Ribo-DT: An automated pipeline for inferring codon dwell times from ribosome profiling data

Protein synthesis is an energy consuming process characterised as a pivotal and highly regulated step in gene expression. The net protein output is dictated by a combination of translation initiation, elongation and termination rates that have remained difficult to measure. Recently, the development of ribosome profiling has enabled the inference of translation parameters through modelling, as this method informs on the ribosome position along the mRNA. Here, we present an automated, reproducible and portable computational pipeline to infer relative single-codon and codon-pair dwell times as well as gene flux from raw ribosome profiling sequencing data. As a case study, we applied our workflow to a publicly available yeast ribosome profiling dataset consisting of 57 independent gene knockouts related to RNA and tRNA modifications. We uncovered the effects of those modifications on translation elongation and codon selection during decoding. In particular, knocking out mod5 and trm7 increases codon-specific dwell times which indicates their potential tRNA targets, and highlights effects of nucleotide modifications on ribosome decoding rate.

Circadian clock- and feeding-dependent regulation of translation initiation and elongation in the liver

Cédric Gobet

Circadian rhythms allow organisms to anticipate and adapt to periodic environmental changes related to the day-night cycle. These rhythms originate from a genetic network ticking in almost every cell of our body and the coordination between different organs, thus allowing to generate physiological outputs at the right time of the day. In the liver, which is one of the major metabolic organ of the body, gene expression has to be highly regulated by the circadian clock and feeding rhythms to generate such a timely behavior. Indeed, at every step from transcription to post-translational modifications, the circadian clock and metabolism interplay. In this context, we quantified transcription, mRNA accumulation and translation in liver from wild-type and clock-deficient mice fed ad libitum or only during the night period. RNA-Sequencing and ribosome profiling combined with mathematical modeling were used to assess rhythmic regulation along the gene expression process. Transcription was found to be the main driver of temporal mRNA accumulation and its subsequent translation. We observed a diurnal translation efficiency in genes with 5'-Terminal Oligo Pyrimidine tract (5'-TOP) sequences or with Translation Initiator of Short 5'-UTR (TISU) motifs. Remarkably, the rhythmic translation efficiency was mainly driven by feeding cues although clock-deficiency slightly affected the amplitude and phase of the oscillations. In a subsequent work, we emphasized the above analysis of translation regulation with a focus on the ribosome elongation process. A statistical model and bioinformatics pipeline were developed to infer codon dwell times from ribosome profiling data. The method has the particularity of integrating pairs of codons between the sites of the ribosome and to fit every sequencing read on an individual basis. We validated our approach on a yeast dataset and then studied extensively the mouse liver translation elongation landscape. A large dynamic range between the fastest and longest codons was uncovered in the ribosome A and P sites with strong synergic interaction of pairs of codons clustering by amino acids. In order to challenge our system, we performed drug free ribosome profiling, modified to reduce library biases, in liver of mice fed ad libitum or starved. Unexpectedly, codon dwell times were conserved between the two conditions despite a gene expression landscape reflecting low energy state of the mice and subsequent amino acid shortage. Finally, to understand how the ribosome elongation velocity is regulated by (aminoacyl)-tRNA levels, we adapted and modified a published DNA hybridization-based tRNA profiling method in liver of mice fed ad libitum or starved. While the quantified tRNAs abundance showed a large dynamic range and specific isoacceptors patterns, no differences in (aminoacyl)-tRNAs were found between the two feeding conditions. Nevertheless, tRNAs for isoleucine, asparagine, aspartate and arginine exhibited a relative low loading state compared to other tRNA in both conditions. Altogether, correlation between codon usage, codon dwell times and tRNA abundances provided insights of how translation elongation is regulated in mammals. Together, this thesis aimed to dissect the mechanisms regulating gene expression by the interplay of the circadian clock and metabolism, as well as understand how translation elongation is regulated in mammals.

EPFL2018

Ribosome profiling and dynamic regulation of translation in mammals

Cédric Gobet, Felix Naef

Protein synthesis is an energy-demanding cellular process. Consequently, a well-timed, fine-tuned and plastic regulation of translation is needed to adjust and maintain cell states under dynamically changing environments. Genome-wide monitoring of translation was recently facilitated by ribosome profiling, which uncovered key features of translation regulation. In this review, we summarize recent ribosome profiling studies in mammals providing novel insight in dynamic translation regulation, notably related to circadian rhythms, diurnal feeding/fasting cycles, cell cycle progression, stress responses, and tRNA landscapes. In particular, recent results show that regulating translation initiation and elongation represent important mechanisms used in mammalian cells to rapidly modulate protein expression in dynamically changing environments.

Elsevier2017

An algorithmic framework for genome-wide modeling and analysis of translation networks

Vassily Hatzimanikatis

The sequencing of genomes of several organisms and advances in high throughput technologies for transcriptome and proteome anal. has allowed detailed mechanistic studies of transcription and translation using math. frameworks that allow integration of both sequence-specific and kinetic properties of these fundamental cellular processes. To understand how perturbations in mRNA levels affect the synthesis of individual proteins within a large protein synthesis network, we consider here a genome-scale codon-wide model of the translation machinery with explicit description of the processes of initiation, elongation, and termination. The mechanistic codon-wide description of the translation process and the large no. of mRNAs competing for resources, such as ribosomes, requires the use of novel efficient algorithmic approaches. We have developed such an efficient algorithmic framework for genome-scale models of protein synthesis. The math. and computational framework was applied to the anal. of the sensitivity of a translation network to perturbation in the rate consts. and in the mRNA levels in the system. These studies suggest that the highest specific protein synthesis rate (protein synthesis rate per mRNA mol.) is achieved when translation is elongation-limited. We find that the mRNA species with the highest no. of actively translating ribosomes exerts max. control on the synthesis of every protein, and the response of protein synthesis rates to mRNA expression variation is a function of the strength of initiation of translation at different mRNA species. Such quant. understanding of the sensitivity of protein synthesis to the variation of mRNA expression can provide insights into cellular robustness mechanisms and guide the design of protein prodn. systems. [on SciFinder (R)]

2006

Circadian clock- and feeding-dependent regulation of translation initiation and elongation in the liver

Cédric Gobet

EPFL2018