsorbants (Murray and Laband 1979) as

there is a greater probability that the mineral will have a positive charge in near neutral aquatic

systems (Gerba et al. 1984).

In addition to pH of solution and pHIEP of the involved particles, ionic strength influences

viral-mineral sorption. High ionic strength solutions decrease the thickness of the Gouy layer

enabling viral particles to closely approach mineral surfaces. Even if particles contain like

charges, attractive van der Waals forces enable viral attachment (Gerba 1984). Low pH values

also have the same effect as high ionic strength solutions. In low ionic strength solutions,

electrostatic forces dominate over van der Waals inhibiting attachment between like charges.

Other factors that influence viral sorption are the presence of cations and dissolved

organic matter (DOM) (Gerba 1984). Cations, such as Ca2+, have been shown to increase viral

adsorption through the formation of a cation bridge enabling two negatively charged particles to

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attach. However, this is not always the case. Zhuang and Jin (2003) found that divalent cations

increased viral transport as the cations decreased viral-mineral attractive electrostatic interactions

by interacting with the negatively charged viral particles.

The presence of DOM tends to result in greater viral abundance in solution as DOM has

been found to hinder viral mineral attachment (Ryan et al. 1999; Blanford et al. 2005; Foppen et

al. 2006). Dissolved organic matter tends to out compete viral particles in mineral sorption as

both commonly posses similar net charges at similar pH values.

1.8 Viral Preservation

To date there is no known evidence of viruses within the rock record, which is believed

to be due to their small size (30-100 nm) and lack of a unique chemical and isotopic signature.

For these reasons, viruses have either not been considered or disregarded in terms of viral

preservation and the development of microfossils. However, one study conducted by Daughney

et al. (2004) found that when viruses are subjected to increased amount of iron, iron becomes

associated with the viral particles causing distinction between viral particles and inorganic iron

oxides difficult.

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Chapter 2

This chapter is reprinted with the permission from the publisher Nature Publishing Group and

co-authors in: ISME (2008), vol. 20, pp. 571-574. Viruses in granitic groundwater from 69 to

450 m depth of the Äspö hard rock laboratory, Sweden. By: J. E. Kyle, H. S. C. Eydal, F. G.

Ferris, and K. Pedersen.

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Viruses in Granitic Groundwater from 69 to 450 m Depth of the Äspö

Hard Rock Laboratory, Sweden

Jennifer E. Kyle1*, Hallgerd S. C. Eydal2, F. Grant Ferris1, and Karsten Pedersen2

1Department of Geology, University of Toronto, Earth Sciences Centre, Toronto, Ontario, Canada M5S 3B1

2 Department of Cell and Molecular Biology, Göteborg University, SE 405 30

Göteborg, Sweden

*Corresponding author

Jennifer E. Kyle Email: [email protected]

Phone: (416) 978-0661; Fax: (416) 978-3938

Running Title: Viruses in Deep Granitic Groundwater

Subject Category: Microbial ecology and functional diversity in natural habitats

Keywords: Bacteriophage; Biosphere; Groundwater; Prokaryotes; Subsurface; Viruses

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Abstract

The objectives for this study were to determine if viruses exist in deep granitic

groundwater and to analyse their abundance and morphological diversity. Fluorescent

microscopy counts on ten groundwater samples ranging from 69 to 450 m depth were in the

range of 104 to 106 total number of prokaryotic cells (TNC) mL−1 and 105 to 107 virus-like

particles (VLP) mL−1. A good positive correlation of VLP with TNC (r = 0.91, p=0.0003) was

found with an average VLP/TNC ratio of 12. Transmission electron microscopy revealed four

distinct bacteriophage groups (polyhedral, tailed, filamentous, and pleomorphic) with at least

seven phage families of which some are known to be lytic. Our results suggest the presence of

viruses in deep granitic groundwater to 450 m depth. If they are active and lytic, they would

constitute an important group of predators that could control numbers of microorganisms in the

analysed groundwater.

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Short communication

Prokaryotes colonize the deep subsurface to a depth of at least 3.3 km (Amend and Teske

2005; Lin et al. 2006). Deep intraterrestrial microbial life is investigated to understand the

diversity of life of Earth, the evolution and potential origin of life in the deep underground and

the tolerances of intraterrestrial life to extreme environmental conditions (Fredrickson and

Balkwill, 2006). Applied aspects, for example the impact of microbial activity on deep

intraterrestrial storage of spent nuclear fuel, are also important (Pedersen 2002). To completely

understand the ecology of microorganisms and their impact on the surrounding environment,

consideration needs to be given to the smallest member of microbial communities, viruses.

Groundwater samples were obtained in November 2006 from ten boreholes along the Äspö HRL

tunnel, ranging from 69 to 450 m depth. The samples were analysed for numbers of virus-like

particles (VLP), total number of prokaryotic cells (TNC) and chloride. In addition, one sample

from each borehole was observed with transmission electron microscopy (TEM) and the viral

morphological diversity of the samples was registered. To our knowledge this is the first

investigation of viruses in a deep intraterrestrial, fractured hard rock environment.

Äspö HRL is located on the island of Äspö near Oskarshamn, Sweden and comprises a

3.6 km long tunnel that spirals down from the surface to a depth of 460 m in granitic bedrock

(Pedersen, 2001). It is a deep research facility that investigates the geological storage of spent

nuclear fuel (Pedersen, 2002). The sampled boreholes were collected under in situ borehole

pressure, as described elsewhere (Pedersen, 2001). Samples used for determining abundance and

TEM imaging were collected in four sterile 50-mL polypropylene tubes and immediately

preserved with 0.02 µm filtered 37% acid-free formaldehyde to a final concentration of 2%.

Samples were stored at 4 ˚C until further analysis. Three of the samples were used for

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determining TNC and VLP; they were stained with SYBR Gold, according to the methods of

Nobel and Furhman (1998) and Chen et al. (2001) and analysed using an epifluorescence

microscope (Leica DMR HD). At least 300 microbial and 400 viral particles were counted per

filter in up to 30 fields, except in borehole KJ0052F03 at 447 m depth where 10 mL of sample

per filter resulted in approximately 150 VLP and TNC counted in 30 fields. Each field counted

was 0.01 mm2 in size. Transmission electron microscopy (Philips 201 TEM operating at 60 kV)

was used to image the viral particles in the fourth sample of every sample set. Samples were

filtered through a 0.2 µm syringe filter and centrifuged (RC5B Plus Superspeed centrifuge) at 19

000 rpm for 2 hours. All of the water except for 20−50 µL was removed; 20 µL of sample was

then transferred onto formvar- and carbon-coated copper grids for 25−30 minutes, and then

stained with 1% uranyl acetate for 60 seconds, after which excess sample was wicked from the

grid using filter paper. Grids were stored in the dark until being viewed on the TEM.

A good positive correlation of VLP with TNC (Figure 1a) was found. The VLP/TNC

ratios ranged from 1.1 up to 18.0 with an average ratio of 12. The groundwater in the boreholes

at 69 m was young, comprising a mixture of groundwater aged from months to years (Banwart et

al, 1994), and has been demonstrated to harbour significant microbial activity (Banwart et al,

1996). The VLP abundance and TNC were among highest in these boreholes (Figure 1a),

reflecting recent contact with shallow (0−5 m), microbiologically diverse and active groundwater

(Banwart et al, 1996). However, deep groundwater from 300 and 415 m showed similar

numbers.

The age and origin of the groundwater surrounding the Äspö HRL tunnel have been

studied and found generally to correlate with salinity (Laaksoharju et al, 1999b). Typically, a

large part of the groundwater at a depth of 500 m is approximately 7,000 years old; i.e., it went

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underground at the end of the last Fennoscandian glaciation (Laaksoharju et al, 1999a). The

amount of chloride in the investigated Äspö groundwater, which represents the salinity, was not

well correlated with depth (Figure 1b), owing to the very heterogeneous character of the aquifers

in the rock. The VLP numbers showed a good exponential correlation with chloride (Figure 1b)

as did TNC (not shown). There was no correlation between VLP, TNC or chloride with depth.

The inverse exponential relationships between chloride and VLP and chloride and TNC (Figure

1b), may be due to electrostatic phenomena. A high ionic strength decreases the electrostatic

double layer which increases the chance that viruses and prokaryotes are trapped in the

secondary attraction trough (Marshall, 1976) and the resulting attached virus-microbe

ecosystems will not be revealed by groundwater samples. Alternatively, old saline groundwater

that stands isolated (Laaksoharju et al, 1999b) may be less favourable for microbial growth and

viral activity, compared to more diluted groundwater. Future sampling and analysis of both

biofilms and groundwater are required to fully understand the observed decrease of TNC and

VLP in groundwater with high salinity.

Transmission electron microscopy exposed a diverse suite of viral morphologies (Figure

2). In a total of 252 examined viruses, four different morphological groups were identified,

including polyhedral, tailed, filamentous, and pleomorphic shapes. At 69 m underground, 12

viral sub-groups were represented (135 observations), compared to only one at 447 m (29

observations). Numbers of tailed viruses (Figure 2a, c, j−l) represented 43 % of the viral

morphotypes detected (110 observations), while numbers of polyhedral viruses (Figure 2b, m)

represented 31 % of the morphotypes (78 observations) except at 447 m where they represented

100 % (29 observations). Of the tailed viruses, Siphoviridae (Figure 2a, j, k) were the most

common, followed by Podoviridae (Figure 2l) and then Myoviridae (Figure 2c). Spherical

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capsids were more common than helical capsids in all of the tailed viruses. Tail lengths and

shapes also varied, along with the presence and/or absence of a base plate. Filaments were not

found on any of the viruses examined. The hosts of Siphoviridae and Myoviridae morphotypes

are typically found infecting the bacterial hosts (Prangishvili et al, 2006a), although tailed phages

have also been commonly found infecting hosts in the archaeal domain, Euryarchaeota

(Prangishvili, 2006b). Filamentous Inoviridae were found at a depth of 69 m (21 observations),

where they occurred radiating from a central point and attached to each other along their outer

ends by thin filaments (Figure 2d). The pleomorphic viruses in the Äspö groundwater were

represented by archaeal types (Figure 2e, f, i), most of which were fusiform archaeal viruses

(Figure 2e, i) (12 observations), and Guttaviridae (Figure 2f) (2 observations). Archaeal virus

abundance decreased with depth, as only Fuselloviridae viruses were noted at or below 300 m.

Of the archaeal viruses, Salterprovirus (Figure 2e) were the most abundant archaeal virus noted

at 69 m (4 observations). The viral diversity was consequently large in the shallow samples and

it decreased somewhat with increasing salinity.

Viruses are dependent on active and growing host microorganisms for their

multiplication. The number of VLP has been demonstrated to be significantly related to bacterial

turnover in samples from deep Mediterranean sediments (Danovaro et al, 2002), to bacterial

activity in sediments from Nivå Bay in Denmark (Middelboe et al, 2003), and to the number of

host cells in the Adriatic Sea aquatic system (Corinaldesi et al, 2003). High VLP/TNC ratios of

about ten, like those observed here (the average was 12), are consequently indicative of viruses

actively infecting microorganisms that also must be metabolically active. This confirms earlier

obtained energy source assimilation data (Pedersen and Ekendahl, 1992) and recent ATP

analysis data (Eydal and Pedersen, 2007), both of which suggested that the investigated

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microorganisms were in a state of growth. A predator−prey relationship may be present in deep

groundwater that then contains active and growing microorganisms, continuously predated by

viruses to observed steady state numbers in the range of 104 to 106 cells mL1 (Pedersen 2001)

just as it is in many surface environments (Wiggins and Alexander1985).

Acknowledgements

This research was made possible by generous support from the Swedish Foundation for

International Cooperation in Research Higher Education (STINT), the Swedish Nuclear Fuel and

Waste Management Co. (SKB), and the Swedish Science Research Council (VR). The authors

would like to thank the personnel at the Äspö Hard Rock Laboratory for their general support

during our sampling and analysis field work. Sara Eriksson and Lotta Hallbeck are

acknowledged for valuable comments on the manuscript.

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calculations, a new tool for decoding hydrogeochemical information. Appl. Geochem. 14:

861-871.

Laaksoharju M, Tullborg EL, Wikberg P, Wallin B, Smellie J (1999b) Hydrogeochemical

conditions and evolution at Äspö HRL, Sweden. Appl. Geochem. 147: 835−859.

Lin LH, Wang PL, Rumble D, Lippmann-Pipke J, Boice E, Pratt LM. et al. (2006) Long-term

sustainability of a high-energy low-diversity crustal biome. Science 314: 479−482.

Marshall KC (1976) Interfaces in microbial ecology. Harward University Press, Cambridge pp 1-

156.

Middelboe M, Glud RN, Finster K (2003) Distribution of viruses and bacteria in relation to

diagenetic activity in an estuarine sediment. Limno.Oceanogr. 48: 1447−1456.

Noble RT, Fuhrman JA (1998) Use of SYBR Green I for rapid epifluorescence

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counts of marine viruses and bacteria. Aquat. Microb. Ecol. 14: 113-118.

Pedersen ,K (2001) Diversity and activity of microorganisms in deep igneous rock aquifers of

the Fennoscandian Shield. In: Fredrickson, JK, Fletcher, M (Eds.) Subsurface Microbiology

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97−139.

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underground in Fennoscandian shield rocks. In: Keith-Roach, MJ, Livens, FR, (Eds.)

Interactions of Microorganisms with Radionuclides. Radioactivity in the environment 2,

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Pedersen K, Ekendahl S (1992) Incorporation of CO2 and introduced organic compounds by

bacterial populations in groundwater from the deep crystalline bedrock of the Stripa mine. J.

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Figure legends

Figure 1a. The relation between the total number of cells (TNC) and the number of virus like

particles (VLP) in groundwater from ten different boreholes distributed along the Äspö hard rock

laboratory tunnel at depths from 69 m down to 450 m. Three independent analyses were done for

each borehole. Dashed lines show 95% confidence intervals. The least-squares regression line for

VLP versus TNC is shown (10Log(VLP)= 1.30 × 10Log(VLP) – 0.62; r=-0.91, p=0.00001, n=30).

Figure 1b. The relation between the average (n=3) of 10log number of virus like particles (VLP),

depth and amount of chloride in groundwater from ten different boreholes distributed along the

Äspö hard rock laboratory tunnel at depths from 69 m down to 450 m. Numbers close to the

symbols indicate sample depth. Dashed lines show 95% confidence intervals. The least-squares

regression line for 10Log(VLP) versus chloride is shown (Chloride= - 2654 × 10Log(VLP) +

20172; r=-0.90, p=0.0004, n=10).

Figure 2. Transmission electron micrographs of viruses from Äspö hard rock laboratory

groundwater. Viral morphotypes found near depths of 69 m (a−h), 294 m (i, j), 415 m (k, l), and

447 m (m) are shown: a, Siphoviridae (B1); b, polyhedral virus with base plate; c, Myoviridae

with base plate; and d, Inoviridae connected by filaments around the outer ends (arrows). Two

polyhedral viruses are also shown: e, Salterprovirus; f, Guttaviridae; g, polyhedral virus with

spike-like protrusions; h, polyhedral virus (STIV-like); i, Fuselloviridae with twinned tail; j,

Siphoviridae (B1) with curved tail; k, Siphoviridae (B1) with straight tail; and m, polyhedral

virus. Scale bar is 125 nm, except in a and d where it is 250 nm.

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Figure 1.

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Figure 2.

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Chapter 3

This chapter is reprinted with the permission from the publisher Taylor and Francis and co-

authors in: Geomicrobiology Journal (2008), vol. 25, pp. 338-345. Virus mineralization at low

pH in the Rio Tinto, Spain. By: J. E. Kyle, K. Pedersen, and F. G. Ferris.

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Virus Mineralization at Low pH in the Rio Tinto, Spain

Jennifer E. Kyle1*, Karsten Pedersen2, and F. Grant Ferris1

1Department of Geology, University of Toronto, Earth Sciences Centre, Toronto, Ontario, Canada, M5S 3B1

2Göteborg University, Department of Cell and Molecular Biology, Microbiology Section, Box

462, SE-405 30 Göteborg, Sweden

*Corresponding author email: [email protected]

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Abstract

Water and sediment samples were collected from the Rio Tinto in south-western Spain to

assess (1) the presence and diversity of viruses in an acid mine drainage system and (2)

determine if relationships occur between geochemical parameters and viral abundance.

Epifluroescence microscopy and transmission electron microscopy revealed that viruses are not

only present, but geochemical evidence and multivariate statistical analyses suggest that viruses

in the Rio Tinto participate in mineralization processes. Viral capsids and tails occurred with

iron-bearing minerals sorbed to their surfaces, at times with mineralization so extensive that

differentiating between viral and inorganic particles using microscopy was difficult. Moreover, a

strong inverse relationship between viral abundance and jarosite saturation state (Pearson

correlation coefficient r = -0.71) was observed implying that viruses were removed from

suspension owing to ongoing mineral precipitation (i.e., decreasing number of viruses with

increasing rates of mineral precipitation, as inferred from saturation state). Viral-mineral

interactions may additionally impact virus-host relationships as a weak correlation was found

between viral and prokaryotic abundance, a relationship that is usually found to be highly

correlated. Viral abundance and pH were strongly correlated (pearson correlation coefficient r =

0.94) indicating viral sensitivity to low pH conditions.

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Introduction

Investigations concerning the presence and diversity of bacteriophages in acidic

environments have focused primarily on terrestrial hot springs (Rice et al. 2001; Rachel et al.

2002; Häring et al. 2005; Ortmann et al. 2006). Fewer studies have taken place in acid mine

drainage (AMD) systems; however, recent genomic studies of prokaryotic species from AMD

suggest that lysogenic prophages may be involved in lateral gene transfer (Allen et al. 2007). In

addition, Ward et al. (1993) characterized an AMD temperate phage (φAc1) that was shown to

be more stable at near neutral pH than in the acidic environment from which host bacterial

strains were isolated. Given phage instability at low pH (Ward et al. 1993), the authors

suggested lysogeny would be a common reproductive strategy, as phages exposed to acidic

conditions after host cell lysis would have to find a new host cell quickly before becoming

inactivated. In contrast, a lipid-containing virus (NS11) was shown to not only tolerate low pH

environments, but to have an optimal replication cycle at a pH of 3.5 (Sakaki and Oshima 1976).

These general observations are consistent with viral population analyses of acidic, high

temperature, terrestrial hot springs where phages commonly exhibit lysogenic replication cycles,

and most of the lysogenic phages infect archaeal species (Rice et al. 2001;Ortmann et al. 2006).

The low pH (1.5 to 3.1) and high dissolved metal concentrations of the Rio Tinto in

southwestern Spain stand as a classic example for AMD environments (Figure 1; Gonzáles-Toril

et al. 2003). There have been numerous studies on the geochemistry and microbiology of the

Rio Tinto (López-Archilla and Amils 2001; Gonzáles-Toril et al. 2003; Ferris et al. 2004), but

the presence and diversity of bacteriophages has not been addressed explicitly. More recently,

the Rio Tinto has become a focal point of considerable interest for astrobiology as it may provide

insight into life that may have once survived on Mars (Fernández-Remolar et al. 2005; Knoll et

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al. 2005). This is because mineralogical data gathered from the NASA Rover missions found

iron-bearing sulfate minerals on the surface of Mars that are similar to those forming in the Rio

Tinto drainage system (Buckby et al., 2003; Fernández-Remolar et al., 2004). The presence of

these minerals has made the Rio Tinto a possible Earth analog to past processes that occurred on

Mars, particularly in the Meridiani Planum region (Fernández-Remolar et al. 2005).

Microbial identification in the Rio Tinto conducted by Gonzáles-Toril et al. (2003) found

that 80% of prokaryotic diversity is composed of Acidithiobacillus ferrooxidans, Leptospirillum

ferrooxidans, and Acidiphilium. Archaeal species, such as Ferroplasma acidiphilum, are also

found but in low abundance (Gonzáles-Toril et al. 2003). Interestingly, eukaryotic

microorganisms dominate, comprising over 65% of the river’s biomass (López-Archilla and

Amils 2001). To date, viral analyses have not been conducted in the Rio Tinto. Total bacterial

counts conducted before this current study ranges from 105 – 107 cells/mL (Gonzáles-Toril et al.,

2003), which is above the lower limits of viral replication (in non-acidic environments; Wiggins

and Alexander, 1985). In an attempt to further characterize the biotic diversity within the Rio

Tinto, the presence of viruses and their abundance and diversity was studied in this investigation.

In addition, geochemical analyses and multivariate statistics were applied to ascertain the extent

and nature of correlations between virus populations and AMD geochemistry.

Methods and Materials

Site Description and Sample Collection

The drainage basin for the Rio Tinto is within the Iberian Pyrite Belt, which is the largest

volancogenic massive sulfide deposit in the world (LeBlanc et al. 2000). Water and sediment

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samples were collected in 50 mL and 60mL sterile falcon tube and nalgene bottles, respectively,

in June of 2006 from the source waters of the Rio Tinto and downstream along the river to the

town of Niebla (Fig. 1), approximately 65 km from the source. Duplicates of each sample were

taken, one of which was preserved in a final concentration of 2 % (v/v) glutaraldehyde.

Additional water samples were also collected and filtered through a 0.2 µm syringe filter

(cellulose acetate filter, Sarturius) for chemical analysis. Samples were stored in a cooler during

field work and then in a fridge until analysis. Temperature, pH, and Eh measurements were

taken directly in the water at each sample site in the field. The temperature of the water was

measured using a pIONeer 10 portable pH meter equipped with a pHC5977 combination pH

electrode (pH range 0–14, ± 0.5 at zero; temperature range –10 to 110°C, ± 0.3°C) (Radiometer,

Stockholm, Sweden). Redox was measured using the same pH meter, but equipped with a

MC3187Pt combined platinum electrode with an Ag/AgCl reference system, range –2000 to

2000 mV (± 0.01% of reading; calibrated using hexacyanoferrate II/III redox buffer)

(Radiometer).

Prokaryotic and viral abundances

Samples (2 mL) collected for prokaryotic and viral counts (particles that were viral-sized)

were stained with SYBR Green I and examined using an epifluroescence microscope (Nikon

Microphot-FXA). The staining procedure followed that of Noble and Fuhrman (1998). Briefly,

1 to 3 mL of sample was filtered onto a 0.02 µm Anopore membrane filter. The filter was then

placed onto a drop of 2.5 % SYBR Green I and stored in the dark. After 15 minutes, excess stain

was removed from the filter and set aside to dry for an additional 15 minutes. A drop of antifade

solution was placed onto a cover slip which was then inverted over the filter. Samples were

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viewed under blue excitation.

Transmission Electron Microscopy

Glutaraldehyde preserved water samples were filtered using sterile 0.2 µm syringe filter,

and centrifuged (Sorvall RC5B Plus) at 19 000 rpm for 2 hours. Since a pellet was not

noticeable in the samples, most of the water was extracted, except for 20-40 µL of sample at the

bottom of the tube. The remaining sample was mixed by gently pipetting the solution up and

down. 20 µL of sample was then transferred onto 300 mesh formvar, carbon-coated (providing

extra support and strength under the high accelerating voltage of the electron beam) copper grids

for 25-30 minutes. Samples were subsequently stained with 10 µL of 1% uranyl acetate for 60

seconds. Excess liquid was then wicked off the grid with filter paper before viewing with a

Philips 201 transmission electron microscope (TEM).

Sediment samples were collected and prepared in a similar manner as the water samples

except that prior to filtration, samples were incubated in 0.01 M sodium pyrophosphate

(Na4P2O7) for 1 hour to disrupt ionic bonds between the viruses and mineral surfaces (Maranger

and Bird 1996). Samples were then shaken for 45 seconds, filtered through 0.2 µm pore sizes

syringe filters, and processed as described above.

Analytical TEM was conducted using a Philips CM 10 TEM equipped with a Sapphire

energy dispersive spectrometer (EDS). Elemental analysis was conducted at 80 kV using a 200

nm spot size on virus capsids and inorganic particles associated with the viruses. Samples were

angled at 25˚ towards the detector to improve analyses.

X-Ray Diffraction

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Bulk mineralogy of the sediment samples was determined using an X-Ray Diffractometer

(XRD; Philips PW1830) with a Cu Ka radiation target source. Sediment samples were dried at

60ºC, and ground into a fine powder using a mortar and pestle. Specimens were then mounted

onto powder holders or fixed on glass slides using an acetone slurry depending on the amount of

sample available. Samples were scanned at 1 s per step at a continuous scan rate of 0.02º2Θ/s.

Geochemical and Statistical Calculations

Chemical constituents of water samples measured using inductively coupled plasma

atomic emission spectroscopy (ICP-AES; Perkin Elmer Optima 5300DV), and an ICP- high

resolution sector field mass spectrometer (Thermo Finningan ELEMENT). The measured

concentrations were entered into PHREEQC (USGS version 2.13.2) to obtain speciation and

saturation indices of potential mineral precipitates within the Rio Tinto. Principle component

analysis (STATISTIC 6.1) was then used to evaluate relationships between the chemical and

microbial constituents, the physiochemical properties, and the calculated saturation indices of the

collected water samples.

Results

Microbial Abundance and Physiochemical correlations

The observed virus-like particle (VLP) abundance (103-106 VLP/mL) was found to be

similar to prokaryotic abundance (104-106 cells/mL; Table 1), although not significantly

correlated with each other (r = 0.38; Table 2); however, a strong positive correlation was found

between VLPs and pH (r = 0.94), and a strong inverse relationship between VLPs and Eh (r = -

0.89). The source water of the Rio Tinto contained greatest abundance of VLPs and also had the

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highest pH (3.6) and lowest Eh (343 mV) value of the water samples collected. Prokaryotes, on

the other hand, show a weak relationship with pH (r = 0.53), and no significant relationship with

Eh (r = -0.25). Among dissolved chemical substances, dissolved iron and sulfate were the most

abundance species with concentrations up to 120 mM and 295 mM, respectively (Table 3).

Viral Diversity

The viral diversity was minimal when compared to other aquatic systems (i.e. Rachel et

al. 2002). Polyhedral viruses dominated composing approximately half of the total viral

diversity (66 polyhedral viruses out of a total of 127 viral observations). Tailed phages

comprised most of the remaining diversity (based on morphological observations) as

Siphoviridae were the most common of the tailed phages (Fig. 2a) followed by Myoviridae (Fig.

2b, 3). One TEM micrograph of a Myoviridae revealed the intricate detail of the tail sheath, with

a glimpse inside the tip of the tail that is surrounded by short spikes (i.e., base-plate pins; Fig. 3).

Archaeal morphotypes, such as Fuselloviridae and Guttaviridae, were rarely noted.

Viral-Inorganic Particle Association

Within two of the samples (Berrocal and from the area in the town of Nerva), phages

were found attached to inorganic particles (Fig. 4). EDS showed that these particles were

dominated by iron-bearing phases (Fe Kα, Kβ peaks at 6.4 and 7.0 KeV, respectively ) with trace

amounts of sulphur and potassium in some samples suggesting that an Fe-hydroxy sulfate phase

(i.e. jarosite) was present. Detrital clays were also present as trace amounts of aluminium and

silica were found in most samples. Phages were noted sorbed to these iron-bearing mineral

phases (Fig. 4 a-d), at times linking two isolated phages together (Fig. 4a). The iron-bearing

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phases were also found sorbed to the tails of some phages (Fig. 4 d, e); however, at times it was

difficult to distinguish if the mineralization was occurring on the capsid or the tail and/or neck

region due to the position of the iron-bearing minerals (Fig. 4 c, d). The interaction between the

phages and minerals was frequently so extensive it was challenging to differentiate the phages

from the iron minerals (Fig. 4f).

Geochemical calculations performed using PHREEQC indicated that sulfate, iron-, and

manganese-bearing minerals were oversaturated at most sites (Table 4). The implication is that

jarosite minerals and some iron oxides actively precipitate from solution. Bulk mineral analysis

of the sediment samples by XRD confirmed that the iron bearing minerals were dominated by

iron hydroxyl sulfates, including jarosite and mikasaite. Iron oxides, such as 2-line ferrihydrite

and goethite were also found.

Principle component analysis using the calculated saturation indices revealed that jarosite

was the only mineral with a strong VLP correlation (r = -0.66 to -0.71). As the saturation index

for jarosite increased (i.e. the greater potential to precipitate from solution) the viral abundance

decreased. This viral-mineral relationship was also noted with Al(OH)SO4 (r = -0.53). In

addition to jarosite (r = -0.72 to - 0.75), prokaryotes exhibited a strong inverse relationship with

iron (oxyhydr)oxides (r = -0.69 to -0.72), and Al(OH)SO4 (r = -0.72).

Discussion

This is the first study to document the morphological diversity of viruses within the Rio

Tinto drainage basin. Viral morphotypes provide some clues into potential viral hosts and viral

replications cycles (Suttle 2007), which is important to understanding microbial community

dynamics. Polyhedral viruses, for example, are lytic viruses that could belong to any of the three

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domains of life as it is a common morphotype so it is difficult to differentiate between potential

hosts based on viral morphology alone. The tailed viruses, also lytic, typically represent

bacteriophages that infect bacterial hosts, although Siphoviridae and Myoviridae have

occasionally been found infecting Euryarchaeota species (Prangishvili et al. 2006). Many

Siphoviridae phages are lysogenic until an environmental stress prompts an induction of a lytic

event (Suttle 2005, 2007). In this regard, the predominance of Siphoviridae phages within the

Rio Tinto AMD system indicates that the prokaryotic hosts may have been stressed upon sample

collection. Lastly, pleomorphic phages are found infecting archaeal species (i.e. fusiform

morphotype Fuselloviridae). Pleomorphic phages were rarely noted within the Rio Tinto

possibly due to (a) phage sensitivity to storage conditions, and/or (b) the lack of potential hosts

for phage replication as archaeal species represent a small fraction of the prokaryotic population

within the Rio Tinto (Gonzáles-Toril et al. 2003).

Viral abundances in neutral pH environments are known to correlate with prokaryotic

abundance such that viral abundance is typically found to be one to two orders of magnitude

greater that the prokaryote abundance (Maranger and Bird 1996; Oren et al. 1997; Jiang et al.

2004; Ortmann and Suttle 2005). This was not the case in the acidic Rio Tinto. The weak

correlation between VLP and prokaryotes within the Rio Tinto may be due to a number of

factors including (1) viral degradation, (2) host abundance, (3) physiochemical condition of the

water, (4) lysogenic life cycle, and/or (5) the large percentage of eukaryotic organisms within the

Rio Tinto.

Previous studies have reported that viral degradation may be rapid after sample collection

with up to 75% of the VLP lost after 17 days when samples are fixed with formaldehyde and

stored at 4˚C (Wen et al. 2004; Helton et al. 2006). In this context, VLP abundances reported

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here might be underestimated considering the length of time between sample collection and

analysis (ca. 2 weeks transit time). At the same time, an inadequate abundance of bacterial hosts

may explain the low viral-prokaryote relationship. Wiggins and Alexander (1985) emphasize

that the host population density must be large enough to sustain a vital abundance of viral

replication.

As viral attachment is initially governed by chance collisions, higher concentrations of

host cells and viral particles will result in a greater probability of attachment and viral

replication. Viruses that are free (i.e. not particle associated) within the Rio Tinto waters would

have a limited amount of time to attach and infect a host cell as they are subjected to low pH

conditions that may be detrimental to the survival of the viral particles (Ward et al. 1993).

Viruses that are not free (i.e. particle associated which is common in low pH environments) are

unlikely to infect host cells as they are removed from solution. In addition, lysogeny has been

suggested as a common life cycle for viruses in acidic environments as the viral particles would

only be subjected to acidic conditions when the temperate phage is induced into a lytic cycle (i.e.

induction may occur when the host cell is under environmental stress). The VLP-prokaryotic

abundance relationship reported here may also be biased as this relationship is under the

assumption that all of the VLPs within the system are from prokaryotic hosts. In this regard, it is

interesting to note that López-Archilla and Amils (2001) reported that more than 65% of the

biomass in the Rio Tinto is from eukaryotic organisms (i.e. algae, fungi, and protists). Since

these organisms are susceptible to viral infections, this means that eukaryotic viruses are likely

included in our total VLP fluorescent microscopic counts.

Our TEM results and statistical analyses show that viruses undergo mineralization, and

may be removed from suspension through jarosite precipitation. In addition, bacteriophages

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attach to the same cellular components on the bacterial surface (Lindberg 1973; Yu et al. 1981;

Heller 1992) that promote the mineralization of bacterial cells (Ferris and Beveridge 1986; Ferris

1989; Fein et al. 1997). The question arises that if a host cell and viruses are undergoing

mineralization (e.g., bacterial mineralization has been shown to occur in the Rio Tinto by Ferris

et al. 2004), are receptor sites on the virus and host cell wall blocked preventing infections? If

so, would this inhibition of viral infection cause decrease VLP abundance? Certainly, the

negative bacterial-mineral correlations from PCA analyses (i.e. jarosite, iron (oxyhydr)oxides,

Al(OH)SO4) are indicative of bacterial mineralization implying that viral receptor sites might be

blocked or at least partially obstructed to infective viruses.

For tailed phages, the receptor binding sites on the phages themselves are generally

located along the tail fibers (Heller, 1992). If this binding region is blocked due to

mineralization, the virus would be rendered inactive (i.e. unable to infect host cells). However, it

is possible that some tailed phages, especially Siphoviridae, may be at an advantage when

compared to other viruses within AMD systems, owing to their flexible tail. A thin, supple

appendage would be more likely to penetrate between mineral particles at the host cell surface

enabling viral infections. Depending on the degree of bacterial mineralization (i.e. thickness

and/or continuance of mineralization at the cell surface), phages without tails (polyhedral

phages), short tails (Podoviridae), and/or contractile tails (Myoviridae) may be at a selective

disadvantage for phage attachment and/or DNA injection due to the potential inability to access

cellular receptor sites (i.e., virus diameters may not fit between mineralized areas on bacterial

cell surfaces preventing viral attachment).

Bacteriophages and other viruses are known to interact with minerals, especially iron

oxyhydroxides (You et al. 2005; Templeton et al. 2006). Past studies examining the attachment

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and release of phages to iron oxides have suggested that the viral capsid, which is composed of

proteins containing reactive carboxyl and amine groups (Gerba 1984; Daughney et al. 2004),

would be the primary site of phage-mineral contact; however, the TEM images captured in this

study confirm that the tail serves additionally as a site of phage-mineral interaction. As phage

tails are composed of proteins, this is not unexpected. Still, whether viral-particle associations in

the Rio Tinto system result simply from binding of iron-bearing mineral phases to viral capsids

(and tails) or heterogeneous nucleation and precipitation in association with viral particles

remains to be determined.

Currently, there is no known evidence of viruses in the geologic record, which is

attributed to their small size and lack of a unique chemical or isotopic signature. This study,

however, provides strong evidence of viral involvement in mineralization events, although the

extent of involvement is currently unknown. In another study, Daughney et al. (2004) showed

that when marine phage PWH3a-P1 (a Myoviridae) was exposed to increased concentration of

dissolved iron in solution, individual viruses became difficult to distinguish as the viral particles

and newly formed iron oxides (i.e. lepidocrocite and goethite) tended to clump together. These

observations suggest that the formation of viral particle-mineral aggregates is not only common

in nature, but additionally that a potential exists for mineralized viruses to be incorporated into

sediments, and in time, possibly into the geological record.

There are terraces of ironstone outcrops along the Rio Tinto which are composed of three

units that transform mineralogically with age from poorly ordered goethite with minor amounts

of hydronium jarosite in the youngest terrace to hematite in the oldest terrace (Fernández-

Remolar et al. 2003, 2005). Mineralogical studies conducted on modern precipitates and

sediments noted that nano-sized ferric-oxides, including nano-sized goethite, are found within

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freshly precipitated sediments (Fernández-Remolar et al. 2005). It is these nano-sized ferric-

oxides and hydroonium jarosite that occur in the youngest terrace. Fossil evidence of bacteria,

algae, fungi, and plant materials have been preserved by thin coatings of goethite in this terrace,

which is estimated to be to have formed less than 11 000 years old ago (Fernández-Remolar et al.

2005). Goethite becomes more ordered within the intermediate and older terraces as the

presence of sulfate salts disappears. Hematite dominates in the oldest terrace which is believed

to have formed around 2 million years ago (Fernández-Remolar et al. 2005). Given the

interactions between viral particles and iron-bearing minerals, viruses were probably

incorporated into these sediments, but whether they are identifiable particularly after aging and

subsequent mineral transformation reactions remains to be investigated.

The action of viruses from infection to lysis contributes substantially to the dynamics of

community structure. Within any thriving aquatic ecosystem, viruses are a significant member

of the community as viral lysis of host cells liberate particulate and dissolved organic matter,

releasing bioavailable carbon and other essential nutrients, such as nitrogen and phosphorous,

into the ecosystem (Fuhrman 1999; Wilhelm and Suttle 1999; Middelboe and Jørgensen 2006).

This release of nutrients may benefit non-infected hosts, as well as other organisms (Middelboe

et al. 1996, Proctor and Fuhrman 1990). In regards to the possibility of ancient life on Mars,

apart from being able to withstand low pH and a high concentration of dissolved metals, a major

challenge suggested by Knolls et al. (2005) for Martian microbial communities would be a

source of bioavailable nitrogen and phosphorous. An interesting thought is that perhaps viruses

and their intrinsic capacity to release essential nutrients back into ecosystems provided a

modicum of sustenance for ancient life on Mars.

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Acknowledgements

This research was made possible by support from the Swedish Foundation for

International Cooperation in Research, Ontario Graduate Scholarship, and National Sciences and

Engineering Research Council of Canada (NSERC). We would like to thank Robert Harris for

his assistance on the TEM at the University of Guelph, and the two anonymous reviewers for

their comments leading to the improvement of this manuscript.

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Table 1. Physiochemical characteristics and microbial abundance of sample sites downstream from source water.

Abundance (mL 104) Sample site

Distance Downstream

(km)

Temp (ºC)

pH Eh (mV) Prokaryotic VLP

VPL/Prokaryote Ratio

Source 0 18 3.6 343 25.1 102.0 4.1 Ravine a 0.1 23 2.2 632 19.0 62.8 3.3 Ravine b 0.2 29 2.4 527 6.5 2.3 2.4

Train Stop 4.6 24 2.6 474 16.0 24.8 1.5 Berrocal 21.0 24 2.4 608 5.8 1.1 0.2 Valverde 53.8 24 2.6 611 18.0 0.9 0.05 Niebla 62.3 24 2.7 579 44.2 19.6 0.4

Table 2. Correlation indices of Rio Tinto chemical constituents with microbial abundance and physiochemical characteristics.

pH Eh VLP Prokaryote VLP/Prokaryote Ionic Strength

pH 1.00 -0.86 0.94 0.53 0.65 -0.69 Eh -0.86 1.00 -0.89 -0.25 -0.70 0.28 VLP 0.94 -0.89 1.00 0.38 0.86 -0.45 Prokaryote 0.53 -0.25 0.38 1.00 0.04 -0.72 VLP/Prok. 0.65 -0.70 0.86 0.04 1.00 -0.01 Al -0.61 0.26 -0.34 -0.63 0.15 0.95 Ca -0.47 0.03 -0.44 -0.36 -0.42 0.60 Cu -0.13 -0.15 -0.09 -0.12 -0.08 0.26 Fe -0.64 0.33 -0.38 -0.69 0.10 0.95 Mg -0.63 0.17 -0.42 -0.68 -0.06 0.97 Mn -0.47 -0.03 -0.36 -0.53 -0.20 0.76 Na -0.38 0.29 -0.53 0.13 -0.74 0.00 Pb 0.05 0.23 -0.18 0.33 -0.48 -0.62 SO4 -0.68 0.34 -0.41 -0.71 0.07 0.98 Zn -0.17 -0.11 -0.14 -0.17 -0.13 0.28 Ionic strength -0.69 0.28 -0.45 -0.72 -0.01 1.00

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Table 3. Major dissolved ion concentration from ICP analysis of 0.22 µm filtered Rio Tinto water samples.

Concentration (mM) Site Na+ K+ Ca2+ Mg2+ Al3+ Fe3+ Mn4+ Cu2+ Zn SO4

2- Source 0.3 3.1 0.2 0.4 0.3 0.1 0.01 0.001 0.02 1.4 Ravine a 0.4 n.d. 1.6 35.8 64.6 120.1 0.8 0.1 0.1 294.7 Ravine b 1.6 n.d. 6.8 36.7 29.2 79.9 1.9 0.1 0.3 187.1 Train Stop 2.5 n.d. 6.3 39.1 47.8 43.2 2.2 6.3 4.5 150.8 Berrocal 2.4 1.5 3.6 17.4 17.8 24.0 0.9 2.2 2.0 90.4 Valverde 1.4 1.6 1.0 3.3 3.3 2.6 0.2 0.4 0.3 15.4 Niebla 2.1 2.1 2.2 2.9 2.4 1.0 0.1 0.3 0.2 12.2 *n.d. = not detected

Table 4. Saturation index values from geochemical modelling of Rio Tinto water samples.

Saturation Index Site K-

Jarosite H-

Jarosite Na-

Jarosite Ferrihydrite Lepidocrocite Goethite Magnetite Al(OH)SO4

Source 7.7 5.0 4.5 -0.06 3.5 4.0 1.5 -0.2 Ravine a - 11.5 9.8 -0.2 3.3 4.2 9.0 1.2 Ravine b - 12.3 11.7 0.8 4.3 5.2 12.0 1.4 Train Stop

- 12.1 11.7 0.8 4.3 5.2 11.5 1.7

Berrocal 13.2 11.9 11.4 0.6 4.2 5.0 5.1 1.2 Valverde 9.3 8.3 7.3 -0.8 2.7 3.6 0.7 0.1 Niebla 6.7 7.1 6.3 -1.2 2.3 3.2 -0.4 0.03

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Figure Legends

Figure 1. Map of Rio Tinto sampling sites () and nearby towns ().

Figure 2. Transmission electron micrograph of common phage morphotypes found in the Rio

Tinto. (a) Siphoviridae and (b) radiating cluster of Myoviridae.

Figure 3. High-resolution TEM micrograph of a Myoviridae phage. Note the textured pattern on

the tail, spikes on the tail tip (black arrows), and what appears to be the inner side of the tail near

the tip (white arrow).

Figure 4. Transmission electron micrographs of RT-066 with inorganic, iron-bearing mineral

phases attached to the phages. The inorganic material is attached to (a) the capsid of Myoviridae

(top) and Siphoviridae (bottom), connecting the two separated phages; (b) capsid of

Siphoviridae; (c) capsid of an icosahedral (?) phage; (d) capsids and/or tails; and (e) tail of

Siphoviridae (B2) phage. At times, a cluster of phages with attached inorganics result in a nano-

sized mix of phages and iron-dominated particles making the phages difficult to distinguish from

the minerals.

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Figure 1.

Figure 2.

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Figure 3.

Figure 4.

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Chapter 4

This chapter has been submitted to Applied and Environmental Microbiology. Geochemistry of

Virus-Prokaryote Interactions in Freshwater and Acid Mine Drainage Environments, Ontario,

Canada. By: Jennifer E. Kyle and F. Grant Ferris.

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Geochemistry of Virus - Prokaryote Interactions in Freshwater and Acid

Mine Drainage Environments, Ontario, Canada

Jennifer E. Kyle*, and F. Grant Ferris

Department of Geology, University of Toronto, Earth Sciences Centre, Toronto, Ontario,

Canada, M5S 3B1

Corresponding author contact information:

Jennifer Kyle, Department of Geology, University of Toronto, Earth Sciences Centre, Toronto,

Ontario, Canada, M5S 3B1

Phone: 1-416-978-0661

Fax: 1-416-978-3938

Email: [email protected]

Running Title: Geochemistry of Virus-Prokaryote Interactions

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Abstract

An extensive water sample survey was conducted in southern Ontario, Canada across a

variety of freshwater and acid mine drainage (AMD) systems in order to further understand the

role of viruses in aquatic environments. Samples were evaluated in terms of virus and

prokaryote abundances, physiochemistry (i.e. pH, temperature, nitrate, phosphate, dissolved

organic carbon), and geochemistry (i.e. dissolved elemental concentrations). Backwards step-

wise multiple regression analysis found that VLP (virus-like particle) abundance, phosphate, pH,

sulfate, and magnesium are predictors of prokaryotic abundance with the model describing 90 %

of the variability in the data (R2 = 0.90). VLP abundance was found to be the strongest predictor

of prokaryotic abundance suggesting that viruses exert strong control over prokaryotic

abundance. The only statistically significant (p < 0.05) predictors of VLP abundance were

mineral saturation indices of goethite (α-FeO(OH); R2 = 0.78) although moderate Pearson

component analysis correlations (r) were noted with ferrihydrite, jarosite, and pyrolusite.

Considering the pHIEP of the minerals, this indicates that as pH increases viruses detach from

goethite. This relationship along with an inverse relationship, using Spearman rank order

correlations (rs) between jarosite ((H3O)Fe3(SO4)2(OH)6) saturation indices and VLP abundance

(rs = -0.33), indicates that viral inactivation through mineral attachment may be a contributor to

the moderate relationship between VLP and prokaryotic abundance (rs = 0.45). AMD

environments (low pH, high Eh, high dissolved iron) are correlated with low VLP abundances

although no relationship was noted with prokaryotic abundance suggesting oxidizing AMD

environments are detrimental to viruses and/or that viruses are being partially removed possibly

through mineral attachment.

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Introduction

Given that viruses are the most numerous biological entity on Earth ( >1030 viruses,

Suttle 2007) and they are seemingly ubiquitous, the role viruses play in aquatic environments

requires close examination to understand the ecology and biogeochemistry of aquatic microbial

communities. Some of these roles have been investigated such that viruses are known to be

major players in prokaryote mortality, which can benefit microbial communities through the

release of nutrients, such as P and N, and dissolved organic matter (DOM) (10, 27, 38, 51). The

action of viruses can also create niches for less dominant organisms through the lysis of more

productive, dominant members of the community (44). In addition, viruses mediate bacterial

evolution through genetic exchange and through structural changes in bacterial surfaces to

prevent infection. There is some evidence that biological parameters (i.e. bacterial abundance

and levels of chlorophyll-a) play a dominant role in predicting viral abundance in freshwater

environments (22, 25, 26, 36); however, this is not always the case. Clasen et al. (2008)

examined 16 lakes in Wisconsin, USA, and British Columbia, and northwestern Ontario, Canada

and found that only 39% viral abundance variability was explained by bacterial, cyanobacterial,

and chlorophyll-a abundance.

Besides biological parameters, nutrients sources (i.e. DOM, phosphate), and some

physiochemical factors (i.e. temperature, oxygen) have also shown strong relationships with viral

abundance. For example, eutrophic environments been shown to have greater viral abundances

than oligotrophic (11,17, 49), as do oxic verses anoxic environments (36). Viral abundances

have been shown to be seasonally dependent with greater viral abundance in warmer months (3,

52). In order to gain a greater understanding of virus-prokaryote interactions in aquatic systems,

a detailed biogeochemical survey was undertaken across a wide variety of habitats (i.e.

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freshwater lakes, rivers, wetlands, acid mine drainage (AMD)). Among these habitats, few

investigations have focused on rivers (41), wetlands (18), or AMD (1) with even fewer

considering more than one type of environment at a time.

Methods and Materials

Site description and sample collection

Surface water samples were collected from acid mine drainage (AMD) sites in the

summer of 2007 and 2008 and from circum-neutral pH environments in the fall of 2008

throughout southern Ontario, Canada. The bedrock in the region is representative of three

geological regimes (Figure 1): (1) the Sudbury Igneous Complex containing abundant metal

sulfide ore deposits where the AMD samples were collected, (2) the western St. Lawrence

Lowlands dominated by carbonate rocks and shale (~ 440-470 million years old), and (3) the

Grenville Province of the Canadian Shield (~0.9-1.6 billion years ago) dominated by

metamorphic rocks such as gneiss and schist. Individual sample sites were selected based on

obtaining samples from various types of aquatic habitats (i.e. lakes, rivers, tributaries, wetlands)

and across regions with different bedrock geology to obtain as broad a range of biogeochemical

conditions as possible. A total of 47 samples were collected; 5 from AMD, 18 from lakes (4

from Lake Ontario), 14 from rivers, and 10 from wetlands. In situ measurement of temperature,

pH and Eh were conducted at each sample site. Water samples were collected and prepared for

analysis as described below. Samples collected for direct epifluorescent counting and

transmission electron microscopic imaging were preserved with a final concentration of 2.5 %

(v/v) aqueous glutaraldehyde. Additional samples were filtered using a 0.2 µm syringe filter into

60 mL polypropylene bottles and amber EPA certified 40 mL glass vials to measure chemical

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constituents and dissolved organic carbon (DOC), respectively, so that there was no headspace.

Water was also collected in 500 mL polypropylene bottles with no head space and stored at 4ºC

to determine dissolved abundances of iron, sulfate, nitrate, phosphate, and alkalinity, and in

50mL falcon tubes for turbidity analysis. All samples were stored at 4ºC in the dark until

analysis.

Viral and prokaryotic abundance and viral imaging

Preserved samples (0.3 to 0.8 mL) were stained with SYBR Green I within 8 hours (to

one week for the AMD samples) of collection according to Noble and Fuhrman (1998). Briefly,

samples were filtered onto 0.02 µm Anopore membrane filter and then filters were placed onto a

100 µL drop of 2.5 % SYBR Green I and stored in the dark. After 15 minutes, excess stain was

removed from the filters and then the filters were stored an additional 20 minutes in the dark to

dry. A drop of antifade solution was placed on cover slips, which were then inverted onto the

samples. Samples were stored at -20ºC until viewed on a epifluorescence microscope (Nikon

Microphot-FXA) under blue excitation light.

A representative suite of samples were imaged by transmission electron microscopy

(TEM) to determine the morphology of virus particles in the samples. This involved filtration of

preserved samples through 0.2 µm syringe filters and centrifugation of the filtrate (Sorvall RC5B

Plus, rotor SS-34) at 43150 x g for 2 hours at 10°C. Most of the supernatant was discarded,

except for approximately 50 µL of sample at the bottom of the tube which was mixed by gently

pipetting the solution up and down. 20 µL of sample was transferred onto 300 mesh formvar,

carbon-coated (providing extra support and strength under the high accelerating voltage of the

electron beam) copper grids for 20 minutes. Samples were subsequently stained with 10 µL of

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1% uranyl acetate (0.02 µm filtered) for 45 seconds. Excess liquid was then wicked off the grid

with filter paper before viewing with a Philips 201TEM.

Aqueous Chemistry

Analyses were conducted within 10 hours of sample collection using HACH

spectrophotometric assays for dissolved concentrations of total iron, ferrous iron, sulfate, nitrate,

and phosphate. For these analyses, samples were filtered using 0.2µm syringe filters into 25 mL

glass cuvettes for analysis. Alkalinity was measured within 20 hours of sample collection by

titration (HACH alkalinity titrator). For inductively coupled plasma atomic optical emission

spectroscopy (ICP-AOES Perkin Elmer Optima 7300DV), filtered samples were acidified (final

pH ~3.0) with trace metal grade nitric acid within 8 hours of sample collection. Samples for

measurement of DOC concentrations were shipped to G.G. Hatch Isotope Laboratories at the

University of Ottawa and analyzed on an OI Analytical Aurora Model 1030W TOC Analyzer.

Turbidity was measured using a HACH 2100N Turbidity Meter equipped with 25 mL glass

cuvettes.

Statistical and Geochemical Data Analysis

Multiple regression analyses were conducted using the general linear models module of

STATISTICA 6.1 to determine predictors of prokaryotic and viral abundance. Regression

analyses were performed in a backwards step-wise fashion to identify and remove independent

variables that were not statistically significant (based p-values > 0.05 and low beta (β)

coefficients (i.e. no to little contribution to the model). Once the independent predictor variables

in the regression model were all statistically significant (p < 0.05), the model was examined for

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multicollinearity (i.e. two or more variables with low tolerance and high variance inflation

factors). If multicollinearity was noted, one variable was dropped from the model and then the

model was reevaluated. Variables that did not affect the strength of the model were removed.

When the model exhibited a strong correlation (R2 > 0.90) that was statistically significant (p <

0.05), with no evidence of multicollinearity and normally distributed residuals, the model was

accepted. One exception to the above was made as backwards step-wise removal of mineral

saturation indices (R2 > 0.75) resulted in a single predictor as strong signs of multicollinearity

existed between variables.

Nonparametric Spearman rank order correlations (rs) were used to evaluate viruses-

prokaryote relationships and aqueous geochemistry owing to the non-gaussian distribution of the

geochemical data, which is commonly encountered in natural systems.

To evaluate potential mineral-virus-prokaryote relationships, mineral saturation indices

were calculated for each sample by entering the corresponding geochemical data into PHREEQC

(version 2.13.2, USGS). A mineral saturation index (SI) is defined as SI = log (IAP/Keq), where

IAP is the ion activity production and Keq is the equilibrium constant. Minerals with near-

saturated (slightly negative SI) and supersaturated values (positive SI) that have the potential to

precipitate in the studied environments were used in principle component analysis (PCA) to

evaluate correlations with corresponding virus-prokaryote data. In this case, PCA was used

instead of Spearman rank order correlations because the virus-prokaryote data and mineral

saturation indices were normally distributed, and PCA offers stronger results than Spearman

correlations.

Results

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Aqueous chemistry

All values and averages for microbial and geochemical data collected in this study are

reported in Table 1. Most of the geochemical parameters had concentrations that spanned 2 to 3

orders of magnitude. The AMD samples notably had the lowest pH and highest elemental

concentrations with the exception of K and Na, which were the second highest. The highest K

and Na, and lowest Eh values were found in a small urban pond in Toronto that was covered

with aquatic plants with a strong SOx smell.

Samples collected from the St. Lawrence Lowlands had higher concentrations of all

elements with the exception of Fe, and higher pH values when compared to the silicate-

dominated Grenville Province. No trend was noted for temperature, pH, turbidity or iron in the

non-AMD samples. However, lakes generally contained less sulfate, nitrate, and DOC, and

rivers generally had higher Eh values and lower phosphate then the other non-AMD sites.

Viral and prokaryotic abundance and geochemical relationships

Viral abundance was found to be at least one order of magnitude greater than the

prokaryotic abundance (n = 47) with the exception of one sample from AMD (Table 1). A

number of different morphological types of viruses were identified by TEM. Tailed (especially

Myoviridae and Siphoviridae) and polyhedral morphotypes were the most common, with the

occasional Fuselloviridae morphotype (Figure 2).

Spearman rank order correlations noted statistically significant (p < 0.05) relationships

with moderate strength correlations for a number of parameters (Table 2). A positive correlation

between prokaryotes and VLP abundance (rs = 0.49), and negative correlation between

prokaryotes and VPR (viral - prokaryotic ratio; rs = -0.42) was found. Additional noteworthy

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correlations revealed that at low pH and high Eh (i.e. acid mine drainage environment) there is a

decrease in VLP abundance (rs = 0.58 and rs = -0.43, respectively) and VPR (rs = 0.59 and rs = -

0.35, respectively). VLP and virus-prokaryote ratio (VPR) were also noted to be negatively

correlated with total dissolved iron (rs = -0.49). No significant relationships were noted between

viral abundance and temperature or potential nutrient sources (i.e. DOC, phosphate, and nitrate).

A weak relationship was noted between VPR and temperature (rs = -0.38). No significant or

strong geochemical relationship was noted with prokaryote abundance, with the exception of

turbidity (rs = 0.31).

Predictors of prokaryotic abundance

Multiple regression analysis revealed that viruses were the most influential predictor of

prokaryotic abundance (Table 3). Additional predictors included pH, sulfate, phosphate, and

magnesium. The strength of the model was very strong with 90 % of the variability explained

(R2 = 0.90, p < 0.007). All relationships were positively correlated with the exception of

magnesium, which is negatively correlated. Despite a strong correlation between sulfate and

magnesium (rs = 0.82), multicollinearity was not noted within the model. Iron was also noted as

a contributor to prokaryotic abundance but because of strong multicollinearity with sulfate, iron

was removed from the model (as sulfate behaved more conservatively across the range of pH

sampled, 2.5-9.0).

Viral-Mineral correlations

Mineral saturation indices were the only strong contributors of viral abundance. Simple

regression analysis suggested the apparent saturation index (SI) of goethite (α-FeO(OH)) was a

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good predictor of viral abundance (R2 = 0.78; p < 0.001; Table 4). Mineral SI values had

moderate relationships with VLP abundance and VPR (goethite, ferrihydrite (Fe(OH)3), jarosite

((H3O)Fe3(SO4)2(OH)6), and pyrolusite (MnO2); Table 5) and a weak relationship between

prokaryotic abundance and jarosite. Transmission electron microscopy (Figure 3) revealed

VLPs attached to inorganic material found within an AMD sample. Many of the mineral

saturation indices in the studied environments are strongly correlated with pH (Table 5).

Discussion

Relationships between viruses, prokaryotes, and geochemical variables

Viral abundance is typically greater than prokaryotic abundance in marine environments

(28, 43, 53, 54) and the same trend has been shown in freshwater environments (21, 26, 36, 41).

Our study agrees with the general trend of greater viral abundance compared to prokaryotes. The

mean VPR values reported in this study (x = 14, ranging from 0.9 to 50) is consistent with the

mean values reported in other studies within Canada; VPRx = 22.5 (26) and VPRx = 2.9 (6).

Multiple regression analysis revealed that 90% of the variability in prokaryotic

abundance can be explained by five variables, with the most influential predictor being viral

abundance. This suggests that viruses exhibit great control over prokaryotic abundance. Viruses

are known to be major contributors in prokaryote mortality, as are grazing protozoa (11, 36, 48).

Multiple reports have discussed viral-induced prokaryote mortality (i.e. 43, 46) and the attendant

increase in prokaryote diversity (29, 45) and input of nutrients (10, 27, 38, 43); however, direct

studies linking viral abundance as predictors of prokaryotic abundance is limited. Our results

stress the important role of viruses in regulating the prokaryotic abundance in freshwater aquatic

systems and AMD environments. Specifically, it is hypothesized that viruses will allow the total

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prokaryotic population to reach a particular level before viral-induced lysis reduces the

population to a lower density. Maranger and Bird (1995) suggested a similar theory in which

viruses were implicated in maintaining lower bacterial population densities by lysis of the more

active members, reducing the competition for limiting nutrients (i.e., phosphorous). As the total

prokaryotic population in an ecosystem is comprised of many bacterial species, with only a few

species being dominant, Thingstad and Lignell’s (1997) “kill the winner” theory may be

applicable if the dominant population is killed through viral lysis to create niches for less

dominant organisms of the community.

Thingstad’s (2000) model of hierarchical top-down control of prokaryote diversity

implied that viral lysis of a particular host was a critical variable in controlling diversity, after

limiting nutrient availability and size-selective predation. In our investigation, phosphate was

found to be a factor in regulating prokaryotic abundance, although to a lesser extent than viral

abundance (based on beta coefficients). These observations suggest, that viral abundance has a

strong influence on prokaryotic abundance, perhaps even more so than common nutrients (i.e.

phosphate, nitrate, DOC). In fact, no strong prokaryotic or viral relationships were noted with

potential nutrients, as has been reported previously (2, 17, 42). Given the high concentrations of

nitrate and DOC within our systems, prokaryotic growth and resulting viral production seemed to

be weakly controlled only by phosphate, which is known to be a common limiting nutrient in

freshwater systems.

In addition to phosphate, pH, sulfate, and magnesium were noted to be predictors of

prokaryotic abundance, and all of which, with the exception of magnesium, are known to affect

bacterial growth. Bacterial species are sensitive to the pH range in which they grow, and sulfate

is commonly used in anaerobic bacterial metabolism as a terminal electron acceptors. In

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addition, sulfate is produced by bacteria oxidation of sulfide minerals. These processes are

common in wetland and AMD environments, respectively. Moreover, sulfur compounds are

essential nutrients for the synthesis of amino acids and coenzyme A. The predictive role

magnesium plays in prokaryotic abundance is less obvious, but it is known to an important

constituent of bacterial cell membranes and serves as a cofactor for many enzymes (33).

Although not a predictor, turbidity was weakly associated with prokaryotic abundance (rs

= 0.31). As turbidity is not correlated with DOC, it is likely that prokaryotes may be associated

with suspended inorganic materials, possibly acting as sites for microbial growth.

The impact of grazers on prokaryotic mortality within our study is not known but the

moderately positively relationship between virus and prokaryote abundance (rs = 0.45) raises the

possibility that some of the viruses belong to hosts other than prokaryotes, such as phytoplankton

(6, 23) which could be prokaryotic predators. A moderate virus-prokaryote relationship could

also be a result of high incidences of lysogeny in some ecosystems, and/or viral inactivation

through mineral attachment (Fig. 3). Cochran and Paul (1998) found high levels of inducible

prophages year round except from November to February, suggesting that prophage induction is

greater in warmer months. This could be due to either (i) greater sunlight (i.e. UV) exposure (5)

which can cause up to 5% loss in phage viability per hour in surface waters (55), and/or (ii) the

higher surface water temperature in the warmer months promoting bacterial growth leading to

greater phage production (5). The samples for our study were collected during fall months

(October to early November) when water temperatures and UV radiation (i.e. later sunrise and

earlier sunset) are declining, which may result in increased incidences of lysogeny through the

reduction in strong inducing agents (i.e. UV and temperature).

The virus and prokaryote abundance relationship with each other and with VPR (Table 3)

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suggests the possibility that the burst size (number of viral particles produced from viral induced

lysis of one host cell) is increasing as the host density decreases within our freshwater systems.

In order to maintain viral survival and the replication of more viral particles would be required,

as the chances of encountering a host cell would decrease under low host density conditions (13,

19, 32). Experimentally, the minimum host density for viral replication reported to be as low as

102 cells/mL (19) and as high at 104 cells/mL (50); however, Kokjohn et al. (1991) states that

chance of virus-host interactions may not only be depended on the host density, but also the

motility of the host cell as motile cells would be able to cover greater distances increasing the

probability of encountering a viral particle.

The VPR is also significantly correlated with temperature (rs = -0.38) suggesting that

either viral abundance decreases or prokaryotic abundance increases as temperature increases.

Both circumstances could be occurring, as temperature is a strong growth parameter for

prokaryotes but if the increase in temperature is a result of greater sunlight then the UV radiation

could be detrimental to free viruses.

Viral-Mineral correlations

Acid mine drainage environments have a measurable effect on viral abundance. Our

study, along with another conducted in the Rio Tinto, Spain (20), found that these harsh

environments (low pH, highly oxidizing, and high concentration of dissolved iron) are

characterized by low viral abundance although prokaryotic abundance remains unaffected.

Limited work as been conducted on viruses from acidic environments, most of which has

occurred in terrestrial hot springs (4, 15, 31, 37), and less conducted in AMD environments (1,

20, 47). One possible explanation for the low viral abundance under acidic and strongly

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oxidizing conditions is offered by Ward et al. (1993). The authors studied a temperate phage,

φAc1, isolated from an AMD, in which the phage was not stable under the conditions it was

found, but was stable closer to near neutral pH. The authors suggested that lysogeny would be a

common replication cycle under the harsh geochemical conditions associated with AMD, which

would be detrimental to free viral particles after short periods of exposure.

Another explanation of low viral abundance in acidic environments is that the viruses are

being removed from solution through attachment to actively precipitating iron-bearing minerals.

Within aquatic environments, virus transport has been found to be restricted through (i)

inactivation or loss of infective capability (i.e. UV radiation), (ii) irreversible attachment to

mineral surfaces, and (iii) reversible attachment to mineral surfaces (24). Commonly, pH

strongly influences virus adsorption with lower pH values favoring adsorbed viruses (12). The

isoelectric point (IEP) of both the virus and inorganic surface can also impact the interaction

(12). Specifically, minerals with higher a pHIEP, such as iron oxides (i.e. pHIEP of 7-8) are more

likely to have a net positive surface charge in most natural environments (12) and will tend to be

a better adsorbent of viruses then minerals with low pHIEP, such as quartz (pHIEP of 2.5) (9, 12,

16, 24, 39, 56). Typically, viral surfaces possess net negative charges in most natural

environments (pH 6-8) leading to electrostatic attractive forces with mineral surfaces (9, 14, 24,

40). However, hydrophobic and van der Waals forces can also come into play when both

surfaces are negatively charged. The former can becomes important at higher pH values and the

latter can occur at higher ionic strengths and pH values due to the compression of the diffuse

double layer (12). Within this system, attractive electrostatic forces are believed to be

responsible for the removal of VLPs at low pH. Jarosite has a very low pHIEP (Christopher

Weisener, personal communication) enabling the surface to be negatively charged at lower pH

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values. Many of the viruses studied to date have pHIEP of greater than 4 ((i.e. MS2 has an pHIEP

of 3.9; PRD1, pHIEP of 4.2; QB pHIEP of 5.3; ϕX174 pHIEP of 6.6, (9)); published values may

vary depending on the composition of the phage suspension) causing the surface to be positively

charged below this value. Attractive electrostatic interactions may exist between jarosite and

viruses within the system leading to the removal of viruses through mineral attachment. This

jarosite-virus interaction has been reported, in one other study (20). The authors found a much

stronger inverse relationship between VLP abundance and jarosite saturation (r = -0.71)

compared to our study (r = -0.33).

In addition to removal through electrostatic forces, virus may be becoming entrained

during the precipitation of nanoparticulate mineral phases (8, 20). This behavior was observed in

AMD samples collected for the present study (Figure 3) and in another investigation by Kyle et

al. (2008) where VLP-mineral attachment was clearly evident in transmission electron

micrographs. Although, the precise mineralogy of the nanoparticulate inorganic phase(s) is not

known, hydrous ferric oxides and ferric hydroxysulfate minerals commonly precipitate as poorly

ordered nanoparticulate solids before evolving to more crystalline morphotypes such as goethite

and jarosite (i.e., Ostwald ripening).

In addition to evidence of virus-mineral interactions occurring in low pH environments,

linear regression analysis found that 78% of the variability in viral abundance is explained by the

apparent saturation indices of goethite (i.e., α-FeO(OH)), with additional positive relationships

with ferrihydrite (i.e., Fe(OH)3), and pyrolusite (i.e., MnO2). Experiments conducted by

Loveland et al. (1996) using phage PRD1, quartz (pHIEP 2.5) and iron-coated quartz surfaces

(pHIEP approximately 5.1) found the attachment edges for 50% of virus attachment to be 2.5-3.5

pH units above the pHIEP of the mineral (attachment edge for PRD1 on quartz to be 6, and for

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PDR1 on iron-coated quartz to be 7.5). As the pH increased above the attachment edge,

detachment increases dramatically as both surfaces become increasingly more negative. Once the

pH reached 8-9, complete detachment occurred. Loveland et al. (1996) results may explain what

is occurring within our system. A majority of the samples collected within southern Ontario have

a pH value of 7.5 or greater, which may possibly account for the influence of goethite on VLP

abundance and the positive correlations between VLP abundance and the hydrous iron oxides

(goethite and ferrihydrite). Manganese oxides have been shown to have a pHIEP of 4-4.5 (35),

which if Loveland et al. (1996) results are applied, pyrolusite may have an attachment edge

anywhere from 6.5-8.

Geochemical variables, as well as biological parameters, are important in understanding

viral and prokaryotic abundances in the natural environment. When common nutrients are not

limiting (i.e. nitrate, DOC, and possibly phosphate), viral abundance was shown to have the

strongest influence on prokaryotic abundance, more so than geochemical variables that promote

growth (i.e., pH, phosphate, sulfate, and magnesium). Viral abundance, on the other hand, was

influenced by minerals that are able to irreversibly (i.e., jarosite) and reversibly (i.e., goethite)

sorb viral particles, and the geochemical conditions that promote mineral precipitation. Viral

inactivation through mineral attachment could be one reason for the low viral abundance

associated within AMD environments, although the harsh conditions alone could be detrimental

to the viruses. The moderate relationship noted between VLP and prokaryotic abundance (rs =

0.49) may be due to these viral-mineral interactions but may also be due to viruses belonging to

hosts other than prokaryotes, and/or increase lysogeny, which is known to be common in cooler

months.

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Acknowledgement

This work was supported by a National Science and Engineering Research Council of

Canada Discovery Grant (FGF) and Postgraduate Scholarship (JEK), as well as a Geological

Society of America Student Research Grant (JEK).

We would like to thank Xstrata Canada, and in particular Joe Fyfe and Robin Armstrong

for their assistance in collecting AMD samples. Also, Wendy Abdi and Patricia Wickham for

analyzing the DOC samples, and Dan Mathers at Analyst, University of Toronto for analyzing

the AMD samples collected in 2008 on the ICP-AOES.

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Table 1. Prokaryote, virus, physiochemical, and geochemical concentrations determined for each sample location. All values are mg/L unless 1 otherwise reported. 2 3

Location Prok. (x105/mL)

VLP (x105/mL) VPR pH Temp

(˚C) Eh

(mV) Turbidity

(NTU) Alk (as CaCO3).

Fetotal Fe2+ SO4 NO3- PO4

3- DOC Al Ca Cu K Mg Mn Na Si Zn

Sudbury Igneous Complex

Fecunis 1 0.63 2.73 4.32 2.91 14 664 n.d n.d 1.60 0.41 900 n.d n.d n.d 7.50 243.20 2.70 3.80 58.20 1.20 167.00 36.40 1.27

Fecunis 2 3.35 3.07 0.92 4.00 14 662 n.d n.d 1.28 0.22 937.5 1.70 0.00 1.80 4.50 277.00 3.70 25.00 52.90 1.89 140.00 20.90 0.50

Longvac 1 6.84 16.21 2.37 2.45 14 660 n.d n.d 1170.00 196.00 2400 n.d n.d n.d 18.40 209.30 0.66 3.55 54.50 2.39 14.32 39.50 1.30

Longvac 2 1.05 7.35 7.00 3.60 14 660 n.d n.d 294.00 105.00 1800 69.60 0.01 4.60 18.90 136.90 0.63 13.10 37.00 2.15 12.30 28.00 0.40

Longvac 3 4.69 9.66 2.06 2.50 14 660 n.d n.d 210.00 44.00 1400 62.40 0.10 5.00 14.80 143.00 0.49 5.11 40.80 2.52 7.40 30.70 0.40

St. Lawrence Lowlands

Cedarvale 1 1.42 37.99 26.79 8.43 13 299 n.d n.d 0.04 0.02 60 1.20 0.12 5.81 0.00 151.69 0.01 3.16 37.00 0.05 121.83 6.96 0.01

Cedarvale 2 1.79 45.39 25.41 8.38 13 312 n.d n.d 0.06 0.05 76 1.50 0.12 8.75 0.02 239.21 0.00 3.35 56.60 0.09 228.69 11.40 0.02

Cedarvale 3 7.52 105.72 14.04 7.30 13 50 17.70 220 0.25 0.14 60 1.50 1.03 30.67 0.01 166.23 0.01 25.87 45.54 0.81 81.74 11.99 0.01

Cedarvale 4 6.86 45.03 6.56 7.21 13 -88 62.70 226 0.13 0.07 47 3.00 1.18 23.64 0.02 180.41 0.00 10.90 46.67 0.37 84.09 13.18 0.02 Lake Ontario Sailing club 3.20 27.42 8.55 8.57 15.5 430 1.70 57.5 0.01 0.00 32 1.40 0.25 3.17 0.01 46.46 0.00 1.58 13.63 0.00 18.81 0.13 0.01

Lake Ontario Sunnyside Park

2.80 42.18 15.05 8.22 17 358 0.90 72.2 0.05 0.01 33 1.80 0.12 3.49 0.01 54.53 0.01 1.95 15.73 0.02 28.03 0.60 0.01

Lake Ontario Port Hope 3.86 37.46 9.70 8.37 15.5 225 3.00 65.8 0.02 0.00 29 1.80 0.11 2.78 0.01 49.96 0.01 1.46 13.49 0.00 14.93 0.50 0.02

Lake Ontario Prince Edward Point

3.33 31.94 9.60 9.09 18 302 46.40 54.8 0.07 0.00 29 1.20 0.04 4.56 0.01 40.43 0.01 1.64 12.81 0.01 14.45 0.13 0.01

Boyne River 1.38 41.06 29.75 8.48 5 491 0.43 214.4 0.02 0.01 32 3.40 0.05 6.65 0.02 112.11 0.01 2.32 29.14 0.00 33.55 4.09 0.02

Osprey Wetland 1.81 17.50 9.67 7.77 3.5 435 5.69 41 0.23 0.12 3 1.00 0.05 25.53 0.00 46.25 0.01 1.09 15.86 0.00 0.62 2.26 0.02

Beaver River 0.81 21.66 26.74 8.04 9 420 0.65 148 0.06 0.01 13 2.20 0.02 4.63 0.02 91.82 0.01 1.05 36.84 0.00 6.70 3.38 0.02

Nottawasaga Bay 1.23 23.02 18.72 8.23 10 422 5.57 46 0.01 0.00 16 1.60 0.13 2.40 0.01 34.91 0.01 0.77 10.62 0.00 5.20 0.69 0.01

Nottawasaga River 1.76 30.62 17.40 8.05 7 347 4.92 106 0.08 0.01 26 2.10 0.07 6.15 0.02 110.44 0.01 1.79 25.48 0.05 18.40 5.61 0.02

Willow Creek 0.96 26.75 27.86 8.25 9 429 1.50 102 0.09 0.04 1 1.50 0.05 5.22 0.02 89.20 0.01 1.60 19.37 0.03 29.63 6.23 0.02

Minesing Swamp 1.12 31.46 28.09 7.77 8 230 1.39 133 0.10 0.01 24 1.00 0.12 7.14 0.02 107.04 0.01 2.48 24.43 0.04 20.85 8.05 0.02

Highland Creek 0.72 36.50 50.55 8.25 9 496 1.36 137 0.12 0.02 70 0.80 0.07 4.42 0.02 135.42 0.01 2.87 28.36 0.05 108.47 2.85 0.02

Rouge River 1 3.64 61.06 16.77 8.56 9 482 3.42 114 0.07 0.02 61 1.90 0.09 5.31 0.02 121.36 0.01 3.36 25.00 0.01 84.88 2.73 0.02

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Rouge River 2 4.21 38.43 9.13 8.30 10 477 11.50 107 0.03 0.01 56 1.00 0.05 5.51 0.02 121.08 0.01 3.42 24.59 0.03 72.56 3.36 0.02

Rouge River 3 2.89 56.88 19.68 8.28 8 403 5.25 121 0.03 0.00 55 1.20 0.02 5.41 0.02 120.42 0.01 3.25 24.17 0.03 71.61 3.42 0.02

Lake Scugog 2.51 33.67 13.41 8.24 9 501 3.93 94 0.07 0.00 7 1.90 0.05 37.23 0.02 68.30 0.01 1.53 11.29 0.00 23.32 3.23 0.02

East Cross Creek 1.81 18.17 10.04 7.84 6.5 292 0.78 235 0.15 0.05 2 1.50 0.14 69.05 0.02 115.76 0.01 0.77 16.62 0.19 14.95 7.30 0.02

Scugog River 2.63 39.41 14.98 8.05 10 412 1.85 159 0.08 0.01 15 2.30 0.04 46.45 0.02 85.33 0.01 1.78 13.02 0.01 15.94 3.00 0.02 Sturgeon Lake 2.74 39.04 14.25 8.06 8.5 392 2.23 38 0.05 0.01 4 1.30 0.05 12.92 0.01 23.94 0.01 0.48 3.18 0.00 4.46 2.87 0.02

Grenville Province

Lake Couchinching 3.46 72.80 21.04 8.45 9 407 3.44 97 0.02 0.00 24 1.80 0.08 6.19 0.01 53.09 0.01 2.05 11.55 0.00 25.93 2.01 0.02

Severn River 4.91 59.60 12.14 7.94 9 407 1.15 37 0.19 0.05 16 1.00 0.12 6.69 0.01 38.65 0.01 1.36 8.47 0.02 17.63 2.46 0.02

Muskoka Bay 3.12 41.60 13.33 7.46 11 283 5.52 18 0.38 0.06 6 1.60 0.14 5.70 0.01 20.25 0.01 1.36 3.79 0.26 27.08 2.52 0.02

Muskoka River 4.00 29.50 7.38 7.33 10 392 0.54 6.5 0.10 0.02 1 1.30 0.10 4.97 0.01 3.81 0.01 0.20 1.25 0.01 2.91 1.72 0.02

Black River 2.25 34.10 15.16 7.21 5 392 0.94 3.5 0.30 0.04 2 0.30 0.10 6.84 0.04 3.37 0.01 0.30 1.17 0.02 1.36 2.77 0.01

Kahshe Lake 3.35 26.35 7.87 7.48 10 400 5.52 6.6 0.25 0.05 1 1.20 0.05 6.68 0.01 4.64 0.01 0.14 1.16 0.04 2.05 1.01 0.02

Sparrow Lake 3.46 53.22 15.38 8.21 9 399 0.70 72.1 0.03 0.00 19 1.20 0.11 5.78 0.01 44.84 0.01 1.70 10.16 0.01 22.32 2.07 0.02

Lake Bernard 1.35 19.82 14.68 7.49 9 340 1.53 13 0.07 0.00 5 1.50 0.04 3.83 0.00 9.88 0.01 0.94 2.17 0.02 13.74 3.91 0.01

Horn Lake 2.25 20.23 8.99 7.09 10 472 0.69 1.3 0.04 0.01 2 1.30 0.04 3.39 0.00 2.60 0.01 0.09 0.51 0.05 0.86 0.32 0.02

South Horn Lake Rd 1.52 22.60 14.87 5.85 5.5 418 0.44 0.3 0.39 0.18 3 2.10 0.05 10.35 0.11 3.55 0.01 0.08 0.92 0.05 1.32 3.56 0.01

Cecebe Lake 3.13 22.33 7.13 6.99 9 455 3.43 4.9 0.39 0.06 3 1.70 0.01 8.00 0.04 4.77 0.01 0.42 1.41 0.03 3.64 2.52 0.01

Magnetawan River 2.77 24.60 8.88 6.99 7 446 1.43 4.3 0.34 0.06 2 1.70 0.10 7.71 0.04 4.94 0.01 0.35 1.46 0.03 2.56 3.35 0.02

wetland near Mayfield Lake

3.35 24.93 7.44 6.48 6.5 422 0.75 4.4 0.43 0.13 3 2.00 0.02 8.56 0.08 3.28 0.01 0.21 1.19 0.20 1.18 4.31 0.01

Mary Lake 1.53 14.52 9.49 6.83 10 460 0.46 4.1 0.18 0.04 2 1.90 0.07 6.49 0.03 4.48 0.01 0.29 1.38 0.00 4.53 2.47 0.01

Stony Lake 6.81 89.22 13.10 8.41 9 495 0.46 69 0.02 0.00 1 1.10 0.01 22.37 0.01 40.42 0.01 0.68 5.22 0.00 7.32 2.11 0.02

York River 2.42 15.86 6.55 7.85 9 463 1.59 24 0.32 0.05 6 2.50 0.09 10.32 0.01 15.91 0.01 1.12 2.56 0.03 8.94 2.94 0.02 Little Mississippi River

1.37 18.84 13.75 8.05 9 467 1.42 28 0.15 0.07 1 1.90 0.14 10.30 0.01 16.65 0.01 0.63 3.83 0.01 4.17 2.42 0.02

Denbigh Lake 5.09 38.88 7.64 8.12 9 430 2.13 10 0.02 0.00 5 1.20 0.10 21.34 0.01 38.71 0.01 0.88 6.54 0.02 28.50 2.24 0.02

Upper Mazinaw Lake

1.30 10.62 8.17 7.88 10 472 0.65 17 0.03 0.01 3 1.30 0.04 5.84 0.00 11.11 0.01 0.55 2.42 0.00 4.16 2.47 0.02

Little Skootamatta River

3.20 45.10 14.09 7.17 10 460 0.78 16 0.12 0.04 2 1.30 0.06 6.94 0.04 4.62 0.01 0.40 1.36 0.03 3.60 2.44 0.01

Mean value 2.88 33.59 13.89 7.34 10.11 415 5.28 71.43 35.05 7.23 173 4.38 0.12 10.68 1.35 75.88 0.16 3.17 17.94 0.27 33.93 6.44 0.10

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n.d. means not determined. 4

5

Table 2. Spearman rank correlation coefficients of microbial and physiochemical constituents. 6 7

Prokaryote VLP VPR pH Temperature Eh turbidity alkalinity Fetotal SO4 NO3- PO4

3- DOC Prokaryote 1.000 VLP 0.448 1.000 VPR -0.419 0.520 1.000 pH -0.001 0.579 0.588 1.000 Temp 0.247 -0.074 -0.384 -0.035 1.000 Eh -0.110 -0.429 -0.347 -0.208 0.028 1.000 turbidity 0.309 0.218 -0.113 0.227 0.282 -0.297 1.000 alkalinity 0.001 0.432 0.487 0.561 0.046 -0.156 0.268 1.000 Fetotal -0.009 -0.486 -0.486 -0.818 0.005 0.199 -0.002 -0.348 1.000 SO4 0.102 0.105 0.009 0.117 0.481 0.108 0.424 0.639 0.019 1.000 NO3

- -0.107 -0.268 -0.165 -0.242 0.109 0.174 -0.062 0.136 0.251 0.180 1.000 PO4

3- 0.165 0.286 0.133 0.139 0.179 -0.489 0.179 0.174 -0.072 0.134 -0.059 1.000 DOC 0.153 0.267 0.055 -0.030 -0.520 -0.203 0.039 0.063 0.119 -0.400 0.035 0.107 1.000 Mg -0.038 0.053 0.115 0.168 0.346 0.077 0.352 0.929 0.012 0.822 0.176 0.172 -0.218 8

Bold type indicates correlations coefficient are significantly correlated (p < 0.05) 9 10

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Table 3. Multiple regression analysis with prokaryote abundance as the dependent variable. R2 = 0.90, n = 46, F-value = 78.21, p-level = 0.00.

Independent

variables Parameter estimates

Std Error p-level Mean Std Dev Beta coefficient (β)

pH 0.140 0.048 0.006 7.54 1.29 0.33 SO4

2- 0.002 0.000 0.000 108.60 351.96 0.26 PO4

3- 3.728 0.888 0.000 0.12 0.22 0.28 VLP 0.048 0.010 0.000 34.63 20.11 0.59 Mg2+ 0.037 0.013 0.009 16.27 15.69 -0.25 Table 4. Regression analysis with VLP abundance as dependent variable, n = 40, F-value = 134.02, p-level = 0.00.

Independent variable

R2 p-level Mean Std Dev Beta coefficient (β)

Goethite 0.78 0.00 5.71 1.02 0.89

Table 5. Pearson correlation coefficient of mineral saturation indices verses pH and microbial constituents, n = 47 Mineral

Mineral Formula Prokaryote abundance

VLP abundance

VPR pH

Ferrihydrite Fe(OH)3 -0.036 0.388 0.301 0.753 Goethite α-FeO(OH) 0.010 0.413 0.285 0.744 H-Jarosite (H3O)Fe3(SO4)2(OH)6 0.237 -0.326 -0.495 -0.906 K-Jarosite KFe3(SO4)2(OH)6 0.278 -0.212 -0.423 -0.831 Na-Jarosite NaFe3(SO4)2(OH)3 0.275 -0.204 -0.402 -0.834 Pyrolusite MnO2 -0.142 0.433 0.484 0.893

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Figure Legends

Figure 1. Map of southern Ontario with solid circles (•) representing 1-4 sample locations,

and stars () representing large, nearby cities. Water samples were collected from three

major regions composed of different geologic formations (i.e. bedrock types). The lower

zone in which Toronto resides, is called the St. Lawrence Lowlands and is dominated by

carbonate rocks and shale. Central southern Ontario is composed of silicate rocks of the

Grenville Province, and the upper zone, called the Sudbury-Igneous Complex which is

composed of many ore deposits (i.e. sulfides). A map of Canada reveals where southern

Ontario is located within the country.

Figure 2. Transmission electron micrographs of common VLPs found in southern Ontario

surface waters. All tailed phage morphotypes were noted (a-g), with Myoviridae commonly

revealing more complex tail tips (a-c). Siphoviridae morphotypes were also noted (d, e), as

well as Podoviridae (right side in f, g). Fuselloviridae (left side in f), a morphotypes

commonly noted in Archaea, were rarely noted. Polyhedral morphotypes were also quite

common (h, arrow notes what appears to be tail fibers). Scale bar is 100 nm.

Figure 3. Transmission electron micrograph of possible VLPs (arrows) sorbed to inorganic

material from an AMD site, Longvac. VLP spheres range from 33-40 nm in diameter. Scale

bar is 100 nm.

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Figure 1

Figure 2

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Figure 3

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Chapter 5

Bacterial-Phage Interactions and Authigenic Mineral Precipitation

5.1 Abstract

Bacterial-phage interactions were examined under mineralizing conditions where

authigenic mineral precipitation was occurring. Iron-oxidizing bacteria (IOB), which

actively undergo iron mineralization due to their metabolism, were isolated from an acid

mine drainage (AMD) environment in an attempt to isolate an IOB phage. In addition,

experiments were conducted using Bacillus subtilis and a temperate phage, SPβc2 under iron

saturated conditions (0.1 mM ferric iron, near neutral pH) to induce bacterial mineralization.

Although a phage could not be isolated for an IOB, B. subtilis mineralization resulted in a

substantial decrease in phage replication (~ 98%). In addition, iron addition to lysogenic

cultures did not induced viral lysis despite iron precipitation at cell surfaces. If the B.

subtilis-SPβc2 results were applied to natural environments, bacterial mineralization would

be advantageous to bacterial hosts as it protects against phage attachment and subsequent

viral lysis. Moreover, lysogeny would be advantageous to phages in mineralizing

environments as the precipitation of minerals on host bacteria drastically hinders phage

replication. Distinctive patterns of microbial and phage associated mineral precipitates were

not noted within the experiments.

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5.2 Introduction

Interactions between bacteria and bacteriophages have been examined in a wide range

of environments including the deep terrestrial subsurface and acid mine drainage systems

(Kyle et al. 2008a,b). While authigenic mineral precipitation is common in many aquatic

environments, interactions between bacteriophages and their hosts under mineralizing

conditions have not been examined. This is an intriguing biogeochemical relationship to

investigate as (i) bacteriophage attach to the same components in bacterial cell walls that

attract dissolved mineral-forming elements, in the surrounding environment, (ii) long term

viral infection of a bacterial cell (i.e., lysogeny) causes structural and compositional changes

to the cell surface where phages and dissolved ions bind, possibly altering the reactivity of

the attachment-sorption site, and (iii) the cell may become stressed during surface associated

mineral formation possibly causing the induction of a lysogenic cell.

Extensive investigations have been conducted on bacterial mineralization

(Lowenstam 1981; Ferris et al. 1988; Beveridge 1989; Westall et al. 1995; Phoenix et al.

2000; Toporski et al. 2002; Chan et al. 2004). Under most natural aquatic environments

where pH values range from 6 – 8, bacterial surfaces are characterized by a net negative

charge due to the deprotonation of functional groups (dominantly carboxyl and phosphoryl

groups) located within the cell wall and external sheaths. Once these charged functional

groups attract dissolve metal cations (i.e. Fe3+, Si4+, Ca2+) from solution, they can serve as a

heterogeneous nucleation site for mineral precipitation (Fortin et al. 1997). Minerals such as

silica and ferrihydrite have been shown to form on bacteria, at times entombing and

preserving cells as microfossils (Westall et al. 1995; James and Ferris 2004). Through these

studies we have gained an understanding of how bacteria can be structurally preserved by

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authigenic mineral precipitation and incorporated into the rock record as microfossils.

The sorption of ferrous iron and precipitation of hydrous ferric oxides by

bacteriophage was reported by Daughney et al. (2004); however, no studies, to our

knowledge, have considered what happens to bacteria-phage interactions under geochemical

conditions that promote authigenic mineral precipitation. An additional issue is that there is

no known evidence of viruses in the rock record, owing presumably to their small size (30-

100 nm) and lack of a unique biologic signature (i.e. lipid or isotopic). For these reasons,

investigating the mineralization of phages and the potential impact of phages on bacterial

mineralization will not only lead to a greater understanding of bacteria-phage dynamics, but

also provide new insight on how phages are apt to influence bacterial microfossil formation

and whether their interaction with bacteria may yield a mineral biosignature that can be

recognized in the rock record.

In this investigation, two studies were conducted to examine phage-host dynamics

under mineralizing conditions. The first involved an attempt to isolate a phage that belongs

to an iron oxidizing bacteria (IOB) from an acid mine drainage (AMD) environment as

bacteria from these systems are known to naturally undergo mineralization (commonly ferric

hydroxides) due to the bacterium’s metabolism. The second involved use of a well

characterized bacterium, Bacillus subtilis 186, that has been studied extensively in mineral

precipitation experiments (Beveridge and Murray 1980; Ferris et al. 1988; Warren and Ferris

1998; Châtellier and Fortin 2004; Wightman and Fein 2005) and a known temperate phage,

SPβc2. It is hypothesized that the mineralization of host and/or phage will impact this

parasitic relationship.

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5.3 Methods and Materials

5.3.1 Site characterization and sample collection

Samples were collected from two acid mine drainage (AMD) environments, Fecunis

and Longvac tailings ponds, located near Sudbury, Ontario, Canada in August of 2007 and in

the summer of 2008. For both sites, physiochemical parameters (pH, Eh, and dissolved iron,

sulfate, nitrate, phosphate) were measured in situ. Additional samples were filtered using a

0.2 µm syringe filter into 60 mL nalgene bottles and amber EPA certified 40 mL glass vials

so that dissolved elemental constituents and dissolved organic carbon (DOC), respectively,

could be measured. There was no head space left in the containers and they were stored in a

cooler at 4°C. Samples collected for direct epifluorescent counting of viral and prokaryotic

abundance and transmission electron microscopic imaging were preserved to a final

concentration of 2.5 % (v/v) aqueous glutaraldehyde.

5.3.1.1 Viral and prokaryotic abundance and viral imaging

Preserved samples (0.3 to 0.8 mL) were stained with SYBR Green I within one week

of collection according to the method of Noble and Fuhrman (1998). Briefly, samples were

filtered onto 0.02 µm Anopore membrane filter, which were then placed onto a 100 µL drop

of 2.5 % SYBR Green I and stored in the dark. After 15 minutes, excess stain was removed

from the filters and they were stored an additional 20 minutes in the dark to dry. A drop of

antifade solution was placed on cover slips, which were then inverted onto the samples.

Samples were stored at -20ºC until viewed on a epifluorescence microscope (Nikon

Microphot-FXA) under blue excitation light.

Samples were imaged by transmission electron microscopy (TEM) to confirm the

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presence of viruses and determine the morphology of virus particles. This involved filtration

of preserved samples through 0.2 µm syringe filters and centrifugation of the filtrate (Sorvall

RC5B Plus, rotor SS-34) at 43150 x g for 2 hours at 10°C. Most of the supernatant was

discarded, except for approximately 50 µL of sample at the bottom of the tube, which was

mixed by gently pipetting the solution up and down. 20 µL of sample was transferred onto

300 mesh formvar, carbon-coated (providing extra support and strength under the high

accelerating voltage of the electron beam on the TEM) copper grids and the TEM specimens

were allowed to sit for 20 minutes. Samples were subsequently stained with 10 µL of 1%

uranyl acetate (0.02 µm filtered) for 45 seconds. All excess liquid was then wicked off the

grid with filter paper and the samples were air dried thoroughly before viewing with a Philips

201 TEM operating at 80 kV.

5.3.1.2 Aqueous Chemistry

Analyses were conducted within 24 hours of sample collection using HACH

spectrophotometric assays for dissolved concentrations of total iron, ferrous iron, sulfate,

nitrate, and phosphate. For these analyses, samples were filtered using 0.2µm syringe filters

into 25 mL glass cuvettes for analysis. Dissolved elemental constituents were analyzed using

inductively coupled plasma atomic optical emission spectroscopy (ICP-AOES Perkin Elmer

Optima 7300DV). Samples for measurement of DOC concentrations were shipped to G.G.

Hatch Isotope Laboratories at the University of Ottawa and analyzed on an OI Analytical

Aurora Model 1030W TOC Analyzer.

5.3.1.3 Isolation of IOB phage

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In August of 2007, triplicate cultures of Acidithiobacillus ferrooxidans and

Leptospirillum ferrooxidans (donated by Doug Gould, CANMET) and 11 IOB isolated from

the Rio Tinto, Spain (J. E. Kyle, unpublished data) were inoculated with 4 mL of 0.2 µm

filtered AMD water at each site. Control cultures were not infected and blanks consisted of

growth medium only. The cultures, which had been growing for 8 days at room temperature

(~22°C) on a shaker at 100 rpm, were growing in 50 mL serum bottles containing 30 mL of

liquid FeSo medium (Johnson 1995) which was composed of the following (/L): 25 mM

FeSO4 ⋅ 7H2O, 2.5 mM K2S4O6, 1.8g (NH4)SO4, 0.7 g MgSO4 ⋅ 7H2O, and 0.35 g tryptic soy

broth (TSB). The pH of the medium was adjusted to 2.3 using 25 % HSO4. This medium

normally contains 0.7% agarose, but it was excluded as phages are more easily isolated using

liquid cultures.

At the same time, enrichment cultures of IOB from Fecunis and Longvac were grown

by inoculating FeSo medium with 1 mL of unfiltered water. The cultures were incubated at

room temperature and shaken at 100 rpm until growth was noted then stored at 4 °C.

Isolation of IOB from Fecunis and Longvac enrichment cultures was accomplished by

plating on FeSo medium solidified with 0.7 % w/v agarose. The agarose was washed in

distilled water for 30 minutes, then centrifuged at 10 000 rpm for 7 minutes before

sterilization to remove any soluble constituents. Individual colonies were selected based on

differing colour and colony morphology and then transferred three times by streaking onto

solidified FeSo medium to obtain a pure culture. One colony of IOB was isolated from

Fecunis and three were isolated from Longvac (herein referred to Longvac A, B, and C).

Each of the four cultures were then transferred into liquid FeSo medium until only one

morphotype was noted under a light microscope. The samples were stored at 4°C.

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In June of 2008, cultures of Fecunis, Longvac A, B, and C IOB were infected with

AMD water from the location of where the cultures had been isolated. Before sample

collection, the growth rate of the cultures was monitored such that at 7th day of growth the

OD600 was between 0.3 to 0.6, consistent with exponential growth. Triplicate cultures that

were growing for 7 and 9 days were brought into the field and infected with 1/10th the

volume of the cultures (3 mL into 30 mL culture). All infected cultures were shaken at 100

rpm at room temperature. Approximately 8 hours later the 9 days old cultures appear to have

cleared and contained debris at the bottom of the vials. A subsample from each culture was

preserved in glutaraldehyde to a final concentration of 2.5 % (v/v), and another subsample

from 2 vials of each culture was filtered through a 0.2 µm syringe filter into a 15 mL falcon

tube and stored at 4°C (to create a phage stock if phages were present). The following day,

mitomycin C (a DNA damaging agent that is known to induce viral lysis) was added to a

final concentration of 0.5 µg/mL into one vial for each culture in an attempt to induce

potential lysogens with the culture. Mitomycin C treated vials were returned to the shaker

for 24 hours, after which Longvac B-9-mito (9 represents the 9 day old cultures, and mito

represents mitomycin C treated) cultures contain debris at the bottom of the vial. A 15 mL

subsample from Longvac B-9-mito was filtered through a 0.2 µm syringe filter into a 15 mL

falcon tube and stored at 4°C, and another subset was preserved in glutaraldehyde. As no

noticeable changes had occurred in the untreated samples (no addition of mitomycin C), the

cultures were preserved and then stored at 4°C.

Five days post-infection, phage stock from Longvac A9, B9, C9, and Longvac B9-

mito cultures were injected (1/10th of final volume) into 4 day old liquid cultures in an

attempt to propagate and isolate an IOB phage. In addition, a phage titer was conducted in

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0.9 mL of liquid FeSo medium in which 0.1 mL of phage stock dilution (up to 10-8) and 0.1

mL Longvac B-9 cultures were added.

Preserved samples of Longvac A9, B9, and C9, Longvac B7, and Longvac B9-mito

cultures were stained for TEM using the same protocol described above.

5.3.1.4 Isolation of IOB phage from Longvac

A total of 45 replicate cultures of Longvac B9 were prepared for the August 2008

field session. Thirty cultures were infected with AMD water from Longvac, and 10 were

infected with water collected below the sediment/water interface (inserted syringe into

sediment and withdrew water). Five of the cultures remained as controls (i.e., not infected).

After 1 day of incubation, mitomycin C (0.5 µg/mL final concentration) was added to 10 of

the cultures (1 from the sediment samples) and incubated for an additional 4 days.

5.3.2 Bacillus subtilis – SPβc2 mineralization experiments

Bacillus subtilis is a gram positive, aerobic, chemoorganotroph that was originally

isolated from a soil environment. This bacterium was chosen for the experiments as it has

been used in numerous mineralization experiments (Ferris et al. 1988; Châtellier et al. 2001;

Yee et al. 2004; Wightman and Fein 2005) and its well characterized cell surface contains

functional groups known to bind dissolved metals (Beveridge and Murray 1980; Daughney et

al. 1998; Cox et al. 1999).

Temperate phage SPβc2 is a Siphoviridae that uses its tail to bind to the host cell

(Fink and Zahler 2005). This phage is temperature sensitive so when the lysogen is exposed

to a brief heat shock (52 °C), the repressor function enabling lysogeny is destroyed and the

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prophage enters lytic growth cell (Fink and Zahler 2005). The size of the phage (~70nm

capsid and 150 nm long tail) and life cycle makes the phage easier to view under the

transmission electron microscope (TEM) and the lysogen easier to manipulate during the

experiment. Both Bacillus subtilis 168 and Bacillus subtilis 168 lysogen containing

prophage SPβc2 were donated from the Bacillus Genetic Stock Center (BGSC ID 1A100 and

BGSC ID 1L5, respectively).

5.3.2.1 Obtaining Lysate

SPβc2 viral particles were obtained by protocols outlined in Hemphill 1990. Briefly,

the lysogen was put onto the edge of plates that contained modified M medium broth (MMB)

with 1.5 % agar. The inoculated plates were incubated at 37 °C overnight. The MMB

contained the following ( /L): 10 g Bacto-tryptone, 5 g yeast extract, 5 g NaCl, 0.005 M

MgCl2, and 0.0001 M MnCl2. The next day, an individual colony was inoculated into 2 mL

MMB and grown overnight at 37 °C and shaken at 200 rpm. The following day, 100 mL of

MMB medium was inoculated with 2 mL of overnight culture then shaken at 200 rpm at 37

°C until the optical density (OD600) reached 0.3 (OD600 analyzed on a HACH

spectrophotometer at 600 nm wavelength). When the OD600 = 0.3, the lysogen was

submerged into a water bath at 52 °C for 5 minutes then the culture was returned to the

incubator and shaken at 200 rpm at 37 °C until the cells lysed (OD600 of 0.02). To isolate the

viral particles, the culture was centrifuged at 6300 rpm for 10 minutes at 15 °C. A phage

stock was produced through filtering the supernatant to remove cellular debris using a sterile

0.2 µm syringe filter into a sterile serum vial covered in aluminum foil and stored at 4 °C.

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5.3.2.2 Plaque Assay

To determine the viral abundance in the phage stock, a plaque titer was conducted

using an agar overlay method (0.5% agar for top layer and 1.5% agar for bottom layer).

Bacillus subtilis cells were grown up overnight in 2 mL of MMB then transferred into

100mL medium the following morning. When the cells reached an OD600 of 0.85, 0.1 mL of

the culture was added to 1.5 mL centrifuge tubes containing 0.1 mL of phage dilutions tube

(dilutions 10-4 to 10-8) and placed in an incubator at 37 °C for 20 minutes (to allow for phage

adsorption and infection). The contents of the centrifuge tubes were then added to 3 mL of

liquid top agar in a water bath at 52 °C for 5 minutes. The top agar solution was then poured

on top of plates containing bottom agar and swirled to obtain a level top agar coverage. The

plates were then inverted and incubated at 37 °C overnight and plaques were counted the

following morning. Duplicates for each dilution were made. The 10-7 phage dilution plates

contained 62 and 72 plaque forming units (PFU) revealing the phage stock contained 7.2 x

109 phages/mL (see Equation 1).

[Eq.1] phages/mL = (number of PFUs )(1 / volume of phage stock added)(dilution factor)

5.3.2.3 Experiment 1: Bacillus subtilis with iron plus phage

This experiment was conducted to determine if the mineralization of a host cell

prevents and/or hinders phage attachment and replication. B. subtilis was grown overnight in

2 mL of MMB then transferred into 2000mL flask containing 200mL medium the following

day. When the cells reached an OD600 of 0.6, a 50 mM stock solution of FeCl3·6H2O was

added to the microcosm to a final concentration of 0.1 mM of iron. However a major

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problem occurred as the MMB medium removed large amounts of iron. Samples taken for

TEM revealed iron was not forming on the bacterial cells. To overcome this problem, once

B. subtilis reached an OD600 of 0.6, the cells were washed with modified artificial ground

water (AGW; containing 0.0403 mM KNO3, 0.448 mM MgSO4⋅7H2O, 1.75 mM CaCl2, 1.1

mM NaHCO3; 0.0623 mM KHCO3; Mitchell and Ferris 2005) at a pH of 7.4 Artificial

groundwater was used as divalent cations, i.e. calcium and magnesium ions, are known to

assist in adsorption for some phages and phage replication (Ackermann and DuBow 1987;

Moebus 1987).

For these experiments, the culture was centrifuged at 6000 rpm for 10 mins at 20 °C

to pellet the cells. The supernatant was discarded and replaced with AGW, re-centrifuged,

then resuspended in AGW. To confirm the cells were able to continue to grow and

susceptible to SPβc2 infection, a plaque assay was conducted (as described above). Full

lawns with plaques were noted the next day.

Once the culture was washed and resuspended in 100 mL AGW, FeCl3·6H2O stock

was slowly added to a final concentration of 0.1 mM of iron. 20 mL of AGW suspended

cells were then transferred into tripicate 250 mL sterile pyrex bottles. The cultures remained

at room temperature and were not shaken for up to 90 minutes after iron addition. Plaque

assays and measurements of pH and total dissolved iron were conducted at 0, 45, and 90

minutes after iron addition. The experiments were not conducted over a greater length of

time as reports have shown that most iron precipitates on cellular surfaces within two hours

(Wightman and Fein 2005). The pH of the microcosm was measured before and after iron

addition. Total dissolved iron was measured using a HACH spectrophotometry (model

DR/2500). Samples were collected before and after iron addition and after 30 minutes of

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incubation for TEM. For this, 20 µL of sample was dropped on a 300 mesh carbon, formvar-

coated copper grid for 5 minutes. Then 20 µL of 1 % uranyl acetate was added for 60

seconds. Excess liquid was then wicked off the grid with filter paper before viewing with a

Philips 201 TEM as noted above. Control experiments with no iron addition were also

conducted. Duplicates for each plaque assay were plated.

5.3.2.4 Experiment 2: Lysogen plus iron

This experiment was conducted to determine if the mineralization of a lysogen would

induce viral lysis. Washed B. subtilis cells were used for this experiment as centrifugation of

the lysogen induced lysis. Harvested and washed B. subtilis cells were resuspended in 120

mL of AGW then divided amongst 5 microcosms; duplicates of the controls (no iron

addition) and triplicates of the lysogen with iron. 1 mL of SPβc2 stock was added to each

microcosm, both of which were then incubated at 37 °C for 20 mins. FeCl3·6H2O stock was

added to the lysogenic solution to a final concentration of 0.1 mM of iron. Immediately after

iron addition, sample was withdrawn and measured for pH, OD600, and total dissolved iron.

After 2 hours of incubation at room temperature, unshaken, the same measurements were

conducted and a subsample was taken for TEM, half of which were stained with 1% uranyl

acetate. Also, 0.1 mL from the control and lysogenic solution was added to top agar to

conduct a plaque assay. Duplicates of each were plated. The microcosms were sampled and

plated again 20 hours later, with the exception of one lysogen-iron microcosm which was

analyzed after 17 hours.

An additional control microcosm containing washed B. subtilis and iron was also

monitored (underwent procedure above without SPβc2 addition).

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5.3.2.5 Experiment 3: Phage with iron plus Bacillus subtilis

This experiment was conducted to determine if phage mineralization prevented and/or

hindered phage attachment and subsequent infection. Harvested and washed B. subtilis cells

were resuspended in 24 mL of AGW then infected with 1mL of phage stock for a final phage

concentration of 2.9 x 108 phages/mL. FeCl3·6H2O stock was added to phage solution to a

final concentration of 0.1 mM of iron and incubation at 4 °C (to prevent viral degradation

due to temperature and UV exposure) to allow for phage-iron interaction. After 30 and 60

minutes of incubation, a phage assay (without subsequent dilutions) using the phage-iron

with washed B. subtilis cells at an OD600 of 0.7 was conducted. Dissolved total iron and pH

of the phage-iron solution were measured and a sample was stained (as noted above) for

TEM. Iron added to a control microcosm (final concentration of 0.1 mM) containing 24 mL

of AGW and 1 mL of MMB was also monitored.

5.4 Results

5.4.1 AMD Site characterization

Viral abundance, prokaryotic abundance, physiochemical, and geochemical results

are shown in Table 1. Prokaryotic abundances ranged from 0.63 to 6.84 x 105 cells /mL, and

VLP abundance from 2.73 to 105.72 x 105 VLPs /mL. Transmission electron micrographs

revealed diverse range of morphotypes with spherical and tailed phages being the most

common. Samples collected from Longvac had greater concentrations of DOC and dissolved

abundances of iron, sulfate, nitrate, and aluminum, and Fecunis had greater concentrations of

copper. Otherwise, the geochemistry was similar for both Longvac and Fecunis.

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5.4.1.1 IOB phage isolation using foreign cultures

The use of foreign cultures to isolate an IOB phage was unsuccessful. The infected

cultures did not appear visually different than the control cultures, with no evidence of cell

lysis (i.e., clearing of culture and/or cellular debris on the bottom of the vial). To verify a

phage was not isolated, 2 of the 3 infected vials were preserved to a final concentration of 2.5

% (v/v) glutaraldehyde. The preserved samples were then filtered through a 0.2 µm syringe

filter and centrifuged at 19 000 rpm for 2 hours at 10 °C, and then stained for TEM.

Transmission electron microscopy did not reveal any VLP morphologies, with the exception

a few spherical shapes though the size and shapes were inconsistent with each other.

5.4.1.2 IOB phage isolation

After two days of growth of the re-infected cultures, no noticeable differences were

noted between the infected cultures and the controls (not infected) for both the mitomycin C

treated and untreated samples. The samples were examined under the light microscope in

which no significant difference was noted between the infected and control cultures in the

number of cells present. After an addition 3 days of incubation, the infected cultures

continued to be identical to the controls, both of which contained noticeable biofilm growth

and no evidence of cellular debris within the vials. Some spherical shapes were noted using

TEM although there was a lack of consistency in size and shape.

5.4.1.3 IOB phage isolation using Longvac cultures

None of the infected Longvac cultures appeared to have lysed, even with mitomycin

C addition. All samples formed biofilms after 5 days of growth, post infection, and appeared

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the same as the controls.

5.4.2 Bacillus subtilis – SPβc2 mineralization experiments

5.4.2.1 Experiment 1: Bacillus subtilis with iron plus phage

Plaque assay results revealed a 2 orders of magnitude decrease in PFUs (plaque

forming units) between the non mineralized and mineralized cells (Table 2). Total dissolved

iron dramatically decreased in the presence of cells almost immediately coming out of

solution (Table 2) and white aggregates formed within the solution.

Only minor amounts of iron precipitation were suspected to occur at the cell surface

(Fig. 1a) with rare occurrences of heavy mineralization around the cell (Fig. 1b). No phage

particles were noted within either microcosm.

5.4.2.2 Experiment 2: Lysogen plus iron

Complete coverage of bacterial growth for the plaque assay was not attained, which

made it impossible to determine the number of PFUs. Although most of the plates were

covered (>95%) the lawns contained numerous connect blank areas which left a heavily

speckled appearance indicative of the absence of phage plaques.

For both the control (without iron addition) and the lysogen, pH increased over time

and OD600 decreased (Table 3). Total dissolved iron for both the nonmineralized and

mineralized microcosms decreased over the first 2 hours and then increased back to the

original optical density almost 1 day later. Results of the microcosm containing B. subtilis

plus iron is reported in table 4, revealing a similar trend as with the lysogenic cultures except

OD600 did not decrease as much.

Bacterial mineralization was not evident using the TEM. Some cells appeared coated

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(Figure 2), although individual mineral particles were not noted. Most of the cells contained

an extensive network of interconnecting exopolymeric substances (EPS) strands that were

amplified in appearance when stained with uranyl acetate. Phage particles were noted after

17 hours of lysogen incubation with iron. Of the few remaining bacterial cells noted in this

microcosm, most were surrounded by SPβc2 particles (Figure 3a, c, d). Cells with partial or

extensive EPS around the cells contained greater phage concentrations where there was direct

access to the cell (Figure 3c). SPβc2 particles surrounding cells were also noted in unstained

samples (Figure 4). The phages were only found around bacteria and not in the surrounding

areas.

For the 20 hour incubated lysogen plus iron microcosms, large (~ 1 micron), dark,

spherical structures with connected filaments (Fig. 5) were abundant. Also, many B. subtilis

cells contained easily stained (with uranyl acetate) material adjacent to the cells, most of

which contained SPβc2 particles (Fig. 6).

5.4.2.3 Experiment 3: Phage with iron plus Bacillus subtilis

This preliminary experiment revealed that after one hour of iron incubation with

SPβc2 a small amount of iron (0.8 mg/L total) was removed from solution with no significant

change in pH (6.51 – 6.59). The control microcosm either removed the same or greater

amounts of iron from solution. The plaque assays resulted in incomplete lawns containing

numerous bacterial colonies, which make PFU determination impossible.

No evidence of SPβc2 particles were noted using the TEM.

5.5 Discussion

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5.5.1 IOB phage isolation

Efforts at isolating an IOB phage were unsuccessful although the experimental

approach shows promise. Infecting Rio Tinto IOB isolates with Sudbury filtrate was shown

to be unsuccessful. Though the initial attempts at infecting IOB isolates from Sudbury

resulted in cell death, however subsequent attempts at infection did not.

A few possibilities exist as for why an IOB phage could not be isolated.

First of all, phages within AMD systems may be species and/or strain specific. It is well

known that many bacteriophages are species-specific with recent studies highlighting

bacteriophages that are also often strain-specific (Chibani-Chennoufi et al. 2004; Holmfeldt

et al. 2007). The bacterial species isolated from the Rio Tinto maybe of a different species

and/or strain that those isolated from Sudbury, although the latter is more probable. Research

conducted by Gonzáles-Toril et al. (2003) in the Rio Tinto found that 80 % of the prokaryotic

community consisted of Acidithiobacillus ferrooxidans, Leptospirillum ferrooxidans, and

Acidiphilium. Acidithiobacillus ferrooxidans and L. ferrooxidans are commonly found in

acidic aquatic mining environments around the world, including Ontario, Canada (Schrenk et

al. 1998; Baker and Banfield 2003; Bernier and Warren 2005; Mahmoud et al. 2005).

Although molecular analysis was not conducted to identify the IOB isolates from this study,

it would not be unexpected to find the same dominant IOB species but different strains in the

Rio Tinto and Sudbury.

Secondly, the bacterial cultures may have mutated during the attempt to isolate an

IOB. In the natural environment, bacterial hosts and phages would co-evolve where hosts

would be able to develop resistance to infection followed by phage mutation once again

leading to bacterial susceptibility. In the absence of infectious phages, bacterial species

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isolated using enrichment cultures may have altered to the point that receptor sites are no

longer complimentary for phage attachment and infection. It is also possible that the phages

mutated within the AMD environment. Given that most bacteriophages are dsDNA viruses

and DNA has low error replication rates due to error-correcting DNA polymerase (Flint et al.

2000), this scenario is unlikely.

Thirdly, the growth medium for the IOB cultures may not have contained the

necessary constituents required for (i) the expression of complementary receptor sites for

phage attachment, and/or (ii) trace elements required for or phage attachment and replication.

One of the most common bacterial species found in AMD, A. ferrooxidans is both an iron

and sulfur oxidizing bacteria. When grown using different substrates (ferrous iron, elemental

sulfur, and pyrite), A. ferrooxidans cells grown using Fe2+ as an electron donor were found

have a lower isoelectric point (pHIEP of 2.0) and lower protein content then the other two

substrates (Sharma et al. 2003). These observations would seem to be favorable for phage

infection as the ferrous iron medium would result in the deprotonation of functional groups at

lower pH values and the production of proteinaceous material may act as a barrier to surface

receptor sites. The extent in which that proteinaceous material would prohibit infection is

predicted to be minimal as many phages contain polysaccharide depolymerases that degrade

EPS layers surrounding cells enabling direct access to the cell surface (i.e. Hughes et al.

1998; Deveau et al. 2002).

Minor growth constituents may also influence bacterial growth and/or the ability of

phages to attach and/or penetrate the host cell. Divalent cations, such as Ca2+ and Mg2+, are

commonly required for phage attachment and sometimes for viral penetration (Paranchych

1966; Steensma and Blok 1979; Moebus 1987). In fact, Siphoviridae phage commonly

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require Ca2+ for bacterial attachment (Steensma and Blok 1979). The medium used in the

study was basic in that it did not contain a source of calcium or trace elements. Required

trace elements may be been added during infection (filtration sample water into cultures);

however, trace elements would have been diluted 10 fold. Commonly when A. ferrooxidans

cells are cultured, the medium includes the addition of calcium nitrate, and for Leptospirillum

sp., the addition of trace elements (i.e. Mn, Zn, Co, Cu). If phages require at least one of

these elements at greater concentrations then available for phage replication, then infection

and isolation of an IOB phage would not have been possible. Given that the identity of the

IOB cultures are unknown, it can at least be acknowledged that the sensitivity of phage-host

interactions and the influence of growth conditions on the surface reactivity and

characteristics may be critical.

Lastly, natural mineralization of bacterial surfaces through the precipitation of ferric

hydroxides may have blocked receptor sites located on the bacterial surfaces preventing viral

attachment. This could be one of the few advantages bacterial mineralization (in addition to

protection from UV damage, dehydration, predation; see Phoenix and Konhauser 2008).

5.5.2 Bacillus subtilis-SPβc2 experiments

Iron addition to B. subtilis cultures drastically hindered SPβc2 replication although it

did not induce viral lysis. Within 30 minutes of iron addition to B. subtilis suspensions most

of the iron was removed (approximately 97 %) and the number of SPβc2 plaques decreased

by two orders of magnitude (approx. 98.5 %). Although iron precipitation was rapid,

noticeable amount of iron precipitates were not noted at the magnification examined on the

TEM for the majority of cells. This is likely due to the low bacteria to iron ratio where iron

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is being distributed amongst many cells consequently resulting in less noticeable

mineralization at the cell surface. Where mineralization was suspected the particles were less

than 50 nm in size (Fig. 1a) however isolated cases of heavy mineralization were noted (Fig.

1b). Three scenarios are considered to explain these results: (i) most SPβc2 could not attach

to the cell as iron precipitates and/or Fe(OH)2 ions bond to cellular receptor sites, (ii) SPβc2

attached to the cell but is unable to penetrate and/or inject its’ DNA due to a decrease in

metabolic activity of the host cell, and/or (iii) SPβc2 particles became mineralized once iron

was added to the microcosm. Of these three options, the first seems the most probable and

latter the least, although a combination of processes could be occurring.

The detection of iron on bacterial cells without evidence of precipitates has been

reported in Warren and Ferris (1998). The paucity of visible iron precipitates in this study

could be the result of nanoparticle formation at the cell surface and/or the binding of Fe(OH)2

ions. Iron oxide nanoparticles (2-3 nm in size), such as ferrihydrite, are known to form on

bacterial surfaces and EPS closely associated with the cell as Fe(OH)2 ions undergo

precipitation (i.e. Fe(OH)2+ FeOOH + H+; Banfield et al. 2000; Chan et al. 2004). Given

the sensitivity of phage-host interactions the blockage of receptor sites due to precipitates

and/or nonessential ion binding would prevent attachment and therefore infection.

If SPβc2 attachment is occurring then SPβc2 replication was impeded. Metabolic

activity of host cells is important for phage replication. The proton motive force existing

across cellular membrane has been shown to be critical for the injection of viral genome into

host cells for most DNA phages (Guttman et al. 2005). The cells were likely stressed due to

the lack of nutrients and aeration causing cellular processes to be hampered, preventing

SPβc2 replication.

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The last scenario involves the removal of SPβc2 particles due to SPβc2

mineralization. Although possible, this scenario seems unlikely as total dissolved iron

abundances (0.08-0.15 mg/L) were at concentrations measured in many natural environments

(J.E. Kyle, unpublished data). Preliminary experiments containing SPβc2 particles and iron

revealed that SPβc2 is not a dominant site for mineral formation as only small amounts of

iron (0.8mg/L) precipitated from solution (lower than or similar to the control). The iron is

likely precipitating out of solution due to the pH of solution (> 6.5) and not due to a phage

template. Incomplete bacterial lawns noted during the plaque assay demonstrated a decrease

in B. subtilis growth, which is like due to SPβc2 infection and replication. However, if

SPβc2 particles did act as templates for mineral formation, this did not inhibit phage

replication cycles.

The prevention of SPβc2 replication within a host cell would be an advantage of

bacterial mineralization as one the greatest factors in bacterial mortality, viruses, (Thingstad

and Lignell 1997; Tijdens et al. 2008) would be eliminated.

The question of why bacterial mineralization occurs and its potential benefits has

been addressed with result that revealed that it protects the cells from UV light (Phoenix and

Konhauser 2008), inhibits autolytic enzymes (Ferris et al. 1986), and localizes iron oxides for

easily accessible metabolic needs (Chan et al. 2004). This study indicates that bacterial

mineralization would also protect cells against viral replication resulting in host lysis.

Iron precipitation and minor bacterial mineralization did not induce viral lysis.

Although lysogenic cells died (decrease in OD600 and number of cells noted using TEM),

growth within the control microcosm (lysogen no iron) declined at the same rate as the iron

addition microcosms. Viral lysis was likely caused by the stress induced upon the cells due to

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the lack of nutrients (suspended in 96% AGW) and required growth conditions (temperature

and aeration), not iron precipitation at the cell surface. The extensive production of

exopolymeric substances (EPS) around cells, the appearance of spore-like structures (Fig. 5),

and cell lysis with expulsion of SPβc2 particles (Fig. 6) may be a result of environmental

stress. The degree of EPS production seemed to be an important factor in phage attachment.

Cellular regions with more extensive EPS appeared to have less SPβc2 particles near or

attached to the surface than areas with no or partial EPS coverage with direct access to the

cell surface (Fig. 3). As EPS has been shown to not be a reliable preventative mechanism

against viral infection (as some phages are known to produce polysaccharide depolymerases;

Hughes et al. 1998; Deveau et al. 2002), it is possible that EPS has undergone iron

precipitation inhibiting phage enzymes from obtaining access to the cell surface.

Exopolymeric substances have been shown to act as sites for mineral formation (Chan et al.

2004).

Unique microbial and/or phage biosignatures were not noted in this experiment.

Although iron precipitation influenced phage-host replication, no morphological signatures

were evidence probably due to the minimal mineralization occurring at the cell surface.

The amount of dissolved iron in both the lysogen and B. subtilis-only microcosms

were found initially to decrease then increase to almost original levels after approximately

one day of incubation. The initial decrease in iron is partly due to ferric hydroxide

precipitation; however over time iron becomes associated with dissolved organic matter

(DOM) created through viral lysis of host cells. Also noted was an increase in pH over the

course of the experiment. This would be caused by the production of carbonic acid due to

the chemoorganotrophic metabolism of B. subtilis.

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It is interesting to note that the destruction of cells and resulting creation of cellular

fragments (with a greater surface area) did not enhance mineralization as previously

unexposed cellular functional groups are exposed to the mineralizing solution. Although iron

seems to be associated with DOM, cell fragments did not act as an obvious site for mineral

formation and growth, at least in the time provided in the experiment.

5.6 Conclusions

The prevention of SPβc2 replication due to iron precipitation lends strength to the

hypothesis that bacterial mineralization dramatically hinders phage infection through the

blockage of cellular receptor sites. In addition, partial bacterial mineralization does not cause

a sufficient cellular stress to induce viral lysis. These findings suggests that within a

mineralizing environment phage infection and replication rates would decrease a couple

orders of magnitude making lysogeny a favorable replication cycle as bacterial

mineralization does not cause viral lysis. If these results were applied to the AMD system in

the study, IOB would significantly benefit from metabolically induced mineralization, and

temperate phages would significantly benefit from lysogeny as finding a suitable host and

achieving a successful replication cycle would be problematic. As all living organisms are

believed to have an associated virus, phages must have adopted a response to ensure phage

replication despite mineralized bacterial surfaces, and in this case, lysogeny may be that

response.

5.7 Acknowledgments

This work was supported by a National Science and Engineering Research Council of

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Canada Discovery Grant (FGF) and Postgraduate Scholarship (JEK), as well as a Geological

Society of America Student Research Grant (JEK).

We would like to thank Xstrata Canada, and in particular Joe Fyfe and Robin

Armstrong for their assistance in collecting AMD samples. Also, Wendy Abdi and Patricia

Wickham at the University of Ottawa for analyzing the DOC samples, and Dan Mathers at

Analyst, University of Toronto for analyzing the ICP-AOES samples collected in 2008. We

would especially like to thank Dan Ziegler at the Bacillus Genetic Stock Centre for the

generous donation and assistance with the Bacillus subtilis cultures.

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Table 1. Geochemical constituents and prokaryotic and viral abundances of AMD waters. All values are reported in mg/L unless otherwise stated.

n.d. means not determined * abundance x 105 /mL

Table 2. Mean values of results for the mineralized bacteria plus phage microcosms. t = 0 min t = 45 min t = 90 min Control (no Fe)

PFUs 491 319 149 pH 6.6 n.d. n.d.

Fe addition PFUs 6 6 1 pH 5.8 6.0 6.0 Fetotal (mg/L) 0.15 0.08 0.10 PFUs = plaque forming units n.d. means not determined

Fecunis 1 Fecunis 2 Fecunis 3 Longvac 1 Longvac 2 Longvac 3 Prokaryote* 0.63 1.39 3.35 6.84 1.05 4.69 VLP* 2.73 0.42 3.07 16.21 7.35 9.66 VPR 4.32 0.31 0.92 2.37 7.00 2.06 pH 2.91 3.40 4.00 2.45 3.60 2.50 Eh (mV) 664 678 662 660 660 660 Fetotal 1.60 2.28 1.28 1170 294 210 Fe2+ 0.41 0.35 0.22 196 105 44 SO4

2- 900 600 937.5 2400 1800 1400 NO3

- n.d 2.30 1.70 n.d 69.60 62.40 PO4

3- n.d 0.00 0.00 n.d 0.01 0.10 DOC n.d 1.80 n.d n.d 4.60 5.00 Al 7.54 5.28 4.51 18.36 18.91 14.81 Ca 243.17 190.44 277.00 209.32 136.93 143.00 Cu 2.74 4.25 3.71 0.66 0.63 0.49 K 3.80 18.34 25.00 3.55 13.10 5.11 Mg 58.23 36.94 52.90 54.50 37.02 40.80 Mn 1.20 1.31 1.89 2.39 2.15 2.52 Na 166.99 162.24 140.00 14.32 12.32 7.39 Ni 11.96 11.24 14.2 12.76 13.2 12.10 Si 36.40 16.66 20.90 39.48 27.97 30.70 Zn 1.27 0.36 0.50 1.30 0.40 0.40

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Table 3. Mean values of measurements conducted in the lysogen plus iron microcosms. t = 0 hrs t = 2 hrs t = 17 hrs Control (noFe)

pH 6.92 7.16 7.45 OD600 0.71 0.71 0.36

Fe addition pH 6.77 7.03 7.54 OD600 0.76 0.77 0.39 Fetotal (mg/L) 4.05 2.02 3.88

Table 4. Results of Bacillus subtilis plus iron over time t = 0 hrs t = 2 hrs t = 17 hrs pH 6.57 6.63 7.45 OD600 0.83 0.81 0.52 Fetotal (mg/L) 4.58 4.15 4.60

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Figure legend

Figure 1. TEM image of mineralized Bacillus subtilis after 30 min incubation with iron and

SPβc2. The extent of visible mineralization was minimal. Image is not stained. Scale bars

are 500 nm.

Figure 2. TEM image of lysogen with minimal mineralization (arrows indicates inorganic

particles; 17 hours incubation; a) and extensive mineralization (2 hours incubation; b).

Images are not stained. Scale bar is 500 nm.

Figure 3. SPβc2 surrounds cells partially surrounded by ESP (a-d) noted using TEM. Image

(b) is a close up of SPβc2 particles (arrows) found in (a). Phages tend to surround cells with

less EPS (c). All images are stained with uranyl acetate. Scale bar is 500 nm for (a, d), 250

nm for (b), and 1 µm for (c).

Figure 4. SPβc2 surrounds dividing Bacillus subtilis cell in a lysogenic culture. Image is not

stained. Scales bar is 500 nm.

Figure 5. TEM image of spherical (spore?) noted after 20 hours of incubation of lysogen

with iron. Image is stained with uranyl acetate. Scale bar is 500 nm.

Figure 6. TEM image of lysogen after 2 hours of iron incubation. Dark stain next to cell

contains SPβc2 particles (arrow).

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Figure 1.

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Figure 2.

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Figure 3.

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Figure 4.

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Figure 5.

Figure 6.

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Chapter 6

Synthesis and Future Work

6.1 Synthesis

This research further expands our knowledge of aquatic ecology and microbial

geochemistry through the discovery and description of viruses in the deep subsurface and in

acid mine drainage. This research also provides important information on the influence that

geochemical variables (i.e. pH, chloride) exert on viral abundance. Additional discoveries

that resulted from this research further our understanding of viral-geochemical interactions,

viral-mineral interactions, the protective benefit of bacterial mineralization, phage-host

dynamics, and the role phages play in the field of geomicrobiology and viral ecology.

6.1.1 Viruses in extreme environments

This research has revealed that viruses (more specifically bacteriophages) are present

and abundant in the deep subsurface and AMD environments (up to 107 virus-like

particles/mL), two environments that previously went unexamined in terms of virology. VLP

abundance is strongly correlated with prokaryotic abundance (r = 0.91) in the deep

subsurface but not in AMD environments of the Rio Tinto (r = 0.38).

In terms of viral morphology, polyhedral and tailed morphotypes dominated both

environments, with polyhedral morphotypes more common in AMD environments.

Pleomorphic (i.e. Archaeal morphotypes) phages are more abundant in the deep subsurface

with morphotype diversity decreasing with depth (these morphotypes were rare in AMD).

The overall viral morphotype diversity within the deep subsurface decreases somewhat with

increasing salinity.

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6.1.2 Viral control of prokaryotic abundance

Another important outcome of this research is the discovery that viral abundance is

the strongest predictor of prokaryotic abundance and not parameters that strongly influence

the prokaryotic growth (i.e. phosphate and pH) in freshwater and AMD environments in

southern Ontario. This suggests that viruses exert significant control over the total host

density possibly preventing uncontrollable growth in nutrient-rich environments. This viral

control is suggested to occur in the deep subsurface where prokaryotic abundances are kept at

a steady state with numbers in the range of 104 to 106 cells/mL.

6.1.3 Viral-mineral and viral-geochemical interactions

This research revealed for the first time, to our knowledge, (i) electron microscopic of

viral-mineral interactions in natural aquatic environments, (ii) viral participation in

mineralization events, and (iii) strong geochemical relationships with viruses within AMD

and freshwater environments.

Transmission electron microscope photomicrographs coupled with EDS of samples

collected from the Rio Tinto in Spain show viral particles attached to iron-bearing minerals.

X-ray diffraction of the sediments revealed that jarosite is the dominant iron-bearing mineral,

although iron oxides, such as ferrihydrite and goethite are also noted. Geochemical and

statistical calculations of the chemical, physical, and microbial constituents of Rio Tinto and

Ontario survey samples found that viral abundance is negatively correlated with jarosite

saturation states (r = -0.71 and rs = -0.33, respectively) revealing that as the saturation state of

jarosite increases, viral abundance decreases. In addition, regression analysis on Ontario

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water samples indicated goethite saturation indices are the strongest predictor of viral

abundance and explained 78% of the variability in the data. This suggests that as pH

increases viral particles remain attached to goethite until attractive electrostatic forces are

overcome by repulsive forces. Moderate saturation index correlations with VLPs are also

noted with Al(OH)SO4 in the Rio Tinto, and with ferrihydrite and pyrolusite in the Ontario

water samples. Strong correlations are also noted between viral abundance and geochemical

parameters such as pH and Eh in the Rio Tinto (r = 0.94 and r = -0.89, respectively) and

Ontario (rs = 0.58 and rs = -0.43, respectively) samples revealing the negative impact of

AMD environments on viral abundance.

In the deep subsurface, correlations were noted between VLP abundance and chloride

concentration; however, this may be an artifact of an inverse relationship existing between

chloride and prokaryotic abundance, as VLP-prokaryotic correlations are strong (r = 0.91).

Whether or not VLP abundance has a true correlation with chloride, both VLPs and

prokaryotes are likely be influenced by the ionic strength of the water. Increased ionic

strengths would increase VLP and prokaryotic attachment to inorganic surfaces as the

electrostatic double layer would decrease. Also, old saline groundwater may be less

favorable for prokaryotic growth (and subsequent phage production).

6.1.4 Role of bacterial mineralization in phage replication

Iron precipitation and/or the binding Fe(OH)2 ions to host cellular surfaces was found

to drastically hinder phage attachment and subsequent replication. Bacterial mineralization

and/or the binding of metal ions to receptor sites would be advantageous such that it provides

almost complete protection towards viral infection and replication. In addition, bacterial

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mineralization does not seem to be a strong environmental stressor as lysogenic cells were

not induced into a lytic cycle. Given phages are seemly present wherever bacteria are

present, phages appear to have developed a response that enables the replication of progeny

where host cells are undergoing mineralization (i.e. acid mine drainage, terrestrial hot

springs). The response may be to undergo a lysogenic replication cycle.

Bacterial mineralization and lysogenic replication cycles are suggested as potential

causes of low VLP-prokaryotic abundance correlations in the Rio Tinto (r = 0.38). Inverse

prokaryotic abundance correlations with mineral saturation indices of jarosite (r = -0.72 to -

0.75), iron oxyhydroxides (r = -0.69 to -0.72), and Al(OH)SO4 (r = -0.72) indicates that

bacterial mineralization and/or bacterial attachment to precipitating mineral phases is likely

occurring. The results above provide evidence that if bacterial surface receptors were

blocked, phage attachment and subsequent replication would be strongly inhibited. As a

method of phage survival lysogenic replication cycles may be critical when there is a lack of

host receptor sites and where there are acidic and strongly oxidizing AMD conditions.

6.2 Future Work

The results of this research offer multiple exciting avenues in which further research

could be pursued. Potential avenues for future investigation include (i) using phages as a

potential bioremediation technique in environmentally problematic areas, (ii) further

examining phage-host dynamics under mineralizing conditions, and (iii) examining viral

participation in mineralization events to determine the likelihood of viral preservation within

the rock record. The exploration of viral-mineral and viral-geochemical interactions is almost

endless as this field only contains less than a handful of scientists.

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6.2.1 Environmental phage therapy in acid mine drainage

Given the parasitic nature of phage-host relationships, the potential to use phages as a

bioremediation technique where upon bacteria are causing or propagating an environmental

problem exists. One investigative study would be to study the potential to use

bacteriophages to remediate AMD. It is well known that iron oxidizing bacteria (IOB)

propagate the problem of AMD through the oxidation of ferrous iron and the generation of

hydrogen ions, leading to further acidification and increased levels of dissolved metals in the

water. If one could isolate a phage that infects and destroys IOB, this may be a potential

avenue to extinguish a causative agent in AMD. Attempts at isolating an IOB phage could

be repeated with the use of different growth mediums to determine if the presence of divalent

cations and/or trace elements assists in the phage attachment and replication.

6.2.2 Phage-host dynamics under mineralizing conditions

Extension of the Bacillus subtilis- SPβc2 experiments could be conducted using

different final iron concentrations to determine (i) the minimal amount of iron is required to

hinder phage replication on mineralized B. subiltis, (ii) whether the degree of iron

precipitation onto a lysogen results in viral induced lysis, and (iii) how to induce phage

mineralization and the resulting phage-host interaction. All experiments could be monitored

using a TEM (whole mounts and thin sections made from resin embedded samples) to

identify unique morphological biosignatures are produced from phage-host interactions under

authengenic mineral precipitation.

6.2.3 Viral mineralization and preservation

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The research and results shown in this thesis clearly reveal that viruses are

participating in mineralization events. The extent of this participation and long term

preservation potential of viral-mineral interaction has as yet to be determined. Experiments

could be conducted using progressive greater concentration of iron (used to form iron

hydroxides, i.e. ferrihydrite) and silica (used to form opal-A) additions to phage stocks over

time and under different geochemical conditions (i.e. pH). Samples would be preserved and

embedded to enable thin sectioning though viral-mineral aggregates. This would enable high

resolution, in depth examination of the interface between the viral capsid and mineral

surface, and how this interface may differ over time.

High resolution microscopy of samples collected throughout the duration of the

experiment could be used to determine if unique morphological signatures are produced and

how the morphological signatures develop through time. Thin sections made from recent

rock deposits formed under conditions in which viruses are known to undergo mineral

sorption (i.e. AMD) could be examined for similar morphological signatures noted during the

experiment.

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Appendix I

Exact microbial and VLP counts for Rio Tinto and Ontario samples Table 1. Values of VLP and prokaryotic abundance of Rio Tinto samples measured using epifluorescence microscopy. Mean value of duplicate measurements reported in chapter 3 unless only one value attained. Sample Prokaryote Abundance (x105/mL)

Measurement 1 Measurement 2 VLP Abundance (x105/mL)

Measurement 1 Measurement 2 Source 2.5 n.d. 10.2 n.d. Ravine a 1.9 n.d. 6.3 n.d. Ravine b 0.6 n.d. 0.2 n.d. Train Stop 1.8 1.5 2.0 2.7 Berrocal 5.8 5.9 0.2 0.05 Valverde 1.8 2.0 0.3 1.5 Niebla 3.7 5.6 1.8 2.1 n.d. means not determined Table 2. Values of VLP and prokaryotic abundance of Ontario water samples measured using epifluorescence microscopy. Mean value of duplicate measurements reported in chapter 4 unless only one value attained. Sample Prokaryote Abundance (x105/mL)

Measurement 1 Measurement 2 VLP Abundance (x 105/mL)

Measurement 1 Measurement 2 Sudbury Igneous Complex

Fecunis 1 0.4 0.4, (1.3) 0.8 0.8, (1.4) Fecunis 2 1.2 1.2, (1.1) 0.4 0.5, (0.4) Fecunis 3 2.7 3.1, (2.7) 2.2 1.9, (1.6) Longvac 1 5.6 6.8, (9.5) 11.7 17.9, (23.5) Longvac 2 1.6 1.0, (0.6) 8.8 7.7, (5.5) Longvac 3 2.9 4.7, (4.9) 6.4 9.5, (12.1) St. Lawrence Lowlands

Cedarvale1 1.4 1.4 38.2 37.3

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Cedarvale2 1.4 2.4 34.4 61.1 Cedarvale3 8.8 3.9 192.4 81.5 Cedarvale4 4.1 8.8 30.0 59.0 Lake Ontario Sailing Club 3.2

n.d. 27.4

n.d.

Sunnyside Park Lake Ontario 2.4

3.3 36.8

49.8

Port Hope 4.0 3.6 27.6 46.9 Prince Edward Point 3.3

n.d. 31.9

n.d.

Boyne River 1.4 n.d. 41.1 n.d. Osprey Wetland 1.7 1.3 20.2 15.4 Beaver River 0.9 0.7 19.4 23.9 Nottawasaga Bay 1.0

1.5 26.1

20.1

Nottawasaga River 1.3

2.1 27.1

34.1

Willow Creek 1.0 n.d. 26.8 n.d. Minesing Swamp 0.9

1.1 42.1

24.4

Highland Creek 0.5 0.9 41.9 30.9 Rouge River 1 3.6 n.d. 60.3 n.d. Rouge River 2 1.7 6.1 33.7 43.1 Rouge River 3 4.2 1.6 72.4 41.3 Lake Scugog 2.8 2.1 35.6 31.7 East Cross Creek 2.4 1.0 12.9 25.2 Scugog River 2.9 2.3 38.9 40.0 Sturgeon Lake 2.4 3.1 45.9 31.6 Grenville Province

Lake Couchinsing 4.6

2.4 83.8

59.7

Severn River 3.9 4.9 55.7 61.3 Muskoka Bay 3.1 n.d. 41.8 n.d. Muskoka River 3.9 4.1 25.7 33.3 Black River 2.5 2.0 36.6 31.5 Kahshe Lake 2.3 3.5 20.5 34.5 Sparrow Lake 3.3 3.6 47.1 59.3 Lake Bernard 1.2 1.4 21.5 18.3 Horn Lake 1.8 2.5 18.2 22.4 S Horn Lake Rd 1.2 1.8 22.9 22.2 Cecebe Lake 4.3 1.9 23.2 21.3 Magnetawan River 4.0

1.9 31.9

19.7

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Wetland near Mayfield Lake 2.8

3.8 22.7

27.0

Mary Lake 1.5 n.d. 14.5 n.d. Stony Lake 6.8 n.d. 89.2 n.d. York River 2.0 2.7 17.4 14.5 Little Mississippi River 1.2

n.d.

18.8

n.d.

Denbigh Lake 4.1 6.0 26.3 52.8 Upper Mazinaw Lake 1.3

n.d. 10.6

n.d.

Little Skootamatta River 2.8

3.4 44.6

45.1 n.d. means not determined values in brackets means triplicate sample counted

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Appendix II

Evidence of strength of multiple regression model in Chapter 4 where the dependent variable

is prokaryotic abundance.

Figure Legend

Figure 1. Histogram of raw residuals of results for multiple regression analysis where the

dependent variable is prokaryotic abundance.

Figure 2. Normal probability plot of raw residuals of results for multiple regression analysis

where the dependent variable is prokaryotic abundance.

Figure 3. Graph of predicted vs. observed values of results for multiple regression analysis

where the dependent variable is prokaryotic abundance

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-5 -4 -3 -2 -1 0 1 2 3

X <= Category Boundary

0

5

10

15

20

25

No

. of o

bs.

Figure 1.

-4 -3 -2 -1 0 1 2 3

Residual

-3.0

-2.5

-2.0

-1.5

-1.0

-0.5

0.0

0.5

1.0

1.5

2.0

2.5

3.0

Ex

pected

No

rmal V

alue

.01

.05

.15

.35

.55

.75

.95

.99

Figure 2.

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139

0 1 2 3 4 5 6 7 8 9

O bserved Values

0

1

2

3

4

5

6

7

8

9

10

Pre

dic

ted

Valu

es

Figure 3.

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140

Appendix III

Evidence of strength of multiple regression model in Chapter 4 where the dependent variable

is VLP abundance.

Figure Legend

Figure 1. Histogram of raw residuals of results for multiple regression analysis where the

dependent variable is VLP abundance.

Figure 2. Normal probability plot of raw residuals of results for multiple regression analysis

where the dependent variable is VLP abundance.

Figure 3. Graph of predicted vs. observed values of results for multiple regression analysis

where the dependent variable is VLP abundance.

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-50 -40 -30 -20 -10 0 10 20 30 40 50 60 70 80

X <= Category Boundary

0

2

4

6

8

10

12

14

No

. o

f o

bs.

Figure 1.

-40 -30 -20 -10 0 10 20 30 40 50 60 70 80

Res idual

-3 .0

-2 .5

-2 .0

-1 .5

-1 .0

-0 .5

0.0

0.5

1.0

1.5

2.0

2.5

3.0

Ex

pected

No

rmal V

alue

.0 1

.05

.15

.35

.55

.75

.95

.99

Figure 2.

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142

-20 0 20 40 60 80 100 120

Observed Values

10

15

20

25

30

35

40

45

Pre

dic

ted

V

alu

es

Figure 3.