1
|
Hawkins S, Mondaini A, Namboori SC, Nguyen GG, Yeo GW, Javed A, Bhinge A. ePRINT: exonuclease assisted mapping of protein-RNA interactions. Genome Biol 2024; 25:140. [PMID: 38807229 PMCID: PMC11134894 DOI: 10.1186/s13059-024-03271-1] [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: 04/20/2023] [Accepted: 05/09/2024] [Indexed: 05/30/2024] Open
Abstract
RNA-binding proteins (RBPs) regulate key aspects of RNA processing including alternative splicing, mRNA degradation and localization by physically binding RNA molecules. Current methods to map these interactions, such as CLIP, rely on purifying single proteins at a time. Our new method, ePRINT, maps RBP-RNA interaction networks on a global scale without purifying individual RBPs. ePRINT uses exoribonuclease XRN1 to precisely map the 5' end of the RBP binding site and uncovers direct and indirect targets of an RBP of interest. Importantly, ePRINT can also uncover RBPs that are differentially activated between cell fate transitions, including neural progenitor differentiation into neurons.
Collapse
Affiliation(s)
- Sophie Hawkins
- College of Medicine and Health, University of Exeter, Exeter, EX1 2LU, UK
- Living Systems Institute, University of Exeter, Exeter, EX4 4QD, UK
| | - Alexandre Mondaini
- School of Biomedical Sciences, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Seema C Namboori
- College of Medicine and Health, University of Exeter, Exeter, EX1 2LU, UK
- Living Systems Institute, University of Exeter, Exeter, EX4 4QD, UK
| | - Grady G Nguyen
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
- Center for RNA Technologies and Therapeutics, UC San Diego, La Jolla, CA, USA
| | - Gene W Yeo
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
- Center for RNA Technologies and Therapeutics, UC San Diego, La Jolla, CA, USA
| | - Asif Javed
- School of Biomedical Sciences, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China.
| | - Akshay Bhinge
- College of Medicine and Health, University of Exeter, Exeter, EX1 2LU, UK.
- Living Systems Institute, University of Exeter, Exeter, EX4 4QD, UK.
| |
Collapse
|
2
|
Nishanth MJ. Transcriptome meta-analysis-based identification of hub transcription factors and RNA-binding proteins potentially orchestrating gene regulatory cascades and crosstalk in response to abiotic stresses in Arabidopsis thaliana. J Appl Genet 2024; 65:255-269. [PMID: 38337133 DOI: 10.1007/s13353-024-00837-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Revised: 01/19/2024] [Accepted: 01/28/2024] [Indexed: 02/12/2024]
Abstract
Deteriorating climatic conditions and increasing human population necessitate the development of robust plant varieties resistant to harsh environments. Manipulation of regulatory proteins such as transcription factors (TFs) and RNA-binding proteins (RBPs) would be a beneficial strategy in this regard. Further, understanding the complex interconnections between different classes of regulatory molecules would be essential for the identification of candidate genes/proteins for trait improvement. Most studies to date have analysed the roles of TFs or RBPs individually, in conferring stress resilience. However, it would be important to identify dominant/upstream TFs and RBPs inducing widespread transcriptomic alterations through other regulators (i.e., other TFs/RBPs targeted by the upstream regulators). To this end, the present study employed a transcriptome meta-analysis and computational approaches to obtain a comprehensive overview of regulatory interactions. This work identified dominant TFs and RBPs potentially influencing stress-mediated differential expression of other regulators, which could in turn influence gene expression, and consequently, physiological responses. Twenty transcriptomic studies [related to (i) UV radiation, (ii) wounding, (iii) salinity, (iv) cold, and (v) drought stresses in Arabidopsis thaliana] were analysed for differential gene expression, followed by the identification of differentially expressed TFs and RBPs. Subsequently, other TFs and RBPs which could be influencing these regulators were identified, and their interaction networks and hub nodes were analysed. As a result, an interacting module of Basic Leucine Zipper (bZIP) family TFs as well as Heterogeneous nuclear ribonucleoproteins (hnRNP) and Glycine-rich protein (GRP) family RBPs (among other TFs and RBPs) were shown to potentially influence the stress-induced differential expression of other TFs and RBPs under all the considered stress conditions. Some of the identified hub TFs and RBPs are known to be of major importance in orchestrating stress-induced transcriptomic changes influencing a variety of physiological processes from seed germination to senescence. This study highlighted the gene/protein candidates that could be considered for multiplexed genetic manipulation - a promising approach to develop robust, multi-stress-resilient plant varieties.
Collapse
Affiliation(s)
- M J Nishanth
- Deptartment of Biotechnology, School of Life Sciences, St Joseph's University, Bengaluru, India, 560027.
| |
Collapse
|
3
|
Veeraraghavan P, Engmann AK, Hatch JJ, Itoh Y, Nguyen D, Addison T, Macklis JD. Dynamic subtype- and context-specific subcellular RNA regulation in growth cones of developing neurons of the cerebral cortex. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.09.24.559186. [PMID: 38328182 PMCID: PMC10849483 DOI: 10.1101/2023.09.24.559186] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/09/2024]
Abstract
Molecular mechanisms that cells employ to compartmentalize function via localization of function-specific RNA and translation are only partially elucidated. We investigate long-range projection neurons of the cerebral cortex as highly polarized exemplars to elucidate dynamic regulation of RNA localization, stability, and translation within growth cones (GCs), leading tips of growing axons. Comparison of GC-localized transcriptomes between two distinct subtypes of projection neurons- interhemispheric-callosal and corticothalamic- across developmental stages identifies both distinct and shared subcellular machinery, and intriguingly highlights enrichment of genes associated with neurodevelopmental and neuropsychiatric disorders. Developmental context-specific components of GC-localized transcriptomes identify known and novel potential regulators of distinct phases of circuit formation: long-distance growth, target area innervation, and synapse formation. Further, we investigate mechanisms by which transcripts are enriched and dynamically regulated in GCs, and identify GC-enriched motifs in 3' untranslated regions. As one example, we identify cytoplasmic adenylation element binding protein 4 (CPEB4), an RNA binding protein regulating localization and translation of mRNAs encoding molecular machinery important for axonal branching and complexity. We also identify RNA binding motif single stranded interacting protein 1 (RBMS1) as a dynamically expressed regulator of RNA stabilization that enables successful callosal circuit formation. Subtly aberrant associative and integrative cortical circuitry can profoundly affect cortical function, often causing neurodevelopmental and neuropsychiatric disorders. Elucidation of context-specific subcellular RNA regulation for GC- and soma-localized molecular controls over precise circuit development, maintenance, and function offers generalizable insights for other polarized cells, and might contribute substantially to understanding neurodevelopmental and behavioral-cognitive disorders and toward targeted therapeutics.
Collapse
Affiliation(s)
- Priya Veeraraghavan
- Department of Stem Cell and Regenerative Biology, and Center for Brain Science, Harvard University, Cambridge, MA, USA
| | - Anne K. Engmann
- Department of Stem Cell and Regenerative Biology, and Center for Brain Science, Harvard University, Cambridge, MA, USA
| | - John J. Hatch
- Department of Stem Cell and Regenerative Biology, and Center for Brain Science, Harvard University, Cambridge, MA, USA
| | - Yasuhiro Itoh
- Department of Stem Cell and Regenerative Biology, and Center for Brain Science, Harvard University, Cambridge, MA, USA
| | - Duane Nguyen
- Department of Stem Cell and Regenerative Biology, and Center for Brain Science, Harvard University, Cambridge, MA, USA
| | - Thomas Addison
- Department of Stem Cell and Regenerative Biology, and Center for Brain Science, Harvard University, Cambridge, MA, USA
| | - Jeffrey D. Macklis
- Department of Stem Cell and Regenerative Biology, and Center for Brain Science, Harvard University, Cambridge, MA, USA
| |
Collapse
|
4
|
Tumenbayar BI, Tutino VM, Brazzo JA, Yao P, Bae Y. FAK and p130Cas modulate stiffness-mediated early transcription and cellular metabolism. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.15.575789. [PMID: 38293187 PMCID: PMC10827115 DOI: 10.1101/2024.01.15.575789] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/01/2024]
Abstract
Cellular metabolism is influenced by the stiffness of the extracellular matrix. Focal adhesion kinase (FAK) and its binding partner, p130Cas, transmit biomechanical signals about substrate stiffness to the cell to regulate a variety of cellular responses, but their roles in early transcriptional and metabolic responses remain largely unexplored. We cultured mouse embryonic fibroblasts with or without siRNA-mediated FAK or p130Cas knockdown and assessed the early transcriptional responses of these cells to placement on soft and stiff substrates by RNA sequencing and bioinformatics analyses. Exposure to the stiff ECM altered the expression of genes important for metabolic and biosynthetic processes, and these responses were influenced by knockdown of FAK and p130Cas. Our findings reveal that FAK-p130Cas signaling mechanotransduces ECM stiffness to early transcriptional changes that alter cellular metabolism and biosynthesis.
Collapse
Affiliation(s)
- Bat-Ider Tumenbayar
- Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY 14203, USA
| | - Vincent M. Tutino
- Department of Pathology and Anatomical Sciences, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY 14203, USA
- Department of Biomedical Engineering, School of Engineering and Applied Sciences, University at Buffalo, Buffalo, NY 14260, USA
- Department of Neurosurgery, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY 14203, USA
| | - Joseph A. Brazzo
- Department of Pathology and Anatomical Sciences, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY 14203, USA
| | - Peng Yao
- Aab Cardiovascular Research Institute, Department of Medicine, University of Rochester School of Medicine and Dentistry, Rochester, NY 14642, USA
| | - Yongho Bae
- Department of Pathology and Anatomical Sciences, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY 14203, USA
- Department of Biomedical Engineering, School of Engineering and Applied Sciences, University at Buffalo, Buffalo, NY 14260, USA
| |
Collapse
|
5
|
Raabe FJ, Hausruckinger A, Gagliardi M, Ahmad R, Almeida V, Galinski S, Hoffmann A, Weigert L, Rummel CK, Murek V, Trastulla L, Jimenez-Barron L, Atella A, Maidl S, Menegaz D, Hauger B, Wagner EM, Gabellini N, Kauschat B, Riccardo S, Cesana M, Papiol S, Sportelli V, Rex-Haffner M, Stolte SJ, Wehr MC, Salcedo TO, Papazova I, Detera-Wadleigh S, McMahon FJ, Schmitt A, Falkai P, Hasan A, Cacchiarelli D, Dannlowski U, Nenadić I, Kircher T, Scheuss V, Eder M, Binder EB, Spengler D, Rossner MJ, Ziller MJ. Polygenic risk for schizophrenia converges on alternative polyadenylation as molecular mechanism underlying synaptic impairment. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.09.574815. [PMID: 38260577 PMCID: PMC10802452 DOI: 10.1101/2024.01.09.574815] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Schizophrenia (SCZ) is a genetically heterogenous psychiatric disorder of highly polygenic nature. Correlative evidence from genetic studies indicate that the aggregated effects of distinct genetic risk factor combinations found in each patient converge onto common molecular mechanisms. To prove this on a functional level, we employed a reductionistic cellular model system for polygenic risk by differentiating induced pluripotent stem cells (iPSCs) from 104 individuals with high polygenic risk load and controls into cortical glutamatergic neurons (iNs). Multi-omics profiling identified widespread differences in alternative polyadenylation (APA) in the 3' untranslated region of many synaptic transcripts between iNs from SCZ patients and healthy donors. On the cellular level, 3'APA was associated with a reduction in synaptic density of iNs. Importantly, differential APA was largely conserved between postmortem human prefrontal cortex from SCZ patients and healthy donors, and strongly enriched for transcripts related to synapse biology. 3'APA was highly correlated with SCZ polygenic risk and affected genes were significantly enriched for SCZ associated common genetic variation. Integrative functional genomic analysis identified the RNA binding protein and SCZ GWAS risk gene PTBP2 as a critical trans-acting factor mediating 3'APA of synaptic genes in SCZ subjects. Functional characterization of PTBP2 in iNs confirmed its key role in 3'APA of synaptic transcripts and regulation of synapse density. Jointly, our findings show that the aggregated effects of polygenic risk converge on 3'APA as one common molecular mechanism that underlies synaptic impairments in SCZ.
Collapse
Affiliation(s)
- Florian J. Raabe
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- International Max Planck Research School for Translational Psychiatry (IMPRS-TP), 80804 Munich, Germany
| | - Anna Hausruckinger
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
- Department of Psychiatry, University of Münster, 48149 Münster, Germany
| | - Miriam Gagliardi
- Department of Psychiatry, University of Münster, 48149 Münster, Germany
- Center for Soft Nanoscience, University of Münster, 48149 Münster, Germany
| | - Ruhel Ahmad
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Valeria Almeida
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- Institute of Biology, University of Campinas (UNICAMP), Campinas, São Paulo, Brazil
| | - Sabrina Galinski
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- Systasy Bioscience GmbH, 81669 Munich, Germany
| | - Anke Hoffmann
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Liesa Weigert
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Christine K. Rummel
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
- International Max Planck Research School for Translational Psychiatry (IMPRS-TP), 80804 Munich, Germany
| | - Vanessa Murek
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Lucia Trastulla
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Laura Jimenez-Barron
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Alessia Atella
- Department of Psychiatry, University of Münster, 48149 Münster, Germany
- Center for Soft Nanoscience, University of Münster, 48149 Münster, Germany
| | - Susanne Maidl
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Danusa Menegaz
- Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Barbara Hauger
- Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | | | - Nadia Gabellini
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
| | - Beate Kauschat
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
| | - Sara Riccardo
- Telethon Institute of Genetics and Medicine (TIGEM), Armenise/Harvard Laboratory of Integrative Genomics, Pozzuoli, Italy
- NEGEDIA (Next Generation Diagnostic), Pozzuoli, Italy
| | - Marcella Cesana
- Telethon Institute of Genetics and Medicine (TIGEM), Armenise/Harvard Laboratory of Integrative Genomics, Pozzuoli, Italy
- Department of Advanced Biomedical Sciences, University of Naples “Federico II”, Naples, Italy
| | - Sergi Papiol
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- Max Planck Institute of Psychiatry, 80804 Munich, Germany
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, 80336 Munich, Germany
| | - Vincenza Sportelli
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Monika Rex-Haffner
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Sebastian J. Stolte
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
| | - Michael C. Wehr
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- Systasy Bioscience GmbH, 81669 Munich, Germany
| | - Tatiana Oviedo Salcedo
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
| | - Irina Papazova
- Department of Psychiatry, Psychotherapy, and Psychosomatics, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany
| | - Sevilla Detera-Wadleigh
- Human Genetics Branch, National Institute of Mental Health Intramural Research Program (NIMH-IRP), Bethesda, MD, 20892, USA
| | - Francis J McMahon
- Human Genetics Branch, National Institute of Mental Health Intramural Research Program (NIMH-IRP), Bethesda, MD, 20892, USA
| | - Andrea Schmitt
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- Laboratory of Neuroscience (LIM27), Institute of Psychiatry, University of São Paulo, São Paulo-SP 05403-903, Brazil
| | - Peter Falkai
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Alkomiet Hasan
- Department of Psychiatry, Psychotherapy, and Psychosomatics, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany
| | - Davide Cacchiarelli
- Telethon Institute of Genetics and Medicine (TIGEM), Armenise/Harvard Laboratory of Integrative Genomics, Pozzuoli, Italy
- School for Advanced Studies, Genomics and Experimental Medicine Program, University of Naples “Federico II”, Naples, Italy
- Department of Translational Medicine, University of Naples “Federico II”, Naples, Italy
| | - Udo Dannlowski
- Institute for Translational Psychiatry, University of Münster, 48149 Münster, Germany
| | - Igor Nenadić
- Department of Psychiatry and Psychotherapy, Philipps-University and University Hospital Marburg, UKGM, 35039 Marburg, Germany
| | - Tilo Kircher
- Department of Psychiatry and Psychotherapy, Philipps-University and University Hospital Marburg, UKGM, 35039 Marburg, Germany
| | - Volker Scheuss
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- MSH Medical School Hamburg, Hamburg, Germany
| | - Matthias Eder
- Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Elisabeth B. Binder
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Dietmar Spengler
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Moritz J. Rossner
- Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, 80336 Munich, Germany
| | - Michael J. Ziller
- Lab for Genomics of Complex Diseases, Max Planck Institute of Psychiatry, 80804 Munich, Germany
- Department of Psychiatry, University of Münster, 48149 Münster, Germany
- Center for Soft Nanoscience, University of Münster, 48149 Münster, Germany
| |
Collapse
|
6
|
Ziff OJ, Harley J, Wang Y, Neeves J, Tyzack G, Ibrahim F, Skehel M, Chakrabarti AM, Kelly G, Patani R. Nucleocytoplasmic mRNA redistribution accompanies RNA binding protein mislocalization in ALS motor neurons and is restored by VCP ATPase inhibition. Neuron 2023; 111:3011-3027.e7. [PMID: 37480846 DOI: 10.1016/j.neuron.2023.06.019] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 05/09/2023] [Accepted: 06/22/2023] [Indexed: 07/24/2023]
Abstract
Amyotrophic lateral sclerosis (ALS) is characterized by nucleocytoplasmic mislocalization of the RNA-binding protein (RBP) TDP-43. However, emerging evidence suggests more widespread mRNA and protein mislocalization. Here, we employed nucleocytoplasmic fractionation, RNA sequencing, and mass spectrometry to investigate the localization of mRNA and protein in induced pluripotent stem cell-derived motor neurons (iPSMNs) from ALS patients with TARDBP and VCP mutations. ALS mutant iPSMNs exhibited extensive nucleocytoplasmic mRNA redistribution, RBP mislocalization, and splicing alterations. Mislocalized proteins exhibited a greater affinity for redistributed transcripts, suggesting a link between RBP mislocalization and mRNA redistribution. Notably, treatment with ML240, a VCP ATPase inhibitor, partially restored mRNA and protein localization in ALS mutant iPSMNs. ML240 induced changes in the VCP interactome and lysosomal localization and reduced oxidative stress and DNA damage. These findings emphasize the link between RBP mislocalization and mRNA redistribution in ALS motor neurons and highlight the therapeutic potential of VCP inhibition.
Collapse
Affiliation(s)
- Oliver J Ziff
- The Francis Crick Institute, 1 Midland Road, NW1 1AT London, UK; Department of Neuromuscular Diseases, Queen Square Institute of Neurology, University College London, WC1N 3BG London, UK; National Hospital for Neurology and Neurosurgery, University College London NHS Foundation Trust, WC1N 3BG London, UK.
| | - Jasmine Harley
- The Francis Crick Institute, 1 Midland Road, NW1 1AT London, UK; Department of Neuromuscular Diseases, Queen Square Institute of Neurology, University College London, WC1N 3BG London, UK; Institute of Molecular and Cell Biology, A(∗)STAR Research Entities, Singapore 138673, Singapore
| | - Yiran Wang
- The Francis Crick Institute, 1 Midland Road, NW1 1AT London, UK; Department of Neuromuscular Diseases, Queen Square Institute of Neurology, University College London, WC1N 3BG London, UK
| | - Jacob Neeves
- The Francis Crick Institute, 1 Midland Road, NW1 1AT London, UK; Department of Neuromuscular Diseases, Queen Square Institute of Neurology, University College London, WC1N 3BG London, UK
| | - Giulia Tyzack
- The Francis Crick Institute, 1 Midland Road, NW1 1AT London, UK; Department of Neuromuscular Diseases, Queen Square Institute of Neurology, University College London, WC1N 3BG London, UK
| | - Fairouz Ibrahim
- The Francis Crick Institute, 1 Midland Road, NW1 1AT London, UK
| | - Mark Skehel
- The Francis Crick Institute, 1 Midland Road, NW1 1AT London, UK
| | | | - Gavin Kelly
- The Francis Crick Institute, 1 Midland Road, NW1 1AT London, UK; Department of Neuromuscular Diseases, Queen Square Institute of Neurology, University College London, WC1N 3BG London, UK
| | - Rickie Patani
- The Francis Crick Institute, 1 Midland Road, NW1 1AT London, UK; Department of Neuromuscular Diseases, Queen Square Institute of Neurology, University College London, WC1N 3BG London, UK; National Hospital for Neurology and Neurosurgery, University College London NHS Foundation Trust, WC1N 3BG London, UK.
| |
Collapse
|
7
|
Grlickova-Duzevik E, Reimonn TM, Michael M, Tian T, Owyoung J, McGrath-Conwell A, Neufeld P, Mueth M, Molliver DC, Ward PJ, Harrison BJ. Members of the CUGBP Elav-like family of RNA-binding proteins are expressed in distinct populations of primary sensory neurons. J Comp Neurol 2023; 531:1425-1442. [PMID: 37537886 DOI: 10.1002/cne.25520] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Revised: 05/16/2023] [Accepted: 06/10/2023] [Indexed: 08/05/2023]
Abstract
Primary sensory dorsal root ganglia (DRG) neurons are diverse, with distinct populations that respond to specific stimuli. Previously, we observed that functionally distinct populations of DRG neurons express mRNA transcript variants with different 3' untranslated regions (3'UTRs). 3'UTRs harbor binding sites for interaction with RNA-binding proteins (RBPs) for transporting mRNAs to subcellular domains, modulating transcript stability, and regulating the rate of translation. In the current study, analysis of publicly available single-cell RNA-sequencing data generated from adult mice revealed that 17 3'UTR-binding RBPs were enriched in specific populations of DRG neurons. This included four members of the CUG triplet repeat (CUGBP) Elav-like family (CELF): CELF2 and CELF4 were enriched in peptidergic, CELF6 in both peptidergic and nonpeptidergic, and CELF3 in tyrosine hydroxylase-expressing neurons. Immunofluorescence studies confirmed that 60% of CELF4+ neurons are small-diameter C fibers and 33% medium-diameter myelinated (likely Aδ) fibers and showed that CELF4 is distributed to peripheral termini. Coexpression analyses using transcriptomic data and immunofluorescence revealed that CELF4 is enriched in nociceptive neurons that express GFRA3, CGRP, and the capsaicin receptor TRPV1. Reanalysis of published transcriptomic data from macaque DRG revealed a highly similar distribution of CELF members, and reanalysis of single-nucleus RNA-sequencing data derived from mouse and rat DRG after sciatic injury revealed differential expression of CELFs in specific populations of sensory neurons. We propose that CELF RBPs may regulate the fate of mRNAs in populations of nociceptors, and may play a role in pain and/or neuronal regeneration following nerve injury.
Collapse
Affiliation(s)
- Eliza Grlickova-Duzevik
- Biomedical Sciences, College of Osteopathic Medicine, University of New England, Biddeford, Maine, USA
- Center for Excellence in the Neurosciences, University of New England, Biddeford, Maine, USA
| | - Thomas M Reimonn
- Program in Bioinformatics and Integrative Biology, University of Massachusetts Medical School, Worcester, Massachusetts, USA
| | - Merilla Michael
- Biomedical Sciences, College of Osteopathic Medicine, University of New England, Biddeford, Maine, USA
- Center for Excellence in the Neurosciences, University of New England, Biddeford, Maine, USA
| | - Tina Tian
- Medical Scientist Training Program, Emory University, Atlanta, Georgia, USA
- Neuroscience Graduate Program, Emory University, Atlanta, Georgia, USA
- Department of Cell Biology, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Jordan Owyoung
- Department of Cell Biology, Emory University School of Medicine, Atlanta, Georgia, USA
- Genetics and Molecular Biology Graduate Program, Emory University, Atlanta, Georgia, USA
| | - Aidan McGrath-Conwell
- Center for Excellence in the Neurosciences, University of New England, Biddeford, Maine, USA
- College of Arts and Sciences, University of New England, Biddeford, Maine, USA
| | - Peter Neufeld
- Center for Excellence in the Neurosciences, University of New England, Biddeford, Maine, USA
- College of Arts and Sciences, University of New England, Biddeford, Maine, USA
| | - Madison Mueth
- Center for Excellence in the Neurosciences, University of New England, Biddeford, Maine, USA
- Graduate School of Biomedical Science and Engineering, University of Maine, Orono, Maine, USA
| | - Derek C Molliver
- Biomedical Sciences, College of Osteopathic Medicine, University of New England, Biddeford, Maine, USA
- Center for Excellence in the Neurosciences, University of New England, Biddeford, Maine, USA
| | - Patricia Jillian Ward
- Neuroscience Graduate Program, Emory University, Atlanta, Georgia, USA
- Department of Cell Biology, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Benjamin J Harrison
- Biomedical Sciences, College of Osteopathic Medicine, University of New England, Biddeford, Maine, USA
- Center for Excellence in the Neurosciences, University of New England, Biddeford, Maine, USA
| |
Collapse
|
8
|
Thompson MK, Ceccarelli A, Ish-Horowicz D, Davis I. Dynamically regulated transcription factors are encoded by highly unstable mRNAs in the Drosophila larval brain. RNA (NEW YORK, N.Y.) 2023; 29:1020-1032. [PMID: 37041032 DOI: 10.1261/rna.079552.122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Accepted: 03/14/2023] [Indexed: 06/18/2023]
Abstract
The level of each RNA species depends on the balance between its rates of production and decay. Although previous studies have measured RNA decay across the genome in tissue culture and single-celled organisms, few experiments have been performed in intact complex tissues and organs. It is therefore unclear whether the determinants of RNA decay found in cultured cells are preserved in an intact tissue, and whether they differ between neighboring cell types and are regulated during development. To address these questions, we measured RNA synthesis and decay rates genome wide via metabolic labeling of whole cultured Drosophila larval brains using 4-thiouridine. Our analysis revealed that decay rates span a range of more than 100-fold, and that RNA stability is linked to gene function, with mRNAs encoding transcription factors being much less stable than mRNAs involved in core metabolic functions. Surprisingly, among transcription factor mRNAs there was a clear demarcation between more widely used transcription factors and those that are expressed only transiently during development. mRNAs encoding transient transcription factors are among the least stable in the brain. These mRNAs are characterized by epigenetic silencing in most cell types, as shown by their enrichment with the histone modification H3K27me3. Our data suggest the presence of an mRNA destabilizing mechanism targeted to these transiently expressed transcription factors to allow their levels to be regulated rapidly with high precision. Our study also demonstrates a general method for measuring mRNA transcription and decay rates in intact organs or tissues, offering insights into the role of mRNA stability in the regulation of complex developmental programs.
Collapse
Affiliation(s)
- Mary Kay Thompson
- Department of Biochemistry, University of Oxford, Oxford OX1 3QU, United Kingdom
| | - Arianna Ceccarelli
- Mathematical Institute, University of Oxford, Oxford OX1 3LB, United Kingdom
| | - David Ish-Horowicz
- Department of Biochemistry, University of Oxford, Oxford OX1 3QU, United Kingdom
| | - Ilan Davis
- Department of Biochemistry, University of Oxford, Oxford OX1 3QU, United Kingdom
| |
Collapse
|
9
|
Vasek MJ, Mueller SM, Fass SB, Deajon-Jackson JD, Liu Y, Crosby HW, Koester SK, Yi J, Li Q, Dougherty JD. Local translation in microglial processes is required for efficient phagocytosis. Nat Neurosci 2023; 26:1185-1195. [PMID: 37277487 PMCID: PMC10580685 DOI: 10.1038/s41593-023-01353-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2021] [Accepted: 05/03/2023] [Indexed: 06/07/2023]
Abstract
Neurons, astrocytes and oligodendrocytes locally regulate protein translation within distal processes. Here, we tested whether there is regulated local translation within peripheral microglial processes (PeMPs) from mouse brain. We show that PeMPs contain ribosomes that engage in de novo protein synthesis, and these are associated with transcripts involved in pathogen defense, motility and phagocytosis. Using a live slice preparation, we further show that acute translation blockade impairs the formation of PeMP phagocytic cups, the localization of lysosomal proteins within them, and phagocytosis of apoptotic cells and pathogen-like particles. Finally, PeMPs severed from their somata exhibit and require de novo local protein synthesis to effectively surround pathogen-like particles. Collectively, these data argue for regulated local translation in PeMPs and indicate a need for new translation to support dynamic microglial functions.
Collapse
Affiliation(s)
- Michael J Vasek
- Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Shayna M Mueller
- Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Stuart B Fass
- Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Jelani D Deajon-Jackson
- Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Yating Liu
- Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Haley W Crosby
- Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Sarah K Koester
- Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
- Division of Biology and Biomedical Sciences, Washington University School of Medicine, Saint Louis, MO, USA
| | - Jiwon Yi
- Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
- Division of Biology and Biomedical Sciences, Washington University School of Medicine, Saint Louis, MO, USA
| | - Qingyun Li
- Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA
- Department of Neuroscience, Washington University School of Medicine, Saint Louis, MO, USA
| | - Joseph D Dougherty
- Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA.
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA.
| |
Collapse
|
10
|
Ozadam H, Tonn T, Han CM, Segura A, Hoskins I, Rao S, Ghatpande V, Tran D, Catoe D, Salit M, Cenik C. Single-cell quantification of ribosome occupancy in early mouse development. Nature 2023:10.1038/s41586-023-06228-9. [PMID: 37344592 DOI: 10.1038/s41586-023-06228-9] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Accepted: 05/16/2023] [Indexed: 06/23/2023]
Abstract
Translation regulation is critical for early mammalian embryonic development1. However, previous studies had been restricted to bulk measurements2, precluding precise determination of translation regulation including allele-specific analyses. Here, to address this challenge, we developed a novel microfluidic isotachophoresis (ITP) approach, named RIBOsome profiling via ITP (Ribo-ITP), and characterized translation in single oocytes and embryos during early mouse development. We identified differential translation efficiency as a key mechanism regulating genes involved in centrosome organization and N6-methyladenosine modification of RNAs. Our high-coverage measurements enabled, to our knowledge, the first analysis of allele-specific ribosome engagement in early development. These led to the discovery of stage-specific differential engagement of zygotic RNAs with ribosomes and reduced translation efficiency of transcripts exhibiting allele-biased expression. 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 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.
Collapse
Affiliation(s)
- Hakan Ozadam
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Tori Tonn
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Crystal M Han
- Department of Mechanical Engineering, San Jose State University, San Jose, CA, USA
| | - Alia Segura
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Ian Hoskins
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Shilpa Rao
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Vighnesh Ghatpande
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Duc Tran
- Department of Chemical and Materials Engineering, San Jose State University, San Jose, CA, USA
| | - David Catoe
- Joint Initiative for Metrology in Biology, SLAC National Accelerator Laboratory, Menlo Park, CA, USA
- Department of Bioengineering, Stanford University, Stanford, CA, USA
- Department of Pathology, Stanford University, Stanford, CA, USA
| | - Marc Salit
- Joint Initiative for Metrology in Biology, SLAC National Accelerator Laboratory, Menlo Park, CA, USA
- Department of Bioengineering, Stanford University, Stanford, CA, USA
- Department of Pathology, Stanford University, Stanford, CA, USA
| | - Can Cenik
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA.
| |
Collapse
|
11
|
Eraso P, Mazón MJ, Jiménez V, Pizarro-García P, Cuevas EP, Majuelos-Melguizo J, Morillo-Bernal J, Cano A, Portillo F. New Functions of Intracellular LOXL2: Modulation of RNA-Binding Proteins. Molecules 2023; 28:molecules28114433. [PMID: 37298909 DOI: 10.3390/molecules28114433] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Revised: 05/25/2023] [Accepted: 05/26/2023] [Indexed: 06/12/2023] Open
Abstract
Lysyl oxidase-like 2 (LOXL2) was initially described as an extracellular enzyme involved in extracellular matrix remodeling. Nevertheless, numerous recent reports have implicated intracellular LOXL2 in a wide variety of processes that impact on gene transcription, development, differentiation, proliferation, migration, cell adhesion, and angiogenesis, suggesting multiple different functions for this protein. In addition, increasing knowledge about LOXL2 points to a role in several types of human cancer. Moreover, LOXL2 is able to induce the epithelial-to-mesenchymal transition (EMT) process-the first step in the metastatic cascade. To uncover the underlying mechanisms of the great variety of functions of intracellular LOXL2, we carried out an analysis of LOXL2's nuclear interactome. This study reveals the interaction of LOXL2 with numerous RNA-binding proteins (RBPs) involved in several aspects of RNA metabolism. Gene expression profile analysis of cells silenced for LOXL2, combined with in silico identification of RBPs' targets, points to six RBPs as candidates to be substrates of LOXL2's action, and that deserve a more mechanistic analysis in the future. The results presented here allow us to hypothesize novel LOXL2 functions that might help to comprehend its multifaceted role in the tumorigenic process.
Collapse
Affiliation(s)
- Pilar Eraso
- Departamento de Bioquímica UAM, Instituto de Investigaciones Biomédicas Alberto Sols, CSIC-UAM, 28029 Madrid, Spain
| | - María J Mazón
- Departamento de Bioquímica UAM, Instituto de Investigaciones Biomédicas Alberto Sols, CSIC-UAM, 28029 Madrid, Spain
| | - Victoria Jiménez
- Departamento de Bioquímica UAM, Instituto de Investigaciones Biomédicas Alberto Sols, CSIC-UAM, 28029 Madrid, Spain
| | - Patricia Pizarro-García
- Departamento de Bioquímica UAM, Instituto de Investigaciones Biomédicas Alberto Sols, CSIC-UAM, 28029 Madrid, Spain
| | - Eva P Cuevas
- Departamento de Bioquímica UAM, Instituto de Investigaciones Biomédicas Alberto Sols, CSIC-UAM, 28029 Madrid, Spain
| | - Jara Majuelos-Melguizo
- Departamento de Bioquímica UAM, Instituto de Investigaciones Biomédicas Alberto Sols, CSIC-UAM, 28029 Madrid, Spain
| | - Jesús Morillo-Bernal
- Departamento de Bioquímica UAM, Instituto de Investigaciones Biomédicas Alberto Sols, CSIC-UAM, 28029 Madrid, Spain
| | - Amparo Cano
- Departamento de Bioquímica UAM, Instituto de Investigaciones Biomédicas Alberto Sols, CSIC-UAM, 28029 Madrid, Spain
- Instituto de Investigación Sanitaria del Hospital Universitario La Paz-IdiPAZ, 28029 Madrid, Spain
- Centro de Investigación Biomédica en Red, Área de Cáncer (CIBERONC), Instituto de Salud Carlos III, 28029 Madrid, Spain
| | - Francisco Portillo
- Departamento de Bioquímica UAM, Instituto de Investigaciones Biomédicas Alberto Sols, CSIC-UAM, 28029 Madrid, Spain
- Instituto de Investigación Sanitaria del Hospital Universitario La Paz-IdiPAZ, 28029 Madrid, Spain
- Centro de Investigación Biomédica en Red, Área de Cáncer (CIBERONC), Instituto de Salud Carlos III, 28029 Madrid, Spain
| |
Collapse
|
12
|
Rodrigues DC, Mufteev M, Yuki KE, Narula A, Wei W, Piekna A, Liu J, Pasceri P, Rissland OS, Wilson MD, Ellis J. Buffering of transcription rate by mRNA half-life is a conserved feature of Rett syndrome models. Nat Commun 2023; 14:1896. [PMID: 37019888 PMCID: PMC10076348 DOI: 10.1038/s41467-023-37339-6] [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: 01/26/2022] [Accepted: 03/13/2023] [Indexed: 04/07/2023] Open
Abstract
Transcriptional changes in Rett syndrome (RTT) are assumed to directly correlate with steady-state mRNA levels, but limited evidence in mice suggests that changes in transcription can be compensated by post-transcriptional regulation. We measure transcription rate and mRNA half-life changes in RTT patient neurons using RATEseq, and re-interpret nuclear and whole-cell RNAseq from Mecp2 mice. Genes are dysregulated by changing transcription rate or half-life and are buffered when both change. We utilized classifier models to predict the direction of transcription rate changes and find that combined frequencies of three dinucleotides are better predictors than CA and CG. MicroRNA and RNA-binding Protein (RBP) motifs are enriched in 3'UTRs of genes with half-life changes. Nuclear RBP motifs are enriched on buffered genes with increased transcription rate. We identify post-transcriptional mechanisms in humans and mice that alter half-life or buffer transcription rate changes when a transcriptional modulator gene is mutated in a neurodevelopmental disorder.
Collapse
Affiliation(s)
- Deivid C Rodrigues
- Developmental & Stem Cell Biology, Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
| | - Marat Mufteev
- Developmental & Stem Cell Biology, Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON, M5S 1A8, Canada
| | - Kyoko E Yuki
- Genetics & Genome Biology, Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
| | - Ashrut Narula
- Department of Molecular Genetics, University of Toronto, Toronto, ON, M5S 1A8, Canada
- Molecular Medicine, Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
| | - Wei Wei
- Developmental & Stem Cell Biology, Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
| | - Alina Piekna
- Developmental & Stem Cell Biology, Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
| | - Jiajie Liu
- Developmental & Stem Cell Biology, Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
| | - Peter Pasceri
- Developmental & Stem Cell Biology, Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
| | - Olivia S Rissland
- Molecular Medicine, Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
- RNA Bioscience Initiative and Department of Biochemistry & Molecular Genetics, University of Colorado School of Medicine, Aurora, CO, 80045, USA
| | - Michael D Wilson
- Department of Molecular Genetics, University of Toronto, Toronto, ON, M5S 1A8, Canada
- Genetics & Genome Biology, Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
| | - James Ellis
- Developmental & Stem Cell Biology, Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada.
- Department of Molecular Genetics, University of Toronto, Toronto, ON, M5S 1A8, Canada.
| |
Collapse
|
13
|
Sidhaye J, Trepte P, Sepke N, Novatchkova M, Schutzbier M, Dürnberger G, Mechtler K, Knoblich JA. Integrated transcriptome and proteome analysis reveals posttranscriptional regulation of ribosomal genes in human brain organoids. eLife 2023; 12:85135. [PMID: 36989136 PMCID: PMC10059687 DOI: 10.7554/elife.85135] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Accepted: 03/16/2023] [Indexed: 03/30/2023] Open
Abstract
During development of the human cerebral cortex, multipotent neural progenitors generate excitatory neurons and glial cells. Investigations of the transcriptome and epigenome have revealed important gene regulatory networks underlying this crucial developmental event. However, the posttranscriptional control of gene expression and protein abundance during human corticogenesis remains poorly understood. We addressed this issue by using human telencephalic brain organoids grown using a dual reporter cell line to isolate neural progenitors and neurons and performed cell class and developmental stage-specific transcriptome and proteome analysis. Integrating the two datasets revealed modules of gene expression during human corticogenesis. Investigation of one such module uncovered mTOR-mediated regulation of translation of the 5'TOP element-enriched translation machinery in early progenitor cells. We show that in early progenitors partial inhibition of the translation of ribosomal genes prevents precocious translation of differentiation markers. Overall, our multiomics approach proposes novel posttranscriptional regulatory mechanisms crucial for the fidelity of cortical development.
Collapse
Affiliation(s)
- Jaydeep Sidhaye
- Institute of Molecular Biotechnology of the Austrian Academy of Sciences (IMBA), Vienna BioCenter (VBC), Vienna, Austria
| | - Philipp Trepte
- Institute of Molecular Biotechnology of the Austrian Academy of Sciences (IMBA), Vienna BioCenter (VBC), Vienna, Austria
| | - Natalie Sepke
- Institute of Molecular Biotechnology of the Austrian Academy of Sciences (IMBA), Vienna BioCenter (VBC), Vienna, Austria
| | - Maria Novatchkova
- Institute of Molecular Biotechnology of the Austrian Academy of Sciences (IMBA), Vienna BioCenter (VBC), Vienna, Austria
| | | | | | - Karl Mechtler
- Institute of Molecular Biotechnology of the Austrian Academy of Sciences (IMBA), Vienna BioCenter (VBC), Vienna, Austria
| | - Jürgen A Knoblich
- Institute of Molecular Biotechnology of the Austrian Academy of Sciences (IMBA), Vienna BioCenter (VBC), Vienna, Austria
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| |
Collapse
|
14
|
Nishanth MJ, Jha S. Computational analysis of crosstalk between transcriptional regulators and RNA-binding proteins suggests mutual regulation of polycomb proteins and SRSF1 influencing adult hippocampal neurogenesis. DISCOVER MENTAL HEALTH 2023; 3:7. [PMID: 37861946 PMCID: PMC10501017 DOI: 10.1007/s44192-023-00034-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Accepted: 02/28/2023] [Indexed: 10/21/2023]
Abstract
BACKGROUND Adult hippocampal neurogenesis (AHN) is a clinically significant neural phenomenon. Understanding its molecular regulation would be important. In this regard, most studies have focused on transcriptional regulators (TRs), epigenetic modifiers, or non-coding RNAs. RNA-binding proteins (RBPs) have emerged as dominant molecular regulators. It would be significant to understand the potential cross-talk between RBPs and TRs, which could influence AHN. METHODS The present study employed computational analyses to identify RBPs and TRs regulating AHN, followed by the analysis of their interaction networks and detection of hub proteins. Next, the potential mutual regulation of hub TRs and RBPs was analyzed. Additionally, hippocampal genes differentially expressed upon exercise were analyzed for potential regulation by the identified TRs and RBPs. RESULTS 105 TRs and 26 RBPs were found to influence AHN, which could also form interactive networks. Polycomb complex proteins were among the TR network hubs, while HNRNP and SRSF family members were among the hub RBPs. Further, the polycomb complex proteins and SRSF1 could have a mutual regulatory relationship, suggesting a cross-talk between epigenetic/transcriptional and post-transcriptional regulatory pathways. A number of exercise-induced hippocampal genes were also found to be potential targets of the identified TRs and RBPs. CONCLUSION SRSF1 may influence post-transcriptional stability, localization, and alternative splicing patterns of polycomb complex transcripts, and the polycomb proteins may in turn epigenetically influence the SRSF1. Further experimental validation of these regulatory loops/networks could provide novel insights into the molecular regulation of AHN, and unravel new targets for disease-treatment.
Collapse
Affiliation(s)
- M J Nishanth
- Department of Biotechnology, School of Lifesciences, St Joseph's University, Bengaluru, India
| | - Shanker Jha
- School of Chemical and Biotechnology, SASTRA Deemed University, Thanjavur, India.
| |
Collapse
|
15
|
MAPKAPK2-centric transcriptome profiling reveals its major role in governing molecular crosstalk of IGFBP2, MUC4, and PRKAR2B during HNSCC pathogenesis. Comput Struct Biotechnol J 2023; 21:1292-1311. [PMID: 36817960 PMCID: PMC9929207 DOI: 10.1016/j.csbj.2023.01.039] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Revised: 01/25/2023] [Accepted: 01/26/2023] [Indexed: 02/07/2023] Open
Abstract
Transcriptome analysis of head and neck squamous cell carcinoma (HNSCC) has been pivotal to comprehending the convoluted biology of HNSCC tumors. MAPKAPK2 or MK2 is a critical modulator of the mRNA turnover of crucial genes involved in HNSCC progression. However, MK2-centric transcriptome profiles of tumors are not well known. This study delves into HNSCC progression with MK2 at the nexus to delineate the biological relevance and intricate crosstalk of MK2 in the tumor milieu. We performed next-generation sequencing-based transcriptome profiling of HNSCC cells and xenograft tumors to ascertain mRNA expression profiles in MK2-wild type and MK2-knockdown conditions. The findings were validated using gene expression assays, immunohistochemistry, and transcript turnover studies. Here, we identified a pool of crucial MK2-regulated candidate genes by annotation and differential gene expression analyses. Regulatory network and pathway enrichment revealed their significance and involvement in the HNSCC pathogenesis. Additionally, 3'-UTR-based filtering recognized important MK2-regulated downstream target genes and validated them by nCounter gene expression assays. Finally, immunohistochemistry and transcript stability studies revealed the putative role of MK2 in regulating the transcript turnover of IGFBP2, MUC4, and PRKAR2B in HNSCC. Conclusively, MK2-regulated candidate genes were identified in this study, and their plausible involvement in HNSCC pathogenesis was elucidated. These genes possess investigative values as targets for diagnosis and therapeutic interventions for HNSCC.
Collapse
Key Words
- 3'-UTR
- 3′-UTR, 3′-untranslated region
- AREs, Adenylate-uridylate-rich element(s)
- ATCC, American Type Culture Collection
- ActD, Actinomycin D
- CISBP, Catalog of Inferred Sequence Binding Preferences
- Ct, Cycle Threshold
- DAP3, Death associated protein 3
- DEGs, Differentially expressed gene(s)
- Differentially expressed genes
- EHBP1, EH domain binding protein 1
- FC, Fold change
- FDR, False discovery rate
- FPKM, Fragments per kilobase of transcript per million mapped
- GFP, Green fluorescent protein
- GO, Gene Ontology
- HKG, House-keeping genes
- HNSCC
- HNSCCs, Head and neck squamous cell carcinoma(s)
- HQ, High quality
- IAEC, Institutional animal ethics committee
- IFN, Interferon
- IGFBP2, Insulin-like growth factor-binding protein 2
- IHC, Immunohistochemistry
- IP6K2, Inositol hexakisphosphate kinase 2
- KD, Knockdown
- KEGG, Kyoto encyclopedia of genes and genomics
- MAPK, Mitogen-Activated Protein Kinase
- MAPKAPK2
- MAPKAPK2 or MK2, Mitogen-activated protein kinase-activated protein kinase 2
- MELK, Maternal embryonic leucine zipper kinase
- MK2KD, MK2-knockdown
- MK2WT, MK2 wild-type
- MKP-1, Mitogen-activated protein kinase phosphatase-1
- MUC4, Mucin 4
- NGS, Next generation sequencing
- NOD/SCID, Non-obese diabetic/severe combined immunodeficient
- PRKAR2B, Protein kinase CAMP-dependent type II regulatory subunit beta
- QC, Quality control
- RBPs, RNA-binding protein(s)
- RIN, RNA integrity number
- RNA-seq, Ribose Nucleic Acid -sequencing
- RNA-sequencing
- RT-qPCR, Real-time quantitative polymerase chain reaction
- RUNX1, Runt-related transcription factor 1
- SLF2, SMC5-SMC6 complex localization factor 2
- TCGA, The cancer genome atlas
- TNF-α, Tumor necrosis factor-alpha
- TTP, Tristetraprolin
- Transcriptome
- VEGF, Vascular endothelial growth factor
- WB, Western blotting
- WT, Wild type
- ZNF662, Zinc finger protein 662
- p27, Cyclin-dependent kinase inhibitor 1B
- shRNA, Short hairpin RNA
Collapse
|
16
|
Nishanth MJ, Jha S. Genome-wide landscape of RNA-binding protein (RBP) networks as potential molecular regulators of psychiatric co-morbidities: a computational analysis. EGYPTIAN JOURNAL OF MEDICAL HUMAN GENETICS 2023. [DOI: 10.1186/s43042-022-00382-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
Abstract
Background
Psychiatric disorders are a major burden on global health. These illnesses manifest as co-morbid conditions, further complicating the treatment. There is a limited understanding of the molecular and regulatory basis of psychiatric co-morbidities. The existing research in this regard has largely focused on epigenetic modulators, non-coding RNAs, and transcription factors. RNA-binding proteins (RBPs) functioning as multi-protein complexes are now known to be predominant controllers of multiple gene regulatory processes. However, their involvement in gene expression dysregulation in psychiatric co-morbidities is yet to be understood.
Results
Ten RBPs (QKI, ELAVL2, EIF2S1, SRSF3, IGF2BP2, EIF4B, SNRNP70, FMR1, DAZAP1, and MBNL1) were identified to be associated with psychiatric disorders such as schizophrenia, major depression, and bipolar disorders. Analysis of transcriptomic changes in response to individual depletion of these RBPs showed the potential influence of a large number of RBPs driving differential gene expression, suggesting functional cross-talk giving rise to multi-protein networks. Subsequent transcriptome analysis of post-mortem human brain samples from diseased and control individuals also suggested the involvement of ~ 100 RBPs influencing gene expression changes. These RBPs were found to regulate various processes including transcript splicing, mRNA transport, localization, stability, and translation. They were also found to form an extensive interactive network. Further, hnRNP, SRSF, and PCBP family RBPs, Matrin3, U2AF2, KHDRBS1, PTBP1, and also PABPN1 were found to be the hub proteins of the RBP network.
Conclusions
Extensive RBP networks involving a few hub proteins could result in transcriptome-wide dysregulation of post-transcriptional modifications, potentially driving multiple psychiatric disorders. Understanding the functional involvement of RBP networks in psychiatric disorders would provide insights into the molecular basis of psychiatric co-morbidities.
Collapse
|
17
|
Roles of RNA-binding proteins in neurological disorders, COVID-19, and cancer. Hum Cell 2023; 36:493-514. [PMID: 36528839 PMCID: PMC9760055 DOI: 10.1007/s13577-022-00843-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Accepted: 12/06/2022] [Indexed: 12/23/2022]
Abstract
RNA-binding proteins (RBPs) have emerged as important players in multiple biological processes including transcription regulation, splicing, R-loop homeostasis, DNA rearrangement, miRNA function, biogenesis, and ribosome biogenesis. A large number of RBPs had already been identified by different approaches in various organisms and exhibited regulatory functions on RNAs' fate. RBPs can either directly or indirectly interact with their target RNAs or mRNAs to assume a key biological function whose outcome may trigger disease or normal biological events. They also exert distinct functions related to their canonical and non-canonical forms. This review summarizes the current understanding of a wide range of RBPs' functions and highlights their emerging roles in the regulation of diverse pathways, different physiological processes, and their molecular links with diseases. Various types of diseases, encompassing colorectal carcinoma, non-small cell lung carcinoma, amyotrophic lateral sclerosis, and Severe acute respiratory syndrome coronavirus 2, aberrantly express RBPs. We also highlight some recent advances in the field that could prompt the development of RBPs-based therapeutic interventions.
Collapse
|
18
|
Zeng Y, Fair BJ, Zeng H, Krishnamohan A, Hou Y, Hall JM, Ruthenburg AJ, Li YI, Staley JP. Profiling lariat intermediates reveals genetic determinants of early and late co-transcriptional splicing. Mol Cell 2022; 82:4681-4699.e8. [PMID: 36435176 PMCID: PMC10448999 DOI: 10.1016/j.molcel.2022.11.004] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Revised: 09/10/2022] [Accepted: 11/02/2022] [Indexed: 11/27/2022]
Abstract
Long introns with short exons in vertebrate genes are thought to require spliceosome assembly across exons (exon definition), rather than introns, thereby requiring transcription of an exon to splice an upstream intron. Here, we developed CoLa-seq (co-transcriptional lariat sequencing) to investigate the timing and determinants of co-transcriptional splicing genome wide. Unexpectedly, 90% of all introns, including long introns, can splice before transcription of a downstream exon, indicating that exon definition is not obligatory for most human introns. Still, splicing timing varies dramatically across introns, and various genetic elements determine this variation. Strong U2AF2 binding to the polypyrimidine tract predicts early splicing, explaining exon definition-independent splicing. Together, our findings question the essentiality of exon definition and reveal features beyond intron and exon length that are determinative for splicing timing.
Collapse
Affiliation(s)
- Yi Zeng
- Department of Molecular Genetics and Cell Biology, University of Chicago, Chicago, IL 60637, USA
| | - Benjamin J Fair
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Huilin Zeng
- 855 Jefferson Ave. Redwood City, CA 94063, USA
| | - Aiswarya Krishnamohan
- Department of Molecular Genetics and Cell Biology, University of Chicago, Chicago, IL 60637, USA
| | - Yichen Hou
- Department of Molecular Genetics and Cell Biology, University of Chicago, Chicago, IL 60637, USA
| | - Johnathon M Hall
- Department of Molecular Genetics and Cell Biology, University of Chicago, Chicago, IL 60637, USA
| | - Alexander J Ruthenburg
- Department of Molecular Genetics and Cell Biology, University of Chicago, Chicago, IL 60637, USA; Department of Biochemistry & Molecular Biology, University of Chicago, Chicago, IL 60637, USA
| | - Yang I Li
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA; Department of Human Genetics, University of Chicago, Chicago, IL 60637, USA.
| | - Jonathan P Staley
- Department of Molecular Genetics and Cell Biology, University of Chicago, Chicago, IL 60637, USA.
| |
Collapse
|
19
|
Nishanth MJ, Jha S. Global Exploration of RNA-Binding Proteins in Exercise-Induced Adult Hippocampal Neurogenesis: A Transcriptome Meta-analysis and Computational Study. Biochem Genet 2022; 60:2471-2488. [PMID: 35546218 DOI: 10.1007/s10528-022-10230-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Accepted: 04/18/2022] [Indexed: 11/02/2022]
Abstract
Voluntary physical exercise is a robust enhancer of adult hippocampal neurogenesis (AHN). A complete understanding of the molecular regulation of AHN is important in order to exploit the benefits of the process toward therapeutic approaches. Several factors such as epigenetic modifiers, non-coding RNAs, and transcription factors have been reported to regulate AHN. However, there is a limited understanding of the impact of RNA-binding proteins (RBPs) on exercise-mediated AHN, in spite of their well-documented significance in embryonic neurogenesis. The present study is the first global analysis to catalog the potential RBPs influencing exercise-mediated AHN. Here, a transcriptome meta-analysis was conducted to study exercise-mediated gene expression modulation in hippocampi of adult mice. Next, potential RBPs influencing transcriptome-wide expression changes via untranslated regions (UTRs) were identified. Among other RBPs, MATR3, Musashi, TIA1, and FXR2 (known critical modulators of neurogenesis) were found to potentially regulate gene expression patterns. Subsequently, binding sites of known neurogenesis-regulating RBPs were identified in the UTRs of AHN-associated genes modulated by exercise. Finally, a number of RBPs including RBFOX1, RBFOX3, and QKI (known regulators of neurogenesis) were found to be highly expressed in mouse hippocampal formation and also potentially interact with other RBPs, suggesting their combinatorial functioning in exercise-induced AHN. Thus, the present meta-analysis-based computational study identified several RBPs potentially important in exercise-induced AHN, which could form a foundation for further experiments to unravel RBP-mediated regulation of AHN.
Collapse
Affiliation(s)
- M J Nishanth
- School of Chemical and Biotechnology, SASTRA Deemed to be University, Thanjavur, 613401, India
| | - Shanker Jha
- School of Chemical and Biotechnology, SASTRA Deemed to be University, Thanjavur, 613401, India.
| |
Collapse
|
20
|
Gillen AE, Fu R, Riemondy KA, Jager J, Fang B, Lazar MA, Martin SL. Liver Transcriptome Dynamics During Hibernation Are Shaped by a Shifting Balance Between Transcription and RNA Stability. Front Physiol 2021; 12:662132. [PMID: 34093224 PMCID: PMC8176218 DOI: 10.3389/fphys.2021.662132] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2021] [Accepted: 04/26/2021] [Indexed: 12/12/2022] Open
Abstract
Hibernators dramatically lower metabolism to save energy while fasting for months. Prolonged fasting challenges metabolic homeostasis, yet small-bodied hibernators emerge each spring ready to resume all aspects of active life, including immediate reproduction. The liver is the body’s metabolic hub, processing and detoxifying macromolecules to provide essential fuels to brain, muscle and other organs throughout the body. Here we quantify changes in liver gene expression across several distinct physiological states of hibernation in 13-lined ground squirrels, using RNA-seq to measure the steady-state transcriptome and GRO-seq to measure transcription for the first time in a hibernator. Our data capture key timepoints in both the seasonal and torpor-arousal cycles of hibernation. Strong positive correlation between transcription and the transcriptome indicates that transcriptional control dominates the known seasonal reprogramming of metabolic gene expression in liver for hibernation. During the torpor-arousal cycle, however, discordance develops between transcription and the steady-state transcriptome by at least two mechanisms: 1) although not transcribed during torpor, some transcripts are unusually stable across the torpor bout; and 2) unexpectedly, on some genes, our data suggest continuing, slow elongation with a failure to terminate transcription across the torpor bout. While the steady-state RNAs corresponding to these read through transcripts did not increase during torpor, they did increase shortly after rewarming despite their simultaneously low transcription. Both of these mechanisms would assure the immediate availability of functional transcripts upon rewarming. Integration of transcriptional, post-transcriptional and RNA stability control mechanisms, all demonstrated in these data, likely initiate a serial gene expression program across the short euthermic period that restores the tissue and prepares the animal for the next bout of torpor.
Collapse
Affiliation(s)
- Austin E Gillen
- RNA Bioscience Initiative, University of Colorado School of Medicine, Aurora, CO, United States
| | - Rui Fu
- RNA Bioscience Initiative, University of Colorado School of Medicine, Aurora, CO, United States
| | - Kent A Riemondy
- RNA Bioscience Initiative, University of Colorado School of Medicine, Aurora, CO, United States
| | - Jennifer Jager
- Division of Endocrinology, Diabetes, and Metabolism, Department of Medicine, and The Institute for Diabetes, Obesity and Metabolism, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States.,Division of Endocrinology, Diabetes, and Metabolism, Department of Genetics, and The Institute for Diabetes, Obesity and Metabolism, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
| | - Bin Fang
- Division of Endocrinology, Diabetes, and Metabolism, Department of Medicine, and The Institute for Diabetes, Obesity and Metabolism, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States.,Division of Endocrinology, Diabetes, and Metabolism, Department of Genetics, and The Institute for Diabetes, Obesity and Metabolism, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
| | - Mitchell A Lazar
- Division of Endocrinology, Diabetes, and Metabolism, Department of Medicine, and The Institute for Diabetes, Obesity and Metabolism, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States.,Division of Endocrinology, Diabetes, and Metabolism, Department of Genetics, and The Institute for Diabetes, Obesity and Metabolism, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
| | - Sandra L Martin
- RNA Bioscience Initiative, University of Colorado School of Medicine, Aurora, CO, United States.,Department of Cell and Developmental Biology, University of Colorado School of Medicine, Aurora, CO, United States
| |
Collapse
|
21
|
Fu R, Gillen AE, Grabek KR, Riemondy KA, Epperson LE, Bustamante CD, Hesselberth JR, Martin SL. Dynamic RNA Regulation in the Brain Underlies Physiological Plasticity in a Hibernating Mammal. Front Physiol 2021; 11:624677. [PMID: 33536943 PMCID: PMC7848201 DOI: 10.3389/fphys.2020.624677] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2020] [Accepted: 12/29/2020] [Indexed: 12/13/2022] Open
Abstract
Hibernation is a physiological and behavioral phenotype that minimizes energy expenditure. Hibernators cycle between profound depression and rapid hyperactivation of multiple physiological processes, challenging our concept of mammalian homeostasis. How the hibernator orchestrates and survives these extremes while maintaining cell to organismal viability is unknown. Here, we enhance the genome integrity and annotation of a model hibernator, the 13-lined ground squirrel. Our new assembly brings this genome to near chromosome-level contiguity and adds thousands of previously unannotated genes. These new genomic resources were used to identify 6,505 hibernation-related, differentially-expressed and processed transcripts using RNA-seq data from three brain regions in animals whose physiological status was precisely defined using body temperature telemetry. A software tool, squirrelBox, was developed to foster further data analyses and visualization. SquirrelBox includes a comprehensive toolset for rapid visualization of gene level and cluster group dynamics, sequence scanning of k-mer and domains, and interactive exploration of gene lists. Using these new tools and data, we deconvolute seasonal from temperature-dependent effects on the brain transcriptome during hibernation for the first time, highlighting the importance of carefully timed samples for studies of differential gene expression in hibernation. The identified genes include a regulatory network of RNA binding proteins that are dynamic in hibernation along with the composition of the RNA pool. In addition to passive effects of temperature, we provide evidence for regulated transcription and RNA turnover during hibernation. Significant alternative splicing, largely temperature dependent, also occurs during hibernation. These findings form a crucial first step and provide a roadmap for future work toward defining novel mechanisms of tissue protection and metabolic depression that may 1 day be applied toward improving human health.
Collapse
Affiliation(s)
- Rui Fu
- RNA Bioscience Initiative, University of Colorado School of Medicine, Aurora, CO, United States
| | - Austin E Gillen
- RNA Bioscience Initiative, University of Colorado School of Medicine, Aurora, CO, United States
| | - Katharine R Grabek
- Fauna Bio Incorporated, Emeryville, CA, United States.,Department of Biomedical Data Science, Stanford University, Stanford, CA, United States
| | - Kent A Riemondy
- RNA Bioscience Initiative, University of Colorado School of Medicine, Aurora, CO, United States
| | - L Elaine Epperson
- Center for Genes, Environment & Health, National Jewish Health, Denver, CO, United States
| | - Carlos D Bustamante
- Department of Biomedical Data Science, Stanford University, Stanford, CA, United States
| | - Jay R Hesselberth
- RNA Bioscience Initiative, University of Colorado School of Medicine, Aurora, CO, United States.,Department of Biochemistry and Molecular Genetics, School of Medicine, University of Colorado, Aurora, CO, United States
| | - Sandra L Martin
- RNA Bioscience Initiative, University of Colorado School of Medicine, Aurora, CO, United States.,Department of Cell & Developmental Biology, School of Medicine, University of Colorado, Aurora, CO, United States
| |
Collapse
|