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Name: _____________________
Biology 308 Homework Assignment 1 (10 points)
Word documents only. No PDF. Due Date: Wednesday January 15th by 11:59PM on Blackboard
Directions: Use the article (when applicable) Cells Alter their tRNA Abundance to Selectively Regulate
Protein Synthesis During Stress Conditions.
Please do not share your answers with other students. Discussion is important, and can be helpful, but
not providing your answer to another student. If you need clarification (not an answer), then schedule an
office hours appointment on Monday, or see me after lab on Tuesday.
1. What would be the difference between nuclear-encoded, mitochondrial-encoded, or
chloroplast-encoded genes? (1 point)
2. The article mentions the following: “…the anticodon demand placed by the mRNA must be
balanced by the tRNA supply of the cell”. What is your interpretation of this statement in your
own words? How is this important for cell homeostasis with regard to translation? (2 points)
3. Please include a brief definition of each word below (maximum 30 words). It is acceptable to
search for the definition of the word on Google, but unacceptable to use that definition, as your
answer. I want your understanding of each word, as your answer. (2 points)
a. Oxidativeb. Osmoticc. Temperatured. Diauxic4. Investigators measured tRNA abundance under different stress conditions. The 4 stress
conditions are listed below. Please provide a brief explanation (70 words or less) on what the
findings were for each condition with the abundance of tRNAs. Note* I will only grade the first
70 words. (3 points)
a. Oxidativeb. Osmoticc. Temperatured. Diauxic5. In the discussion section of the article, they state the following:
“…we suggest that changes in the tRNA pool ensure that newly synthesized stress-related
transcripts are selectively translated with higher efficiency by the ribosome compared to the
already present mRNA, thereby leading to a selective increase in the abundance of the required
proteins.” How does Figure 5 help support this excerpt? Use the information from Figure 5 to
make your explanation valid. Maximum 50 words. (2 points)
SCIENCE SIGNALING | RESEARCH ARTICLE
STRESS RESPONSES
Cells alter their tRNA abundance to selectively regulate
protein synthesis during stress conditions
Marc Torrent1,2*†, Guilhem Chalancon1*, Natalia S. de Groot1‡, Arthur Wuster1§, M. Madan Babu1†
Decoding the information in mRNA during protein synthesis relies on tRNA adaptors, the abundance of which can
affect the decoding rate and translation efficiency. To determine whether cells alter tRNA abundance to selectively
regulate protein expression, we quantified changes in the abundance of individual tRNAs at different time points
in response to diverse stress conditions in Saccharomyces cerevisiae. We found that the tRNA pool was dynamic
and rearranged in a manner that facilitated selective translation of stress-related transcripts. Through genomic
analysis of multiple data sets, stochastic simulations, and experiments with designed sequences of proteins with
identical amino acids but altered codon usage, we showed that changes in tRNA abundance affected protein
expression independently of factors such as mRNA abundance. We suggest that cells alter their tRNA abundance
to selectively affect the translation rates of specific transcripts to increase the amounts of required proteins under
diverse stress conditions.
Translation of mRNAs into proteins is a central step during gene
expression. The information in mRNA, encoded by 61 different
nucleotide triplets (codons), is decoded into a protein that is
composed of 20 different amino acids. In Saccharomyces cerevisiae,
42 nuclear-encoded transfer RNAs (tRNAs) (1) recognize the 61
codons and bring the corresponding amino acids to the ribosome
to facilitate protein synthesis through the formation of peptide
bonds. To ensure effective protein synthesis and cellular homeosta
sis, the anticodon demand placed by the mRNA must be balanced by
the tRNA supply of the cell (2–6). An imbalance between mRNA
codon usage and cognate tRNAs can affect the polypeptide elongation rate in ribosomes and induce pauses during translation
that may have wide implications for homeostasis, protein quality
control, and disease (7). These pauses may be due to changes in
tRNA abundance (8, 9) or modifications in certain bases (such as
those in the anticodon stem) (10–12).
Despite their central role in translation, tRNAs are seen primarily as adaptor molecules with the function of ensuring correct
translation (13). However, this view has been expanded by findings
that demonstrate the tissue-specific expression of tRNA molecules
(14) and changes in global tRNA abundance and modification
during the cell cycle, development, and disease (15–18), among
others (13, 19–23). In yeast, stress-responsive genes are highly
expressed but are unexpectedly enriched in codons that use rare
tRNAs (24). We hypothesized that a dynamic tRNA pool might
regulate efficient and selective translation of certain genes during
stress conditions.
1
Laboratory of Molecular Biology, Medical Research Council, Francis Crick Avenue,
CB2 0QH Cambridge, UK. 2Systems Biology of Infection Lab, Department of
Biochemistry and Molecular Biology, Universitat Autònoma de Barcelona, 08193
Barcelona, Spain.
*Joint first authors.
†Corresponding author. Email: marc.torrent@uab.cat (M.T.); madanm@mrc-lmb.
cam.ac.uk (M.M.B.)
‡Present address: Center for Genomic Regulation, Parc de Recerca Biomèdica
de Barcelona, Aiguader 88, 08003 Barcelona, Spain.
§Present address: Department of Human Genetics and Department of Bioinformatics and Computational Biology, Genentech Inc., South San Francisco, CA
94080, USA.
Torrent et al., Sci. Signal. 11, eaat6409 (2018)
4 September 2018
RESULTS
Quantifying changes in tRNA abundance under diverse
stress conditions
We first quantified changes in abundance of each of the 42 nuclear-
encoded tRNAs during adaptation to different stress conditions
in the yeast S. cerevisiae using reverse transcription quantitative
polymerase chain reaction (RT-qPCR) (Fig. 1A; table S1; fig. S1, A and B;
and data file S1). There are several approaches for quantifying tRNA
abundance, which include tRNA microarrays (25), Northern blot (26),
and sequencing-based methods (22). Each of these approaches has
their strengths and limitations based on various considerations such
as detection sensitivity, scalability, and the ability to resolve the
identity of tRNAs and discriminate cleaved tRNA fragments from
mature tRNA, as well as effects of tRNA modifications. Although
the efficiency of reverse transcription may vary due to nucleotide
modifications in tRNAs, this approach has been validated as a
reliable method to quantify mature tRNAs (22, 27).
Measurement of the relative tRNA abundance profiles under four
different stress conditions (oxidative stress, osmotic stress, temperature stress, and diauxic shift) at three different time points (20, 60,
and 120 min) revealed that tRNA abundances changed substantially
(about 2 to 5 log2 fold change; Fig. 1B) in a reproducible manner
(fig. S2). Analysis of the changes in relative abundance of the individual tRNAs immediately upon stress revealed that decreasing the
abundance of existing tRNA molecules (possibly through rapid degradation) could be a mechanism that changed relative tRNA abundance
under different stress conditions (except under temperature stress)
(Fig. 1C). The abundance of some tRNA molecules increased for all
stress conditions except during oxidative stress, suggesting that active
transcription could be another mechanism that regulates tRNA
abundance during stress. At 120 min after stress, a higher proportion of the tRNA molecules showed decreased abundance, suggesting
that repression of transcription- or degradation-based mechanisms
might be a prevalent mechanism to alter tRNA abundance upon prolonged exposure to different stress conditions (Fig. 1C).
Patterns of changes in tRNA abundance during stress
Using t-distributed stochastic neighborhood embedding [t-SNE (28)]
and K-means clustering, we analyzed the patterns of tRNA expression
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INTRODUCTION
Copyright © 2018
The Authors, some
rights reserved;
exclusive licensee
American Association
for the Advancement
of Science. No claim to
original U.S. Government
Works. Distributed
under a Creative
Commons Attribution
License 4.0 (CC BY).
SCIENCE SIGNALING | RESEARCH ARTICLE
observations indicate that under stress
conditions, the tRNA pool is rearranged
to adopt a complex structure that may
influence translation.
On one hand, the abundance of C1
tRNAs either increased or remained
stable during stress compared to normal
conditions (Fig. 2B). This result is consist
ent with the notion that a decrease in
the abundance of these essential tRNAs
would likely negatively affect cellular
B
fitness (21). On the other hand, the abundance of C2 tRNAs marginally decreased
or remained stable and that of C3 tRNAs
decreased under all stress conditions and
at all time points (Fig. 2B). Because C1
and C3 tRNAs primarily decode nonoptimal codons, we reasoned that the differences in their abundance might have a role
in protein production by controlling the
rate at which transcripts with nonoptimal
codons are translated. The tRNAs coding
for Glu, Cys, and Gly showed reduced abun
dance under all stress conditions (Fig. 1B).
These are the three amino acids that are
required for the nonribosomal synthesis
C
of the antioxidant glutathione (GSH),
which is required for adaptation to stress
conditions (29). One possible explanation is that a feedback mechanism between
the nonribosomal GSH biosynthesis pathway and ribosomal protein translation
could have evolved to ensure that the
precursor amino acids are available in
higher abundance for GSH production
under stress conditions.
From a kinetic perspective, our results
showed that after 20 min of exposure to
stress, changes in tRNA abundances were
Fig. 1. Quantification of change in abundance of yeast tRNAs during stress. (A) Yeast cells were grown in YPD
most different within and across stress
(yeast extract, peptone, and dextrose) at 30°C and then challenged with four different stress conditions: (i) temperature
stress by increasing incubation temperature from 30° to 37°C, (ii) osmotic stress by increasing sorbitol concentration
conditions, as indicated by their average
from 0 to 1 M, (iii) oxidative stress by increasing H2O2 concentration from 0 to 0.5 mM, and (iv) diauxic shift by
correlation, which was calculated as the
changing the carbon source of the media from 2\% glucose to 2\% ethanol. For each condition, change in abundance
average Pearson correlation on the off-
of individual tRNAs was measured by qPCR with respect to normal, nonstressed conditions at three different time
diagonal elements (Fig. 2C). After 60 min
points: 20, 60, and 120 min (all in biological triplicates). (B) Hierarchical clustering of tRNAs based on their relative
of exposure, we found a better correlation
changes in abundance over time (average fold change of n = 3 biological replicates). (C) Pie charts of the proportion
(Fig. 2C); however, the correlation was the
of up- and down-regulated tRNAs under different stress conditions. DNase I, deoxyribonuclease I; cDNA, complehighest for prolonged stress (t = 120 min)
mentary DNA; RNase A, ribonuclease A.
(Fig. 2C). The observed changes in tRNA
fold change during stress suggested a
across the 12 conditions and time points and found that tRNAs can biphasic behavior during adaptation to stress (fig. S3): An immediate
be segregated into three clusters (C1, C2, and C3) (Fig. 2A). The transient response (at 20 min) with stress-specific variations, followed
distribution of tRNAs among the three clusters corresponded to key by a long-term adapted response (at 120 min) in which the tRNA
functional features. C1 contained four of five tRNAs that are coded pool is remodeled to a similar extent under all stress conditions
by single essential genes and six of seven tRNAs that are unique but altered relative to the nonstress condition.
acceptors of their amino acid (Fig. 2A). Almost all tRNAs in C3
(7 of 8) and more than half of the tRNAs in C1 (9 of 16) contained Genome-scale analysis of adaptation to tRNA
nonoptimal anticodons (namely, those that can form a wobble abundance changes
codon-anticodon pair with low affinity). In contrast, C2 was de- Given that the tRNA abundance influences the decoding rate of codons
pleted of tRNAs that carry nonoptimal anticodons (4 of 14). These during translation (7, 30), our observations implied that the rate of
A
4 September 2018
2 of 9
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Torrent et al., Sci. Signal. 11, eaat6409 (2018)
SCIENCE SIGNALING | RESEARCH ARTICLE
A
t-SNE clustering of tRNA based on differential expression
300
Single-gene coded essential tRNA
CUG-Gln
AGA-Ser
200
C
UGC-Ala
C1
Unique tRNA for its amino acid
CCU-Arg
Nonessential isoacceptor tRNA
UUG-Gln
GUC-Asp
20 min
(µ r20 = 0.29)
GUU-Asn
CGU-Thr
GAA-Phe
UUU-Lys
CCG-Arg
GUG-His
100
Temperature
0.05
0.39
1
0.77
Diauxic
0.77
1
Osmotic
AAU-Ile
Osmotic
UAA-Leu
GAG-Leu
AGG-Pro
0.34
Diauxic
C2
Oxidative
0.39
−0.04 0.34
UGU-Thr
CCA-Trp
0
0.05 −0.04
1
Temperature
GUA-Tyr
0.30
Oxidative
Dimension 2
UGA-Ser
1
0.30
1
0.70
0.39
0.17
Oxidative
0.70
1
0.46
0.19
Temperature
0.39
0.46
1
0.62
Diauxic
0.17
0.19
0.62
1
Osmotic
GCC-Gly
UCU-Arg
AAC-Val
AGC-Ala
100-
AGU-Thr
GCA-Cys
C3
CUU-Lys
ACG-Arg
UUC-Glu
60 min
(µ r60 = 0.42)
CGA-Ser
UAC-Val
CCC-Gly
UGG-Pro
CUC-Glu
CAC-Val
200-
UCC-Gly
GCU-Ser
UAU-Ile
Fold change (log2)
1
0.76
0.85
0.82
Diauxic
0.76
1
0.86
0.86
Temperature
0.85
0.86
1
0.94
Oxidative
0.82
0.86
0.94
1
Temperature stress
20 min
120 min
2.5
120 min
(µ r120 = 0.85)
0.0
−2.5
Osmotic
−5.0
Effect
size
C1
C2
C3
0.48 0.72
**
***
C1
C2
C3
0.53 0.61
**
**
C1
C2
C3
0.47 0.59
**
**
C1
C2
C3
0.24 0.78
***
C1
C2
C3
0.49 0.48
**
*
C1
C2
C3
0.29 0.77
***
C1
C2
C3
0.21 0.19
C1
C2
C3
0.18 0.77
***
Fig. 2. Analysis of tRNA expression patterns. (A) Multivariate analysis of the tRNA expression patterns using t-SNE and K-means clustering. Three groups of tRNAs
(C1, C2, and C3) are highlighted. All tRNAs except tRNALeu(CAA), tRNALeu(UAG) (which were outliers, assignable to C1), and the initiator tRNAMet(CAU) (assignable to C3) were
included for the visualization. (B) Fold change distribution of tRNA abundance in each group (dot plots). Horizontal dashed lines indicate threshold values for up-regulation
(+50\%) and down-regulation (−50\%). The effect sizes (rank-biserial correlation using Wendt’s criterion) of comparisons between C1-C2 and C2-C3 are indicated for each
stress condition. P values are computed using Mann-Whitney U test, *P < 0.05, **P < 0.01, ***P < 0.001. (C) Pairwise correlation matrices showing the similarity of changes
in tRNA abundance across the four stress conditions after 20, 60, and 120 min. Each cell shows the Pearson’s r correlation coefficient, with negative and positive values
colored in shades of red and blue, respectively. r represents global r values for each time point.
protein synthesis of individual genes might be selectively affected
during stress. To investigate this notion, we first measured the
extent to which the codon usage of all yeast genes was adapted
to the tRNA abundance under normal and each of the four stress conditions. This was quantified by computing the tRNA adaptation
index under normal conditions (n-tAI) and a newly developed metric,
stress-adjusted tAI for each of the four stress conditions (s-tAI)
(Fig. 3A, and data files S2 and S3), using the experimental measurements described above. For each stress condition, we identified genes
that were better adapted, not affected, and less adapted to the experimentally measured tRNA pool by obtaining a z score of the rank
change of their n-tAI and s-tAI values [Fig. 3A (orange, gray, and
red data points) and data file S3].
We found that the genes with better codon adaptation to the
tRNA pool under the different stress conditions were specifically enriched for functions related to external stimulus responses (Fig. 3A
and fig. S4). Genes whose codon adaptation was not substantially
altered were enriched in ribosomal proteins and translation machinery. Finally, the ones whose codon usage patterns were less well
adapted were enriched in anabolic functions such as amino acid
Torrent et al., Sci. Signal. 11, eaat6409 (2018)
4 September 2018
and lipid biosynthesis enzymes and tricarboxylic acid cycle (Fig. 3A,
fig. S4, and data file S4). Although this observation suggested that
the translation efficiency (TE) of certain genes might be selectively
altered, we still observed a global positive correlation between tRNA
supply and codon demand under all stress conditions, suggesting that
overall translation was unlikely to be substantially compromised
(fig. S5, A and B).
Alteration in translation rate and protein abundance
during stress
To assess whether the genes that were identified as better adapted to
the tRNA pool during stress, based on the changes in s-tAI ranks
(Fig. 3A), showed a gain in TE, we analyzed experimentally derived
ribosome footprinting data measured under oxidative stress (31, 32).
The median log2 TE (or the amount of footprint normalized to
mRNA abundance) of genes with better codon adaptation under
oxidative stress was substantially higher compared to that of genes
whose adaptation remains unaffected (Fig. 3B). Genes that were
less well adapted had a lower median log2 TE compared to genes
whose adaptation remained stable during oxidative stress (Fig. 3B).
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Osmoticstress
stress
oxidative
diauxic
shift
20 min
120 min
Osmotic
Oxidative
stress
oxidative
diauxic stress
shift
20 min
120 min
Oxidative
Diauxicshift
shift
diauxic
20 min
120 min
Osmotic
B
Diauxic
300
Temperature
200
Temperature
100
Dimension 1
Diauxic
0-
Oxidative
100
SCIENCE SIGNALING | RESEARCH ARTICLE
Oxidative stress
1
2
Temperature stress
1
2
3
ILV6, CYS4, HIS4, ...
TCA cycle, oxidative phosphorylation
Legend:
3
3
Genes with large gain in tAI
(z score increased by 1.28-fold)
Other genes
(z score changed within 1.28-fold)
Genes with large loss in tAI
(z score reduced by 1.28-fold)
P < 2x 10–16P = 0.020
0.22 0.05
0.5
P = 4.20 x 10–7
P = 8.65 x 10
P = 0.368 P = 4.64 x 10–8
P = 0.363 P = 4.84 x 10–12
0
2 RPL4A, RPL13A, RPL16B, ...
Protein translation machinery
High mRNA
abundance
–6
–0.5
3
P = 2.75 x 10
Medium mRNA
abundance
–5
P = 0.319 P = 2.64 x 10 –6
–1.0
s-tAI (z score)
3
P < 2 x 10 –16
Fold change in protein abundance (log2)
1
Low mRNA
abundance
0.26
0.25
0.22
–1.5
GAA1, ERF2, LAS21, ...
DNA recombination
1
NTG1, MMS4, SLX1, ...
Response to external stimulus
1
4
2
2
C
B
Exemplars
0
Osmotic stress
−4
Diauxic shift
Ribosome profiling (oxidative stress, t = 30 min)
Fold change in translation efficiency (log2)
A
D
(...)
Ct
\%nt
n-tAI
s-tAI
100
76
0.41
0.25
0.33
0.27
0.40
100
74
0.28
0.13
0.25
0.13
0.28
100
79
0.46
0.24
0.34
0.31
0.42
100
77
0.42
0.23
0.33
0.26
0.42
Diauxic Oxidative Osmotic Temp.
stress
stress
shift
stress
0.6
r = 0.68
P = 0.0037
0.4
0.2
0.0
0.0
0.1
0.2
0.3
0.4
0.5
s-tAI
Fig. 3. Changes in the tAI during stress. (A) n-tAI (x axis) and s-tAI (y axis) were both normalized to range between 0 and 1. Dots indicate individual genes. Orange genes
have increased their z score of shift in rank more than 1.28 times in terms of tRNA adaptation (10\% of genes that are likely to b ...
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Single Subject Chris is a social worker in a geriatric case management program located in a midsize Northeastern town. She has an MSW and is part of a team of case managers that likes to continuously improve on its practice. The team is currently using an
I would start off with Linda on repeating her options for the child and going over what she is feeling with each option. I would want to find out what she is afraid of. I would avoid asking her any “why” questions because I want her to be in the here an
Summarize the advantages and disadvantages of using an Internet site as means of collecting data for psychological research (Comp 2.1) 25.0\% Summarization of the advantages and disadvantages of using an Internet site as means of collecting data for psych
Identify the type of research used in a chosen study
Compose a 1
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effect relationship becomes more difficult—as the researcher cannot enact total control of another person even in an experimental environment. Social workers serve clients in highly complex real-world environments. Clients often implement recommended inte
I think knowing more about you will allow you to be able to choose the right resources
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One thing you will need to do in college is learn how to find and use references. References support your ideas. College-level work must be supported by research. You are expected to do that for this paper. You will research
Elaborate on any potential confounds or ethical concerns while participating in the psychological study 20.0\% Elaboration on any potential confounds or ethical concerns while participating in the psychological study is missing. Elaboration on any potenti
3 The first thing I would do in the family’s first session is develop a genogram of the family to get an idea of all the individuals who play a major role in Linda’s life. After establishing where each member is in relation to the family
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Note: The requirements outlined below correspond to the grading criteria in the scoring guide. At a minimum
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Read Connecting Communities and Complexity: A Case Study in Creating the Conditions for Transformational Change
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Use the bolded black section and sub-section titles below to organize your paper. For each section
Losinski forwarded the article on a priority basis to Mary Scott
Losinksi wanted details on use of the ED at CGH. He asked the administrative resident