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Evolutionary questions at DUSEL

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Page 1: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

Evolutionary questions at DUSEL

Page 2: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

overview

• Background: Recent progress in microbial evolution, comparative genomics, community genomics

• Some examples of broad questions that might be addressed at DUSEL– General indications of approaches

• Linkages– Databases, other initiatives

Page 3: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

Evolution of approaches to prokaryotic diversity• Presequencing era: bacterial species characterized on the basis of biochemical properties

(stains/metabolism)• Early days of RNA sequencing: revolutionized views of bacterial relationships and gave basis for

current view of universal tree of life (Carl Woese, 1980s)– Recognition of the Archaea as distinct group– Previously recognized higher taxa completely reorganized– Small genome bacteria recognized as derived rather than primitive (Mycoplasmas/Mollicutes, Rickettsia)– confirms symbiotic origin of mitochondria and chloroplasts

• Largescale small subunit rDNA sequencing using PCR, (Ribosomal database project, improved coverage and accuracy of the universal tree)

• Sequence-based approaches to microbial diversity (1990s)– Sequence-based diversity inventories– In situ hybridization of rRNA to relate sequence to distribution

• Comparative Genomics: finding of massive movement of novel genes into lineages of organisms over evolutionary time, development of advanced methods for recognizing functional homology

• Community genomics / “meta-genomics” : merging genomics and inferences about functional properties with evolutionary and ecological framework

Page 4: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

Microbial communities from diverse environments

• Hyperdiverse

• Most (~99%) cannot be readily cultured

• “great plate count anomaly”– Molecular sequence surveys reveal much more

diversity among taxa than found from culturing from the same environmental sources

Page 5: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

Full genome sequences now available for most major groups Numbers growingquickly

Page 6: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

Environmental genomics

Eg.: Tyson et al. Nature 2004. Community structure and metabolism through reconstruction of microbial

genomes from the environment.

Large scale sequencing from pink biofilm in acid mine drainage: Simple communityDominated byLeptospirillum (Bacteria, yellow) & Ferroplasma (Archaea -purple)Probes specific to determined DNA sequences

Page 7: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

Microbial evolutionary genomics• 1st genome sequenced in 1994, hundreds now

complete and public, thousands in the near future. • Broad questions that are now being addressed:

– How do genomes acquire their contents, as lineages evolve over long time scales?

– What are the forces that enable complex biological processes to be maintained?

– How do genes (and their associated functions) originate in genomes and how are they lost?

– How do biological capabilities move from one organism to another and how do they persist over space and time?

Page 8: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

Mechanisms and consequences of Lateral Gene Transfer

Redfield, Nat. Rev. Genet. 2001

A B C

Organismal phylogeny

A B C

gene phylogeny

Transduction:via a virus (bacteriophage)

Transformation:integration of free DNA

Conjugation:direct contact (plasmid)

Page 9: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

X. axonopodis

X. campestris

X. fastidiosa

P. aeruginosa

V. cholerae

H. influenzae

P. multocida

B. aphidicola

W. brevipalpis

Y. pestis CO92

Y. pestis KIM

E. coli

S. typhimurium Most genes in most genomes arrived via LGT after the common ancestor.

Most genes arriving via LGT come from distant sources (not in this group) Many persist as vertically transmitted genes within the descendant clade.---but many are lost quickly (many present only in tips of tree)

Gene uptake In gamma-ProteobacteriaE. Lerat et al 03

Example of genome dynamics over time due to Lateral Gene Transfer

Page 10: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

Evolutionary and ecological genomics underground:

Questions first, logistics later• Imagine obtaining

complete genomes for whole communities of organisms in deep subsurface communities

• And the phage as well• What questions could be

addressed?

Page 11: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

Evolutionary questions1. Do deep organisms consist of recent twigs on the Tree of Life that is already well sampled

on the surface or do they include ancient branches with clues to the earliest organisms on Earth?

2. Do subsurface organisms show distinctive genome dynamics, such as lack of gene uptake due to low densities? Do they comprise a gene reservoir that exchanges genes with surface organisms?

3. Do subsurface organisms show distinctive mutational profiles, as expected from their distinct mutagenic environment? Do they show fast evolution of polypeptide sequences, reflecting small genetic population sizes/spatial substructuring?

4. What are unusual adaptations, such as mechanisms for responding to unusual kinds of stress, using different energy sources, etc? Can they provide us with novel sources of genes that can be harnessed for practical uses?

For each question, answers are likely to depend on the particular niche and may differ among microbial communities associated with different processes or sites.

Page 12: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

1. Do deep organisms consist of recent twigs on the Tree of Life that is already well sampled on the

surface or do they include ancient branches with clues to the earliest organisms on Earth?

• Approaches – Phylogenetics

• Models of sequence evolution provides a statistical basis for inferring relationships and ancestral sequences

– Molecular clocks and “coalescent” approaches:• allows age of divergence to be calculated in units of generation

times and population sizes.

• Based in “Neutral Theory” of molecular evolution

Page 13: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

2. Do subsurface organisms show distinctive genome dynamics, such as lack of gene uptake due to low densities? Do they comprise a gene reservoir that

exchanges genes with surface organisms?

• Approaches: genomic sequencing, comparative analyses with growing genomic databases, phylogenetics.

• Comparisons of genomes from organisms isolated from sites with similar and different geochemical features.

Page 14: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

• Factors enabling smaller genome sizes in bacteria– Genetic drift (genes are inactivated through mildly deleterious

mutations and are then lost) (eg symbionts and pathogens with small effective population sizes)

– Parasitism (genes are not needed because hosts provide gene products) (eg pathogens such as mycoplasmas)

– Environmental constancy (eg Prochlorococcus, symbionts) no need for different genes for different conditions, no need for signalling mechanisms

– Lack of intense biowarfae in dense complex communties: eg soil microbes sometimes have quite large genomes with size augmented by genes for making bacteriocins, antibiotics (eg Streptomyces and others).

– Selection for efficiency? (small genomes are more competitive in replication race) (eg possibly low-light adapted Prochlorococcus marine photoautotrophs).

Page 15: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

What is the role of phage in dynamics of subsurface genomes?

• Do phage move genes from the deep subsurface to surface communities? – Much evidence for phage-mediated gene movement among diverse lineages

and environments in surface communities. – As a set, phage contain the largest diversity of gene types – Phage genes can be considered as bacterial genes in transit

• But are phage rare in subsurface communities due to low host densities?– These genomes may be uniquely deprived of gene uptake and recombination

more generally

Approaches: can sample phage directly and also search bacterial chromosomes for phage indicator genes.

Page 16: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

3. Do subsurface organisms show distinctive mutational profiles, as expected from their distinct

mutagenic environment? Do they show fast evolution of polypeptide sequences, reflecting small genetic

population sizes/spatial substructuring?

Page 17: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

gene sequence evolution in the deep• Deep organisms expected to have unusual mutational patterns and unusual patterns

of fixation of mutations in populations, both affecting gene evolution• Expectations for Mutation rates

– Lack of uv irradiation – Other mutagens present--Chemical, heat-dependent– Long generation time

• some mutational events are dependent on replication and will be proportional to generation time not absolute time; other mutations result from DNA damage between replication events, such as during transcription.

– Repair processes • differ among organisms with some having more complete sets of repair pathways than others.

Organisms with small genomes tend to have fewer repair pathways and may suffer effectively higher rates of mutation.

• Expectations for fixation of mutations in populations – at sites under purifying selection (most sites in most genes)– From Neutral Theory and much empirical data: small genetic population sizes and/or low rates of

genetic recombination impose more rapid rates of protein evolution, resulting from inability to purge mildly deleterious mutations.

Page 18: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

• Approaches: genomic sequencing, comparative analyses with growing genomic databases, phylogenetics.

• Comparisons of genomes from organisms isolated from sites with similar and different geochemical features.

• Many kinds of analyses are designed to distinguish changes in mutation rates from changes in substitution patterns

3. Do subsurface organisms show distinctive mutational profiles, as expected from their

distinct mutagenic environment? Do they show fast evolution of polypeptide sequences, reflecting

small genetic population sizes/spatial substructuring?

Page 19: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

--> Amount of sequence evolution-->

Deep Surface

Do gene sequences of subsurface organisms evolve at faster or slower rates than those of surface organisms?

Address by using sequences obtained from modern organisms, reconstruct phylogenetic relationships, ancestral sequences, and relative lengths of branches

?

Page 20: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

4. What are unusual adaptations, such as mechanisms for responding to unusual kinds of stress, using different energy sources, etc? Can they provide us with novel

sources of genes that can be harnessed for practical uses?

• Approaches: “meta-genomics” analyses of organisms -- can be associated with geochemical processes measured in situ

• Systems biology: how do individual processes mediated by different organisms lead to net effects of microbial communities on their surroundings?

• Processes and products useful in bioremediation, industrial applications, pharmaceuticals

Page 21: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

“meta-genomics”• Obtaining gene sequences directly from

environmental samples of DNA, no cultivation or characterization of individual species

• Two goals– Discovery of novel biocatalyst genes for applications

– Understanding of microbial community diversity

– Understanding of basic cell processes (“systems biology” approaches in particular)

Page 22: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

1. Extract DNA from environmental sample

2. Construct library

conventional small insert (<10kb) library

large insert (cosmid or BAC) library (up to 200 kb), allows sampling of whole operons

Possible problems with efficient transcription of the cloned fragment, translation, secretion of the product, correct chaperones for folding of the product

Perform functional screens: directly test for some biochemical property in the cloning host

Sequence DNA or RNA, look for genes with functions of interest

3. Screen

Limits search to genes with detectable (evolutionary) homology to functionally characterized genes:Sequence or structural homology

Limitations:

Two basic metagenomic approaches

Page 23: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

Metabolic inferencesExample from Tyson et al study (acid mine community)

e.g., Infer N fixationIn LeptospirillumGroup III,

Ferroplasma mustUse N fixed by Lepto. Gr III

Page 24: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

Example from marine bacteria

PCR-based approaches have revealed that 99% of marine microbes cannot be readily cultured in the lab.

Gene sequencing from marine DNA has revealed undiscovered genesthat imply new metabolic strategies:Proteorhodopsin = rhodopsin-based photosynthesis in bacterialocated on a 130 kb BAC

recognized based on similarity to archaeal rhodopsins (same basic structure as animal eye opsins)

Expressed in E. coli (red) structure

Bacterial Rhodopsin: Evidence for a New Type of Phototrophy in the Sea Beja et al. Science 2000

Page 25: Evolutionary questions at DUSEL. overview Background: Recent progress in microbial evolution, comparative genomics, community genomics Some examples of

• Well developed tools and databases for genomics data of microbes (NIH-NCBI, DOE, others).

• Cyber Infrastructure for Tree of Life Initiative (NSF)– network and research project to develop software and databases for phylogenetic

information– $11.6 million over 5 years – Central aim is to establish Universal Tree of all Life using biological data, esp. DNA

sequence data– Large component concerns whole genome evolution– PI Bernard Moret (Computer Science, U New Mexico), plus large team at 13

institutions, hosted by SD supercomputing network.

• Evolutionary Synthesis Center (NSF) – NSF sponsored center, recently awarded to Research Triangle institutions, emphasis

on interdisciplinary research on evolution, analysis of large datasets, education and outreach

• Others

Linkages of Evolutionary questions at DUSELwith other large scale initiatives