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Research Collection Doctoral Thesis The effect of the URM1 pathway on translation by thiolation of specific tRNAs Author(s): Rezgui, Vanessa Anissa Nathalie Publication Date: 2012 Permanent Link: https://doi.org/10.3929/ethz-a-007624233 Rights / License: In Copyright - Non-Commercial Use Permitted This page was generated automatically upon download from the ETH Zurich Research Collection . For more information please consult the Terms of use . ETH Library

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Page 1: Rights / License: Research Collection In Copyright - Non ...6644/eth... · Vanessa Anissa Nathalie Rezgui M.Sc. University of Geneva born on April, 28th 1981 citizen of Switzerland

Research Collection

Doctoral Thesis

The effect of the URM1 pathway on translation by thiolation ofspecific tRNAs

Author(s): Rezgui, Vanessa Anissa Nathalie

Publication Date: 2012

Permanent Link: https://doi.org/10.3929/ethz-a-007624233

Rights / License: In Copyright - Non-Commercial Use Permitted

This page was generated automatically upon download from the ETH Zurich Research Collection. For moreinformation please consult the Terms of use.

ETH Library

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DISS. ETH NO. 20870

The effect of the URM1 pathway on translation

by thiolation of specific tRNAs

A dissertation submitted to

ETH ZURICH

for the degree of

Doctor of Sciences

presented by

Vanessa Anissa Nathalie Rezgui

M.Sc. University of Geneva

born on April, 28th 1981

citizen of Switzerland (Zurich)

accepted on the recommendation of

Prof. Matthias Peter – examiner

Prof. André Gerber – co-examiner

Prof. Paola Picotti – co-examiner

2012

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TABLE OF CONTENTS SUMMARY ........................................................................................................ 4  

RESUMÉ ............................................................................................................ 5  

1   Introduction. ............................................................................................... 6  

1.1   Translation............................................................................................................................................ 6  1.2   Translation regulation....................................................................................................................... 7  1.3   Regulation of tRNAs ........................................................................................................................ 8  1.3.1   tRNA  abundance ...........................................................................................................................9  1.3.2   tRNA  aminoacylation  levels.................................................................................................. 11  1.3.3   tRNA  localization ...................................................................................................................... 11  

1.4   tRNA modifications ........................................................................................................................11  1.4.1   Wobble  base  modifications ................................................................................................... 13  1.4.2   The  mcm5s2U34  modification................................................................................................. 14  

1.5   The Ubiquitin-related modifier 1 ................................................................................................16  1.6   Phenotypes associated with lack of wobble uridine modification ...................................17  1.7   Aim of the work................................................................................................................................19  

2   RESULTS......................................................................................................20  

2.1   General translation is unaffected by lack of URM1 .............................................................20  2.2   URM1 is important for efficient expression of AAA, CAA, and GAA-rich proteins

  23  2.3   Differential expression of AAA, CAA, and GAA-rich genes is not due to differential

transcription .........................................................................................................................................................28  2.4   The protein expression changes induced by lack of URM1 are small............................30  2.5   URM1 is required for efficient translation of CMS1 and YPL199C................................31  2.6   Thiolation is required for codon-specific translation ...........................................................33  2.6.1   Generation  of  an  inducible  dual-­fluorescent  reporter .............................................. 33  2.6.2   URM1  is  required  for  expression  of  AAA,  CAA,  and  GAA  enriched  reporters ... 36  2.6.3   Reporters  with  the  G-­ending  codons  are  less  affected  by  lack  of  thiolation.... 39  2.6.4   The  effect  of  URM1  on  translation  is  dependent  on  codon  frequency ................ 41  2.6.5   Addition  of  various  drugs  does  not  increase  the  urm1∆  effect  on  the  

translation  reporters ..................................................................................................................................... 41  2.7   Thiolation enhances A-site binding and peptide bond formation ....................................44  2.8   URM1-deleted cells are sensitive to paromomycin ..............................................................47  

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2.9   Activation of galactose promoter is defective in urm1∆ cells ..........................................48  

3   DISCUSSION................................................................................................51  

3.1   Uracil34  modifications  stabilizes  tRNAs  at  the  A-­‐site .....................................................51  3.2   Consequences  on  translation  fidelity....................................................................................51  3.3   Effects of lack of thiolation on expression of AAA, CAA, and GAA rich mRNAs .52  3.4   Effects of lack of thiolation on expression of AAG, CAG, and GAG rich proteins .53  3.5   Codon context ...................................................................................................................................54  3.6   The role of URM1 in rich conditions.........................................................................................55  3.7   URM1 involvement in stress regulation ...................................................................................55  3.7.1   Thiolation  and  tRNA  levels.................................................................................................... 55  3.7.2   Regulation  of  tRNA  modification  levels........................................................................... 57  

3.8   Influence of tRNA modifications on each other ....................................................................58  3.9   Identification  of  further  regulated  proteins.......................................................................59  3.10   Functions of tRNA modifications beyond translation.......................................................60  3.11   Other functions of Urm1 .............................................................................................................61  3.12   Concluding remarks ......................................................................................................................62  

4   Materials  and  Methods...............................................................................64  

4.1   [35S] metabolic labeling..................................................................................................................64  4.2   Ribosome extraction .......................................................................................................................64  4.3   Polysome profiles.............................................................................................................................65  4.4   Hot phenol extraction .....................................................................................................................65  4.5   Gene ontology (GO) enrichment analysis ...............................................................................65  4.6   Quantitative RT-PCR .....................................................................................................................66  4.7   Cloning of the dual-fluorescent translation reporter ............................................................66  4.8   Expression of fluorescent reporter .............................................................................................66  4.9   Cycloheximide chase ......................................................................................................................67  4.10   Western blotting .............................................................................................................................67  4.11   Galactose induction.......................................................................................................................67  4.12   Drug sensitivity assay ..................................................................................................................67  4.13   SILAC  labeling...............................................................................................................................68  4.14   Protein  Extraction  and  digestion  for  MS...........................................................................68  4.15   Strong  cation  exchange  (SCX)  fractionation....................................................................68  4.16   Peptide  purification  and  iso-­‐electric  focusing................................................................68  4.17   LC-­‐MS/MS.......................................................................................................................................69  4.18   Protein  identification  and  quantitation.............................................................................69  

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4.19   Data  normalization  and  statistical  analysis  of  differential  abundance................70  4.20   Random  Forrest  Analysis ........................................................................................................70  4.21   Total  tRNA  preparation............................................................................................................70  4.22   Lysine  tRNA  synthetase  cloning  and  purification.........................................................71  4.23   Aminoacylation  and  purification  of  [14C]Lys-­‐tK ............................................................71  4.24   Biochemical  and  kinetic  assays.............................................................................................71  

5   References..................................................................................................75  

6   Abbreviations .............................................................................................82  

7   Curriculum  vitae .........................................................................................84  

8   Acknowledgments ......................................................................................86  

 

 

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Summary

4

SUMMARY

During protein synthesis the genetic information encoded by the cell is read by the

ribosome to produce proteins. Efficiency and fidelity of this process is essential to

promote cell growth and viability. tRNAs are the key molecules that match codons

with correct amino acids. The URM1 pathway specifically thiolates the uridine at the

wobble position of tKUUU, tQUUG, and tEUUC and is required for resistance to various

stresses such as nutrient starvation and oxidative agents. Previous in vitro studies

suggested that uridine thiolation is important to enhance recognition of lysine,

glutamine and glutamic acid codons.

In this study, we used a combination of in vivo and in vitro approaches to analyze

the effect of lack of wobble uridine thiolation of specific tRNAs at the molecular and

cellular level. We show that URM1 is important for efficient translation of genes

enriched for AAA, CAA, and GAA codons. Moreover we show that this is mediated

by increased binding to the ribosomal A-site and peptide bond formation. Further we

found that URM1 is required for resistance to paromomycin and activation of the

galactose metabolism pathway, suggesting a role in translation fidelity and carbon

metabolism.

Together these data show that tRNA modification at the wobble position

modulates the decoding capacity of specific tRNAs to control protein expression. We

suggest a model in which tRNA modifications at the anticodon loop regulate protein

expression in a codon-specific manner when tRNA levels are limiting.

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Resumé

5

RESUMÉ Durant la synthèse des protéines, l’information génétique encodée par la cellule est

traduite pour la production de protéines. L’efficacité et la fidélité de ce processus sont

essentielles à promouvoir la croissance et la viabilité des cellules. L’ARNt est la

molécule clé permettant de correspondre un codon avec un acide aminé spécifique.

URM1 et ses protéines associées sont responsables pour la thiolation de l’uridine à la

position wobble de tKUUU, tQUUG, and tEUUC et sont nécessaires à la résistance à des

situations de stress variées, tels que la carence en nutriments et les agents oxydatifs.

De précédentes études in vitro, ont impliquées la thiolation dans amélioration de la

reconnaissance des codons pour la lysine, la glutamine et l’acide glutamique.

Dans cette étude, nous avons utilisé une combinaison d’approches in vivo et in

vitro pour analyser les conséquences de la perte de la thiolation de l’uridine wobble

de certains ARNt au niveau cellulaire et moléculaire. Notre étude démontre qu’URM1

est important pour une traduction efficace de gènes enrichis en codons AAA, CAA et

GAA. En outre, cette étude montre que cet effet est due à une augmentation de la

liaison de l’ARNt au site ribosomal A et à une augmentation de la formation de

dipeptides. De plus, nous avons trouvé qu’URM1 est nécessaire à la résistance à la

paromomycine et à l’activation de la voie du métabolisme au galactose, suggérant un

rôle d’URM1 dans la fidélité du processus de traduction et du métabolisme des

sources de carbone.

Ensemble ces données montrent que les modifications d’ARNt à la position

wobble ajustent la capacité de décodage d’ARNt spécifiques pour contrôler

l’expression de protéines. Nous proposons donc un modèle dans lequel les

modifications d’ARNt dans l’anticodon régulent l’expression protéinique de manière

codon spécifique lorsque les niveaux d’ARNt sont limitants.

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Introduction

6

1 INTRODUCTION.

1.1 Translation

Faithful protein synthesis is fundamental to ensure that functional proteins are

produced and therefore guarantees cell viability. During protein synthesis the

ribosome reads the genetic information encoded by the mRNA and translates it into a

polypeptide chain. This tightly regulated process that relies on the recognition of a

unit of three nucleotides, the codon, and its translation into the corresponding amino

acid is done by the ribosome.

The eukaryotic 80S ribosome is constituted of a small, 40S, and a large, 60S,

subunit. The mRNA bound to the small subunit is read by the transfer RNAs (tRNAs)

in the large subunit, where peptide bond formation happens and the growing

polypeptide chain is released through the exit tunnel. tRNAs are the adaptor

molecules matching codons with specific amino-acids (aa). The ribosome contains

three adjacent tRNA binding sites: the Aminoacyl-tRNA site (A-site), the Peptidyl-

tRNA site (P-site), and the Exit site (E-site). A tRNA molecule proceeds from the A

to the P site during amino-acid incorporation and is subsequently released at the E site

(Figure 1).

Figure 1: Translation elongation.

Scheme depicting the ribosome with the three tRNA binding regions: the aminoacyl-tRNA

site (A), the peptidyl-tRNA site (P), and the exit site (A). The right panel shows how

aminoacylated tRNA molecules enter the ribosome at the A site, proceed to the P site where

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Introduction

7

transfer of the polypeptidyl chaine takes place and then leave the ribosome at the E-site, after

transfer of the growing amino-acid chain to the next tRNA.

Translation can be divided into three main steps: initiation, elongation and

termination. In eukaryotes, the first step, initiation, is the recognition of the mRNA by

the preinitiation complex (PIC) composed of the small ribosomal subunit, the initiator

Methionine tRNA (fMet in prokaryotes), eEF1A (the homologue of the prokaryotic

EF-Tu), and initiation factors. During this process the PIC scans the mRNA for the

first AUG codon and subsequently recruits the large ribosomal subunit to start

elongation of the polypeptide chain. Elongation, the translation of codons into the

corresponding amino-acids is itself subdivided into several steps: initial selection,

proofreading, accommodation, peptidyl-transfer, and finally translocation. Elongation

starts with entry of the ternary complex (TC) constituted of aminoacylated-tRNA (aa-

tRNA) and eEF1A bound to GTP, in the A site of the ribosome. There the tRNA is

tested for codon-anticodon pairing. The GTP hydrolysis by eEF1A is the proofreading

step ensuring that the correct tRNA is kept and incorrect tRNAs rejected from the

ribosome. Correct codon-anticodon pairing induces conformational changes

triggering GTP hydrolysis by eEF1A. This accommodation step is followed by

peptidy-transfer where the nascent chain is covalently bound to the amino-acid of the

newly accommodated tRNA. In the last step of elongation the elongation factor eEF2

(the homologue of the prokaryotic EF-G) induces GTP hydrolysis and subsequently

the translocation of the peptidyl-tRNA to the P site. The A site is then free for the

next aa-tRNA. Termination is the last step, where the stop codon is recognized by a

release factor instead of a tRNA and triggers the release of the polypeptide chain from

the terminal peptidyl-tRNA and the dissociation of the ribosome from the mRNA.

1.2 Translation regulation A large fraction of the energy of growing cells is devoted to translation. A

eukaryotic cell produces 20 ribosomes per second and contains around 300’000

ribosomes for 60’000 mRNAs (Phizicky and Hopper 2010). A ribosome incorporates

on average 2 amino-acids per seconds and several ribosomes bind simultaneously on

each mRNA. However this is only an average estimate as translation speed is not

uniform along an mRNA. Initiation constitutes the rate-limiting step (Milon,

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Introduction

8

Konevega et al. 2008; El Yacoubi, Bailly et al. 2012), then a ramp of low efficiency

translation is found on the first 30-50 codons to avoid ribosomal jamming on the

mRNA (Tuller, Carmi et al. 2010), followed by faster elongation and termination. In

general translation elongation rates are limited by the codon-anticodon recognition.

The ribosome needs to differentiate between a cognate tRNA, which form three

correct base-pairing with the codons, and a near-cognate tRNA containing a single

pair mismatch. This process is dependent on tRNA concentration and affinity of the

tRNA to the ribosome and the codon at the A-site. For example, some proteins

contain natural pausing sites at rare codons, which are often important for protein

folding (Kimchi-Sarfaty, Oh et al. 2007; Zhang, Hubalewska et al. 2009). The

concentration of tRNA recognizing such rare codons is very low and therefore the

ribosome pauses until it finds the appropriate tRNA. tRNA concentration can

therefore regulate general and gene-specific translation levels.

1.3 Regulation of tRNAs To keep up with the high demand for proteins of the cell, tRNA molecules are very

abundant. tRNA genes are mostly found in multiple copies and the nuclear yeast

genome contains 274 tRNA genes. The copy number for each tRNA varies greatly

between different tRNA species. In yeast, gene copy number ranges from 1 to 16

depending on the tRNA and the copy number correlates well with abundance of the

corresponding tRNA (Percudani, Pavesi et al. 1997). tRNA genes encodes for short

RNAs of 73 to 93 nucleotides adopting a cloverleaf secondary structure and a L-

shaped tertiary structure (Figure 2). tRNAs are composed of five main regions. The

acceptor stem composed of the 5’ end and the 3’ CCA end, which is aminoacylated

by specific aminoacyl-synthetases, the D-loop, the T-loop, the variable loop and the

anticodon loop (figure). The anticodon loop contains the anticodon, which recognizes

codons on the mRNA. The anticodon bases 36, 35, and 34 pair with nucleotide 1, 2,

and 3 of the mRNA codon respectively. Position 34, also called the wobble position is

the only position allowing non-Watson Crick pairing and therefore, in most cases,

permits one tRNA to recognize more than one codon. There is a strong correlation

between tRNA abundance and frequency of the corresponding codon, suggesting co-

evolution of tRNA and codon choice. Highly expressed genes such as ribosomal

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Introduction

9

genes are enriched for codons recognized by abundant tRNAs, suggesting that tRNA

can influence protein expression. tRNA regulation at different levels influences

protein synthesis: i) tRNA abundance, ii) tRNA aminoacylation levels, iii) tRNA

localization, iv) and tRNA modifications.

Figure 2: Secondary and tertiary structure of tRNAs.

(A) Schematic representation of the secondaty cloverleaf structure of a tRNA molecule. The

main regions are indicated. The circles represent nucleotides and the connecting lines the

hydrogen bonds between adjacent nucleotides. (B) Three dimensional structure of the tRNA

adopting an L-shape. From Wikipedia (tRNA).

1.3.1 tRNA abundance

tRNA abundance is dependent on tRNA transcription and degradation rates and

both process are regulated in response to environmental conditions. Transcription of

tRNA by RNA polymerase III (PolIII) takes place in the nucleolus and is regulated by

Maf1 in response to environmental conditions (Pluta, Lefebvre et al. 2001). Under

rich growth conditions, Maf1 is phosphorylated by protein kinase A (PKA) and the

mammalian target of rapamycin complex 1 (mTORC1)-dependent kinase, Sch9 and

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Introduction

10

does not interact with PolIII. However, in response to environmental conditions

inducing slower growth such as shifts from fermentation to respiration and nutrient

deprivation Maf1 is dephosphorylated and inhibits PolIII activity (Huber,

Bodenmiller et al. 2009; Wei and Zheng 2011). tRNA molecules are very stable and

therefore their levels were long thought to depend mainly on transcription rate. The

measured tRNA half-lives are very long ranging from 3 days in avian liver, 50 h in

chicken muscles, to 44h in Eulgena gracilis (Nwagwu and Nana 1980; Kanerva and

Maenpaa 1981; Karnahl and Wasternack 1992). However emerging evidences show

that there are tRNA quality control and degradation mechanisms. Two pathways

monitoring tRNA integrity have been described: the nuclear surveillance pathway and

the rapid tRNA decay (RTD) (Kadaba, Krueger et al. 2004; Alexandrov, Chernyakov

et al. 2006). The nuclear surveillance turnover pathway targets pre-tRNA to 3’-5’

degradation after polyadenylation. The RTD pathway subjects mature tRNA lacking

different combinations of mutations to 5’-3’ degradation. tRNA degradation can also

occur in response to stresses such as oxidative conditions, nutritional deficiency,

growth in stationary phase and heat shock (Thompson, Lu et al. 2008; Yamasaki,

Ivanov et al. 2009; Nawrot, Sochacka et al. 2011). Under oxidative stress an RNase,

Rny1 in yeast or angiogenin in mammalian cells, is released from the vacuole or the

lysosome into the cytoplasm and induces tRNA cleavage at the anticodon loop

(Thompson and Parker 2009; Yamasaki, Ivanov et al. 2009). Deep sequencing

revealed the presence of various tRNA fragments in the cells such as tRNA-derived

stress-induced RNAs, tRNAs-derived fragments, and tRNAs halves (Li, Luo et al.

2008; Li, Ender et al., 2012). These fragments are thought to act as signaling

molecules and have been linked with cell proliferation (Ivanov, Emara et al. 2011 ; Li

and Hu 2011). tRNA cleavage is also used as a pathogenic and a host defense

mechanism. For example, tRNA cleaving toxins, such as PrrC, colicins, onconase,

and the Klyveromyces lactis γ-toxin are produced in response to an infection or by a

competing organism (Nawrot, Sochacka et al. 2011). These toxins target the

anticodon-loop of specific tRNAs and are often modification specific. For exemple

the Kluveromyces lactis γ-toxin specifically targets mcm5s2U34 modified tRNAs.

Together these studies show that tRNA concentration is highly regulated to adjust

translation levels and ultimately growth to environmental conditions.

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Introduction

11

1.3.2 tRNA aminoacylation levels

To match codons with amino-acids, each tRNA molecule needs to be charged with

the correct amino acid by aminoacyl-tRNA synthetases in a process called

aminoacylation. During aminoacylation, the amino-acid is attached to the 3’ CAA

extension the tRNA in an ATP-dependent manner. tRNA synthetases are responsible

for the fidelity of translation and need to accurately recognize the tRNA species and

the corresponding amino-acid. Indeed, during translation, codon-anticodon

recognition is independent from the amino-acid charged on the tRNA. tRNA

synthetases are often able to recognize more than one tRNA coding for the amino-

acid but they are amino-acid specific. The rate of codon translation is dependent on

the concentration of charged tRNAs and tRNA charging is regulated in response to

environmental conditions. Upon starvation, the overall levels of aminoacyl tRNA are

reduced and recent work show that selective charging can take place under certain

growth conditions (Dittmar, Sorensen et al. 2005; Zaborske, Narasimhan et al. 2009;

Zaborske and Pan 2010). Thereby, tRNA charging can regulate both general and

amino-acid specific translation.

1.3.3 tRNA localization Recent studies challenged the long-standing view that tRNA molecules are

processed in the nucleus and unilaterally delivered to the cytoplasm for translation. In

fact, tRNA trafficking is very dynamic and tRNA molecules constantly travel out and

into the nucleus. There is also a retrograde pathway in response to nutrient availability

delivering mature tRNAs from the cytoplasm to the nucleus. Upon starvation tRNA

molecules are sent back to the nucleus where they accumulate, before shuttling back

to cytoplasm upon more favorable growth conditions (Shaheen and Hopper 2005).

1.4 tRNA modifications

tRNAs require simultaneously homogeneity to allow uniform binding to eEF1A, to

the ribosome and usage in common translation mechanism and heterogeneity to allow

specific binding to aminoacyl-tRNA synthetases and cognate codons. With over 90

different posttranscriptional modifications, tRNAs are the most highly modified

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Introduction

12

RNAs and every yeast tRNA molecule contains between 7 to 17 modifications

(Phizicky and Alfonzo 2010). Some modifications are common to all tRNAs while

some are specific to certain tRNA species. Modified nucleotides are found throughout

the molecule and influence many aspects of tRNA, such as stability and recognition

by aminoacyl synthetases. Importantly the largest variety of modifications is found in

the anticodon loop at position 34 in the anticodon and position 37 adjacent to the

anticodon (Figure 3). These modifications are thought to be important for efficient

codon recognition. In particular, position 34 is important to increase or restrict

wobbling (Phizicky and Hopper 2010).

Figure 3: tRNA are highly modified molecules.

Schematic representation of a tRNA molecule indicating the modified nucleotides and their

positions. Data are compiled from all tRNAs and all kingdoms. Dots represent nucleotides.

Modifications found at position 34 and 37, marked as black dots, are highlighted in the grey

boxes. Picture from (Grosjean 2000).

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Introduction

13

1.4.1 Wobble base modifications

Standard Watson-Crick interactions allow adenine to pair only with thymine or

uracil and guanine only with cytosine. However during codon anticodon interaction

the wobble position permits non Watson-Crick pairs. This allows uracil to recognize

adenine and guanine and allows inosine, a modified adenine nucleotide, to recognize

uracil, adenine and cytosine. Wobble pairing explains how the set of 42 tRNA species

in yeast recognizes all the 61 sense codons and translates them into 20 amino acids

(Table 1). As a consequence, 6 tRNAs contain inosine and 13 uracils at the wobble

position. Uracil-34, at the wobble position of tRNA, is a hot spot for modifications

and is rarely found unmodified. Uracil bases are mostly found as methyl derivatives

in all kingdoms. Furthermore Uracil34 from tRNAs for Lys, Gln and Glu is universally

modified to 5-methyl-2-thio derivatives. Yeast and higher eukaryotes bear the

methoxycarbonylmethyl-2-thiouridine (mcm5s2U) modification at Uracil34 of

cytoplasmic tKUUU, tQUUG, and tEUUC (Figure 4). While the mcm5 modification is found

on five tRNAs, thiolation, s2, is exclusively found on UUX anticodons probably to

compensate for the weaker hydrogen bonds. Indeed uracil only forms two hydrogen

bonds with the complementary nucleotide while guanine and cytosine pair with three

hydrogen bonds.

Figure 4: The 5-methoxy-carbonyl-methyl-2-thio-uridine modification (mcm5s2U34)

Chemical structure of the mcm3s2 (in red) wobble uridine and its location on a schematic

tRNA molecule. Circles represent nucleotides, with the anticodon loop nucleotides in grey.

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Introduction

14

Table 1: The genetic code in yeast

Table showing the correspondence between codons, tRNA anticodons and amino acids in

Saccharomyces cerevisiae. The modifications found in the anticodon are indicated. The red

square indicates the split-codon boxes recognized by thiolated (s2) tRNAs. From (Johansson,

Esberg et al. 2008)

1.4.2 The mcm5s2U34 modification The mcm5s2 modification requires over 20 proteins in two distinct enzymatic

pathways. The elongator (ELP) pathway is required for the mcm5 and the URM1

pathway for the s2/thiolation modification (Figure 5). Components of the mcm5

modification pathway include the Elp-complex, constituted of Elp1-Elp6, Kti11-13,

as well as the methyltransferases Trm9 and Trm112. The Elp-complex and the Kti

proteins catalyze early steps of the mcm5 and the ncm5 modification, which found on

eight tRNAs besides tKUUU, tQUUG, and tEUUC. The Elp-complex was originally

discovered by co-immunoprecipitation with active PolII and showed in vitro histone

acetylase activity. The complex was implicated in many processes such as

transcription, endocytosis, and tubulin acetylation (Creppe, Malinouskaya et al.

2009). However several studies suggest that most, if not all, of the elp∆ phenotypes

are mediated by their function in tRNA modification (Esberg, Huang et al. 2006). The

Elp-complex is associated with Kti11 and Kti12 (Fichtner and Schaffrath 2002). The

Kti proteins were identified in a screen for Kluveromyces lactis killer toxin insensitive

mutants (Butler, White et al. 1994). Indeed, Kluveromyces lactis produces the

zymocin toxin, which kills yeast cells by inducing G1 arrest. This arrest is due to

specific cleavage of mcm5s2 Uracil34 of tKUUU, tQUUG, and tEUUC by the toxin leading to

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Introduction

15

cell death by depleting these tRNAs (Huang, Johansson et al. 2005; Lu, Huang et al.

2005). Therefore cells lacking either the thio/s2 or the mcm5 modification are resistant

to the toxin. The methyltranferases Trm9 and Trm112 are responsible for the final

methylation of ncm5 to mcm5.

Figure 5: The URM1 and the ELP pathways are responsible for the mcm5s2 modification

of uracil 34

The wobble uracil (U34) of specific tRNAs is modified by the URM1 and the ELP pathways to

form mcm5s2U34. The modified structures are indicated in red.

Thiolation is only found on tKUUU, tQUUG, and tEUUC and depends on a chain of

sulfur transfer from cysteines to tRNAs. Yeast cells have two distinct sulfur relay

pathways for cytoplasmic and mitochondrial tRNAs. Both require first conversion of

cysteine into alanine by the cysteine desulfurase Nfs1, which subsequently forms a

persulfide. The sulfur is then incorporated to the cytoplasmic tRNAs by the URM1

sulfur relay pathway involving Tum1, Urm1, Uba4, the Urm1 activating enzyme, and

the Ncs2/Ncs6 heterocomplex (Leidel, Pedrioli et al. 2009; Noma, Sakaguchi et al.

2009) (Figure 6). While there is a small residual tRNA thiolation in tum1∆ cells,

mutants of all the other pathway components are completely devoid of thiolated

tRNAs. The ELP and the URM1 pathways are independent and loss of one

modification does not abolish the other. In mitochondria, however, tRNA thiolation is

not dependent on the URM1-pathway but on a yet not identified sulfur relay system

involving MTU1.

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Introduction

16

Figure 6: The URM1 pathway.

Schematic of the URM1 sulfur relay system responsible for the thiolation of Uridine34 of

specific tRNAs. The sulfur transferred from cysteine to the tRNA is highlighted in red.

1.5 The Ubiquitin-related modifier 1 Urm1, a small protein of 100 amino acid, shows high sequence homology to

bacterial sulfur carriers and high structural homology to ubiquitin-like modifier

(Figure 7). It has the typical ß-grasp fold and double glycine end, hallmark of

ubiquitin-like modifiers and several sulfur carriers. These structural similarities

suggest an evolutionary relationship between bacterial sulfur carrier proteins and

eukaryotic ubiquitin-like modifiers and places Urm1 at the crossroad (Pedrioli, Leidel

et al. 2008; Petroski, Salvesen et al. 2011). Beside its function in tRNA thiolation,

Urm1, like ubiquitin and ubiquitin-related modifier, is covalently conjugated to target

proteins in a process called urmylation (Furukawa, Mizushima et al. 2000; Goehring,

Rivers et al. 2003; Van der Veen, Schorpp et al. 2011). Only a few target proteins

such as Ahp1 and the mammalian homologues of Uba4 and Ncs6, MOCS3 and

ATPBD3, respectively, were identified but the functional relevance of the protein

conjugation is unclear (Van der Veen, Schorpp et al. 2011). The protein conjugation

of Urm1 to the components of the URM1 pathway, MOCS3 and ATPBD3, under

oxidative stress suggests a link between the tRNA thiolation and the urmylation

pathways. Interestingly, both functions of Urm1 require the C-terminal double glycine

motif and activation by Uba4. Activation of Urm1 requires acyl-adenylated by Uba4,

which leads to formation of a thiocarboxylate with Uba4 is formed in an ATP-

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Introduction

17

dependent manner (Noma, Sakaguchi et al. 2009). The dual-nature of Urm1 makes it

an interesting protein to understand how ubiquitin-like modification systems evolved

from prokaryotic sulfur carriers.

Figure 7: The ubiquitin-related modifier 1, Urm1.

Structures of Urm1 and ubiquitin showing the typical ß-grasp fold of ubiquitin like modifiers.

From (Pedrioli, Leidel et al. 2008).

1.6 Phenotypes associated with lack of wobble uridine modification In higher eukaryotes homologues of the yeast URM1 and UBA4 (encoded in

mammals by MOCS2A and MOCS3 respectively) are also responsible for thiolation

of wobble uracil of the same set of tRNAs (Nakai, Nakai et al. 2008; Schlieker, Van

der Veen et al. 2008; Leidel, Pedrioli et al. 2009; Noma, Sakaguchi et al. 2009).

Likewise, the ELP pathway and its function in the mcm5 modification of tRNAs is

conserved across species (Mehlgarten, Jablonowski et al. 2010; Leihne, Kirpekar et

al. 2011; van den Born, Vagbo et al. 2011). A plethora of pleiotropic phenotypes are

associated with lack of mcm5s2 in different organisms and these effects are thought to

be the indirect consequences of mRNA transcripts enriched in codons read by

thiolated tRNAs that are not properly translated (Maraia, Blewett et al. 2008).

In yeast, the URM1 gene is not essential but combined deletion of an ELP gene and

URM1, results in an extremely slow growing phenotype. Lack of URM1 alone also

renders the cells sensitive to various drugs such as diamide, rapamycin, and caffeine,

linking thiolation with oxidative stress and nutrient signaling. Components of the ELP

pathway have been linked with telomeric gene silencing and DNA damage response

(Begley, Dyavaiah et al. 2007; Chen, Huang et al. 2011; Patil, Dyavaiah et al. 2012).

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Interestingly overexpression of unmodified tKUUU, tQUUG, and tEUUC is able to

bypass the requirement for tRNA thiolation. Indeed sensitivity to diamide and

synthetic lethality of the double ncs6∆ elp∆ mutants is recued by overexpression of

unmodified tKUUU, while rapamycin and caffeine sensitivities are rescued by

overexpression of unmodified tQUUG (Leidel, Pedrioli et al. 2009). These data support

the idea that only a small subset of genes enriched for Urm1-dependent codons is

affected by lack of thiolation. In Caenorhabditis elegans, lack of the ELP1, ELP3 or

NCS6 homologues, ELPC-1, ELPC-3 and TUC-1 respectively, led to defects in salt

chemotaxis learning. In addition, elpc-1, tuc-1 double mutants showed defects in

neurological function and were lethal at 25°C but viable at 15°C, allowing

temperature shifting experiments at different larval stages. Eggs grown at restrictive

temperature led to arrest in embryogenesis while temperature shifting at later stages

showed abnormal development of vulva and germ cells, leading to small sterile

adults. These data correlated with increased protein expression of ELPC-1 in neuronal

and vulval cells (Chen, Tuck et al. 2009). In human HeLa cells, shRNA directed

against URM1 induced increased cell size and multinucleated cells suggesting a role

of URM1 in cell cycle progression and cytokinesis. Several diseases in humans are

linked with hypomodification of U34 in the cytoplasm or mitochondria such as

Myoclonic Epilepsy with Ragged Red Fibers (MERRF), Mitochondrial

Encephalopathy Lactic Acidosis and Stroke-like episode (MELAS) and the

neurodegenerative familial dysautonomia (Umeda, Suzuki et al. 2005; Yasukawa,

Kirino et al. 2005; Svejstrup 2007). The conservation of the URM1 and the ELP

pathways and their involvement in various cellular and developmental processes

highlights the importance of tRNA modification at the wobble uridine.

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1.7 Aim of the work

General protein translation is a well-studied basic cellular process and numerous

biochemical and structural studies allowed to understand the interactions between

ribosomal components, tRNA and mRNA at the molecular level. Almost 100

nucleotide modifications on tRNAs are known to date and due to the sheer number

and complexity of these modifications, little is known about their effects on

translation.

Previous studies identified the URM1 pathway, which is responsible for thiolation

of the wobble uracil of tKUUU, tEUUG, and tQUUC, and implicated this pathway in

resistance to various stresses. The aim of this work was to characterize how thiolation

of specific tRNAs at the wobble position influences translation in the cell and

understand the underlying molecular mechanism. In particular, we wanted to identify

proteins, whose expression is altered by lack of this modification. From these findings

we hope to understand how wobble base tRNA modifications mediate increased

stress-resistance.

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2 RESULTS

Manuscript in preparation:

Urm1-dependent thiolation of specific tRNAs is required to efficiently translate a subset of proteins by promoting binding to the ribosomal A-site

Contributions:

Patrick Pedrioli and Kshitiz Tyagi performed the quantitative SILAC-based mass

spectrometry analysis with statistical analysis of the data

Maria Anisimova and Stefan Zoller performed the bioinformatic analysis

Namit Ranjan performed the in vitro A-site binding to the ribosome and dipeptide

bond formation analysis in the laboratory of Marina Rodnina

2.1 General translation is unaffected by lack of URM1

Deletion of URM1 completely abolishes thiolation of the wobble uracile of tKUUU,

tQUUG, tEUUC. This modification has been shown to be important for recognition of the

corresponding cognate codons AAA, CAA, and GAA in vitro. These codons are

amongst the most abundant and are virtually present in all proteins. We therefore

wanted to know whether overall protein expression levels are impaired by the lack of

U34 thiolation. For this we measured [35S]Met and [35S]Cys incorporation into newly

synthesized proteins in wild-type and urm1∆ yeast cells in a pulse-chase experiment.

Equal amount of cells were labeled with [35S]Met and [35S]Cys for 15 min at 30°C

followed by addition of unlabeled Met and Cys for 5 min. After cell lysis and protein

precipitation with 10% TCA, protein pellets were resuspended in urea/SDS buffer and

[35S]-activity was measured by liquid scintillation counting. We found no significant

differences in [35S]-incorporation into proteins from wild-type and urm1∆ cells

(Figure 8), showing that general protein expression is unaffected by lack of thiolated

tRNAs. Control cells treated with cycloheximide before labeling to block translation

showed almost no incorporation and ruled out that the [35S]-labeling arose from

unspecific binding or tRNA aminoacylation of tMet and tCys. In parallel, we ran a

fraction of the extracts on a SDS-PAGE and [35S]-radioactivity was detected on a

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phosphor screen. Proteins from wild-type and urm1∆ cells showed a similar pattern

(Figure 8), confirming that there is no obvious changes in protein synthesis efficiency.

Figure 8: Overall protein synthesis is not affected in urm1∆ cells.

Wild-type (WT) and urm1∆ cells were pulsed for 15 min with [35S]Met and [35S]Cys in the

presence (+) or absence (-) of cycloheximide (CHX). [35S]-incorporation into proteins was

quantified by liquid scintillation counting. Counts per minute (CPM) were normalized to the

wild-type value. Data show mean ± standard error of the mean of three independent

experiments. In the right panel [35S]-labeled proteins from wild-type and urm1∆ cells were

run on SDS-PAGE and detected by phosphorimager after the pulse-chase experiment.

Ribosomes can be found in the cell in different states: as free 40S and 60S

subunits, ready to start elongation as 80S or as polysomes, which are multiple

ribosomes bound on one mRNA molecule. Significant changes affecting initiation,

elongation, or termination would be reflected by changes in polysome profiles and the

ratio of polysomes to total ribosomes can be used to estimate the fraction of

ribosomes actively involved in translation. We hypothesized that lack of modification

at the wobble uridine might slow down ribosomes at AAA, CAA, and GAA codons

thereby increasing the fraction of polysomes and decreasing the proportion of free

ribosomes. To test this, we performed polysome profile analysis of ribosomes from

wild-type, urm1∆, and uba4∆ cells. After translation block with cycloheximide, the

cells were lysed by bead beating. Proteins were separated by centrifugation on a 6-45

% sucrose gradient and the ribosomes detected with A260. We found that distribution

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of 40S, 60S and 80S particles as well as polysomes in urm1∆ and uba4∆ cells were

not significantly different from the distribution in wild-type cells (Figure 9), further

supporting that general translation is not notably impaired in cells lacking U34

thiolation.

Figure 9: Lack of URM1 does not affect general translation.

Polysome profiles of wild-type, urm1∆, and uba4∆ protein extracts separated on a 6-45%

sucrose gradient. The last panel shows the quantification of the polysome profiles and the

distribution of 40S, 60S, 80S particles and polysomes as percentage (%) of total ribosomes

from the average of three independent experiments.

The experiments described above show that overall protein expression is not

affected, however lack of tRNA thiolation at U34 might affect protein expression of

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specific genes. To address this, we used quantitative proteomics, which can monitor

abundance of multiple specific proteins in a single assay. We therefore compared

protein abundances in wild-type and urm1∆ cells by SILAC-based mass spectrometry

(Patrick Pedrioli and Kshitiz Tyagi) and found that the protein abundance ratio of

wild-type versus urm1∆ cells for most genes was unchanged (Figure 10), confirming

the experiments described above. In contrast, a small subset of proteins showed subtle

protein expression changes in urm1∆ cells (Figure 10).

Together these data suggest that although the average frequency of thiolation-

dependent codons is high (11.5%), it is not sufficient to induce significant changes in

overall translation but rather induces modest changes in a small proteome subset.

Figure 10: Lack of URM1 affects only a small subset of genes.

Density plot of wild-type (WT)/urm1∆ protein abundance ratios obtained using SILAC based

quantitative proteomics..

2.2 URM1 is important for efficient expression of AAA, CAA, and GAA-rich

proteins In order to better understand how cells are affected by lack of thiolation, we

wanted to identify the subset of proteins differentially expressed in urm1∆ cells. To

account for small changed in protein abundances and identify candidates with high

confidence, Patrick Pedrioli and Kshitiz Tyagi devised a quantitative proteomic

workflow able to maximize proteome coverage and statistical significance. The

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SILAC based measurements were performed in six biological replicates, to increase

confidence, and the samples were subjected to extensive fractionation and searched

using a combination of multiple database search engines to increase the number of

detected and identified proteins. Relative abundance of 3,818 proteins were

quantified, corresponding to 51% of the predicted yeast proteome at a 1% false

discovery rate (FDR) (Figure). 62 proteins were highly significantly (p-value < 0.05)

downregulated and 55 were highly significantly upregulated in urm1∆ cells. To

identify the cellular processes affected under lack of thiolation, we performed Gene

Ontology (GO) annotation analysis on a larger set of 286 upregulated and 267

downregulated proteins (Figure 12). Upregulated proteins were enriched for gene

products involved in catabolic processes and in response to stresses such as oxidation,

heat and unfolded proteins, suggesting that urm1∆ cells are under higher stress under

standard growth conditions than their wild-type counterparts. Interestingly Tum1, a

component of the URM1 pathway, and Trm112, implicated in the mcm5 modification,

were significantly upregulated, indicating that the cells are compensating for the lack

of URM1. Downregulated proteins were enriched for gene products involved in

translation such as translation initiation and ribosome assembly. Importantly,

bioinformatic analysis revealed that the genes dataset with downregulated protein

expression is significantly enriched for the Urm1-dependent codons AAA, CAA, and

GAA while the frequency of these codons in the genes dataset with upregulated

protein expression was similar to the average frequency in the whole genome (Figure

13). Furthermore genes whose protein expression was downregulated were

significantly biased for the A-ending codons, AAA, CAA, and GAA over the G-

ending codons, AAG, CAG, and GAG (Figure 13 and Figure 14). In contrast, genes

whose protein expression was upregulated included more the G-ending codons when

compared to the whole genome (Figure 13).

It was found that overexpression of unmodified tEUUU, tQUUG, and tEUUC in urm1∆

cells rescues urm1∆ drug sensitivities (Bjork, Huang et al. 2007; Leidel, Pedrioli et al.

2009). Thus we wanted to test whether overexpression of tRNAs was likewise able to

restore wild-type protein expression levels in urm1∆ cells. tEUUU, tQUUG, and tEUUC

were overexpressed separately or together in urm1∆ cells and protein abundance

ratios compared to wild-type cells. Figure 11B shows that when all three tRNAs were

overexpressed together, most of the genes that were previously differentially

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expressed in urm1∆ cells restored wild-type protein expression levels. Overexpression

of the tRNAs separately had intermediate levels of rescue.

Figure 11: Genes differentially expressed in urm1∆ cells

(A) Volcano plot showing the wild-type (WT)/urm1∆ protein abundance ratios from SILAC-

based mass spectrometry (MS) measurements. Associated confidence is expressed as -log10

(adjusted p-value) from six biological replicates. The false-discovery rate (FDR) of 5%

indicated as a dotted red line was chosen as threshold for statistical significance. (B) Heat

map of the WT/urm1∆ protein abundance ratios of the significantly up- and down-regulated

proteins from Figure 1C in cells overexpressing tKUUU, tQUUG, tEUUC individually, or in

combination compared to cells without plasmid.

Experiments by Patrick Pedrioli and Kshitiz Tyagi

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Figure 12: Processes affected in urm1∆ cells.

(A and B) Gene Ontology enrichment analysis of the genes upregulated (A) and

downregulated (B) in urm1∆ cells. The processes enriched more two-fold more are indicated.

Black bars represent the percentage of genes belonging to the category in the differentially

expressed genes. Grey bars represent the percentage of the genes belonging to the category in

the whole genome.

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Figure 13: Downregulated genes are enriched for AAA, CAA, and GAA, codons.

Box plots showing the distribution and the median of the absolute frequency (left panel) or

the codon bias (right panel) of AAA, CAA, and GAA codons. The codon bias indicates how

often the A-ending codons, AAA, CAA, and GAA, are preferred over the G-ending codons,

AAG, CAG, and GAG. A value of 1 means that only the A-ending codons are used. The

whole yeast genome values are compared to the set of downregulated and upregulated genes.

The red line represents the value for YPL199C and the dotted red line the value for CMS1,

two genes enriched for AAA, CAA, and GAA codons and significantly downregulated in the

quantitative proteomic analysis. These two genes are further analyzed in Figure xx.

Analysis by Stefan Zoller and Maria Anisimova.

Figure 14: URM1 is required for translation of A-ending codons.

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Volcano plots show the protein abundance ratios with statistical significance measured by

quantitative proteomics of the top 1% yeast genes with the highest frequency of AAA, CAA,

and GAA codons (left panel) or the 1% genes with the highest frequency of AAG, CAG, and

GAG codons.

Analysis by Patrick Pedrioli and Kshitiz Tyagi

2.3 Differential expression of AAA, CAA, and GAA-rich genes is not due to differential transcription

We hypothesized that the protein downregulation in urm1∆ cells, of genes enriched

for the thiolation-dependent codons AAA, CAA, and GAA, was due to decrease in

translation rates. To verify that the differential protein expression was not due to

decrease in transcription or mRNA stability, we selected 13 genes that were highly

significantly downregulated in urm1∆ cells and enriched for Urm1-dependent codons

(Table 2). and measured their mRNA expression levels by quantitative real-time PCR.

Total mRNA was extracted with hot phenol from wild-type and urm1∆ cells, reverse

transcribed and mRNA levels quantified by SYBR green fluorescence with a real-

time light cycler. All the primers were tested for specificity and primer pair

efficiencies were calculated from dilution curves. After normalization to PGK1,

mRNA levels were calculated with the ∆∆Ct method corrected for the primer

efficiency. mRNA abundance in wild-type cells was set to 100%. All candidates

showed similar expression levels in wild-type and urm1∆ cells (Figure 15),

suggesting that the observed protein level changes are due to changes at the protein

level. ACT1 and URM1 were used as negative and positive controls respectively. We

verified that PGK1 and ACT1 were not enriched for thiolation-dependent codons and

were not differentially expressed in the quantitative mass spectrometry experiment,

qualifying them as good controls. We included as well some genes that were found by

quantitative proteomic to have differential protein expression but were not enriched

for Urm1-dependent codons; TUB1, TUM1, TRM12, KOG1 protein expressions were

upregulated, while MET6 and MET10 protein expressions were downregulated in the

SILAC-based mass spectrometry. Surprisingly those genes did also not show

differential mRNA levels, showing that also these genes are not regulated upstream of

translation.

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ORF Gene Name Log2(WT/urm1∆)

Log10(adj.P value)

Freq (AAA, CAA, GAA)

YPL199C YPL199C 0.97 0.012 28 %

YLR003C CMS1 0.87 0.020 19.1 %

YIL063C YRB2 0.82 0.022 20.2 %

YDL213C NOP6 0.76 0.013 16.9 %

YDR233C RTN1 0.65 0.021 20.6 %

YCR016W YCR016W 0.61 0.049 16.8 %

YOL109W ZEO1 0.55 0.046 30.9 %

YHR135C YCK1 0.52 0.025 23.4 %

YFR001W LOC1 0.52 0.036 16.6 %

YMR235C RNA1 0.51 0.020 19.1 %

YLR449W FPR4 0.47 0.035 19.9 %

YPR148C YPR148C 0.46 0.023 17.2 %

YKL054C DEF1 0.40 0.043 16.2 %

Table 2: URM1 regulated genes.

List of selected candidates significantly downregulated in urm1∆ cells and enriched for

Urm1-dependent codons showing the measured protein abundance ratios averaged from six

experiments and the associated significance. The last row shows the frequency of AAA,

CAA, and GAA codons in the gene.

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Figure 15: Transcription in wild-type and urm1∆ cells.

The mRNA levels of various candidate genes were quantified by quantitative PCR in wild-

type (WT) and urm1∆ cells. ACT1 and URM1 were used as negative and positive controls

respectively. Data show the mean ± standard error of the mean of three independent

experiments.

2.4 The protein expression changes induced by lack of URM1 are small We next wanted to validate the list of candidate proteins found to be

downregulated in urm1∆ cells by SILAC-based mass spectrometry (Table 2) using an

alternative methods. To this end, protein expression levels of selected C-terminally

TAP-tagged candidates were tested in wild-type and urm1∆ cells by western blot

analysis. Cells growing exponentially in minimal SD-complete medium were lysed

and proteins extracted with 10% TCA. Protein extracts were tested with PAP and

anti-Pgk1, as a loading control. We found that protein expression levels of most of the

candidates were similar in wild-type and urm1∆ cells (Figure 16), suggesting that

their protein expression is not significantly affected by lack of thiolation. In contrast,

a significant decrease was observed for Cms1 and Ypl199c when expressed in an

urm1∆ background, suggesting that thiolation is important for expression of these two

proteins. Surprisingly, most of the candidates did not show the expected change in

protein expression. One explanation could be the presence of the TAP tag, which can

change the codon composition and therefore frequency of the thiolation-dependent

codons. Another explanation is that western blotting is only semi-quantitative

(Heidebrecht, Heidebrecht et al. 2009) and might not really be suitable to detect such

small expression changes. This might indicate that the quantitative SILAC-based

proteomic workflow used here showed higher sensitivity than the western blot

approach.

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Figure 16: Protein expression of selected candidates in wild-type and urm1∆ cells.

TAP-tagged candidates in wild-type and urm1∆ backgrounds were tested by western blotting.

Proteins extracted with 10% TCA were tested with PAP or anti-Pgk1 antibodies.

2.5 URM1 is required for efficient translation of CMS1 and YPL199C Out of these 13 candidates we further analyzed Cms1 and Ypl199c, which showed

the strongest changes in expression in the quantitative proteomic approach and by

western blotting. Protein expression levels from TAP-tagged Cms1 and Ypl199c were

analyzed by western blotting and quantified. Protein extracted from wild-type an

urm1∆ cells exponentially grown in SD-complete were tested with PAP and anti-

Pgk1. Quantification was performed from three independent experiments and every

sample was loaded on SDS-PAGE and quantified twice. We observed urm1∆ to wild-

type protein abundance ratios of 0.41 ± 0.2 and 0.33 ± 0.2 for Cms1p and Ypl199cp

respectively (Figure 17A), confirming the range of changes observed by quantitative

mass spectrometry. The quantitative PCR experiment in Figure 15 showed that the

protein expression decrease in urm1∆ cells was not due to decreased mRNA levels

(Figure 17B). To test whether differential degradation in wild-type and urm1∆ cells

was responsible for the protein abundance decrease, we analyzed protein stability of

TAP-tagged Cms1 and Ypl199c in a cycloheximide chase experiment. Exponentially

growing cells were treated with cycloheximide to stop translation. Equal volume of

wild-type and urm1∆ cells were harvested at different time point and lysed by TCA.

Protein stability was followed over two hours, corresponding to one doubling time,

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and protein levels were analyzed by western blotting (Figure 17C and D). Half-lives

of 60 and 70 min were measured for Cms1 and Ypl199c respectively in both wild-

type and urm1∆ cells (Figure 17E and F). However no significant difference in

stability between wild-type and urm1∆ cells was observed for Cms1 and Ypl199c.

The protein levels of the control Pgk1 were stable and did not increase, confirming

the cycloheximide induced growth arrest. Taken together these data show that lack of

thiolation does not affect mRNA levels or stability of the two candidates and therefore

that differential translation rates likely account for the decreased protein levels in

urm1∆ cells.

Figure 17: URM1 is required for efficient translation of Cms1 and Ypl199c.

(A) Western blot of TAP-tagged Cms1 or Ypl199c from wild-type (WT) and urm1∆ cells

using PAP antibodies or anti-Pgk1 as loading control. The quantification indicates the

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urm1∆/WT protein abundance ratio averaged from three independent experiments. C.f. also

Figure 16 (B) The mRNA levels of CMS1 and YPL199C and the ACT1 or URM1 controls

were quantified by quantitative PCR in wild-type and urm1∆ cells. Data show the mean ±

standard error of the mean of three independent experiments. Same experiment as Figure 15

but showing only selected genes. (C-F) Protein stability of Cms1 (C) and Ypl199c (D) in

wild-type and urm1∆ cells was followed over time after translation block with cycloheximide

(CHX). Equal volumes of culture were harvested at different time points after cycloheximide

block and protein levels were probed with PAP and anti-Pgk1 (E-F) Quantification of the

cyloheximide chase in C and D showing the degradation curves of Cms1 (E) and Ypl199c (F)

in wild-type and urm1∆ cells. Protein levels over time were compared to the expression level

at time zero. Data show the mean ± SEM of three independent experiments.

2.6 Thiolation is required for codon-specific translation Quantitative proteomic analysis revealed that genes enriched for the Urm1-

dependent codons AAA, CAA, and GAA are preferentially downregulated. However,

some codon-enriched genes did not show the expected downregulation suggesting

that positioning of thiolation-dependent codon might be involved or that some

compensation mechanisms are taking place. Furthermore some downregulated genes

were not enriched for the Urm1-dependent codons, suggesting that they are indirect

targets. To examine the direct link between codon usage and translation regulation in

vivo, we constructed a codon-specific translation reporter. Such a synthetic reporter

allows us to compare the effect of codon-enriched sequences on protein expression in

vivo while excluding compensation mechanisms to regulate protein levels in the cell.

2.6.1 Generation of an inducible dual-fluorescent reporter Most of the commonly used translation reporters are based on renilla and firefly

luciferase activities where one is used as a normalization control and the other as a

codon-specific reporter (Salas-Marco and Bedwell 2005). The sequence of interest is

inserted in the middle of a renilla-firefly fusion protein and its effect measured by

changes in the ratio of renilla and firefly luciferase activity. However, such luciferase-

based reporters in yeast have several disadvantages. They do not allow in vivo

measurements and require cell lysis followed by several enzymatic steps that

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increases measurement errors. To avoid these drawbacks, we constructed a new

reporter based on fluorescent proteins. To increase sensitivity we used quadruple-CFP

(4 × CFP) and quadruple-venus, an enhanced YFP, (4 × YFP) serving as general

protein expression control and codon-specific translation reporter respectively (Figure

18A). The use of CFP and venus has several advantages. Fluorescent proteins are very

stable, ruling out degradation effects and they are almost identical in sequence,

excluding differential codon composition effects between CFP and YFP. Importantly,

they are easy to detect and quantify by microscopy or by FACS in single cells

enabling cell to cell variations and cell cycle effects to be accounted for. To control

expression levels of the reporter and avoid potential toxic effects of constitutive

fluorophore expression, we placed CFP and venus under inducible GAL1 promoters.

In order to avoid secondary effects of galactose addition, we used a β-estradiol

responsive Gal4 variant that bypasses the requirement for galactose and induces

GAL1 promoters in glucose medium upon addition of ß-estradiol (Louvion, Havaux-

Copf et al. 1993). Codon-enriched sequences, hereafter referred to as codon-trap, are

inserted in the inducible dual-fluorescent reporter by two unique restriction sites two

amino acids after the N-terminus of the quadruple-venus. After reporter induction in

cells, YPF and CFP signal intensities were measured by inverted fluorescence

microscopy in a 30°C incubation chamber. YFP reporter expression was normalized

to CFP levels in single cells with the YeastQuant image processing platform (Pelet,

Dechant et al. 2012) and the mean of the YFP/CFP signal over many cells compared

in wild-type and mutant cells (Figure 18C). This workflow enabled the imaging and

analysis of over 1000 cells in a single experiment, allowing single cell measurements

from a large population size.

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Figure 18: The codon-specific dual-fluorescent translation reporter.

(A) Schematic representation of the dual-fluorescent codon-specific translation reporter.

Quadruple-venus (4xYFP) or quadruple-CFP (4xCFP) proteins serve as codon-specific

translation reporters and internal translation control, respectively. Expression of both

fluorescent reporters under GAL1 promoters is induced by addition of ß-estradiol. Codon-

traps composed of a run of ten identical codons, (XXX)10, are inserted at the N-terminus of

YFP. The reporter is integrated in wild-type (WT) and mutant cells. (B) Schematic

representation of the induction workflow. At time zero (0) cells were induced with 50 nM ß-

estradiol for 3h, then translation was blocked with cycloheximide (CHX). Cells were

incubated for 1h at 30°C to allow fluorophore maturation and finally imaged. (C)

Representative images showing the expression of the codon-specific reporter in wild-type and

urm1∆ cells. Expression levels of YFP and CFP reporters were measured in wild-type and

urm1∆ cells after 3h induction. YFP/CFP ratio was subsequently analyzed in single cells with

the YeastQuant program.

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2.6.2 URM1 is required for expression of AAA, CAA, and GAA enriched

reporters Repeats of ten or more consecutive CAA and GAA codons are rare but

physiologically relevant. To test this extreme case, we analyzed the effect of a codon-

trap consisting of ten consecutive CAA codons, (CAA)10, on expression of our

reporter in a time-course experiment. Equal OD600 of wild-type and urm1∆ cells were

grown in exponential phase in SD-complete medium. Expression of CFP and

(CAA)10-YFP reporters was induced at time zero by addition of 50 nM β-estradiol and

YFP and CFP fluorescence followed over time. We found that after 45 min,

corresponding to the maturation time of the expressed fluorophore, both wild-type

and urm1∆ cells started to show increasing reporter signal, however expression in

urm1∆ cells was significantly slower and urm1∆ cells only reached ∼ 60 % of wild-

type expression after 5 hours (Figure 20A).

Based on this experiment, for further analysis we analyzed expression differences

in wild-type and urm1∆ cells after 3h induction. After 3h induction protein synthesis

was blocked by addition of cycloheximide and the cells were incubated for 1h to

allow complete fluorophore maturation before imaging (Figure 18B). YFP/CFP

intensities were then compared in wild-type and mutant cells. After 3h induction

expression of the (CAA)10 reporter in urm1∆ cells was about 40 % lower than the

expression in wild-type cells (Figure 20B), confirming the results of the time-course

experiment. To verify that reporter expression reflects the translational state of the

cell, we compared the CFP and YFP fluorescence in single cells. CFP and YFP

fluorescence correlated in both wild-type and urm1∆ cells (Figure 19), confirming

that cells expressing CFP well also expressed (CAA)10-YFP well. As expected the

range of CFP expression was comparable in wild-type and urm1∆ cells, while YFP

signal intensity was significantly reduced in urm1∆ cells. We further analyzed the

behavior of both reporters, we looked at the distribution of the CFP and YFP signal

separately in wild-type and urm1∆ cells. Distribution of the CFP signal in wild-type

and urm1∆ cells was comparable with a peak of cells expressing at 500 (Figure 19).

In contrast the distribution of the YFP signal showed a shift to lower intensities of

urm1∆ cells (Figure 19), confirming that only the YFP reporter containing the codon-

trap is affected by lack of thiolation. Reporter expression peaks were lower in urm1∆

cells because the overall number of urm1∆ cells was slightly reduced. Indeed, due to

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slower growth of urm1∆ cells in minimal medium, the density of urm1∆ cells was

slightly reduced compared to wild-type cells after the 3h induction.

Next, we wanted to determine whether AAA and GAA codons are also affected by

lack of thiolation. We therefore analyzed the effect of codon-traps with ten AAA

repeats, (AAA)10, and ten GAA repeats, (GAA)10. We observed a similar 40%

expression decrease with the (AAA)10 and (GAA)10 reporters in urm1∆ cells relative

to wild-type cells (Figure 20B). Although the absolute levels of expression of the

reporter with different codon-traps varied in wild-type cells, the relative decrease

between urm1∆ and wild-type cells was the similar, suggesting that thiolation affects

all three tRNAs in a similar manner. To confirm that the reporter expression decrease

was due to lack of URM1, we introduced back URM1 on a centromeric plasmid. We

observed that ectopic expression of URM1 restored wild-type levels of reporter

expression when compared with cells with the empty vector (Figure 20C), excluding

the possibility that secondary mutations are accounting for the translation decrease.

Cells lacking UBA4, the Urm1 activating enzyme, phenocopy urm1∆ cells. Thus

we also tested the effect of the (CAA)10 reporter in wild-type and uba4∆ cells. We

observed a 40% decrease in reporter expression in uba4∆ cells compared to wild-type

(Figure 20D), suggesting that this effect is dependent on activation of Urm1 by Uba4.

Since thiolated Uracil34 additionally carries the mcm5, which require the Elp-complex,

we analyzed whether loss of mcm5 affects translation in a similar manner. To this end,

we tested the effect of lack of ELP3, which abolishes the mcm5 modification, on our

translation reporter. A 30% decrease in reporter expression was observed in elp3∆

cells relative to wild-type cells (Figure 20D). These data suggest that both the mcm5

and the s2 modifications are important for efficient expression of CAA enriched

sequences.

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Figure 19: YFP and CFP expression analysis of the (CAA)10 translation reporter in

single cells.

(A) Dot plots showing the correlation of YFP and CFP expression in wild-type (left panel)

and urm1∆ cells (right panel). Each dot represents a single cell and shows the measured YFP

and CFP signal intensity after 3h induction. The regression line is indicated. (B) Histogram

showing the distribution of control CFP intensity signal (top panel) and YFP intensity signal

(bottom panel) in wild-type and urm1∆ cells expressing the (CAA)10-YFP reporter.

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Figure 20: URM1 enhances translation of reporters enriched for AAA, CAA, and GAA

codons

(A) Time-course of translation reporter expression with a (CAA)10 codon-trap induced at time

zero in wild-type (WT) and urm1∆ cells. Data show the mean YFP/CFP ratio ± standard error

of the mean from at least 100 cells plotted as percentage (%) of maximum expression. (B)

Expression of the translation reporter after 3h induction with (GAA)10, (AAA)10, or (CAA)10

codon-traps in wild-type or urm1∆ cells. (C) Expression of the translation reporter after 3h

induction with (CAA)10-codon trap was compared in urm1∆ cell with an empty vector or a

vector expressing URM1. (D) Expression of the translation reporter after 3h induction with

(CAA)10 codon-trap in urm1∆, uba4∆, or elp3∆ cells. Data in (B-D) show the mean YFP/CFP

ratio ± standard error of the mean from at least 1000 cells plotted as percentage (%) of wild-

type control.

2.6.3 Reporters with the G-ending codons are less affected by lack of thiolation All the thiolation-dependent codons are part of a so-called split codon box, in

which U and C ending codons code for a different amino acid than A and G-ending

codons. Different codons that code for the same amino acid are called synonymous

codons as the translated proteins bear the same amino acid sequence and all the

tRNAs that recognize such synonymous codons are named isoacceptor tRNAs. In

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budding yeast, while the AAA, CAA, and GAA codons are recognized by the

thiolated tKUUU, tQUUG, and tEUUC respectively, the synonymous AAG, CAG, and

GAG codons are recognized by the non-thiolated isoacceptors tKCUU, tQCUG, and tECUC

respectively. To address whether the effect of lack of thiolation on protein synthesis

was codon-specific, we tested the effect of the synonymous codon recognized by the

non-thiolated tRNAs. We compared inclusion of (AAG)10, (CAG)10, and (GAG)10

codon-traps on translation in wild-type and urm1∆ cells. Importantly, with inclusion

of AAG codons, we did not observe differences in expression of the fluorescent

reporter between wild-type and urm1∆ cells (Figure 21). This is in contrast with the

results we had observed the synonymous (AAA)10 codon-trap (Figure 20D), showing

that the effect on translation is codon specific and not due to amino-acid composition

effects. However expression of reporters with (CAG)10, and (GAG)10 codon-traps was

decreased by about 20% in urm1∆ cells, suggesting that these codons are also

dependent on URM1 although to a less extent than the synonymous A-ending codons.

Figure 21: URM1 affects translation of GAG and CAG but not AAA codons.

Expression of the fluorescent translation reporter after 3h induction with (GAG)10, (AAG)10,

and (CAG)10 codons traps in wild-type (WT) and urm1∆ cells. These codons are recognized

by the non-thiolated tQUUG, tKUUU, tEUUC respectively. Data show the mean YFP/CFP ration ±

standard error of the mean of at least 1000 cells plotted as percentage (%) of wild-type.

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2.6.4 The effect of URM1 on translation is dependent on codon frequency

We next wanted to test how shorter runs of codons affect translation. We therefore

inserted (CAA)5 or (GAA)5 codon-traps in the translation reporter and compared

expression after 3h induction in wild-type and urm1∆ cells. We observed a 20%

reduction of translation in urm1∆ cells with the (CAA)5 and (GAA)5 codon-traps

(Figure 22). This corresponds to half of the effect seen with runs of ten codons and

suggests that the effect on translation is dependent on the frequency of the codons.

Figure 22: The effect of URM1 on translation is dependent on codon frequency.

Expression of the translation reporter after 3h induction with (GAA)5 and (CAA)5 codon-traps

in wild-type (WT) and urm1∆ cells. Data show the mean YFP/CFP ration ± standard error of

the mean from at least 600 cells plotted as percentage (%) of wild-type.

2.6.5 Addition of various drugs does not increase the urm1∆ effect on the

translation reporters Cells lacking URM1 are sensitive to paromomycin (2.8) and we wanted to check

whether addition of paromoycin or other translation inhibitors can aggravate the effect

of urm1∆ cells on translation. To this end we pre-treated wild-type and urm1∆ cells

with paromomycin, cycloheximide or hygromycin B for 30 min prior to induction of

the (AAA)10 reporter. Then expression of the reporter was then induced for 3h. We

observed a 40% reduction in (AAA)10 reporter expression in urm1∆ cells compared to

wild-type cells pretreated with paromomycin or hygromycin B (Figure 23A). We

observed a stronger 55% reduction when cells were pretreated with cycloheximide

(Figure 23A), however, the absolute expression levels were very low and the standard

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deviation was really high in urm1∆ cells. At such low expression levels the

fluorescent signal is very close to the background autofluorescence and therefore

looses sensitivity. We found that the relative expression of wild-type and urm1∆ cells

was similar between untreated cells and cells treated with paromomycin and

hygromycin B (Table 3), suggesting that the effect of URM1 on translation of the

reporter is by a different mechanism from the drugs. Addition of cycloheximide and

hygromycin B significantly decreased the expression levels of the reporter in wild-

type and urm1∆ cells (Figure 23B), consistent with their inhibitory role in translation

elongation. In contrast, addition of paromomycin did not affect overall expression

levels of the reporter (Figure 23B). This is in agreement with the effect of

paromomycin on translation fidelity. Paromomycin induces misincorporation and

should therefore not directly affect elongation rates.

It has been reported that cells exposed to oxidative stress have reduced thiolation

levels (Nawrot, Sochacka et al. 2011) and urm1∆ cells are sensitive the oxidative

agent diamide. In order to check whether expression of Urm1-dependent codons is

reduced under diamide-induced oxidative stress with tested expression of the

(AAA)10, (CAA)10, (GAA)10 reporters pre-treated with diamide for 30 min. We

observed around 40% decrease of reporter expression in urm1∆ cells compared to

wild-type cells (Figure 23C), showing no additional effect on relative wild-type to

urm1∆ expression when compared to the untreated cells (Table 3). These results show

that diamide-induced oxidative stress does not enhance the effect of lack of thiolation

under the tested conditions.

Although urm1∆ cells are sensitive to paromomycin and diamide, we did not

observe any effect of these drugs on expression of our codon-enriched reporter in

urm1∆ cells, suggesting that these sensitivities are not caused by aggravated effect on

translation. However we cannot rule out that the concentration and treatment time

with the drug were too low to induce detectable changes.

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Figure 23: Expression of the translation reporter under different drugs.

(A) Expression of the translation reporter after 3h induction with (AAA)10 codon-trap in wild-

type (WT) and urm1∆ cells. Cells were untreated or pre-treated with the translation inhibitors

paromomycin (Paro), cycloheximide (CHX), or hygromycin B (HygroB) for 30 min. Data

show the mean YFP/CFP ration ± standard error of the mean from at least 500 cells plotted as

percentage (%) of wild-type. (B) Same data as in (A) but expressed as percentage (%) of the

untreated wild-type control. (C) Expression of the translation reporter after 3h induction with

(GAA)10, (AAA)10, and (CAA)10 codon-traps in wild-type and urm1∆ cells. Cells were pre-

treated with diamide for 30 min. Data show the mean YFP/CFP ration ± standard error of the

mean from at least 500 cells plotted as percentage (%) of wild-type.

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Strain Drug treatment Inserted codon-trap % of wild-type

urm1∆ none (AAA)10 60 urm1∆ none (CAA)10 60 urm1∆ none (GAA)10 60 uba4∆ none (CAA)10 60 elp3∆ none (CAA)10 70 urm1∆ none (AAG)10 100 urm1∆ none (CAG)10 75 urm1∆ none (GAG)10 80 urm1∆ none (CAA)5 80 urm1∆ none (GAA)5 75 urm1∆ paromomycin (AAA)10 60 urm1∆ cycloheximide (AAA)10 45 urm1∆ hygromycin B (AAA)10 60 urm1∆ diamide (AAA)10 60 urm1∆ diamide (CAA)10 55 urm1∆ diamide (GAA)10 60

Table 3: Expression of the different translation reporters in different conditions

Table recapitulating the different codon-traps that were used in different mutants and under

different stresses. The average reporter expression relative to the wild-type is indicated in

percentage (%).

2.7 Thiolation enhances A-site binding and peptide bond formation Overexpression of unmodified tRNAs rescues the urm1∆ cells drug sensitivities

(Leidel, Pedrioli et al. 2009), suggesting that thiolation is required to enhance the

affinity of tRNAs to cognate codons. To understand how thiolation affects translation

at the molecular level, Namit Ranjan in a collaborative effort with the lab of Marina

Rodnina in Göttingen, compared the effect of thiolated and unthiolated tRNA on

ribosomal A-site binding and peptide bond formation in vitro. The first step of

decoding requires pairing of the tRNA anticodon with the codon at the ribosomal A-

site. To measure the affinity of thiolated and non-thiolated tKUUU to the A-site we

isolated full length native tRNAs from wild-type and urm1∆ yeast cells. Total tRNAs

isolated from wild-type or urm1∆ yeast cells were incubated with purified lysyl tRNA

synthetase and [14C]-labeled lysine to aminoacylate lysine tRNAs. Then EF-TuGTP,

that specifically binds aminoacylated tRNAs, was added to form the EF-

TuGTP[14C]Lys-tK ternary complex. This complex was then purified from the other

non-aminoacylated tRNAs by size exclusion chromatography. The purified aa-[14C]-

tK ternary complex was mixed with 70S initiation complex purified from E. coli and

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loaded with f[3H]Met-tM and mRNA. The synthetic mRNA contained an initiator

AUG followed by an AAA codon recognized by f[3H]Met-tM and [14C]-tK

respectively. Binding of [14C]Lys-tK to the AAA codon in the A-site was measured

(Figure 24A). It should be noted that the tKUUU and tKUUC isoacceptors could not be

separated, however tKUUC cannot pair efficiently with the AAA codon. After 10

minutes incubation of ternary complex with initiation complex, ribosomes were

precipitated and unbound tRNAs were washed off. Then [14C]-tK binding to the

ribosome was assessed by liquid scintillation counting. Interestingly, A-site binding

of aa-tK from urm1Δ was decreased by 60% compared to wild-type controls (Figure

24B), demonstrating an important role of tRNA thiolation to enhance cognate codon

binding. A similar effect was seen when using tRNAs extracted from elp3∆ cells that

lack the mcm5 modification (Figure 24B), showing that both modifications are

enhancing A-site binding. To determine the kinetic parameters of this binding

reaction, ribosomal complexes were purified with high [MgCl2], and pept-tK

dissociation induced with low [MgCl2]. The equilibrium dissociation constant, Kd, and

the rate constant of tRNA dissociation (koff) and association (kon) the A-site were

calculated from the dissociation rates. Strikingly, the kon for pept-tK from urm1Δ cells

(0.0052 s-1μM-1) was about three times slower than for wild-type control cells (0.015

s-1μM-1) (Figure 24C).

The final step in decoding results in formation of a peptide bond, we therefore

measured kpep, the rate of ribosome-catalyzed formation of f[H3]Met[14C]Lys-tK, using

quench-flow analysis with rapid mixing of an excess of initiation complex with the

ternary complex (EF-TuGTP[14C]Lys-tK). Dipeptide formation was strongly

reduced with tRNAs from urm1∆ cells with apparent rate constants, kpep, of 1.03 s-1

and 0.223 s-1 using aa-tK from wild-type and urm1Δ, respectively (Figure 24D).

Together, these in vitro experiments demonstrate that thio-modification at the wobble

position stabilizes cognate codon-anticodon interactions at the ribosome, and thereby

enhances the efficiency of translation.

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Figure 24: tRNA modifications of U34 promote A-site binding and dipeptide formation in

vitro.

(A) Schematic illustration of the decoding and peptide bond formation processes. (B)

Ribosomal A-site binding of [14C]Lys-tK isolated from wild-type (WT), urm1∆, or elp3∆

cells containing tKUUU with mcm5s2U34, mcm5U34, or s2U34 respectively was measured after

incubation of initation complex with ternary complex. Data show the mean [14C] signal ±

standard error of the mean from three experiments plotted as percentage (%) of wild-type. (C)

The rate constants of tRNA dissociation (koff) and tRNA association (kon) during peptidyl-

tRNA formation was measured for [14C]Lys-tK isolated from wild-type or urm1∆ cells. Error

bars represent standard error of the mean. The equilibrium dissociation constant (Kd) is shown

below ± standard error of the mean. (D) The rate of dipeptide formation (Kpep) using tK

isolated from wild-type or urm1∆ cells. Error bars represent standard error of the mean.

These experiments were performed by Namit Ranjan.

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2.8 URM1-deleted cells are sensitive to paromomycin

Modifications at the wobble position were proposed to restrict the flexibility of this

position and therefore increase discrimination between cognate and near-cognate

substrates. Paromomycin, an aminoglycoside antibiotic, was shown to increase

incorporation of near-cognate codons by structural rearrangements in the ribosome

(Pape, Wintermeyer et al. 2000; Ogle, Carter et al. 2003; Salas-Marco and Bedwell

2005). Similarly lack of thiolation might decrease selectivity toward the cognate

codon and induce misincorporation. To check whether lack of URM1 and the effect of

paromomycin are additive, we tested paromomycin sensitivity of urm1∆ cells.

Deletions of components of the URM1 pathway (urm1∆, uba4∆, ncs2) or components

of the ELP pathway (elp1∆) were spotted in serial dilutions on YPD plates

supplemented with paromoycin, cycloheximide or hygromycin B and incubated at

30°C for 2-3 days. uri1∆ cells were used as positive control. As a side note all the

gene deletions were made by replacement with the nourseothricin resistance gene

(NAT cassette) because the kanamycin resistance cassette (KAN) also confers

resistence to paromomycin. All the mutants were sensitive to paromomycin (Figure

25), suggesting that both the s2 and the mcm5 modifications are enhancing translation

fidelity. In contrast, cells lacking thiolation or mcm5 at Uracil34 were only weakly

sensitive to cycloheximide and hygromycin B, two translation inhibitors affecting

translation elongation (Figure 25). Furthermore, overexpression of unmodified tRNA

tKUUU, tQUUG, tEUUC was able to rescue the paromomycin sensitivity (Figure 25 lower

panel), further supporting the notion that the mcm5s2 modification is enhancing

cognate codon binding.

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Figure 25: urm1∆ cells are sensitive to paromomycin.

(A) Cell viability of wild-type (WT) cells and cells lacking components of URM1 and the

ELP pathway was assessed by dilution spottings on plates supplemented with different

translation inhibitors. URI1 is involved in translation initiation and was used as a positive

control. (B) Cell viability of wild-type and urm1∆ cells with empty vector or with a vector

containing tKUUU, tQUUG, tEUUC on a 2µ overexpression plasmid.

2.9 Activation of galactose promoter is defective in urm1∆ cells We showed that protein expression of CMS1 and YPL199C is reduced by about

60% in urm1∆ cells. However many of the other candidates tested did not show

significant decrease in expression levels in urm1∆ cells. The quantitative mass

proteomic analysis showed that the protein expression changes are lower than two

fold (Figure 10 and Table 2). We hypothesized that overexpression of the candidate

genes might exacerbate the differences in protein expression. To this end we used

plasmids from the galactose inducible GST-tagged collection. This collection

comprises GST-tagged genes expressed under galactose (GAL) upstream activation

sequence (UAS) on a 2µ plasmid allowing overexpression of the genes upon

galactose addition. Expression of GST-tagged genes was induced with galactose in

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wild-type and urm1∆ cells and protein expression analyzed by western blot analysis.

Interestingly, we found that protein expression of GST-Rtn1 and GST-Zeo1, two

candidates from the proteomic list of downregulated genes (Table 2), was drastically

reduced in urm1∆ cells compared to wild-type cells (Figure 26). As controls we also

tested GST-Act1 and GST-Ygl082w and we observed a similar decrease of

expression in urm1∆ cells of these genes compared to wild-type cells (Figure 26B),

suggesting that the downregulation is due to the GAL UAS or the GST tag. We also

assessed expression GST-tagged Ygl082w in mutants of other components of the

thiolation pathway. We observed similar decrease in protein expression with GST-

Ygl082w in uba4∆, ncs2∆ and ncs6∆ cells (Figure 26), suggesting that this effect is

due to lack of tRNA thiolation. We then tested whether we could rescue the defect of

galactose-dependent activation by using a ß-estradiol responsive Gal4 variant. This

modified Gal4 variant bypasses the requirement for galactose and activate genes upon

ß-estradiol addition. Induction of the GAL GST-Cms1 and GST-Ypl199c constructs

with ß-estradiol restored wild-type levels of induction in urm1∆ cells (Figure 26).

This shows on one the hand that URM1 is required for efficient induction of galactose

genes and one the other hand that overexpression does not aggravate the differential

expression between wild-type and urm1∆ cells.

Taken together these data imply a role of tRNA modifying enzymes for efficient

activation of GAL genes. Further investigations are required to find the genes

mediating this decrease in galactose gene induction and whether this is due to

differentially translated proteins in urm1∆ cells.

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Figure 26: URM1 is required for activation of galactose gene induction.

(A) Expression of GST tagged Zeo1 and Act1 after galactose induction was assessed in wild-

type and urm1∆ cells by western blotting. (B) Expression of GST-Rtn1 in wild-type and

urm1∆ cells induced by galactose of by ß-estradiol in a strain containing a modified ß-

estradiol-inducible Gal4 (AD-GEV). (C) Expression of GST-tagged Ygl082w after galactose

induction was assessed in wild-type, urm1∆, uba4∆, ncs2∆, or ncs6∆ cells by western

blotting. (A-C) Pgk1 is used as a loading control.

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3 DISCUSSION

3.1 Uracil34  modifications  stabilizes  tRNAs  at  the  A-­‐site  

During elongation, incoming tRNAs bind to the A-site for initial selection and

stably associated tRNAs are then translocated to the P-site for peptide bond

formation. Our in vitro experiments show that URM1 and ELP mediated

modifications at the wobble position stabilize cognate tRNAs at the ribosomal A-site

and promote peptide bond formation. In S. cerevisae, loss of thiolation does not

abolish the presence of the mcm5 modification, and cells lacking either mcm5 or s2 are

viable. However simultaneous loss of mcm5 and s2 is detrimental as elp3∆ urm1∆

double mutant cells are extremely slow growing, suggesting that these U34

modifications cooperatively promote translation elongation. Indeed, previous in vitro

studies showed that a synthesized anticodon stem loop fragment of human LYS3

tRNA, hASLLys3UUU, lacking the mcm5s2, t6 modifications was unable to bind to AAA

and AAG codons at the ribosomal A-site (Ashraf, Sochacka et al. 1999; Yarian,

Marszalek et al. 2000; Vendeix, Murphy et al. 2012).

3.2 Consequences  on  translation  fidelity  

Efficient codon anticodon interaction at the ribosomal A-site is the key ensuring

efficiency and fidelity of translation. Altered codon recognition can lead to decreased

proteins synthesis rate, misincorporation and/or frameshift (Pape, Wintermeyer et al.

1999; Baranov, Gesteland et al. 2004). Fidelity of translation relies on the distinction

between cognate and non-cognate tRNAs (Urbonavicius, Qian et al. 2001). The

difference in energy caused by the loss of a single base pair mismatch is not sufficient

to maintain the low error frequency in the cells. Therefore aminoacyl-tRNAs (aa-

tRNA) undergo two selection steps dependent on GTP hydrolysis: initial selection and

proofreading (Gromadski, Schummer et al. 2007). Both steps monitor the half-life of

the tRNA in the decoding site A-site, which depend on the codon-anticodon pairing.

Lack of thiolation decreases stability of the cognate tRNA at the A-site and thereby

decreases the discrimination capacity of the proofreading mechanisms between

cognate and near-cognate tRNAs, potentially leading to misincorporation.

Paromomycin, an aminoglycoside antibiotic, stimulates misreading of near-cognate

tRNAs. The paromomycin sensitivity data and recent studies (Dewez, Bauer et al.

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2008; Maynard, Macklin et al. 2012; Patil, Chan et al. 2012) suggest that thiolation is

indeed important for correct amino-acid incorporation and maintenance of reading

frame. To study how thiolation affects fidelity of translation, further in vitro studies

using a mixture of competing tRNAs or comparison of mRNAs with different codons

are ongoing in our laboratory.

Fidelity of translation can also be impaired by frameshifting. Especially repetitive

sequences such as clusters of AAA codons are known to induce slippage whereby the

whole reading frame is perturbed. In vitro studies using mRNA with slippery

sequences will also allow us to address whether thiolation is required for reading

frame maintenance. The ribosome binding data and the translation reporter results

show that thiolation is required for efficiency of protein synthesis in vitro and in vivo

but they do not allow us to discriminate whether this is solely leading to reduced

translation rate or also frameshifting and misincorporation. Reduced translation rates

of AAA, CAA, GAA, codons could lead in the cell to decreased protein expression

levels of mRNAs containing theses codons.

3.3 Effects of lack of thiolation on expression of AAA, CAA, and GAA rich mRNAs

In the yeast genome, AAA, CAA, and GAA codons that recognize by thiolated

tRNAs are amongst the most abundant codons. Together they constitute 11.5 % of all

codons as measured by the codon usage database (http://www.kazusa.or.jp/codon/cgi-

bin/showcodon.cgi?species=4932). This value is more than two fold higher than the

expected percentage if all codons would be expressed equally (4.7%). Nevertheless

our metabolic labeling experiments, polysome profiles and quantitative proteomics

clearly show that overall protein synthesis levels are unaffected by lack of thiolated

tRNAs under standard growth conditions. The dynamics of translation gives us some

explanation for this. In vivo under non-limiting conditions initiation constitutes the

rate-limiting step of translation, while elongation is very fast (Milon, Konevega et al.

2008; Kudla, Murray et al. 2009). Furthermore Kudla et al tested, in a systematic

study, the effect of synonymous mutations in the sequence of GFP on expression

levels (Kudla, Murray et al. 2009). They found that GFP expression levels were not

associated with codon bias but with mRNA folding, suggesting codon-anticodon

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53

interactions are not the rate-limiting factor under the tested conditions. Several studies

including ours show that a strong enrichment of codons is required to induce

significant changes in expression (Begley, Dyavaiah et al. 2007; Bauer, Matsuyama et

al. 2012; Chan, Pang et al. 2012). CMS1 and YPL199C containing 17.2% and 16.2%

of thiolation-dependent codons respectively, showed over 50% decrease in protein

levels in urm1∆ cells. We demonstrated that this effect is not dependent on

transcription nor stability and therefore most likely due to differential translation. It

would be interesting to replace the Urm1-dependent codons in CMS1 and YPL199C

into the synonymous G-ending codons and test whether we can restore wild-type

expression levels in urm1∆ cells. This would however imply that URM1 has no effect

on the synonymous G-ending codons, AAG, CAG, and GAG.

3.4 Effects of lack of thiolation on expression of AAG, CAG, and GAG rich proteins

Previous in vitro studies had also implicated thiolation in efficient recognition of

the synonymous G-ending codons, AAG, CAG, and GAG (Yarian, 2002). However

in vivo we did not observe impaired translation of genes enriched for these codons in

urm1∆ cells, suggesting recognition of these codons is not strictly dependent on

URM1. Indeed, in vivo the G-ending codons are recognized by the non-thiolated

tEUUC, tQGUC, tECUC. Furthermore our translation reporter experiments show that a

reporter with an AAG codon-trap is not differentially expressed in urm1∆ cells.

Interestingly translation reporters with CAG and GAG codon-traps were still affected

by lack of thiolation although to a lower extend than their A-ending counterparts.

Efficiency of codon recognition is not only dependent on codon-anticodon binding

affinity but also on tRNA concentration. In vivo AAG codons can be recognized by

both tKUUU and tKUUC, leading to a competition of both iso-acceptors. If we consider

their respective gene copy number, as an estimate for abundance, tKUUC is twice as

abundant as tKUUU (14 versus 7 copies respectively). AAG codons are hardly affected

by lack of thiolation because they are more frequently translated using the non-

thiolated tKUUC. For CAG and GAG the situation is different as the isoacceptor tRNA

are much less abundant. tQUUG and tQCUG have 9 and 1 copy respectively and tEUUC

and tECUC 14 and 2 copies respectively. This explains the translation reporter results

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54

obtained with the CAG and GAG codon-traps where deletion of URM1 still affects

expression of the reporter compared to wild-type cells, albeit less pronounced than

with the CAA and GAA codon-traps (Table 3).

3.5 Codon context While the quantitative proteomic experiment show a clear enrichment of AAA,

CAA, and GAA-rich genes in the set of downregulated proteins, it did not reveal a

significant correlation between codon frequency and expression levels. In addition

some strongly codon enriched genes did not show the expected protein expression

decrease in urm1∆ cells, suggesting that increased codon frequency alone is not

sufficient. Increasing studies highlight the importance of codon context on translation

efficiency however the exact mechanism is still poorly understood (Cannarozzi,

Schraudolph et al. 2010; Moura, Pinheiro et al. 2011). A study in bacteria revealed a

ribosomal quality control mechanism that detects a wrongly accommodated tRNA

and induces increased probability of a second misincorporaton event (Zaher and

Green 2011). This shows that every codon-anticodon interaction can be influenced by

the previous codon recognition event. Indeed, during elongation the ribosome

contains simultaneously two or three tRNA molecules and each tRNA-ribosome

interaction induces structural rearrangements to the ribosome. It is then likely that two

genes with the same codon frequency but one with clusters of codons and one with

spread codons have different translation rates. There are several measures of condon

context such as the tRNA pairing index and the “codon pair bias”, which aims to

understand how codon pairs are selected (Tats, Tenson et al. 2008). The codon

specific reporter described in this work provides a useful quantitative tool to study

codon context using a synthetic gene but in an in vivo situation. For example, the

codon-traps can be inserted at different positions within the reporter or gaps of

unrelated codons can be inserted between the codons of interest. This would allow to

systematically test sequence patterns. For example, we could test whether clusters of

the codons are affecting translation more than overall codon frequency. Furthermore

as translation is not uniform along mRNAs, we could test whether position of the

codon-traps in the mRNA influences expression levels in cells lacking thiolation.

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3.6 The role of URM1 in rich conditions

Expression levels of all the proteins are regulated at multiple levels and

misregulation are often associated with reduced cell function. The changes in protein

expression induced by lack of URM1 are up to two fold, implying a subtle effect of

thiolation on specific protein synthesis. Analysis of haploinsufficiency in yeast

showed that only about 3% of the genes showed some growth defect when present in

only one copy under standard growth conditions (Deutschbauer, Jaramillo et al.

2005), suggesting that two fold decrease in expression are generally not deleterious to

the cells. This is consistent with urm1∆ cells being viable under standard growth

conditions. However URM1 lacking cells are slightly slow growing on minimal

medium, suggesting that the small reduction of several proteins can affect the cells

under certain conditions. Several proteins are also slightly (up to twofold) upregulated

in urm1∆ cells. These genes were not enriched for specific codons and are therefore

likely indirect consequences of the downregulated genes or compensatory

mechanisms. Under rich growth conditions, we found Cms1 and Ypl199c to be

downregulated of about 50% in urm1∆ cells and quantitative proteomic as well as

western blot analysis of tagged candidates showed that they were amongst the most

strongly downregulated proteins. Both proteins are non-essential and functionally not

characterized, making it difficult to asses the conditions were these genes are required

and analyze the effect of this 50% reduction in urm1∆ cells. However a recent screen

for quinine-sensitive mutants in yeast, revealed that URM1 and ELP pathway

components are required for quinine resistance (Dos Santos and Sa-Correia 2011).

They also found that deletion of CMS1 and other AAA, GAA, CAA enriched genes

are sensitive to quinine, suggesting that thiolation might specifically regulate a set of

genes required for quinine resistance. Further studies will be required to confirm these

data and test for example whether overexpression of Cms1 can rescue the sensitivity

of urm1∆ cells to quinine.

3.7 URM1 involvement in stress regulation

3.7.1 Thiolation and tRNA levels Although urm1∆ cells are viable under standard growth conditions, they are

sensitive to a wide range of drugs, showing that thiolation becomes important under

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56

stress conditions (Leidel, Pedrioli et al. 2009). Interestingly overexpression of the

unmodified tKUUU, tQUUG, and tEUUC is able to rescue all the phenotypes (Bjork, Huang

et al. 2007), suggesting that the modification is necessary to enhance codon

recognition when tRNA levels are limiting. This implies that thiolation is important to

enhance efficiency of translation and expression of codon-enriched genes under stress

conditions. Under rich conditions tRNA levels are high and most of the tRNAs are

thiolated, however under specific conditions levels of available aminoacylated-tRNA

molecules can drop and under such tRNA limiting conditions it is important that the

remaining available tRNAs are recognizing codons efficiently (Chan, Dyavaiah et al.

2010).

Starvation for example has been shown to reduce aminoacylation of tRNA and

induce trapping of tRNAs in the nucleus (Shaheen and Hopper 2005; Zaborske,

Narasimhan et al. 2009) and interestingly URM1 lacking cells are sensitive to

rapamycin and caffeine, two drugs which induce a starvation response by inhibition of

mTORC1 (Leidel, Pedrioli et al. 2009). Moreover tRNA cleavage has been shown to

decrease tRNA levels under stress conditions such as oxidative stress (Thompson, Lu

et al. 2008) and urm1∆ cells are also sensitive to diamide, an oxidative agent (Leidel,

Pedrioli et al. 2009). Reduction of the concentration of available tRNAs is a control

mechanism of the cell that reduces translation rates and therefore cell growth.

Combined loss of URM1-dependent tRNA thiolation and decreased tRNA levels

could further decrease translation of codon-enriched transcripts in urm1∆ cells.

Deregulation of genes important for specific stress resistance, induced by lack of

thiolation, can lead to drug sensitivity in urm1∆ cells. Indeed overexpression of

hypomodified tK alone is sufficient to rescue sensitivity to diamide, while

overexpression of tE rescues sensitivity to rapamycin and caffeine, suggesting that

misregulation of different subset of genes is responsible for different sensitivities.

Combined, tRNA thiolation and thiolation-dependent codon frequency offer a fast

way of regulating genes to allow cells to adapt to stress conditions such as oxidative

stress and starvation. Thiolation is important for translation of Urm1-dependent

codons and we suggest that this enhancement gets specifically important when tRNA

levels are limiting and translation of specific genes is required. Therefore it allows

fine-tuning of translation under stress conditions when translation of specific genes is

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necessary. Further studies will be required to identify the genes important for specific

stress resistance.

3.7.2 Regulation of tRNA modification levels

While codon-composition of genes is set in a specific species and therefore does

not offer much variability, the proportion of modified versus unmodified tRNA can be

regulated (Figure 27). Recent work showed that the levels of some tRNA

modification are indeed regulated upon different stress conditions (Chan, Dyavaiah et

al. 2010). Furthermore in higher eukaryotes, levels of tRNAs and tRNA modifications

in the anticodon loop seem to be tissue-specifically regulated (Dittmar, Goodenbour

et al. 2006; Brandmayr, Wagner et al. 2012). However, very little known about the

regulation of tRNA modifications and further work quantifying ratio of

thiolated/unthiolated tRNAs under different stress conditions will be necessary. The

observation that ELPC-1 is preferentially expressed in some tissues such as neuronal

cells in Caenorhabditis elegans is in support of such a mechanism. Whether Urm1

expression and thereby tRNA thiolation are also regulated and offers a post-

transcriptional mechanism to differentially express genes in different cell types, needs

further investigations. For example oxidative stress is thought to oxidize tRNAs and

thereby decrease U34 thiolation (Chan, Dyavaiah et al. 2010 ; Nawrot, Sochacka et al.

2011). Interestingly urm1∆ cells are sensitive to the oxidative agent diamide, raising

the possibility that this drug decreases the level of thiolated tRNAs. To test this

hypothesis we could check whether the protein expression levels of Cms1 and

Ypl199c in urm1∆ cells are further decreased after exposure to diamide. However we

did not observe any effect of diamide with our translation reporter, suggesting that

sensitivity to diamide is rather mediated by mistranslated proteins.

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Figure 27: tRNA modifications in stress responses

Scheme depicting how tRNA modification, in red, could influence levels of available tRNAs

in response to stresses and thereby influence translation efficiency.

3.8 Influence of tRNA modifications on each other

On average every tRNA molecule contains seven modified nucleotides. For

example, tKUUU of Saccharomyces cerevisiae is modified on 11 bases. Due to the huge

variety and complexity of modifications and poor experimental accessibility very

little is known about how the different modifications influence each other. While lack

of most modifications is viable, the combined lack of two modifications is often

lethal, showing that they can work cooperatively. Synthetic genetic array analysis

using urm1∆ as bait revealed other tRNA modifying enzymes as genetic interactors

(Leidel, Pedrioli et al. 2009). It would be interesting to study whether some

modifications act as primer or enhancer for other modifications. Some data suggest

that lack of the mcm5 modification on U34 reduces the level of thiolation at the same

position (Esberg, Huang et al. 2006). Interestingly we found that several tRNA

modifying enzymes are differentially expressed upon lack of thiolation. Pus1 and

Trm8 are downregulated while Tum1, Trm112, Pus7, and Smm1 are upregulated,

suggesting that tRNA modifications influence each other. Pus1 and Pus7 are

pseudouridine synthetases, Smm1 is a dihydrouridine synthetase, Tum1 is involved in

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thiolation while Trm8 and Trm112 are part of methyltransferase complexes. They act

at different positions on different tRNAs. Thus it is conceivable that urm1∆ cells

remodel the modification status of other tRNA to compensate for the lack of

thiolation.

3.9 Identification  of  further  regulated  proteins  

Our quantitative proteomic analysis reflects steady-state protein expression levels

and therefore reflects the situation after some compensation mechanisms have taken

place. Indeed the differentially expressed proteins are enriched for tRNA modifying

and processing enzymes as well as ribosomal components and suggest that the cell

compensate for the lack of thiolation. In addition, it does not allow discrimination

between direct and indirect consequences of lack of thiolation. Generation of a strain

with inducible shut down of URM1 expression, would allow us to analyze direct

effects of lack of thiolation at different time points before compensatory mechanisms

are initiated. While proteomic methods do not differentiate between differentially

transcribed, translated or degraded proteins, other techniques are needed to asses

translation effects specifically. For example, ribosome profiling, a technique

combining RNase treatment of pulled-down ribosomes, with next generation RNA

sequencing examines ribosome footprints, which are the mRNA sequences protected

from RNase digestion by association with the translating ribosome (Ingolia,

Ghaemmaghami et al. 2009). With this technique the specific mRNAs with altered

translation and the ribosome pausing sites can be identified at the codon level. Several

laboratories are currently investigating the ribosomal footprints of thiolation-deficient

yeast cells (posters at conferences and personal communications). Alternatively,

translation of full-length proteins could be investigated in vitro using tRNAs extracted

from wild-type and mutant cells (Burakovsky, Prokhorova et al. 2012). Such in vitro

translation experiments of specific proteins allow determination of the translation

kinetics with modified and unmodified tRNAs.

The effects of lack of thiolation are pleiotropic and many different phenotypes are

observed. It has so far been difficult to link a phenotype with the downregulation of

one specific gene and it is unclear whether downregulation of one single gene is

sufficient or whether tRNA modifications rather control expression of an entire subset

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60

of genes, which collectively give rise to a phenotype. Alternatively, protein

expression of the affected gene(s) might only be required under specific conditions.

Recent reports suggest that both might be the case (Bauer, Matsuyama et al. 2012;

Chan, Pang et al. 2012). Quantitative proteomic analysis of the whole proteome of

wild-type and urm1∆ cells under different stress conditions, such as diamide and

rapamycin could help address this question. Overexpression of unmodified tKUUU,

tQUUG, and tEUUC rescue all the known urm1∆ phenotypes. Likewise, overexpression

of mRNAs enriched for Urm1-dependent codons could compensate for the impaired

translation. A screen for suppression of urm1∆ drug sensitivity using an

overexpression library could thus be an interesting option to identify URM1-

dependent genes.

Misincorporation of amino acids might also be the source of some of the urm1∆

phenotypes. Decreased translation fidelity might be more deleterious to the cell than

the urm1∆ induced decrease in protein expression. Especially mis-translation of lysine

residues that are often important catalytic or regulatory sites would then impair

protein activity without even affecting protein levels. Likewise, glutamine stretches

inducing aggregation are often found in prion proteins. Aggregation of such prion

proteins is important for stress resistance (Halfmann and Lindquist 2010; Halfmann,

Alberti et al. 2011) and misincorporation events in a poly-Q region could affect their

aggregation properties and lead to increased stress sensitivities.

3.10 Functions of tRNA modifications beyond translation Recently new functions of tRNAs beyond its adaptor role in translation has

emerged. tRNA have been implicated in many different processes such as

immunostimulatory activity, formation of stress granules, mRNA silencing, cell wall

biosynthsis (Emara, Ivanov et al. 2010; Burroughs, Ando et al. 2011; Dare and Ibba

2012; Gehrig, Eberle et al. 2012) and these functions are often modulated by

modifications. Interestingly in Leishmania tarantolae all mitochondrial tRNAs are

imported from the cytoplasm and U34 thiolation is thought to be a negative regulator

for mitochondrial transport (Kaneko, Suzuki et al. 2003). Yeast mitochondrial DNA

encodes for most of the mitochondrial tRNAs and have a distinct thiolation pathway,

involving MTU1, however it is not clear whether some trafficking from the cytoplasm

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61

to the mitochondria is still taking place. Current work in our laboratory is analyzing

the mitochondrial thiolation pathway and possible interactions with the cytoplasmic

URM1 pathway. Preliminary data indicate that urm1∆ mtu1∆ cells are synthetic sick

(data not shown), implying a connection between both pathways.

3.11 Other functions of Urm1

URM1 was originally characterized as an ubiquitin-like protein modifier that is

conjugated to target protein via a process called urmylation (Furukawa, Mizushima et

al. 2000; Goehring, Rivers et al. 2003; Van der Veen, Schorpp et al. 2011). The effect

on translation investigated in this work is unlikely to be caused by urmylation. First

we can largely exclude that the differential expression of Cms1 and Ypl199c in

urm1∆ cells is mediated by urmylation as we excluded that degradation causes the

changes in protein expression levels, if urmylation was to be involved in degradation,

and we did not observe appearance of high molecular weight conjugates by western

blotting. Secondly our codon-specific translation reporter is a synthetic protein

unlikely to be a target of urmylation. Finally in the in vitro assay we can also exclude

that urmylation of components of the translation machinery is involved as we used

wild-type bacterial ribosomes. Furthermore, we did not identify any higher molecular

weight bands containing Urm1 conjugates in pull-down of Urm1 under several tested

conditions (data not shown). However, we cannot rule out that urmylation is

influencing the levels of thiolation. For instance, conjugation of Urm1 to target

protein might “sequester” Urm1 molecules, thereby decreasing tRNA thiolation levels

and negatively regulating thiolation. Alternatively urmylation might positively

influence translation as some components of the thiolation machinery were proposed

to be urmylated and could keep components of the thiolation pathway in close

proximity.

Urm1 was shown to be a sulfur carrier in the tRNA thiolation pathway and it is

tempting to speculate that Urm1 might work as such in other sulfuration reactions.

Indeed, nucleotide modifications are not limited to tRNAs and are widespread. Some

RNA modifying enzymes targets different RNA substrates (Massenet, Motorin et al.

1999; Benitez-Paez, Villarroya et al. 2012; Sardana and Johnson 2012). It is not

known whether Urm1 is acting as a sulfur carrier for other nucleotide modifications.

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As the Ncs2-Ncs6 heterocomplex is thought to account for specificity to tRNA in the

URM1 pathway, Urm1 might be implicated in other processes. Advances in RNA

mass spectrometry may in the future identify an exhaustive list of all the RNA

modifications and identify the enzymes involved. The results of this study are

,however, unlikely due to other RNA thiolation events. First overexpression of the

three unmodified tKUUU, tQUUG, tEUUC were able to restore wild-type protein expression

levels for most of the differentially expressed proteins. Furthermore all the urm1∆

phenotypes characterized so far are rescued by overexpression of unmodified tEUUU,

tQUUG, and tEUUC, suggesting that the main function of Urm1 is to thiolate these three

tRNAs. Secondly the in vitro translation experiments involved several purification

steps to enrich for tK and exclude other RNA.

3.12 Concluding remarks In this work we investigated the role of tRNA thiolation at the wobble uridine on

translation. We found that thiolation is important for the efficient recognition of

cognate codons and that this is important to enhance the protein expression of a subset

of AAA, CAA, and GAA-rich genes. This work and previous studies showed that

thiolation is required for resistance to a wide-range of stresses and expression of

galactose-induced genes. Available evidence suggests that tRNA modifications at the

wobble position more generally modulate protein expression in a codon-specific

manner, enhancing cellular function under specific stresses. Different wobble

modifications can thereby fine-tune translation of different sets of genes and might

provide new means of genetic control.

We suggest a model in which under rich conditions when tRNA levels are high and

non-limiting thiolation is dispensable, however under stress conditions when tRNA

levels drop and become limiting, thiolation is important to increase the efficiency of

the remaining molecules (Figure 28).

tRNA thiolation at the wobble Uracil34 is conserved from bacteria to humans

(Schlieker, Van der Veen et al. 2008; Leidel, Pedrioli et al. 2009), suggesting an

important function in translation. Interestingly as consequence of higher GC content

of their genome, higher eukaryotes have a different codon bias. Thus thiolation might

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regulate different sets of genes in different organisms. With over 90 different

modifications, tRNAs offer virtually unlimited possibilities to fine-tune protein

expression in a cell-type specific and stress-dependent manner.

Figure 28: Regulation of translation of specific genes by tRNA modifications

Model showing how under rich conditions tRNA concentration is very high and protein

expression levels (blue ellipses and black squares) are independent of tRNA levels. However

under stress conditions tRNA concentration is limiting and tRNA modification, red dot, is

necessary to enhance synthesis of specific proteins.

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64

4 MATERIALS AND METHODS

4.1 [35S] metabolic labeling Exponentially growing yeast cells in SD-MET were labeled with [35S] methionine

and cysteine (Hartmann analytics) for 15 min., followed by a 5 min. chase with cold

methionine and cysteine at 30°C. Control cells were treated with 100 µM

cycloheximide just before the labeling. Cells were fixed with 10% TCA on ice for 10

min. Protein pellet was washed with acetone and resuspended in Urea/SDS buffer

(8M urea, 5% SDS, 0.8 M β-mercaptoethanol, 10% glycerol) and then diluted 100

times. Counts per minutes (CPM) were measured in a liquid scintillation counter. In

parallel, protein extracts were run on a 12% SDS-PAGE and fixed in fixation solution

(10% methanol, 10% acetic acid) for 1h. Signal was enhanced by incubation with

en3hance (Perkin Elmer) for 1h and subsequently washed with 70% PEG (MW 8000)

solution. Gel was dried on a Whatmann paper with a vacuum gel dryer (Hoefer) at

80°C for 1h, exposed on a phosphor imager overnight and scanned with a STORM

phosphorimager.

4.2 Ribosome extraction

Ribosomes were extracted from 200 ml exponentially growing cells. Translation

was stopped with 20 µg cyclohexamide and incubation on ice for 10 min. while

regulary mixing. Cells were washed twice with cold lysis buffer (10 mM HCl pH 7.5,

100 mM NaCl, 30 mM MgCl2, 100 µg/ml cyclohexamide, 200 µg/ml Heparin, 1:700

DEPC, freshly prepared) and resuspent in 800 µl lysis buffer. Yeast cells were broken

by vortexing with 300 µl small acid washed beads (0.45 µM ø) 8 times for 30 sec.

with 30 sec. breaks on ice in between. Lysate was transferred to a new tube and beads

washed with 200 µl lysis buffer to collect all the residual lysate. Cell debris were

removed by pelleting at 16’000 g for 10 min. at 4°C. RNA content was assessed by

OD 260. For storage at -80°C lysate was supplemented with 100 µl 70 % glycerol,

frozen in liquid nitrogen.

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4.3 Polysome profiles

Polysomes were separated on a 6 to 45% sucrose gradient. 8 µl OD260 of extracted

ribosomes were added on top of the sucrose gradient in polyallomer Beckman tube

(cat. 331372, 14 × 89 mm) and ultra-centrifuged at 39’000 rpm for 2:45 hours at 4°C

with SW41 swing bucket rotor. 60 % sucrose was pumped into the bottom of the tube

with a needle. Ribosome content was measured and recorded with a teledyne ISCO

UA-6 detector. Polysome profiles were scanned and the surface under the curves

analyzed with imageJ.

4.4 Hot phenol extraction Total RNA was extracted from 10-50 ml exponentially growing cells. After

washing with water, cells were resuspent in 800 µl 1:1 TES phenol solution and

vigorously vortexed for 10 sec. mRNA extraction was performed at 65°C for 1h with

shaking. Then samples were put on ice for 5 min. before centrifugation for 5 min. at

16’000 g at 4°C. The aqueous phase was transferred in a new tube and mixed by

vigorously vortexing for 10 sec. with 400 µl phenol. After centrifugation as above, the

aqueous phase was transferred in a new tube. The extraction was repeat as above with

400 µl chloroform. 40 µl 3M sodium acetate pH 5.3 and 1 ml cold ethanol was added

to precipitate RNA and pelleted by centrifugation at 4°C 16’000 g for 5 min. RNA

pellet was subsequently washed with 1 ml 70% cold ethanol. After drying the pellet

was resuspent in 100 µl RNase free water and the RNA concentration measured with

the OD260.

4.5 Gene ontology (GO) enrichment analysis

The set of upregulated and downregulated genes were analyzed using the SGD

Gene Ontology Slim Mapper. The processes enriched more than two fold compared to

the frequency of genes belonging the category in the whole genome were selected.

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4.6 Quantitative RT-PCR

Total RNA was prepared using the hot phenol method and then treated with

deoxyribonuclease I (Qiagen,) on a RNeasy column. It was then reverse-transcribed to

synthesize the first- strand cDNA using Superscript (Qiagen). Quantitative RT–PCR

was performed using the LightCycler FastStart DNA Master SYBR Green I kit

(Roche, Basel, Switzerland) and the data were analysed using the LightCycler Quick

System 350S (Roche). Quantification was performed using the relative standard curve

method, and the transcriptional level of PGK1 mRNA was used for the normalization

process. The results were expressed as the relative transcriptional level, and the values

obtained from wild-type cells were set to 100%. The primers used are listed in Table

xx. Each gene was amplified by PCR, combining two primers labeled as F and R, e.g.

the PGK1 cDNA was amplified with PGK1-F and PGK1-R.

4.7 Cloning of the dual-fluorescent translation reporter

Quadruple CFP under GAL promoter and with a CYC1 terminator was cloned into

pRS305 with EcoRI and PmeI. Quadruple venus was cloned with SalI NotI restriction

site and SphI and SpeI sites were added after the starting ATG to allow insertion of

codon-traps. Codon-traps insertion generated loss of the SpeI site.

4.8 Expression of fluorescent reporter

Expression of the translation reporter was induced with 50 nM β-estradiol (sigma)

for 3h or 6h for the time-course and translation was blocked with 100 µg/ml

cycloheximide. Cells were imaged after 1h to allow maturation of the fluorophores.

DIC, CFP and YFP images were taken at every position with an inverted epi-

fluorescence microscope (Ti-Eclipse, Nikon) controlled by micromanager with a 40×

oil objective in an incubation chamber at 30°C. YFP exposure time was adjusted

dependent on the codon-trap. (AAA)10, (GAA)10, (CAA)10, and (AAG)10 traps were

imaged with 50 msec, 200 msec, and 60 msec exposure, respectively, in WT and

urm1∆ cells. CFP images were all taken with 400 msec exposure. Single cells were

segmented and analyzed with CellQuant program (Pelet, Dechant et al. 2012).

YFP/CFP ratios were measured in single cells and the mean over a cell population

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Materials and Methods

67

calculated with MATLAB and compared to wild-type expression levels. Mean

YFP/CFP ratio in wild-type was set to 100%.

4.9 Cycloheximide chase

TAP-tagged strains grown in logarithmic phase were treated with 100 µM

cycloheximide and samples of equal volume taken at different times after the

translation block. Cells were incubated in 10% TCA for 10 min. on ice, washed with

acetone and resuspended in urea loading buffer.

4.10 Western blotting

Whole cell extracts loaded on 12% acrylamide SDS-PAGE were run at 220V for

45 min and then transferred on nitrocellulose for 1h15 at 120V in a semi-dry

apparatus. After blocking with 5% milk, nitrocellulose membranes were probed with

PAP (Sigma) at a concentration of 1:2500, anti-Urm1 (Abcam) at a concentration of

1:200 or anti-GST (Sigma) a concentration of 1:2500 in 5% milk and washed with

Phosphate buffer saline tween solution (PBST). Loading was controlled using anti-

Pgk1 antibody (invitrogen) at a concentration of 1:2500 in 5% milk and washed with

PBST. For quantification exposed photographic films were scanned and analyzed

with ImageJ.

4.11 Galactose induction

Wild-type and urm1∆ cells with GST-tagged proteins were grown in exponential

phase in Sraffinose-URA and induced by addition of 2% galactose. Cells were

harvested after 3h induction and proteins extracted with 10% TCA.

4.12 Drug sensitivity assay Exponentially growing cells were diluted to OD600 0.6. Six serial 5 fold dilutions

were spotted on YPD plates with or without drug. Plates were incubated for 3-4 days

at 30°C and imaged. The drug concentration used on plates were 1 mg/ml

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Materials and Methods

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paromomycin (Sigma), 0.7 µg/ml cycloheximide (Sigma) or, 0.08 mM Hygromycin B

(Sigma).

4.13 SILAC  labeling    

SILAC strains were exponentially grown in SD-K-R supplemented with unlabelled

K, R or 13C6,15N2-K (Sigma) and 13C6,15N4-R (Sigma). Equal ODs of light and heavy

culture were mixed and subsequently processed together.

4.14 Protein  Extraction  and  digestion  for  MS  

Cells were lysed with 1.85 M NaOH, 7.6% β -mercaptoethanol, then proteins

precipitated with 50% TCA and washed twice with acetone. Pellets were resuspended

in urea-buffer (8 M urea, 50 mM NH4HCO3, 0.5% RapiGest (Waters)) or a SDS-

buffer (5% SDS, 50 mM NH4HCO3, 10 mM DTT) at 56 °C for 30 min. Then proteins

were treated with 25 mM iodoacetamide at RT for 30 min. Proteins in urea-buffer

were diluted ten times and digested overnight with Trypsin (Promega). Proteins in

SDS-buffer were digested using the FASP method (Jacek R Wiśniewski, nature

methods 2009). Peptides were purified on C18 spin columns (The Nest Group).

4.15 Strong  cation  exchange  (SCX)  fractionation  

SCX fractionation was performed on microspin PolySULFOETHYL Aspartamide

columns (The Nest Group). Peptides were eluted with a six-step NaCl fractionation

(50 mM, 100 mM, 150 mM, 200 mM, 400 mM and 800 mM). Flow through and

fractions were cleaned-up on C18 MicroSpin columns (The Nest Group) and dried in

a vacuum dryer.

4.16 Peptide  purification  and  iso-­‐electric  focusing  

Purified peptides were fractionated by iso-electric focusing on the OffGel

Fractionator (Agilent, G3100AA) according to the manual of the High Res Kit, pH 3–

10 (Agilent, 5188-6424), except the strips were exchanged by either Immobiline

DryStrip pH 3-11 NL, 24 cm (GE Healthcare, 17-6003-77) or pH 3-11 NL, 13 cm

(GE Healthcare 17-6003-75), and ampholytes were substituted by IPG Buffer pH 3-

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Materials and Methods

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11 NL (GE Healthcare, 17-6004-40) used 2%. Peptides were focused into 24 fractions

for 50 kVh at a maximum current of 50 μA, maximum voltage of 8000 V and

maximum runtime of 100 h. Each fraction was acidified with 1% (v/v) CF3COOH,

purified on C18 MicroSpin columns (The Nest Group) and dried in a vacuum dryer.

4.17 LC-­‐MS/MS  

Dried peptides were resuspended in 0.1% CF3COOH for the LC-MS/MS analysis.

Split-free Easy nLC chromatography system (Proxeon) was used for the online

reverse phase (C18 silica) liquid chromatography. Fused silica columns of 20 cm

length (PicoFrit columns, PF-360-75-10-N-5, New Objective) were packed with C18

silica beads (Magic C18, 200 Å, 3 μm, Michrom Bioresources). A 250 ηl/min

gradient of buffer B (0.08 % (v/v) HCOOH, 90 % (v/v) CH3CN): buffer A (0.1 %

(v/v) HCOOH, 2 % (v/v) CH3CN) ranging from 2% to 35% over 170 min was used to

resolve peptides. The chromatography set up was directly coupled to the mass

spectrometer (LTQ-Orbitrap Velos, Thermo Finnigan) configured for the top-15 data

dependent acquisition (DDA) by collision-induced fragmentation (CID) or top-8

DDA for the higher-energy collisional dissociation (HCD). FT-MS resolution was set

at 60,000.

4.18 Protein  identification  and  quantitation  

RAW data files were converted to the mzXML format (Pedrioli, Eng et al. 2004)

and searched against the Saccharomyces Genome Database protein database using

X!Tandem (Craig and Beavis 2004) with the K-score plug-in (MacLean, Eng et al.

2006), OMSSA (Geer, Markey et al. 2004) and Mascot (Matrix Science) and

SEQUEST (University of Washington, license#). Search parameters used were

carboxyamidomethylation (57.022 Da) of Cys as static modification, 13C6,15N2-Lys

(8.01419892 Da), 13C6,15N4-Arg (10.008252778) and oxidation of Met (15.99491463

Da) as variable modifications, semi tryptic digestion with a maximum of two missed

cleavages, 25 ppm and 0.4 Da error tolerances for MS/MS and MS, respectively.

Peptide probabilities were evaluated with PeptideProphet (Nesvizhskii, Keller et al.

2003), iProphet was used to integrate the results from the four peptide search engines

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Materials and Methods

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(Shtynberg submitted) and ProteinProphet (Keller, Nesvizhskii et al. 2002) was used

to estimate protein probabilities. Protein abundance ratios were computed as L/H

(light/heavy) using XPRESS (Han, Eng et al. 2001). Finally proteins were filtered for

1% FDR.

4.19 Data  normalization  and  statistical  analysis  of  differential  abundance  

Results were stored into an in-house developed database (manuscript in

preparation). From there, protein abundance ratios were imported into R (version no.

2.11.0) (Team 2010). Proteins quantified in only one biological replicate and less than

two peptides were filtered out. log2 of ratios were median normalized using the

preprocessCore library (version 1.8) from the Bioconductor project (version 2.5)

(Bolstad, Irizarry et al. 2003). Statistical analysis of the differential abundance of

proteins was done with the Bayes’ moderated t-test using the LIMMA package

(version 3.8.2) of the Bioconductor project (version 2.8) (Smyth 2004). Proteins ratios

were filtered at the FDR threshold of 5% (or adjusted p-value = 0.05).

4.20 Random  Forrest  Analysis    

Significantly changing proteins were split into two classes and the abundance of

codons that best predicted class membership was extracted by machine learning in R

using the random forest implementation of the party package (version 0.9-99992).

4.21 Total  tRNA  preparation  

Total tRNA was extracted from 18 L exponentially growing cells with 35% acid

phenol (Roti-Aqua-Phenol) for 3 h RT. The aqueous phase was collected by

centrifugation at 4000 rpm for 20 min. The extraction was repeated by adding equal

amount of water. RNA was precipitated with 2% potassium acetate (pH 5.0) and cold-

ethanol for 2 h at -20°C. Pellet was resuspended in 1 M NaCl and mixed vigorously

for 2.5 h at 4°C. The supernatant was collected, and extraction was repeated with 1 M

NaCl. Crude tRNA was precipitated with ethanol. The pellet was dissolved in 0.3 M

sodium acetate (pH 7.0) and stirred vigorously at 4°C. 0.4 volume of isopropanol

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Materials and Methods

71

were added drop-wise and the temperature of the mixture was gradually increased at

RT. Supernatant was collected by centrifugation at 4000 rpm for 20 min, and

extraction was repeated with 0.2 volume of isopropanol. To the supernatant 0.4

volume of isopronanol was added and incubated for 2 h at -20°C. The tRNA pellet

was dissolved in water and purified with anion exchange column (DE52, Whatman)

with a 0 to 1 M NaCl gradient. The fractions were pooled and precipitated with

ethanol. The final tRNA pellet was dissolved in water.

4.22 Lysine  tRNA  synthetase  cloning  and  purification  

The Saccharomyces cerevisiae gene for Lysine tRNA synthetase was cloned with

NdeI/BamHI into a modified version of pPROEx vector (Invitrogen), in which EheI

site is replaced by NdeI site. Synthetase expression was induced with IPTG in E. coli

BL21 at 20°C. The protein purified by Ni2+ affinity chromatography and cleaved by

TEV protease (Invitrogen). Purified synthetase was stored in 20 mM HEPES pH7.5,

50 mM NaCl, 1 mM EDTA, 1 mM DTT, 10% Glycerol at -80°C.

4.23 Aminoacylation  and  purification  of  [14C]Lys-­‐tK  

53 A260 units total tRNAs were aminoacylated with 3% purified lysine tRNA

synthetase (LysRS) in aminoacylation buffer (50 mM HEPES pH 7.5, 70 mM NH4Cl,

30 mM KCl, 11 mM MgCl2, 3 mM ATP, 2 mM β-mercaptoethanol) supplemented

with 20 μM [14C]Lys. After incubation for 45 min at 37°C, His6-EF-Tu·GTP was

added for 1 min at RT. EF-Tu·GTP·[14C]Lys-tK was purified using Ni2+ column

(Protino Ni-IDA), proteins were removed with phenol, and aa-tRNA was precipitated

with 2% potassium acetate (pH 5.0) and cold ethanol.

4.24 Biochemical  and  kinetic  assays  

For 70S initiation complexes, ribosomes (1.6 μM) were incubated with a fourfold

excess of mRNA with AAA codon following the AUG initiation in presence of 2.4

μM initiation factors IF1, IF2, IF3, 3.2 μM f[3H]Met-tRNAfMet, and 1 mM GTP in

buffer A (50 mM Tris-HCl pH 7.5, 70 mM NH4Cl, 30 mM KCl, 7 mM MgCl2) for 30

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Materials and Methods

72

min at 37°C. Ternary complex, EF-Tu·GTP·[14C]Lys-tK, was prepared by incubating

3 μM EF-Tu with 1 mM GTP, 3 mM phosphoenol pyruvate, 0.1 mg/mL pyruvate

kinase for 15 min at 37°C, followed by addition of 1 μM [14C]Lys-tK for 1 min at RT.

Ternary complex was added to the initiation complex and incubated for 10 min at RT.

The amount of [14C]Lys and [3H]Met bound to ribosomes was determined by

nitrocellulose filtration.

For 70S initiation complexes, ribosomes (1.6 μM) were incubated with a fourfold

excess of mRNA (GGCAAGGAGGUAAAUA AUG AAA UUC GUU AC) in

presence of 2.4 μM initiation factors IF1, IF2, IF3, 3.2 μM f[3H]Met-tRNAfMet, and 1

mM GTP in buffer A (50 mM Tris-HCl pH 7.5, 70 mM NH4Cl, 30 mM KCl, 7 mM

MgCl2) for 30 min at 37°C. Ternary complex, EF-Tu·GTP·[14C]Lys-tK, was prepared

by incubating 3 μM EF-Tu with 1 mM GTP, 3 mM phosphoenol pyruvate, 0.1 mg/mL

pyruvate kinase for 15 min at 37°C, followed by addition of 1 μM [14C]Lys-tK for 1

min at room temperature (RT). Ternary complex was added to the initiation complex

and incubated for 10 min at RT. The amount of [14C]Lys and [3H]Met bound to

ribosomes was determined by nitrocellulose filtration.

For dissociation of fMetLys-tK from the A site, 4 μM ribosomes, 6 μM initiation

factors (IF1, IF2, IF3), and 12 μM [14C]Lys-tK was used for initiation complex and

ternary complex, respectively. Ternary complex was incubated with initiation

complex for 1 min at RT to form pretranslocation complex. Then, the Mg2+

concentration of the pretranslocation complex was adjusted to 21 mM to prevent

premature drop-off of fMetLys-tK from the A-site and the complex was kept on ice.

Pretranslocation complexes were purified by size exclusion chromatography

(BioSuite 450 HR, Waters) in buffer A. fMetLys-tK was dissociated from the A-site

with 7 mM Mg2+ at 37°C, and the amount of pept-tRNA bound to the A site at

different time points was determined by nitrocellulose filtration.

To measure the time courses of peptide bond formation, quench–flow assays were

performed at 24°C in a KinTek RQF-3 apparatus. Initiation complex (2 μM) was

rapidly mixed with ternary complex (0.6 μM). After different incubation times,

reactions were stopped with KOH (0.8 M), incubated for 30 min at 37°C, neutralized,

and dipeptides analyzed by RP-HPLC (Katunin, Muth et al. 2002)

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Materials and Methods

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Table 4: strains used in this study

Strain Genotype Derived from

Source yVR1 WT BY4741 Euroscarf

yVR2 urm1::KAN BY4741 This study

yVR213 CMS1-TAP HIS3 BY4741 Euroscarf

yVR227 CMS1-TAP HIS3; urm1::NAT BY4741 This study

yVR210 YPL199C-TAP HIS3 BY4741 Euroscarf

yVR224 YPL199C-TAP HIS3; urm1::NAT BY4741 This study

yVR52 AD-GEV TRP; (AAA)10 reporter URA W303 This study

yVR59 AD-GEV TRP; (AAA)10 reporter URA, urm1::G418 W303 This study

yVR101 AD-GEV TRP; (AAA)10 reporter URA, uba4::G418 W303 This study

yVR161 AD-GEV TRP; (AAA)10 reporter URA, elp3::G418 W303 This study

yVR50 AD-GEV TRP; (CAA)10 reporter URA W303 This study

yVR57 AD-GEV TRP; (CAA)10 reporter URA, urm1::G418 W303 This study

yVR54 AD-GEV TRP; (GAA)10 reporter URA W303 This study

yVR75 AD-GEV TRP; (GAA)10 reporter URA, urm1::G418 W303 This study

yVR74 AD-GEV TRP; (AAG)10 reporter URA W303 This study

yVR78 AD-GEV TRP; (AAG)10 reporter URA, urm1::G418 W303 This study

yVR162 MET15+, urm1::NAT BY4741 This study

yVR163 MET15+ BY4741 This study

yVR37 urm1::NAT BY4741 This study

yVR36 uba41::NAT BY4741 Sebastian Leidel

yVR elp1::NAT BY4741 Sebastian Leidel

yVR ncs2::NAT BY4741 Sebastian Leidel

yVR8 uri1::NAT BY4741 Anna Deplazes

yKT1 WT silac SILAC strain Gustav Ammerer

yKT2 urm1::NAT silac SILAC strain Kshitiz Tygi

BY4741 Genotype: MATa, his3Δ1, leu2Δ0, LYS2, met15Δ0, ura3Δ0

W303-1A Genotype: MATa, leu2-3,112, trp1-1, can1-100, ura3-1, ade2-1, his3-11,15

SILAC strain Genotype: MATa, trp-, CAN1+, lys1::KAN, lys2::KAN, arg4::KAN

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Materials and Methods

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Table 5: Plasmids used in this study

Plasmid Integration Derived from Source pVR20 pRS315-URM1 pRS315 This study

pVR22 AD-GEV (Louvion, Havaux-Copf et al. 1993)

pVR53 (AAA)10 Fluorescent reporter pVR This study

pVR54 (CAA)10 Fluorescent reporter pRS306 This study

pVR52 (GAA)10 Fluorescent reporter pRS306 This study

pVR62 (AAG)10 Fluorescent reporter pRS306 This study

pSZ63 tKUUU pRS425 (Leidel, Pedrioli et al. 2009)

pSL61 tQUUG pRS425 (Leidel, Pedrioli et al. 2009)

pSL62 tEUUC pRS425 (Leidel, Pedrioli et al. 2009)

pSL67 tKUUU , tQUUG , tEUUC pRS425 (Leidel, Pedrioli et al. 2009)

pVR76 GAL GST-RTN1 URA 2µ vector Euroscarf

pVR77 GAL GST- YGL082W URA 2µ vector Euroscarf

Table 6: Primers used for quantitative PCR

Primer name Primer sequence 5’-3’

CMS1-F AGATGATGGACTCGCCTATGA

CMS1-R CATCCTTGGCGTCAAAAATTA

YPL199C-F GCAGATGAAGCGTATAAGAAAAGA

YPL199C-R TTGATAAGCGGTTTGCGATT

URM1-F GAAGATCCTGTCACAGTGGGCGA

URM1-R CGAGCTCCCAATCGGTGTCGT

ACT1-F TCCGTCTGGATTGGTGGT

ACT-R TGAGATCCACATTTGTTGGAAG

PGK1-F ATCAACGATGCCTTCGGTA

PGK1-R CAAGTCGAAACCGACCATAGA

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References

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5 REFERENCES

Alexandrov,  A.,   I.  Chernyakov,  et  al.   (2006).   "Rapid   tRNA  decay  can  result   from  lack  of  nonessential  modifications."  Mol  Cell  21(1):  87-­‐96.  

Ashraf,  S.  S.,  E.  Sochacka,  et  al.  (1999).  "Single  atom  modification  (O-­‐-­‐>S)  of  tRNA  confers  ribosome  binding."  RNA  5(2):  188-­‐94.  

Baranov,  P.  V.,  R.  F.  Gesteland,  et  al.  (2004).  "P-­‐site  tRNA  is  a  crucial  initiator  of  ribosomal  frameshifting."  RNA  10(2):  221-­‐30.  

Bauer,  F.,  A.  Matsuyama,  et  al.  (2012).  "Translational  Control  of  Cell  Division  by  Elongator."  Cell  Rep  1(5):  424-­‐433.  

Begley,  U.,  M.  Dyavaiah,   et   al.   (2007).   "Trm9-­‐catalyzed   tRNA  modifications   link  translation  to  the  DNA  damage  response."  Mol  Cell  28(5):  860-­‐70.  

Benitez-­‐Paez,   A.,   M.   Villarroya,   et   al.   (2012).   "The   Escherichia   coli   RlmN  methyltransferase   is   a   dual-­‐specificity   enzyme   that  modifies   both   rRNA  and  tRNA  and  controls  translational  accuracy."  RNA  18(10):  1783-­‐95.  

Bjork,   G.   R.,   B.   Huang,   et   al.   (2007).   "A   conserved  modified  wobble   nucleoside  (mcm5s2U)   in   lysyl-­‐tRNA   is   required   for   viability   in   yeast."  RNA  13(8):  1245-­‐55.  

Bolstad,   B.   M.,   R.   A.   Irizarry,   et   al.   (2003).   "A   comparison   of   normalization  methods   for   high   density   oligonucleotide   array   data   based   on   variance  and  bias."  Bioinformatics  19(2):  185-­‐93.  

Brandmayr,   C.,   M.   Wagner,   et   al.   (2012).   "Isotope-­‐Based   Analysis   of   Modified  tRNA   Nucleosides   Correlates   Modification   Density   with   Translational  Efficiency."  Angew  Chem  Int  Ed  Engl.  

Burakovsky,   D.   E.,   I.   V.   Prokhorova,   et   al.   (2012).   "Impact   of   methylations   of  m2G966/m5C967   in   16S   rRNA   on   bacterial   fitness   and   translation  initiation."  Nucleic  Acids  Res  40(16):  7885-­‐95.  

Burroughs,  A.  M.,  Y.  Ando,  et  al.  (2011).  "Deep-­‐sequencing  of  human  Argonaute-­‐associated   small   RNAs   provides   insight   into  miRNA   sorting   and   reveals  Argonaute   association  with   RNA   fragments   of   diverse   origin."   RNA  Biol  8(1):  158-­‐77.  

Butler,   A.   R.,   J.   H.   White,   et   al.   (1994).   "Two   Saccharomyces   cerevisiae   genes  which   control   sensitivity   to   G1   arrest   induced   by   Kluyveromyces   lactis  toxin."  Mol  Cell  Biol  14(9):  6306-­‐16.  

Cannarozzi,   G.,   N.   N.   Schraudolph,   et   al.   (2010).   "A   role   for   codon   order   in  translation  dynamics."  Cell  141(2):  355-­‐67.  

Chan,  C.  T.,  M.  Dyavaiah,  et  al.  (2010).  "A  quantitative  systems  approach  reveals  dynamic  control  of  tRNA  modifications  during  cellular  stress."  PLoS  Genet  6(12):  e1001247.  

Chan,   C.   T.,   Y.   L.   Pang,   et   al.   (2012).   "Reprogramming   of   tRNA   modifications  controls   the   oxidative   stress   response   by   codon-­‐biased   translation   of  proteins."  Nat  Commun  3:  937.  

Chen,  C.,  B.  Huang,   et   al.   (2011).   "Elongator   complex   influences   telomeric   gene  silencing   and  DNA  damage   response  by   its   role   in  wobble  uridine   tRNA  modification."  PLoS  Genet  7(9):  e1002258.  

Page 78: Rights / License: Research Collection In Copyright - Non ...6644/eth... · Vanessa Anissa Nathalie Rezgui M.Sc. University of Geneva born on April, 28th 1981 citizen of Switzerland

References

76

Chen,   C.,   S.   Tuck,   et   al.   (2009).   "Defects   in   tRNA  modification   associated   with  neurological   and   developmental   dysfunctions   in   Caenorhabditis   elegans  elongator  mutants."  PLoS  Genet  5(7):  e1000561.  

Craig,   R.   and   R.   C.   Beavis   (2004).   "TANDEM:   matching   proteins   with   tandem  mass  spectra."  Bioinformatics  20(9):  1466-­‐7.  

Creppe,  C.,  L.  Malinouskaya,  et  al.  (2009).  "Elongator  controls  the  migration  and  differentiation  of   cortical   neurons   through   acetylation  of   alpha-­‐tubulin."  Cell  136(3):  551-­‐64.  

Dare,   K.   and   M.   Ibba   (2012).   "Roles   of   tRNA   in   cell   wall   biosynthesis."   Wiley  Interdiscip  Rev  RNA  3(2):  247-­‐64.  

Deutschbauer,   A.   M.,   D.   F.   Jaramillo,   et   al.   (2005).   "Mechanisms   of  haploinsufficiency  revealed  by  genome-­‐wide  profiling   in  yeast."  Genetics  169(4):  1915-­‐25.  

Dewez,  M.,  F.  Bauer,  et  al.  (2008).  "The  conserved  Wobble  uridine  tRNA  thiolase  Ctu1-­‐Ctu2  is  required  to  maintain  genome  integrity."  Proc  Natl  Acad  Sci  U  S  A  105(14):  5459-­‐64.  

Dittmar,   K.   A.,   J.   M.   Goodenbour,   et   al.   (2006).   "Tissue-­‐specific   differences   in  human  transfer  RNA  expression."  PLoS  Genet  2(12):  e221.  

Dittmar,   K.   A.,   M.   A.   Sorensen,   et   al.   (2005).   "Selective   charging   of   tRNA  isoacceptors  induced  by  amino-­‐acid  starvation."  EMBO  Rep  6(2):  151-­‐7.  

Dos  Santos,  S.  C.  and  I.  Sa-­‐Correia  (2011).  "A  genome-­‐wide  screen  identifies  yeast  genes   required   for   protection   against   or   enhanced   cytotoxicity   of   the  antimalarial  drug  quinine."  Mol  Genet  Genomics  286(5-­‐6):  333-­‐46.  

El   Yacoubi,   B.,   M.   Bailly,   et   al.   (2012).   "Biosynthesis   and   Function   of  Posttranscriptional  Modifications  of  Transfer  RNAs."  Annu  Rev  Genet.  

Emara,  M.  M.,  P.  Ivanov,  et  al.  (2010).  "Angiogenin-­‐induced  tRNA-­‐derived  stress-­‐induced   RNAs   promote   stress-­‐induced   stress   granule   assembly."   J   Biol  Chem  285(14):  10959-­‐68.  

Esberg,  A.,  B.  Huang,  et  al.   (2006).   "Elevated   levels  of   two   tRNA  species  bypass  the   requirement   for   elongator   complex   in   transcription  and  exocytosis."  Mol  Cell  24(1):  139-­‐48.  

Fichtner,   L.   and   R.   Schaffrath   (2002).   "KTI11   and   KTI13,   Saccharomyces  cerevisiae   genes   controlling   sensitivity   to   G1   arrest   induced   by  Kluyveromyces  lactis  zymocin."  Mol  Microbiol  44(3):  865-­‐75.  

Furukawa,  K.,  N.  Mizushima,  et  al.  (2000).  "A  protein  conjugation  system  in  yeast  with   homology   to   biosynthetic   enzyme   reaction   of   prokaryotes."   J   Biol  Chem  275(11):  7462-­‐5.  

Geer,   L.   Y.,   S.   P.   Markey,   et   al.   (2004).   "Open   mass   spectrometry   search  algorithm."  J  Proteome  Res  3(5):  958-­‐64.  

Gehrig,  S.,  M.  E.  Eberle,  et  al.  (2012).  "Identification  of  modifications  in  microbial,  native   tRNA   that   suppress   immunostimulatory   activity."   J   Exp   Med  209(2):  225-­‐33.  

Goehring,  A.  S.,  D.  M.  Rivers,   et  al.   (2003).   "Attachment  of   the  ubiquitin-­‐related  protein   Urm1p   to   the   antioxidant   protein   Ahp1p."   Eukaryot   Cell   2(5):  930-­‐6.  

Gromadski,   K.   B.,   T.   Schummer,   et   al.   (2007).   "Kinetics   of   the   interactions  between   yeast   elongation   factors   1A   and   1Balpha,   guanine   nucleotides,  and  aminoacyl-­‐tRNA."  J  Biol  Chem  282(49):  35629-­‐37.  

Page 79: Rights / License: Research Collection In Copyright - Non ...6644/eth... · Vanessa Anissa Nathalie Rezgui M.Sc. University of Geneva born on April, 28th 1981 citizen of Switzerland

References

77

Grosjean,   H.   (2000).   "Nucleic   acids   are   not   boring   long   polymers   of   only   four  types  of  nucleotides:  A  guided  tour."  

Halfmann,   R.,   S.   Alberti,   et   al.   (2011).   "Opposing   effects   of   glutamine   and  asparagine  govern  prion   formation  by   intrinsically  disordered  proteins."  Mol  Cell  43(1):  72-­‐84.  

Halfmann,  R.  and  S.  Lindquist  (2010).  "Epigenetics  in  the  extreme:  prions  and  the  inheritance  of  environmentally  acquired  traits."  Science  330(6004):  629-­‐32.  

Han,  D.  K.,  J.  Eng,  et  al.  (2001).  "Quantitative  profiling  of  differentiation-­‐induced  microsomal   proteins   using   isotope-­‐coded   affinity   tags   and   mass  spectrometry."  Nat  Biotechnol  19(10):  946-­‐51.  

Heidebrecht,   F.,   A.   Heidebrecht,   et   al.   (2009).   "Improved   semiquantitative  Western  blot   technique  with   increased  quantification   range."   J   Immunol  Methods  345(1-­‐2):  40-­‐8.  

Huang,  B.,  M.   J.   Johansson,  et  al.   (2005).   "An  early  step   in  wobble  uridine   tRNA  modification  requires  the  Elongator  complex."  RNA  11(4):  424-­‐36.  

Huber,   A.,   B.   Bodenmiller,   et   al.   (2009).   "Characterization   of   the   rapamycin-­‐sensitive  phosphoproteome  reveals   that  Sch9   is  a  central  coordinator  of  protein  synthesis."  Genes  Dev  23(16):  1929-­‐43.  

Ingolia,  N.  T.,  S.  Ghaemmaghami,  et  al.  (2009).  "Genome-­‐wide  analysis  in  vivo  of  translation  with  nucleotide  resolution  using  ribosome  profiling."  Science  324(5924):  218-­‐23.  

Ivanov,   P.,   M.   M.   Emara,   et   al.   (2011).   "Angiogenin-­‐induced   tRNA   fragments  inhibit  translation  initiation."  Mol  Cell  43(4):  613-­‐23.  

Johansson,   M.   J.,   A.   Esberg,   et   al.   (2008).   "Eukaryotic   wobble   uridine  modifications   promote   a   functionally   redundant   decoding   system."   Mol  Cell  Biol  28(10):  3301-­‐12.  

Kadaba,   S.,   A.   Krueger,   et   al.   (2004).   "Nuclear   surveillance   and   degradation   of  hypomodified   initiator   tRNAMet   in   S.   cerevisiae."   Genes   Dev   18(11):  1227-­‐40.  

Kaneko,   T.,   T.   Suzuki,   et   al.   (2003).   "Wobble   modification   differences   and  subcellular  localization  of  tRNAs  in  Leishmania  tarentolae:  implication  for  tRNA  sorting  mechanism."  EMBO  J  22(3):  657-­‐67.  

Kanerva,   P.   A.   and   P.   H.   Maenpaa   (1981).   "Codon-­‐specific   serine   transfer  ribonucleic  acid  degradation  in  avian  liver  during  vitellogenin  induction."  Acta  Chem  Scand  B  35(5):  379-­‐85.  

Karnahl,  U.  and  C.  Wasternack  (1992).  "Half-­‐life  of  cytoplasmic  rRNA  and  tRNA,  of   plastid   rRNA   and   of   uridine   nucleotides   in   heterotrophically   and  photoorganotrophically  grown  cells  of  Euglena  gracilis  and  its  apoplastic  mutant  W3BUL."  Int  J  Biochem  24(3):  493-­‐7.  

Katunin,  V.   I.,   G.  W.  Muth,   et   al.   (2002).   "Important   contribution   to   catalysis   of  peptide  bond  formation  by  a  single  ionizing  group  within  the  ribosome."  Mol  Cell  10(2):  339-­‐46.  

Keller,  A.,  A.  I.  Nesvizhskii,  et  al.  (2002).  "Empirical  statistical  model  to  estimate  the   accuracy   of   peptide   identifications   made   by   MS/MS   and   database  search."  Anal  Chem  74(20):  5383-­‐92.  

Kimchi-­‐Sarfaty,  C.,  J.  M.  Oh,  et  al.  (2007).  "A  "silent"  polymorphism  in  the  MDR1  gene  changes  substrate  specificity."  Science  315(5811):  525-­‐8.  

Page 80: Rights / License: Research Collection In Copyright - Non ...6644/eth... · Vanessa Anissa Nathalie Rezgui M.Sc. University of Geneva born on April, 28th 1981 citizen of Switzerland

References

78

Kudla,   G.,   A.  W.  Murray,   et   al.   (2009).   "Coding-­‐sequence   determinants   of   gene  expression  in  Escherichia  coli."  Science  324(5924):  255-­‐8.  

Leidel,  S.,  P.  G.  Pedrioli,  et  al.  (2009).  "Ubiquitin-­‐related  modifier  Urm1  acts  as  a  sulphur   carrier   in   thiolation   of   eukaryotic   transfer   RNA."   Nature  458(7235):  228-­‐32.  

Leihne,  V.,  F.  Kirpekar,  et  al.  (2011).  "Roles  of  Trm9-­‐  and  ALKBH8-­‐like  proteins  in  the  formation  of  modified  wobble  uridines  in  Arabidopsis  tRNA."  Nucleic  Acids  Res  39(17):  7688-­‐701.  

Li,  S.  and  G.  F.  Hu  (2011).   "Emerging  role  of  angiogenin   in  stress   response  and  cell  survival  under  adverse  conditions."  J  Cell  Physiol  227(7):  2822-­‐6.  

Li,  Y.,   J.  Luo,  et  al.   (2008).   "Stress-­‐induced   tRNA-­‐derived  RNAs:  a  novel  class  of  small  RNAs  in  the  primitive  eukaryote  Giardia  lamblia."  Nucleic  Acids  Res  36(19):  6048-­‐55.  

Li,  Z.,  C.  Ender,  et  al.   (2012).  "Extensive  terminal  and  asymmetric  processing  of  small  RNAs  from  rRNAs,  snoRNAs,  snRNAs,  and  tRNAs."  Nucleic  Acids  Res  40(14):  6787-­‐99.  

Louvion,   J.  F.,  B.  Havaux-­‐Copf,  et  al.   (1993).   "Fusion  of  GAL4-­‐VP16  to  a  steroid-­‐binding   domain   provides   a   tool   for   gratuitous   induction   of   galactose-­‐responsive  genes  in  yeast."  Gene  131(1):  129-­‐34.  

Lu,   J.,   B.   Huang,   et   al.   (2005).   "The   Kluyveromyces   lactis   gamma-­‐toxin   targets  tRNA  anticodons."  RNA  11(11):  1648-­‐54.  

MacLean,   B.,   J.   K.   Eng,   et   al.   (2006).   "General   framework   for   developing   and  evaluating   database   scoring   algorithms   using   the   TANDEM   search  engine."  Bioinformatics  22(22):  2830-­‐2.  

Maraia,  R.  J.,  N.  H.  Blewett,  et  al.  (2008).  "It's  a  mod  mod  tRNA  world."  Nat  Chem  Biol  4(3):  162-­‐4.  

Massenet,   S.,   Y.   Motorin,   et   al.   (1999).   "Pseudouridine   mapping   in   the  Saccharomyces   cerevisiae   spliceosomal   U   small   nuclear   RNAs   (snRNAs)  reveals   that   pseudouridine   synthase   pus1p   exhibits   a   dual   substrate  specificity  for  U2  snRNA  and  tRNA."  Mol  Cell  Biol  19(3):  2142-­‐54.  

Maynard,  N.  D.,  D.  N.  Macklin,   et   al.   (2012).   "Competing  pathways   control   host  resistance   to   virus   via   tRNA   modification   and   programmed   ribosomal  frameshifting."  Mol  Syst  Biol  8:  567.  

Mehlgarten,  C.,  D.  Jablonowski,  et  al.  (2010).  "Elongator  function  in  tRNA  wobble  uridine   modification   is   conserved   between   yeast   and   plants."   Mol  Microbiol  76(5):  1082-­‐94.  

Milon,   P.,   A.   L.   Konevega,   et   al.   (2008).   "Kinetic   checkpoint   at   a   late   step   in  translation  initiation."  Mol  Cell  30(6):  712-­‐20.  

Moura,   G.   R.,   M.   Pinheiro,   et   al.   (2011).   "Species-­‐specific   codon   context   rules  unveil  non-­‐neutrality  effects  of  synonymous  mutations."  PLoS  One  6(10):  e26817.  

Nakai,   Y.,   M.   Nakai,   et   al.   (2008).   "Thio-­‐modification   of   yeast   cytosolic   tRNA  requires   a   ubiquitin-­‐related   system   that   resembles   bacterial   sulfur  transfer  systems."  J  Biol  Chem  283(41):  27469-­‐76.  

Nawrot,   B.,   E.   Sochacka,   et   al.   (2011).   "tRNA   structural   and   functional   changes  induced  by  oxidative  stress."  Cell  Mol  Life  Sci  68(24):  4023-­‐32.  

Nesvizhskii,   A.   I.,   A.   Keller,   et   al.   (2003).   "A   statistical   model   for   identifying  proteins  by  tandem  mass  spectrometry."  Anal  Chem  75(17):  4646-­‐58.  

Page 81: Rights / License: Research Collection In Copyright - Non ...6644/eth... · Vanessa Anissa Nathalie Rezgui M.Sc. University of Geneva born on April, 28th 1981 citizen of Switzerland

References

79

Noma,  A.,  Y.  Sakaguchi,  et  al.  (2009).  "Mechanistic  characterization  of  the  sulfur-­‐relay   system   for   eukaryotic   2-­‐thiouridine   biogenesis   at   tRNA   wobble  positions."  Nucleic  Acids  Res  37(4):  1335-­‐52.  

Nwagwu,  M.  and  M.  Nana  (1980).  "Ribonucleic  acid  synthesis  in  embryonic  chick  muscle,   rates   of   synthesis   and   half-­‐lives   of   transfer   and   ribosomal   RNA  species."  J  Embryol  Exp  Morphol  56:  253-­‐67.  

Ogle,  J.  M.,  A.  P.  Carter,  et  al.  (2003).  "Insights  into  the  decoding  mechanism  from  recent  ribosome  structures."  Trends  Biochem  Sci  28(5):  259-­‐66.  

Pape,   T.,   W.   Wintermeyer,   et   al.   (1999).   "Induced   fit   in   initial   selection   and  proofreading  of  aminoacyl-­‐tRNA  on  the  ribosome."  EMBO  J  18(13):  3800-­‐7.  

Pape,  T.,  W.  Wintermeyer,  et  al.  (2000).  "Conformational  switch  in  the  decoding  region   of   16S   rRNA  during   aminoacyl-­‐tRNA   selection   on   the   ribosome."  Nat  Struct  Biol  7(2):  104-­‐7.  

Patil,  A.,  C.  T.  Chan,  et  al.  (2012).  "Translational  infidelity-­‐induced  protein  stress  results   from   a   deficiency   in   Trm9-­‐catalyzed   tRNA   modifications."   RNA  Biol  9(7).  

Patil,   A.,   M.   Dyavaiah,   et   al.   (2012).   "Increased   tRNA   modification   and   gene-­‐specific   codon   usage   regulate   cell   cycle   progression   during   the   DNA  damage  response."  Cell  Cycle  11(19).  

Pedrioli,   P.  G.,   J.  K.  Eng,   et   al.   (2004).   "A   common  open   representation  of  mass  spectrometry   data   and   its   application   to   proteomics   research."   Nat  Biotechnol  22(11):  1459-­‐66.  

Pedrioli,   P.  G.,   S.   Leidel,   et   al.   (2008).   "Urm1  at   the   crossroad  of  modifications.  'Protein  Modifications:  Beyond  the  Usual  Suspects'  Review  Series."  EMBO  Rep  9(12):  1196-­‐202.  

Pelet,   S.,   R.   Dechant,   et   al.   (2012).   "An   integrated   image   analysis   platform   to  quantify  signal  transduction  in  single  cells."  Integr  Biol  (Camb).  

Percudani,   R.,   A.   Pavesi,   et   al.   (1997).   "Transfer   RNA   gene   redundancy   and  translational   selection   in   Saccharomyces   cerevisiae."   J   Mol   Biol  268(2):  322-­‐30.  

Petroski,   M.   D.,   G.   S.   Salvesen,   et   al.   (2011).   "Urm1   couples   sulfur   transfer   to  ubiquitin-­‐like  protein  function  in  oxidative  stress."  Proc  Natl  Acad  Sci  U  S  A  108(5):  1749-­‐50.  

Phizicky,  E.  M.  and  J.  D.  Alfonzo  (2010).  "Do  all  modifications  benefit  all  tRNAs?"  FEBS  Lett  584(2):  265-­‐71.  

Phizicky,   E.   M.   and   A.   K.   Hopper   (2010).   "tRNA   biology   charges   to   the   front."  Genes  Dev  24(17):  1832-­‐60.  

Pluta,   K.,   O.   Lefebvre,   et   al.   (2001).   "Maf1p,   a   negative   effector   of   RNA  polymerase  III  in  Saccharomyces  cerevisiae."  Mol  Cell  Biol  21(15):  5031-­‐40.  

Salas-­‐Marco,   J.   and   D.   M.   Bedwell   (2005).   "Discrimination   between   defects   in  elongation   fidelity   and   termination   efficiency   provides   mechanistic  insights  into  translational  readthrough."  J  Mol  Biol  348(4):  801-­‐15.  

Sardana,  R.   and  A.  W.   Johnson   (2012).   "The  methyltransferase   adaptor  protein  Trm112   is   involved   in   biogenesis   of   both   ribosomal   subunits."  Mol   Biol  Cell.  

Page 82: Rights / License: Research Collection In Copyright - Non ...6644/eth... · Vanessa Anissa Nathalie Rezgui M.Sc. University of Geneva born on April, 28th 1981 citizen of Switzerland

References

80

Schlieker,   C.   D.,   A.   G.   Van   der   Veen,   et   al.   (2008).   "A   functional   proteomics  approach   links   the   ubiquitin-­‐related   modifier   Urm1   to   a   tRNA  modification  pathway."  Proc  Natl  Acad  Sci  U  S  A  105(47):  18255-­‐60.  

Shaheen,  H.  H.  and  A.  K.  Hopper  (2005).   "Retrograde  movement  of   tRNAs   from  the   cytoplasm   to   the   nucleus   in   Saccharomyces   cerevisiae."   Proc   Natl  Acad  Sci  U  S  A  102(32):  11290-­‐5.  

Shtynberg,  D.   (submitted).   "iProphet:   Improved  statistical  validation  of  peptide  identification  in  shotgun  proteomics."  Mol  Cell  Proteomics.  

Smyth,  G.  K.  (2004).  "Linear  models  and  empirical  bayes  methods  for  assessing  differential   expression   in  microarray   experiments."   Stat  Appl  Genet  Mol  Biol  3:  Article3.  

Svejstrup,   J.  Q.  (2007).  "Elongator  complex:  how  many  roles  does   it  play?"  Curr  Opin  Cell  Biol  19(3):  331-­‐6.  

Tats,   A.,   T.   Tenson,   et   al.   (2008).   "Preferred   and   avoided   codon   pairs   in   three  domains  of  life."  BMC  Genomics  9:  463.  

Team,   T.   R.   D.   C.   (2010).   R:   A   Language   and   Environment   for   Statistical  Computing,  R  Foundation  for  Statistical  Computing.  

Thompson,  D.  M.,  C.  Lu,  et  al.  (2008).  "tRNA  cleavage  is  a  conserved  response  to  oxidative  stress  in  eukaryotes."  RNA  14(10):  2095-­‐103.  

Thompson,   D.  M.   and   R.   Parker   (2009).   "The   RNase   Rny1p   cleaves   tRNAs   and  promotes  cell  death  during  oxidative  stress  in  Saccharomyces  cerevisiae."  J  Cell  Biol  185(1):  43-­‐50.  

Tuller,   T.,   A.   Carmi,   et   al.   (2010).   "An   evolutionarily   conserved  mechanism   for  controlling  the  efficiency  of  protein  translation."  Cell  141(2):  344-­‐54.  

Umeda,   N.,   T.   Suzuki,   et   al.   (2005).   "Mitochondria-­‐specific   RNA-­‐modifying  enzymes   responsible   for   the   biosynthesis   of   the   wobble   base   in  mitochondrial   tRNAs.   Implications   for   the   molecular   pathogenesis   of  human  mitochondrial  diseases."  J  Biol  Chem  280(2):  1613-­‐24.  

Urbonavicius,   J.,   Q.   Qian,   et   al.   (2001).   "Improvement   of   reading   frame  maintenance   is   a   common   function   for   several   tRNA   modifications."  EMBO  J  20(17):  4863-­‐73.  

van   den  Born,   E.,   C.   B.   Vagbo,   et   al.   (2011).   "ALKBH8-­‐mediated   formation   of   a  novel   diastereomeric   pair   of   wobble   nucleosides   in   mammalian   tRNA."  Nat  Commun  2:  172.  

Van  der  Veen,  A.  G.,  K.  Schorpp,  et  al.  (2011).  "Role  of  the  ubiquitin-­‐like  protein  Urm1  as  a  noncanonical  lysine-­‐directed  protein  modifier."  Proc  Natl  Acad  Sci  U  S  A  108(5):  1763-­‐70.  

Vendeix,   F.   A.,   F.   V.   t.  Murphy,   et   al.   (2012).   "Human   tRNA(Lys3)(UUU)   is   pre-­‐structured   by   natural   modifications   for   cognate   and   wobble   codon  binding  through  keto-­‐enol  tautomerism."  J  Mol  Biol  416(4):  467-­‐85.  

Wei,  Y.  and  X.  S.  Zheng  (2011).  "Maf1  regulation:  a  model  of  signal  transduction  inside  the  nucleus."  Nucleus  1(2):  162-­‐5.  

Yamasaki,   S.,   P.   Ivanov,   et   al.   (2009).   "Angiogenin   cleaves   tRNA   and   promotes  stress-­‐induced  translational  repression."  J  Cell  Biol  185(1):  35-­‐42.  

Yarian,  C.,  M.  Marszalek,  et  al.  (2000).  "Modified  nucleoside  dependent  Watson-­‐Crick  and  wobble  codon  binding  by   tRNALysUUU  species."  Biochemistry  39(44):  13390-­‐5.  

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References

81

Yasukawa,  T.,  Y.  Kirino,  et  al.  (2005).  "Wobble  modification  deficiency  in  mutant  tRNAs  in  patients  with  mitochondrial  diseases."  FEBS  Lett  579(13):  2948-­‐52.  

Zaborske,   J.   and   T.   Pan   (2010).   "Genome-­‐wide   analysis   of   aminoacylation  (charging)  levels  of  tRNA  using  microarrays."  J  Vis  Exp(40).  

Zaborske,   J.   M.,   J.   Narasimhan,   et   al.   (2009).   "Genome-­‐wide   analysis   of   tRNA  charging  and  activation  of   the  eIF2  kinase  Gcn2p."   J  Biol  Chem  284(37):  25254-­‐67.  

Zaher,  H.  S.  and  R.  Green  (2011).  "A  primary  role   for  release  factor  3   in  quality  control   during   translation   elongation   in   Escherichia   coli."   Cell   147(2):  396-­‐408.  

Zhang,   G.,   M.   Hubalewska,   et   al.   (2009).   "Transient   ribosomal   attenuation  coordinates   protein   synthesis   and   co-­‐translational   folding."   Nat   Struct  Mol  Biol  16(3):  274-­‐80.  

   

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Abbreviations

82

6 ABBREVIATIONS

A-site aminoacyl-site

aa amino-acid

aa-tRNA aminoacyl-tRNA

ASL anticodon stem loop

CFP cyan fluorescent protein

CHX cycloheximide

CPM counts per minutes

E-site exit-site

ELP elongator protein

FDR false discovery rate

GAL galactose

GO gene ontology

GST glutathione S-transferase

GTP guanidine triphosphate

HygroB hygromycin B

KAN kanamycin resistance cassette

mcm5 5-methoxy-carbonyl-methyl

mcm5s2 5-methoxy-carbonyl-methyl-2-thio

MERRF Myoclonic Epilepsy with Ragged Red Fibers

MELAS Mitochondrial Encephalopathy Lactic Acidosis with Stroke-like

episode