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Kyei-Baffour E, Bak J, Silva J, Faller W, Alkan F. Detecting ribosome collisions with differential rRNA fragment analysis in ribosome profiling data. NAR Genom Bioinform 2025; 7:lqaf045. [PMID: 40342836 PMCID: PMC12060004 DOI: 10.1093/nargab/lqaf045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2025] [Accepted: 04/09/2025] [Indexed: 05/11/2025] Open
Abstract
It has become clear in recent years that ribosomes regularly stall during translation. Such translation impairment has many causes, including exposure to ribotoxic stress agents, the presence of specific RNA structures or sequences, or a shortage of amino acids or translation factors. If they are not resolved, stalled ribosomes can lead to ribosome collisions that are continuously surveilled by various sensor proteins. This in turn initiates a cascade of signalling events that can change the physiology and behaviour of cells. However, measuring changes in collision abundance has proved challenging, and as a result, the importance of collision-mediated biological responses is still unclear. Here, we show that computational analyses of standard ribosome profiling (Ribo-seq) data enable the prediction of changes in ribosome collisions between conditions. This is achieved by using the known 3D structure of collided ribosomes to define the ribosomal RNA (rRNA) positions that are differentially digested by RNases during the Ribo-seq protocol. Comparison of the relative rRNA reads at these positions allows the relative quantification of collisions between samples, an approach we call differential ribosome collisions by Analysis of rRNA Fragments (dricARF). When applied to public datasets across multiple organisms, our approach detects changes in collision events with unprecedented accuracy and sensitivity. In addition to providing supplementary evidence for ribosome collisions, our tool has the potential to uncover novel biological processes that are mediated by them. dricARF is available as part of the ARF R package and can be accessed through https://github.com/fallerlab/ARF.
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Affiliation(s)
- Edwin Sakyi Kyei-Baffour
- Division of Oncogenomics, The Netherlands Cancer Institute, Plesmanlaan 121, 1066CX Amsterdam, The Netherlands
| | - Jitske Bak
- Oncode Institute, The Netherlands Cancer Institute, Plesmanlaan 121, 1066CX Amsterdam, The Netherlands
- Division of Biochemistry, The Netherlands Cancer Institute, Plesmanlaan 121, 1066CX Amsterdam, The Netherlands
| | - Joana Silva
- Division of Oncogenomics, The Netherlands Cancer Institute, Plesmanlaan 121, 1066CX Amsterdam, The Netherlands
| | - William J Faller
- Division of Oncogenomics, The Netherlands Cancer Institute, Plesmanlaan 121, 1066CX Amsterdam, The Netherlands
- School of Biochemistry, University of Bristol, Bristol BS8 1TD, U.K
| | - Ferhat Alkan
- Division of Oncogenomics, The Netherlands Cancer Institute, Plesmanlaan 121, 1066CX Amsterdam, The Netherlands
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2
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Tomuro K, Iwasaki S. Advances in ribosome profiling technologies. Biochem Soc Trans 2025:BST20253061. [PMID: 40380882 DOI: 10.1042/bst20253061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2025] [Accepted: 04/30/2025] [Indexed: 05/19/2025]
Abstract
Ribosome profiling (or Ribo-seq) has emerged as a powerful approach for revealing the regulatory mechanisms of protein synthesis, on the basis of deep sequencing of ribosome footprints. Recent innovations in Ribo-seq technologies have significantly enhanced their sensitivity, specificity, and resolution. In this review, we outline emerging Ribo-seq derivatives that overcome barriers in low inputs, rRNA contamination, data calibration, and single-cell applications. These advances enable detailed insights into translational control across diverse biological contexts.
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Affiliation(s)
- Kotaro Tomuro
- RNA Systems Biochemistry Laboratory, Pioneering Research Institute, RIKEN, Wako, Saitama 351-0198, Japan
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Chiba 277-8561, Japan
| | - Shintaro Iwasaki
- RNA Systems Biochemistry Laboratory, Pioneering Research Institute, RIKEN, Wako, Saitama 351-0198, Japan
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Chiba 277-8561, Japan
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3
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Ren S, Li Y, Zhou Z. RiboParser/RiboShiny: an integrated platform for comprehensive analysis and visualization of Ribo-seq data. J Genet Genomics 2025:S1673-8527(25)00119-5. [PMID: 40268050 DOI: 10.1016/j.jgg.2025.04.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2024] [Revised: 04/16/2025] [Accepted: 04/16/2025] [Indexed: 04/25/2025]
Abstract
Translation is a crucial step in gene expression. Over the past decade, the development and application of Ribosome profiling (Ribo-seq) have significantly advanced our understanding of translational regulation in vivo. However, the analysis and visualization of Ribo-seq data remain challenging. Despite the availability of various analytical pipelines, improvements in comprehensiveness, accuracy, and user-friendliness are still necessary. In this study, we develop RiboParser/RiboShiny, a robust framework for analyzing and visualizing Ribo-seq data. Building on published methods, we optimize ribosome structure-based and start/stop-based models to improve the accuracy and stability of P-site detection, even in species with a high proportion of leaderless transcripts. Leveraging these improvements, RiboParser offers comprehensive analyses, including quality control, gene-level analysis, codon-level analysis, and the analysis of Ribo-seq variants. Meanwhile, RiboShiny provides a user-friendly and adaptable platform for data visualization, facilitating deeper insights into the translational landscape. Furthermore, the integration of standardized genome annotation renders our platform universally applicable to various organisms with sequenced genomes. This framework has the potential to significantly improve the precision and efficiency of Ribo-seq data interpretation, thereby deepening our understanding of translational regulation.
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Affiliation(s)
- Shuchao Ren
- National Key Laboratory of Agricultural Microbiology, College of Life Science, Huazhong Agricultural University, Wuhan, Hubei 430070, China
| | - Yinan Li
- National Key Laboratory of Agricultural Microbiology, College of Life Science, Huazhong Agricultural University, Wuhan, Hubei 430070, China
| | - Zhipeng Zhou
- National Key Laboratory of Agricultural Microbiology, College of Life Science, Huazhong Agricultural University, Wuhan, Hubei 430070, China.
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4
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Ramalho S, Alkan F, Prekovic S, Jastrzebski K, Barberà EP, Hoekman L, Altelaar M, de Heus C, Liv N, Rodríguez-Colman MJ, Yilmaz M, van der Kammen R, Fedry J, de Gooijer MC, Suijkerbuijk SJE, Faller WJ, Silva J. NAC regulates metabolism and cell fate in intestinal stem cells. SCIENCE ADVANCES 2025; 11:eadn9750. [PMID: 39772672 PMCID: PMC11708876 DOI: 10.1126/sciadv.adn9750] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Accepted: 12/03/2024] [Indexed: 01/11/2025]
Abstract
Intestinal stem cells (ISCs) face the challenge of integrating metabolic demands with unique regenerative functions. Studies have shown an intricate interplay between metabolism and stem cell capacity; however, it is still not understood how this process is regulated. Combining ribosome profiling and CRISPR screening in intestinal organoids, we identify the nascent polypeptide-associated complex (NAC) as a key mediator of this process. Our findings suggest that NAC is responsible for relocalizing ribosomes to the mitochondria and regulating ISC metabolism. Upon NAC inhibition, intestinal cells show decreased import of mitochondrial proteins, which are needed for oxidative phosphorylation, and, consequently, enable the cell to maintain a stem cell identity. Furthermore, we show that overexpression of NACα is sufficient to drive mitochondrial respiration and promote ISC identity. Ultimately, our results reveal the pivotal role of NAC in regulating ribosome localization, mitochondrial metabolism, and ISC function, providing insights into the potential mechanism behind it.
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Affiliation(s)
- Sofia Ramalho
- Division of Oncogenomics, Netherlands Cancer Institute, Amsterdam, Netherlands
| | - Ferhat Alkan
- Division of Oncogenomics, Netherlands Cancer Institute, Amsterdam, Netherlands
| | - Stefan Prekovic
- Center for Molecular Medicine, University Medical Center Utrecht, Utrecht, Netherlands
| | - Katarzyna Jastrzebski
- Division of Molecular Carcinogenesis, Netherlands Cancer Institute, Amsterdam, Netherlands
| | - Eric Pintó Barberà
- Division of Oncogenomics, Netherlands Cancer Institute, Amsterdam, Netherlands
| | - Liesbeth Hoekman
- Proteomics Facility, Netherlands Cancer Institute, Amsterdam, Netherlands
| | - Maarten Altelaar
- Biomolecular Mass Spectrometry and Proteomics, Bijvoet Center for Biomolecular Research and Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, Netherlands
| | - Cecilia de Heus
- Center for Molecular Medicine, University Medical Center Utrecht, Utrecht, Netherlands
| | - Nalan Liv
- Center for Molecular Medicine, University Medical Center Utrecht, Utrecht, Netherlands
| | - Maria J. Rodríguez-Colman
- Center for Molecular Medicine, University Medical Center Utrecht, Utrecht, Netherlands
- Oncode Institute, Utrecht, Netherlands
| | - Mehmet Yilmaz
- Center for Molecular Medicine, University Medical Center Utrecht, Utrecht, Netherlands
| | - Rob van der Kammen
- Division of Oncogenomics, Netherlands Cancer Institute, Amsterdam, Netherlands
| | | | - Mark C. de Gooijer
- Division of Pharmacology, Netherlands Cancer Institute, Amsterdam, Netherlands
- Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
- The Christie NHS Foundation Trust, Manchester, UK
| | - Saskia Jacoba Elisabeth Suijkerbuijk
- Division of Developmental Biology, Institute of Biodynamics and Biocomplexity, Department of Biology, Faculty of Science, Utrecht University, Utrecht, Netherlands
| | - William J. Faller
- Division of Oncogenomics, Netherlands Cancer Institute, Amsterdam, Netherlands
| | - Joana Silva
- Division of Oncogenomics, Netherlands Cancer Institute, Amsterdam, Netherlands
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5
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Zhong Z, Wu Z, Zhou R, Yu X, Zhou Y, Zhai Y, Lin H, Jiang F. Ribo-seq and RNA-seq analyses enrich the regulatory network of tomato fruit cracking. BMC PLANT BIOLOGY 2024; 24:1214. [PMID: 39701980 DOI: 10.1186/s12870-024-05937-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Accepted: 12/05/2024] [Indexed: 12/21/2024]
Abstract
Tomato (Solanum lycopersicum L.), one of the most widely grown vegetable crops in the world, faces cracking problems before and after harvest. Fruit cracking reduces the commercial value and seriously affects the economic performance of the fruits by affecting the appearance and quality of the fruit. Clarifying the molecular mechanism underlying tomato fruit cracking is of great importance for selecting and breeding cracking-resistant varieties. At present, research on the molecular mechanism of tomato fruit cracking has made progress, but few studies have been conducted to explore the genes related to fruit cracking regulation using combined multi-omics analysis. We applied Ribo-seq (ribosome analysis sequencing) and RNA-seq (RNA-sequencing) techniques to uncover potential fruit cracking regulatory genes and improve the regulatory network of fruit cracking using extremely cracking-resistant (CR) and cracking-susceptible (CS) tomato genotypes. Combining these two sets of histological data and translation efficiency, 41 genes were identified to be associated with fruit cracking. The genes played functions on hormone synthesis (e.g. Solyc09g089580.4, Solyc07g049530.3), reactive oxygen species regulation (e.g. Solyc08g080940.3), cell wall metabolism (e.g. Solyc04g071070.2, Solyc03g123630.4), aquaporins activity (e.g. Solyc03g096290.3, Solyc10g083880.2), cuticle and wax composition, as well as mineral elements transport (e.g. Solyc10g006660.3, Solyc01g057770.3), while 10 of them were transcription factors (TF) (e.g. Solyc05g015850.4, Solyc08g078190.2). Based on the investigation of the interaction relationship between these genes, the synergistic regulation of multi-gene tomato fruit cracking was predicted. This study suggests that the synergistic action of transcription and translation is an important molecular mechanism in regulating tomato fruit cracking.
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Affiliation(s)
- Zhaojiang Zhong
- Nanjing Agricultural University, Jiangsu, Nanjing, 090102, China
| | - Zhen Wu
- Nanjing Agricultural University, Jiangsu, Nanjing, 090102, China
| | - Rong Zhou
- Nanjing Agricultural University, Jiangsu, Nanjing, 090102, China
- Department of Food Science, Aarhus University, Agro Food Park 48, Aarhus N, 8200, Denmark
| | - Xiaowei Yu
- Nanjing Agricultural University, Jiangsu, Nanjing, 090102, China
| | - Yuanyuan Zhou
- Kunshan Youlaigu Science and Technology Innovation Center, Jiangsu, Kunshan, China
| | - Yinghao Zhai
- Nanjing Agricultural University, Jiangsu, Nanjing, 090102, China
| | - Haowei Lin
- Nanjing Agricultural University, Jiangsu, Nanjing, 090102, China
| | - Fangling Jiang
- Nanjing Agricultural University, Jiangsu, Nanjing, 090102, China.
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6
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Tomuro K, Mito M, Toh H, Kawamoto N, Miyake T, Chow SYA, Doi M, Ikeuchi Y, Shichino Y, Iwasaki S. Calibrated ribosome profiling assesses the dynamics of ribosomal flux on transcripts. Nat Commun 2024; 15:7061. [PMID: 39187487 PMCID: PMC11347596 DOI: 10.1038/s41467-024-51258-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2023] [Accepted: 08/02/2024] [Indexed: 08/28/2024] Open
Abstract
Ribosome profiling, which is based on deep sequencing of ribosome footprints, has served as a powerful tool for elucidating the regulatory mechanism of protein synthesis. However, the current method has substantial issues: contamination by rRNAs and the lack of appropriate methods to measure ribosome numbers in transcripts. Here, we overcome these hurdles through the development of "Ribo-FilterOut", which is based on the separation of footprints from ribosome subunits by ultrafiltration, and "Ribo-Calibration", which relies on external spike-ins of stoichiometrically defined mRNA-ribosome complexes. A combination of these approaches estimates the number of ribosomes on a transcript, the translation initiation rate, and the overall number of translation events before its decay, all in a genome-wide manner. Moreover, our method reveals the allocation of ribosomes under heat shock stress, during aging, and across cell types. Our strategy of modified ribosome profiling measures kinetic and stoichiometric parameters of cellular translation across the transcriptome.
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Grants
- JP20H05784 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- JP24H02307 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- JP20H05782 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- JP24H02306 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- JP20H05786 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- JP24H02307 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- JP21H05734 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- JP23H04268 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- JP20gm1410001 Japan Agency for Medical Research and Development (AMED)
- JP20gm1410001 Japan Agency for Medical Research and Development (AMED)
- JP23gm6910005 Japan Agency for Medical Research and Development (AMED)
- JP22fk0108570 Japan Agency for Medical Research and Development (AMED)
- JP23H02415 MEXT | Japan Society for the Promotion of Science (JSPS)
- JP23H00095 MEXT | Japan Society for the Promotion of Science (JSPS)
- JP21K15023 MEXT | Japan Society for the Promotion of Science (JSPS)
- JP23K05648 MEXT | Japan Society for the Promotion of Science (JSPS)
- JP22K20765 MEXT | Japan Society for the Promotion of Science (JSPS)
- JP23K14173 MEXT | Japan Society for the Promotion of Science (JSPS)
- JP23KJ2178 MEXT | Japan Society for the Promotion of Science (JSPS)
- JP23KJ2175 MEXT | Japan Society for the Promotion of Science (JSPS)
- Pioneering Project MEXT | RIKEN
- RIKEN TRIP initiative "TRIP-AGIS" MEXT | RIKEN
- Pioneering Project MEXT | RIKEN
- JPMJBS2418 MEXT | Japan Science and Technology Agency (JST)
- JPMJFR226F MEXT | Japan Science and Technology Agency (JST)
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Affiliation(s)
- Kotaro Tomuro
- RNA Systems Biochemistry Laboratory, RIKEN Cluster for Pioneering Research, Wako, Saitama, 351-0198, Japan
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Chiba, 277-8561, Japan
| | - Mari Mito
- RNA Systems Biochemistry Laboratory, RIKEN Cluster for Pioneering Research, Wako, Saitama, 351-0198, Japan
| | - Hirotaka Toh
- RNA Systems Biochemistry Laboratory, RIKEN Cluster for Pioneering Research, Wako, Saitama, 351-0198, Japan
| | - Naohiro Kawamoto
- RNA Systems Biochemistry Laboratory, RIKEN Cluster for Pioneering Research, Wako, Saitama, 351-0198, Japan
| | - Takahito Miyake
- Department of Systems Biology, Graduate School of Pharmaceutical Sciences, Kyoto University, Sakyō-ku, Kyoto, 606-8501, Japan
| | - Siu Yu A Chow
- Institute of Industrial Science, The University of Tokyo, Meguro-ku, Tokyo, 153-8505, Japan
| | - Masao Doi
- Department of Systems Biology, Graduate School of Pharmaceutical Sciences, Kyoto University, Sakyō-ku, Kyoto, 606-8501, Japan
| | - Yoshiho Ikeuchi
- Institute of Industrial Science, The University of Tokyo, Meguro-ku, Tokyo, 153-8505, Japan
- Department of Chemistry and Biotechnology, School of Engineering, The University of Tokyo, Bunkyo-ku, Tokyo, 113-0033, Japan
- Institute for AI and Beyond, The University of Tokyo, Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Yuichi Shichino
- RNA Systems Biochemistry Laboratory, RIKEN Cluster for Pioneering Research, Wako, Saitama, 351-0198, Japan.
| | - Shintaro Iwasaki
- RNA Systems Biochemistry Laboratory, RIKEN Cluster for Pioneering Research, Wako, Saitama, 351-0198, Japan.
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Chiba, 277-8561, Japan.
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7
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Ribosome impairment regulates intestinal stem cell identity via ZAKɑ activation. Nat Commun 2022; 13:4492. [PMID: 35918345 PMCID: PMC9345940 DOI: 10.1038/s41467-022-32220-4] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Accepted: 07/21/2022] [Indexed: 11/09/2022] Open
Abstract
The small intestine is a rapidly proliferating organ that is maintained by a small population of Lgr5-expressing intestinal stem cells (ISCs). However, several Lgr5-negative ISC populations have been identified, and this remarkable plasticity allows the intestine to rapidly respond to both the local environment and to damage. However, the mediators of such plasticity are still largely unknown. Using intestinal organoids and mouse models, we show that upon ribosome impairment (driven by Rptor deletion, amino acid starvation, or low dose cyclohexamide treatment) ISCs gain an Lgr5-negative, fetal-like identity. This is accompanied by a rewiring of metabolism. Our findings suggest that the ribosome can act as a sensor of nutrient availability, allowing ISCs to respond to the local nutrient environment. Mechanistically, we show that this phenotype requires the activation of ZAKɑ, which in turn activates YAP, via SRC. Together, our data reveals a central role for ribosome dynamics in intestinal stem cells, and identify the activation of ZAKɑ as a critical mediator of stem cell identity. Intestinal stem cells are responsible for replenishing cells within the high-turnover intestinal epithelium. Here they show that ribosome dynamics affect intestinal stem cell identity through a mechanism that is triggered by changes in nutrient availability.
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8
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Alkan F, Wilkins OG, Hernández-Pérez S, Ramalho S, Silva J, Ule J, Faller WJ. Identifying ribosome heterogeneity using ribosome profiling. Nucleic Acids Res 2022; 50:e95. [PMID: 35687114 PMCID: PMC9458444 DOI: 10.1093/nar/gkac484] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Revised: 05/12/2022] [Accepted: 05/24/2022] [Indexed: 11/14/2022] Open
Abstract
Recent studies have revealed multiple mechanisms that can lead to heterogeneity in ribosomal composition. This heterogeneity can lead to preferential translation of specific panels of mRNAs, and is defined in large part by the ribosomal protein (RP) content, amongst other things. However, it is currently unknown to what extent ribosomal composition is heterogeneous across tissues, which is compounded by a lack of tools available to study it. Here we present dripARF, a method for detecting differential RP incorporation into the ribosome using Ribosome Profiling (Ribo-seq) data. We combine the 'waste' rRNA fragment data generated in Ribo-seq with the known 3D structure of the human ribosome to predict differences in the composition of ribosomes in the material being studied. We have validated this approach using publicly available data, and have revealed a potential role for eS25/RPS25 in development. Our results indicate that ribosome heterogeneity can be detected in Ribo-seq data, providing a new method to study this phenomenon. Furthermore, with dripARF, previously published Ribo-seq data provides a wealth of new information, allowing the identification of RPs of interest in many disease and normal contexts. dripARF is available as part of the ARF R package and can be accessed through https://github.com/fallerlab/ARF.
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Affiliation(s)
- Ferhat Alkan
- Division of Oncogenomics, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Oscar G Wilkins
- The Francis Crick Institute, London, UK.,UCL Queen Square Motor Neuron Disease Centre, Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, UCL, London, UK
| | | | - Sofia Ramalho
- Division of Oncogenomics, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Joana Silva
- Division of Oncogenomics, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Jernej Ule
- The Francis Crick Institute, London, UK.,UCL Queen Square Motor Neuron Disease Centre, Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, UCL, London, UK.,UK Dementia Research Institute Centre, King's College London, London, UK
| | - William J Faller
- Division of Oncogenomics, The Netherlands Cancer Institute, Amsterdam, The Netherlands
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