scholarly journals Scikit-ribo: Accurate estimation and robust modeling of translation dynamics at codon resolution

2017 ◽  
Author(s):  
Han Fang ◽  
Yi-Fei Huang ◽  
Aditya Radhakrishnan ◽  
Adam Siepel ◽  
Gholson J. Lyon ◽  
...  

AbstractRibosome profiling (Riboseq) is a powerful technique for measuring protein translation, however, sampling errors and biological biases are prevalent and poorly understand. Addressing these issues, we present Scikit-ribo (https://github.com/hanfang/scikit-ribo), the first open-source software for accurate genome-wide A-site prediction and translation efficiency (TE) estimation from Riboseq and RNAseq data. Scikit-ribo accurately identifies A-site locations and reproduces codon elongation rates using several digestion protocols (r = 0.99). Next we show commonly used RPKM-derived TE estimation is prone to biases, especially for low-abundance genes. Scikit-ribo introduces a codon-level generalized linear model with ridge penalty that correctly estimates TE while accommodating variable codon elongation rates and mRNA secondary structure. This corrects the TE errors for over 2000 genes in S. cerevisiae, which we validate using mass spectrometry of protein abundances (r = 0.81) and allows us to determine the Kozak-like sequence directly from Riboseq. We conclude with an analysis of coverage requirements needed for robust codon-level analysis, and quantify the artifacts that can occur from cycloheximide treatment.

2018 ◽  
Author(s):  
Shuping Zhang ◽  
Alejandra Macias-Garcia ◽  
Jacob C. Ulirsch ◽  
Jason Velazquez ◽  
Vincent L. Butty ◽  
...  

AbstractIron and heme play central roles in red blood cell production. However, the mechanisms by which iron and heme levels coordinate erythropoiesis remain incompletely understood. HRI is a heme-regulated kinase that controls translation by phosphorylating eIF2α. Here, we investigate the global impact of iron, heme and HRI on protein translation in vivo in murine primary erythroblasts using ribosome profiling. By defining the underlying changes in translation during iron and HRI deficiencies, we validate known regulators of this process, including Atf4, and identify novel pathways such as co-regulation of ribosomal protein mRNA translation. Surprisingly, we found that heme and HRI pathways, but not iron-regulated pathways, mediate the major protein translational and transcriptional responses to iron deficiency in erythroblasts in vivo and thereby identify previously unappreciated regulators of erythropoiesis. Our genome-wide study uncovers the major impact of the HRI-mediated integrated stress response for the adaptation to iron deficiency anemia.


Author(s):  
William A. Barr ◽  
Ruchi B. Sheth ◽  
Jack Kwon ◽  
Jungwoo Cho ◽  
Jacob W. Glickman ◽  
...  

AbstractLevels of protein translation by ribosomes are governed both by features of the translation machinery as well as sequence properties of the mRNAs themselves. We focus here on a striking three-nucleotide periodicity, characterized by overrepresentation of GCN codons and underrepresentation of G at the second position of codons, that is observed in Open Reading Frames (ORFs) of mRNAs. Our examination of mRNA sequences in Saccharomyces cerevisiae revealed that this periodicity is particularly pronounced in the initial codons--the ramp region--of ORFs of genes with high protein expression. It is also found in mRNA sequences immediately following non-standard AUG start sites, located upstream or downstream of the standard annotated start sites of genes. To explore the possible influences of the ramp GCN periodicity on translation efficiency, we tested edited ramps with accentuated or depressed periodicity in two test genes, SKN7 and HMT1. Greater conformance to (GCN)n was found to significantly depress translation, whereas disrupting conformance had neutral or positive effects on translation. Our recent Molecular Dynamics analysis of a subsystem of translocating ribosomes in yeast revealed an interaction surface that H-bonds to the +1 codon that is about to enter the ribosome decoding center A site. The surface, comprised of 16S/18S rRNA C1054 and A1196 (E. coli numbering) and R146 of ribosomal protein Rps3, preferentially interacts with GCN codons, and we hypothesize that modulation of this mRNA-ribosome interaction may underlie GCN-mediated regulation of protein translation. Integration of our expression studies with large-scale reporter studies of ramp sequence variants suggests a model in which the C1054-A1196-R146 (CAR) interaction surface can act as both an accelerator and braking system for ribosome translation.


2015 ◽  
Author(s):  
Yi Zhong ◽  
Theofanis Karaletsos ◽  
Philipp Drewe ◽  
Vipin Thankam T Sreedharan ◽  
David Kuo ◽  
...  

Motivation: Deep sequencing based ribosome footprint profiling can provide novel insights into the regulatory mechanisms of protein translation. However, the observed ribosome profile is fundamentally confounded by transcriptional activity. In order to decipher principles of translation regulation, tools that can reliably detect changes in translation efficiency in case-control studies are needed. Results: We present a statistical framework and analysis tool, RiboDiff, to detect genes with changes in translation efficiency across experimental treatments. RiboDiff uses generalized linear models to estimate the over-dispersion of RNA-Seq and ribosome profiling measurements separately, and performs a statistical test for differential translation efficiency using both mRNA abundance and ribosome occupancy. Availability: Source code and documentation are available at http://github.com/ratschlab/ribodiff. Supplementary Material can be found at http://bioweb.me/ribo.


2016 ◽  
Author(s):  
Adam J Hockenberry ◽  
Adam R Pah ◽  
Michael C Jewett ◽  
Luís AN Amaral

Studies dating back to the 1970s established that binding between the anti-Shine-Dalgarno (aSD) sequence on prokaryotic ribosomes and mRNA helps to facilitate translation initiation. The location of aSD binding relative to the start codon, the full extents of the aSD sequence, and the functional form of the relationship between aSD binding and translation efficiency are important parameters that remain ill defined in the literature. Here, we leverage genome-wide estimates of translation efficiency to determine these parameters and show that anti-Shine-Dalgarno sequence binding increases the translation of endogenous mRNAs on the order of 50%. Our findings highlight the non-linearity of this relationship, showing that translation efficiency is maximized for sequences with intermediate aSD binding strengths. These mechanistic insights are highly robust; we find nearly identical results in ribosome profiling datasets from 3 highly diverged bacteria, as well as independent genome-scale estimates and controlled experimental data using recombinant GFP expression.


2018 ◽  
Vol 10 (8) ◽  
pp. 1902-1919 ◽  
Author(s):  
Igor B Rogozin ◽  
E Michael Gertz ◽  
Pasha V Baranov ◽  
Eugenia Poliakov ◽  
Alejandro A Schaffer

Blood ◽  
2014 ◽  
Vol 124 (21) ◽  
pp. 2658-2658
Author(s):  
Klaske A.M.H. Thiadens ◽  
Eleonora de Klerk ◽  
Ivo F.A.C. Fokkema ◽  
Peter A.C. ‘t Hoen ◽  
Marieke von Lindern

Abstract The erythroid progenitor compartment possesses a large expansion capacity, both in vivo and in vitro, which enables a rapid restoration of peripheral erythrocytes following severe blood loss. This expansion is tightly regulated to maintain erythrocyte numbers between narrow boundaries, and to balance expansion of the erythroid compartment against the availability of iron for heme and haemoglobin production. We previously observed that control of mRNA translation is crucial for expansion of the erythroid compartment. We also showed that translation of specific transcripts is impaired in Diamond Blackfan Anemia (DBA), a severe congenital anemia due to defective ribosome biosynthesis. Transcripts can be subject to translational control through domains in the 5’- or 3’UTR, including secondary structures, protein binding sequences and upstream open reading frames (uORFs). The presence of uORFs, including those starting at non-AUG codons in the 5’UTR, may alter the level of mRNA translation, but may also result in the expression of alternative protein isoforms because translation initiation may be redirected to more downstream start codons. The aim of our current studies is to provide a genome wide map of mRNA translation efficiency during erythropoiesis that can be used to investigate defective mRNA translation in, for instance, DBA. Ribosome profiling is a genome wide high-throughput sequencing technology for global mapping of translation initiation sites that allows translation analysis with codon resolution at the genome wide level. We first investigated translational changes occurring during differentiation of mouse erythroblasts. We used p53-deficient, growth factor dependent and differentiation competent immortalized erythroblast cultures that were expanded in presence of erythropoietin (Epo), stem cell factor (SCF) and glucocorticoids as T0, and subsequently differentiated the cells in presence of Epo for 17 and 46 hours (T17, and T46 samples). To obtain ribosome footprints, the cells were treated for 7 minutes with harringtonin or solvent, and subsequently for 5 minutes with cycloheximide, which arrests translation by stabilizing the ribosomes at translation initiation codons, or on all codons, respectively. We used optimized protocols for ribosome footprinting and data analysis, and focused the analysis on transcripts containing uORFs. First we performed a qualitative analysis of start codon usage. The ribosome footprint data proved to be superior to previously used polyribosome recruitment. In some cases polysome recruitment appeared to represent translation of an uORFs while the protein coding ORF is hardly translated (e.g. Csf2rb2, Puma). In another set of transcripts, we found uORFs that are differentially translated during differentiation, and thereby regulate differential translation from a downstream start codon (e.g. Klf3, Use1, CD47, Kell). Finally, comparison of ribosome footprints determined in erythroblasts and in myoblasts/myotubes revealed tissue specific translation regulation of otherwise ubiquitously expressed transcripts among which transcripts encoding ribosomal proteins. Second, we will perform quantitative analysis of mRNA translation in erythropoiesis through the comparison of ribosome footprint reads in an ORF with total mRNA reads obtained from total mRNA sequencing of the same sample. The obtained insight in transcript specific translation at codon resolution is of great value to understand many cellular processes during erythropoiesis, and will be of particular interest to understand responses to iron availability and reactive oxygen species that particularly affect translation of transcripts harboring uORFs. Disclosures No relevant conflicts of interest to declare.


2017 ◽  
Author(s):  
Gareth J Morgan ◽  
David H Burkhardt ◽  
Jeffery W Kelly ◽  
Evan T Powers

ABSTRACTCellular protein levels are dictated by the balance between gene transcription, mRNA translation and protein degradation, among other factors. Cells must manage their proteomes during stress; one way in which they may do so, in principle, is by differential translation. We used ribosome profiling to directly monitor translation inE. coliat 30 °C and investigate how this changes after 10-20 minutes of heat shock at 42 °C. Translation is controlled by the interplay of several RNA hybridization processes, which are expected to be temperature sensitive. However, translation efficiencies are robustly maintained after thermal heat shock and after mimicking the heat shock response transcriptional program at 30 °C. Several gene-specific parameters correlated with translation efficiency, including predicted mRNA structure and whether a gene is cotranslationally translocated into the inner membrane. Genome-wide predictions of the temperature dependence of mRNA structure suggest that relatively few genes show a melting transition between 30 °C and 42 °C, consistent with our observations. A linear model with five parameters can predict 33% of the variation in translation efficiency between genes, which may be useful in interpreting transcriptome data.


2021 ◽  
Author(s):  
Yu Rebecca Miao ◽  
Can Cenik ◽  
Dadi Jiang ◽  
Kazue Mizuno ◽  
Grace Caiyun Li ◽  
...  

B-cell maturation antigen (BCMA) is critical for the viability of Multiple Myeloma (MM) tumor cells and targeting BCMA poses a remarkable opportunity as a potential therapeutic in this cancer. Recent approval of BCMA directed CAR-T and Antibody-Drug-Conjugates (ADCs) have revolutionized MM treatment landscape. Despite such clinical success, treatment resistance and dose limiting toxicity remain as major clinical challenges. Using ribosome profiling, we established a molecular link between BCMA signaling inhibition and protein translation machinery. In addition, BCMA signaling alters the translation efficiency of a transcriptional regulator ATMIN without changing the total mRNA transcript level. Furthermore, ATMIN can transcriptionally regulate IL-6, a critical survival factor for MM. To inhibit the BCMA signaling pathway, we devised both genetic knockdown strategy and pharmacological inhibition by using a soluble BCMA decoy receptor fusion protein (sBCMA-Fc) to trap both of its ligands, APRIL and BAFF. We demonstrated that treatment of MM tumor cells with sBCMA-Fc inhibits tumor progression in numerous in vivo and syngenic PDX tumors models without significant adverse effects. Furthermore, the addition of sBCMA-Fc treatment can restore bortezomib sensitivity in previously bortezomib resistant MM tumors, further adding to its therapeutic value in the treatment of relapse /refractory MM patients. Inhibiting BCMA signaling through neutralization of its ligands APRIL and BAFF with a sBCMA-Fc fusion protein represents a safe and efficacious treatment strategy for the treatment of relapse and refractory MM.


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