Transcriptome-wide profiling of acute stress induced changes in ribosome occupancy level using external standards
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ABSTRACT:
PROVIDER: PRJNA876935 | ENA |
REPOSITORIES: ENA
Dataset's files
| Action | DRS | |||
|---|---|---|---|---|
| SRR21424800.fastq.gz | Fastqsanger.gz | |||
| SRR21424801.fastq.gz | Fastqsanger.gz | |||
| SRR21424802.fastq.gz | Fastqsanger.gz | |||
| SRR21424803.fastq.gz | Fastqsanger.gz | |||
| SRR21424804.fastq.gz | Fastqsanger.gz |
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Project description:Acute cellular stress is known to induce a global reduction in protein translation through suppression of cap dependent translation. However, selective translation in response to acute stress has been shown to play important roles in regulating the stress response. An accurate transcriptome-wide profile of acute cellular stress-induced translational changes has been challenging to obtain. Commonly used data normalization methods, such as quantile normalization, operate based on the assumption that any systematic shifts are artifacts introduced from experimental procedures. Consequently, if applied to profiling acute cellular stress-induced protein translation changes, these methods are expected to produce biased estimates. To address this issue, here we designed, generated, and evaluated a panel of 16 oligomers to serve as external standards for ribosome profiling studies. Using Sodium Arsenite treatment-induced oxidative stress in lymphoblastoid cell lines as a model system, we applied spike-in oligomers as external standards based on quantifications of monosomal RNA extracted from each sample. We found our spike-in oligomers to display a linear correlation between the observed and the expected, with small but significant ratio compression at the lower concentration range, and span the expected quantitative range in the observed data, which covers 97 % of the quantitated endogenous genes. We found popular global scaling normalization approaches to introduce both high levels of false positives and false negatives in differential expression analysis. Using the expected fold changes constructed from spike-in external controls, we found in our dataset that TMM normalization produced 87.5% false positives when a P value cutoff of 0.1 is used (i.e. 10% expected false positive rate) and on average produced a systematic shift of fold change by 3.25 fold. These results highlight the consequences of applying global scaling approaches to conditions that clearly violate their key assumptions. As an alternative, we found using spike-in quantifications as control genes in RUVg normalization recapitulated the expected stress induced global reduction of translation, and resulted in little, if any, systematic shifts in spike-in constructed true positives. Finally, using spike-in constructed true positives and true negatives, we explored alternative normalization approaches for acute cellular stress response ribo-seq studies. We found that a simple approach that quantile normalized data from control and treated samples separately, which we termed respective quantile normalization, produced expected results in spike-in quantification, and resulted in little, if any, systematic bias on fold change in endogenous genes. Additionally, we found that under certain parameters, using endogenous control genes for RUVg normalization best recapitulate the expected. Our results clearly demonstrated the utility of our spike-in oligomers, both for constructing expected results as controls and for data normalization. Our exploration of different normalization approaches highlights the issues in applying global scaling normalization when key assumptions are clearly not met. We show that a respective quantile normalization approach or normalization with endogenous control genes are viable options worth considering as a more generalizable approach for stress response ribo-seq studies. This conclusion is likely applicable to other types of studies that involve global shifts in expression profiles between comparison groups of interests.
2022-09-10 | GSE212714 | GEO
Project description:Acute cellular stress is known to induce a global reduction in mRNA translation through suppression of cap dependent translation. Selective translation in response to acute stress has been shown to play important roles in regulating the stress response. However, accurately profiling translational changes transcriptome-wide in response to acute cellular stress has been challenging. Commonly used data normalization methods operate on the assumption that any systematic shifts are experimental artifacts. Consequently, if applied to profiling acute cellular stress-induced mRNA translation changes, these methods are expected to produce biased estimates. To address this issue, we designed, produced, and evaluated a panel of 16 oligomers to serve as external standards for ribosome profiling studies. Using Sodium Arsenite treatment-induced oxidative stress in lymphoblastoid cell lines as a model system, we applied spike-in oligomers as external standards. We found our spike-in oligomers to display a strong linear correlation between the observed and the expected quantification, with small ratio compression at the lower concentration range. Using the expected fold changes constructed from spike-in controls, we found in our dataset that TMM normalization, a popular global scaling normalization approach, produced 87.5% false positives at a significant cutoff that is expected to produce only 10% false positive discoveries. In addition, TMM normalization produced a systematic shift of fold change by 3.25 fold. These results highlight the consequences of applying global scaling approaches to conditions that clearly violate their key assumptions. In contrast, we found RUVg normalization using spike-in oligomers as control genes recapitulated the expected stress induced global reduction of translation and resulted in little, if any, systematic shifts in the expected fold change. Our results clearly demonstrated the utility of our spike-in oligomers, both for constructing expected results as controls and for data normalization.
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Project description:Oxidative stress induces a wide range of cellular damage, often causing disease and cell death. While many organisms are susceptible to the effects of oxidative stress, haloarchaea have adapted to be highly resistant. Several aspects of the haloarchaeal oxidative stress response have been characterized, however little is known about the impacts of oxidative stress at the translation level. Using the model archaeon Haloferax volcanii, we performed RNA-seq and ribosome profiling (Ribo-seq) to characterize the global translation landscape during oxidative stress. We identified 281 genes with differential translation efficiency (TE). Downregulated genes were enriched in ribosomal and translation proteins, in addition to peroxidases and genes involved in the TCA cycle. We also observed upregulated TE for many transporters and membrane-bound proteases, highlighting the importance of membrane dynamics during oxidative stress. We additionally identified 42 small noncoding RNAs (sRNAs) with ribosome occupancy. Size distributions of ribosome footprints revealed distinct patterns for coding and noncoding genes, with 12 sRNAs matching that of coding genes, and mass spectrometry confirming the presence of 7 small proteins originating from sRNAs. However, the majority of sRNAs with ribosome occupancy had no evidence of coding potential. Of these ribosome-associated sRNAs, 12 had differential ribosome occupancy or TE during oxidative stress, suggesting that they may play a regulatory role during the oxidative stress response. In combination with the evidence of regulation at the translation level during oxidative stress, this demonstrates the complexity of gene regulation during stress response.
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Project description:Technological limitations precluded transcriptome-wide analyses of translation at single cell resolution. To solve this challenge, we developed a novel microfluidic isotachophoresis approach, named RIBOsome profiling via IsoTachoPhoresis (Ribo-ITP), and characterized translation in single oocytes and embryos during early mouse development. We identified differential translation efficiency as a key regulatory mechanism of genes involved in centrosome organization and N6-methyladenosine modification of RNAs. Our high coverage measurements enabled the first analysis of allele-specific ribosome engagement in early development and led to the discovery of stage-specific differential engagement of zygotic RNAs with ribosomes and reduced translation efficiency of transcripts with allelic-biased expression. Finally, by integrating our measurements with proteomics data, we discovered that ribosome occupancy in germinal vesicle stage oocytes is the predominant determinant of protein abundance in the zygote. The novel Ribo-ITP approach will enable numerous applications by providing high coverage and high resolution ribosome occupancy measurements from ultra-low input samples including single cells.
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Project description:Oxidative stress induces a wide range of cellular damage, often causing disease and cell death. While many organisms are susceptible to the effects of oxidative stress, haloarchaea have adapted to be highly resistant. Several aspects of the haloarchaeal oxidative stress response have been characterized, however little is known about the impacts of oxidative stress at the translation level. Using the model archaeon Haloferax volcanii, we performed RNA-seq and ribosome profiling (Ribo-seq) to characterize the global translation landscape during oxidative stress. We identified 281 genes with differential translation efficiency (TE). Downregulated genes were enriched in ribosomal and translation proteins, in addition to peroxidases and genes involved in the TCA cycle. We also observed upregulated TE for many transporters and membrane-bound proteases, highlighting the importance of membrane dynamics during oxidative stress. We additionally identified 42 small noncoding RNAs (sRNAs) with ribosome occupancy. Size distributions of ribosome footprints revealed distinct patterns for coding and noncoding genes, with 12 sRNAs matching that of coding genes, and mass spectrometry confirming the presence of seven small proteins originating from sRNAs. However, the majority of sRNAs with ribosome occupancy had no evidence of coding potential. Of these ribosome-associated sRNAs, 12 had differential ribosome occupancy or TE during oxidative stress, suggesting that they may play a regulatory role during the oxidative stress response. In combination with the evidence of regulation at the translation level during oxidative stress, this demonstrates the complexity of gene regulation during stress response.
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Project description:Oxidative stress induces a wide range of cellular damage, often causing disease and cell death. While many organisms are susceptible to the effects of oxidative stress, haloarchaea have adapted to be highly resistant. Several aspects of the haloarchaeal oxidative stress response have been characterized, however little is known about the impacts of oxidative stress at the translation level. Using the model archaeon Haloferax volcanii, we performed RNA-seq and ribosome profiling (Ribo-seq) to characterize the global translation landscape during oxidative stress. We identified 281 genes with differential translation efficiency (TE). Downregulated genes were enriched in ribosomal and translation proteins, in addition to peroxidases and genes involved in the TCA cycle. We also observed upregulated TE for many transporters and membrane-bound proteases, highlighting the importance of membrane dynamics during oxidative stress. We additionally identified 42 small noncoding RNAs (sRNAs) with ribosome occupancy. Size distributions of ribosome footprints revealed distinct patterns for coding and noncoding genes, with 12 sRNAs matching that of coding genes, and mass spectrometry confirming the presence of seven small proteins originating from sRNAs. However, the majority of sRNAs with ribosome occupancy had no evidence of coding potential. Of these ribosome-associated sRNAs, 12 had differential ribosome occupancy or TE during oxidative stress, suggesting that they may play a regulatory role during the oxidative stress response. In combination with the evidence of regulation at the translation level during oxidative stress, this demonstrates the complexity of gene regulation during stress response.
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