1
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Román ÁC, Benítez DA, Díaz-Pizarro A, Del Valle-Del Pino N, Olivera-Gómez M, Cumplido-Laso G, Carvajal-González JM, Mulero-Navarro S. Next generation sequencing technologies to address aberrant mRNA translation in cancer. NAR Cancer 2024; 6:zcae024. [PMID: 38751936 PMCID: PMC11094761 DOI: 10.1093/narcan/zcae024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Revised: 04/30/2024] [Accepted: 05/06/2024] [Indexed: 05/18/2024] Open
Abstract
In this review, we explore the transformative impact of next generation sequencing technologies in the realm of translatomics (the study of how translational machinery acts on a genome-wide scale). Despite the expectation of a direct correlation between mRNA and protein content, the complex regulatory mechanisms that affect this relationship remark the limitations of standard RNA-seq approaches. Then, the review characterizes crucial techniques such as polysome profiling, ribo-seq, trap-seq, proximity-specific ribosome profiling, rnc-seq, tcp-seq, qti-seq and scRibo-seq. All these methods are summarized within the context of cancer research, shedding light on their applications in deciphering aberrant translation in cancer cells. In addition, we encompass databases and bioinformatic tools essential for researchers that want to address translatome analysis in the context of cancer biology.
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Affiliation(s)
- Ángel-Carlos Román
- Departamento de Bioquímica y Biología Molecular y Genética, Universidad de Extremadura. Avda. de Elvas s/n, 06071 Badajoz, Spain
| | - Dixan A Benítez
- Departamento de Bioquímica y Biología Molecular y Genética, Universidad de Extremadura. Avda. de Elvas s/n, 06071 Badajoz, Spain
| | - Alba Díaz-Pizarro
- Departamento de Bioquímica y Biología Molecular y Genética, Universidad de Extremadura. Avda. de Elvas s/n, 06071 Badajoz, Spain
| | - Nuria Del Valle-Del Pino
- Departamento de Bioquímica y Biología Molecular y Genética, Universidad de Extremadura. Avda. de Elvas s/n, 06071 Badajoz, Spain
| | - Marcos Olivera-Gómez
- Departamento de Bioquímica y Biología Molecular y Genética, Universidad de Extremadura. Avda. de Elvas s/n, 06071 Badajoz, Spain
| | - Guadalupe Cumplido-Laso
- Departamento de Bioquímica y Biología Molecular y Genética, Universidad de Extremadura. Avda. de Elvas s/n, 06071 Badajoz, Spain
| | - Jose M Carvajal-González
- Departamento de Bioquímica y Biología Molecular y Genética, Universidad de Extremadura. Avda. de Elvas s/n, 06071 Badajoz, Spain
| | - Sonia Mulero-Navarro
- Departamento de Bioquímica y Biología Molecular y Genética, Universidad de Extremadura. Avda. de Elvas s/n, 06071 Badajoz, Spain
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2
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Häfner SJ, Jansson MD, Altinel K, Andersen KL, Abay-Nørgaard Z, Ménard P, Fontenas M, Sørensen DM, Gay DM, Arendrup FS, Tehler D, Krogh N, Nielsen H, Kraushar ML, Kirkeby A, Lund AH. Ribosomal RNA 2'-O-methylation dynamics impact cell fate decisions. Dev Cell 2023; 58:1593-1609.e9. [PMID: 37473757 DOI: 10.1016/j.devcel.2023.06.007] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Revised: 02/16/2023] [Accepted: 06/26/2023] [Indexed: 07/22/2023]
Abstract
Translational regulation impacts both pluripotency maintenance and cell differentiation. To what degree the ribosome exerts control over this process remains unanswered. Accumulating evidence has demonstrated heterogeneity in ribosome composition in various organisms. 2'-O-methylation (2'-O-me) of rRNA represents an important source of heterogeneity, where site-specific alteration of methylation levels can modulate translation. Here, we examine changes in rRNA 2'-O-me during mouse brain development and tri-lineage differentiation of human embryonic stem cells (hESCs). We find distinct alterations between brain regions, as well as clear dynamics during cortex development and germ layer differentiation. We identify a methylation site impacting neuronal differentiation. Modulation of its methylation levels affects ribosome association of the fragile X mental retardation protein (FMRP) and is accompanied by an altered translation of WNT pathway-related mRNAs. Together, these data identify ribosome heterogeneity through rRNA 2'-O-me during early development and differentiation and suggest a direct role for ribosomes in regulating translation during cell fate acquisition.
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Affiliation(s)
- Sophia J Häfner
- Biotech Research and Innovation Centre, Faculty of Health and Medical Sciences, University of Copenhagen, 2200 Copenhagen, Denmark.
| | - Martin D Jansson
- Biotech Research and Innovation Centre, Faculty of Health and Medical Sciences, University of Copenhagen, 2200 Copenhagen, Denmark
| | - Kübra Altinel
- Biotech Research and Innovation Centre, Faculty of Health and Medical Sciences, University of Copenhagen, 2200 Copenhagen, Denmark
| | - Kasper L Andersen
- Biotech Research and Innovation Centre, Faculty of Health and Medical Sciences, University of Copenhagen, 2200 Copenhagen, Denmark
| | - Zehra Abay-Nørgaard
- Novo Nordisk Foundation Center for Stem Cell Medicine (reNEW) and Department of Neuroscience, Faculty of Health and Medical Science, University of Copenhagen, 2200 Copenhagen, Denmark
| | - Patrice Ménard
- Biotech Research and Innovation Centre, Faculty of Health and Medical Sciences, University of Copenhagen, 2200 Copenhagen, Denmark
| | - Martin Fontenas
- Biotech Research and Innovation Centre, Faculty of Health and Medical Sciences, University of Copenhagen, 2200 Copenhagen, Denmark
| | - Daniel M Sørensen
- Biotech Research and Innovation Centre, Faculty of Health and Medical Sciences, University of Copenhagen, 2200 Copenhagen, Denmark
| | - David M Gay
- Biotech Research and Innovation Centre, Faculty of Health and Medical Sciences, University of Copenhagen, 2200 Copenhagen, Denmark
| | - Frederic S Arendrup
- Biotech Research and Innovation Centre, Faculty of Health and Medical Sciences, University of Copenhagen, 2200 Copenhagen, Denmark
| | - Disa Tehler
- Biotech Research and Innovation Centre, Faculty of Health and Medical Sciences, University of Copenhagen, 2200 Copenhagen, Denmark
| | - Nicolai Krogh
- Department of Cellular and Molecular Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, 2200 Copenhagen, Denmark
| | - Henrik Nielsen
- Department of Cellular and Molecular Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, 2200 Copenhagen, Denmark
| | | | - Agnete Kirkeby
- Novo Nordisk Foundation Center for Stem Cell Medicine (reNEW) and Department of Neuroscience, Faculty of Health and Medical Science, University of Copenhagen, 2200 Copenhagen, Denmark; Wallenberg Center for Molecular Medicine, Department of Experimental Medical Science, Lund University, 22184 Lund, Sweden
| | - Anders H Lund
- Biotech Research and Innovation Centre, Faculty of Health and Medical Sciences, University of Copenhagen, 2200 Copenhagen, Denmark.
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3
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Alard A, Katsara O, Rios-Fuller T, Parra CDL, Ozerdem U, Ernlund A, Schneider RJ. Breast cancer cell mesenchymal transition and metastasis directed by DAP5/eIF3d-mediated selective mRNA translation. Cell Rep 2023; 42:112646. [PMID: 37314929 PMCID: PMC10895648 DOI: 10.1016/j.celrep.2023.112646] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Revised: 04/24/2023] [Accepted: 05/30/2023] [Indexed: 06/16/2023] Open
Abstract
Cancer cell plasticity enables cell survival in harsh physiological environments and fate transitions such as the epithelial-to-mesenchymal transition (EMT) that underlies invasion and metastasis. Using genome-wide transcriptomic and translatomic studies, an alternate mechanism of cap-dependent mRNA translation by the DAP5/eIF3d complex is shown to be essential for metastasis, EMT, and tumor directed angiogenesis. DAP5/eIF3d carries out selective translation of mRNAs encoding EMT transcription factors and regulators, cell migration integrins, metalloproteinases, and cell survival and angiogenesis factors. DAP5 is overexpressed in metastatic human breast cancers associated with poor metastasis-free survival. In human and murine breast cancer animal models, DAP5 is not required for primary tumor growth but is essential for EMT, cell migration, invasion, metastasis, angiogenesis, and resistance to anoikis. Thus, cancer cell mRNA translation involves two cap-dependent mRNA translation mechanisms, eIF4E/mTORC1 and DAP5/eIF3d. These findings highlight a surprising level of plasticity in mRNA translation during cancer progression and metastasis.
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Affiliation(s)
- Amandine Alard
- Department of Microbiology, NYU School of Medicine, New York, NY 10016, USA
| | - Olga Katsara
- Department of Microbiology, NYU School of Medicine, New York, NY 10016, USA
| | | | | | - Ugur Ozerdem
- Department of Pathology, NYU School of Medicine, New York, NY 10016, USA
| | - Amanda Ernlund
- Department of Microbiology, NYU School of Medicine, New York, NY 10016, USA
| | - Robert J Schneider
- Department of Microbiology, NYU School of Medicine, New York, NY 10016, USA
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4
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Breznak SM, Peng Y, Deng L, Kotb NM, Flamholz Z, Rapisarda IT, Martin ET, LaBarge KA, Fabris D, Gavis ER, Rangan P. H/ACA snRNP-dependent ribosome biogenesis regulates translation of polyglutamine proteins. SCIENCE ADVANCES 2023; 9:eade5492. [PMID: 37343092 PMCID: PMC10284551 DOI: 10.1126/sciadv.ade5492] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Accepted: 05/17/2023] [Indexed: 06/23/2023]
Abstract
Stem cells in many systems, including Drosophila germline stem cells (GSCs), increase ribosome biogenesis and translation during terminal differentiation. Here, we show that the H/ACA small nuclear ribonucleoprotein (snRNP) complex that promotes pseudouridylation of ribosomal RNA (rRNA) and ribosome biogenesis is required for oocyte specification. Reducing ribosome levels during differentiation decreased the translation of a subset of messenger RNAs that are enriched for CAG trinucleotide repeats and encode polyglutamine-containing proteins, including differentiation factors such as RNA-binding Fox protein 1. Moreover, ribosomes were enriched at CAG repeats within transcripts during oogenesis. Increasing target of rapamycin (TOR) activity to elevate ribosome levels in H/ACA snRNP complex-depleted germlines suppressed the GSC differentiation defects, whereas germlines treated with the TOR inhibitor rapamycin had reduced levels of polyglutamine-containing proteins. Thus, ribosome biogenesis and ribosome levels can control stem cell differentiation via selective translation of CAG repeat-containing transcripts.
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Affiliation(s)
- Shane M. Breznak
- Department of Biological Sciences, RNA Institute, University at Albany, 1400 Washington Avenue, LSRB 2033D, Albany, NY 12222, USA
| | - Yingshi Peng
- Department of Molecular Biology, Princeton University, Princeton, NJ 08544, USA
| | - Limin Deng
- Department of Biological Sciences, RNA Institute, University at Albany, 1400 Washington Avenue, LSRB 2033D, Albany, NY 12222, USA
- Department of Chemistry, University of Connecticut, 55N Eagleville Rd, Storrs, CT 06269, USA
| | - Noor M. Kotb
- Department of Biological Sciences, RNA Institute, University at Albany, 1400 Washington Avenue, LSRB 2033D, Albany, NY 12222, USA
- Department of Biomedical Sciences, University at Albany School of Public Health, Albany, NY 12144, USA
| | - Zachary Flamholz
- Department of Molecular Biology, Princeton University, Princeton, NJ 08544, USA
| | - Ian T. Rapisarda
- Department of Biological Sciences, RNA Institute, University at Albany, 1400 Washington Avenue, LSRB 2033D, Albany, NY 12222, USA
- Lake Erie College of Osteopathic Medicine, College of Medicine, 1858 W Grandview Blvd, Erie, PA 16509, USA
| | - Elliot T. Martin
- Department of Biological Sciences, RNA Institute, University at Albany, 1400 Washington Avenue, LSRB 2033D, Albany, NY 12222, USA
| | - Kara A. LaBarge
- Department of Biological Sciences, RNA Institute, University at Albany, 1400 Washington Avenue, LSRB 2033D, Albany, NY 12222, USA
| | - Dan Fabris
- Department of Biological Sciences, RNA Institute, University at Albany, 1400 Washington Avenue, LSRB 2033D, Albany, NY 12222, USA
- Department of Chemistry, University of Connecticut, 55N Eagleville Rd, Storrs, CT 06269, USA
| | - Elizabeth R. Gavis
- Department of Molecular Biology, Princeton University, Princeton, NJ 08544, USA
| | - Prashanth Rangan
- Department of Biological Sciences, RNA Institute, University at Albany, 1400 Washington Avenue, LSRB 2033D, Albany, NY 12222, USA
- Black Family Stem Cell Institute, Department of Cell, Developmental, and Regenerative Biology, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place, New York, NY 10029, USA
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5
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Fedorova AD, Tierney JA, Michel AM, Baranov PV. RiboGalaxy: A Galaxy-based Web Platform for Ribosome Profiling Data Processing – 2023 Update. J Mol Biol 2023. [DOI: 10.1016/j.jmb.2023.168043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/18/2023]
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6
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Patel PS, Pérez-Baos S, Walters B, Orlen M, Volkova A, Ruggles K, Park CY, Schneider RJ. Translational regulation of TFH cell differentiation and autoimmune pathogenesis. SCIENCE ADVANCES 2022; 8:eabo1782. [PMID: 35749506 PMCID: PMC9232117 DOI: 10.1126/sciadv.abo1782] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Accepted: 05/09/2022] [Indexed: 06/15/2023]
Abstract
Little is known regarding T cell translational regulation. We demonstrate that T follicular helper (TFH) cells use a previously unknown mechanism of selective messenger RNA (mRNA) translation for their differentiation, role in B cell maturation, and in autoimmune pathogenesis. We show that TFH cells have much higher levels of translation factor eIF4E than non-TFH CD4+ T cells, which is essential for translation of TFH cell fate-specification mRNAs. Genome-wide translation studies indicate that modest down-regulation of eIF4E activity by a small-molecule inhibitor or short hairpin RN impairs TFH cell development and function. In mice, down-regulation of eIF4E activity specifically reduces TFH cells among T helper subtypes, germinal centers, B cell recruitment, and antibody production. In experimental autoimmune encephalomyelitis, eIF4E activity down-regulation blocks TFH cell participation in disease pathogenesis while promoting rapid remission and spinal cord remyelination. TFH cell development and its role in autoimmune pathogenesis involve selective mRNA translation that is highly druggable.
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Affiliation(s)
- Preeyam S. Patel
- Department of Microbiology, New York University School of Medicine, New York, NY 10016, USA
| | - Sandra Pérez-Baos
- Department of Microbiology, New York University School of Medicine, New York, NY 10016, USA
| | - Beth Walters
- Department of Microbiology, New York University School of Medicine, New York, NY 10016, USA
| | - Margo Orlen
- Department of Microbiology, New York University School of Medicine, New York, NY 10016, USA
| | - Angelina Volkova
- Department of Medicine, New York University School of Medicine, New York, NY 10016, USA
| | - Kelly Ruggles
- Department of Medicine, New York University School of Medicine, New York, NY 10016, USA
| | - Christopher Y. Park
- Department of Pathology, New York University School of Medicine, New York, NY 10016, USA
| | - Robert J. Schneider
- Department of Microbiology, New York University School of Medicine, New York, NY 10016, USA
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7
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An eIF3d-dependent switch regulates HCMV replication by remodeling the infected cell translation landscape to mimic chronic ER stress. Cell Rep 2022; 39:110767. [PMID: 35508137 PMCID: PMC9127984 DOI: 10.1016/j.celrep.2022.110767] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Revised: 02/07/2022] [Accepted: 04/11/2022] [Indexed: 11/20/2022] Open
Abstract
Regulated loading of eIF3-bound 40S ribosomes on capped mRNA is generally dependent upon the translation initiation factor eIF4E; however, mRNA translation often proceeds during physiological stress, such as virus infection, when eIF4E availability and activity are limiting. It remains poorly understood how translation of virus and host mRNAs are regulated during infection stress. While initially sensitive to mTOR inhibition, which limits eIF4E-dependent translation, we show that protein synthesis in human cytomegalovirus (HCMV)-infected cells unexpectedly becomes progressively reliant upon eIF3d. Targeting eIF3d selectively inhibits HCMV replication, reduces polyribosome abundance, and interferes with expression of essential virus genes and a host gene expression signature indicative of chronic ER stress that fosters HCMV reproduction. This reveals a strategy whereby cellular eIF3d-dependent protein production is hijacked to exploit virus-induced ER stress. Moreover, it establishes how switching between eIF4E and eIF3d-responsive cap-dependent translation can differentially tune virus and host gene expression in infected cells. Instead of eIF4E-regulated ribosome loading, Thompson et al. show capped mRNA translation in HCMV-infected cells becomes reliant upon eIF3d. Depleting eIF3d inhibits HCMV replication, reduces polyribosomes, and restricts virus late gene and host chronic ER stress-induced gene expression. Thus, switching to eIF3d-responsive translation tunes gene expression to support virus replication.
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8
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Jansson MD, Häfner SJ, Altinel K, Tehler D, Krogh N, Jakobsen E, Andersen JV, Andersen KL, Schoof EM, Ménard P, Nielsen H, Lund AH. Regulation of translation by site-specific ribosomal RNA methylation. Nat Struct Mol Biol 2021; 28:889-899. [PMID: 34759377 DOI: 10.1038/s41594-021-00669-4] [Citation(s) in RCA: 54] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2020] [Accepted: 09/03/2021] [Indexed: 11/09/2022]
Abstract
Ribosomes are complex ribozymes that interpret genetic information by translating messenger RNA (mRNA) into proteins. Natural variation in ribosome composition has been documented in several organisms and can arise from several different sources. A key question is whether specific control over ribosome heterogeneity represents a mechanism by which translation can be regulated. We used RiboMeth-seq to demonstrate that differential 2'-O-methylation of ribosomal RNA (rRNA) represents a considerable source of ribosome heterogeneity in human cells, and that modification levels at distinct sites can change dynamically in response to upstream signaling pathways, such as MYC oncogene expression. Ablation of one prominent methylation resulted in altered translation of select mRNAs and corresponding changes in cellular phenotypes. Thus, differential rRNA 2'-O-methylation can give rise to ribosomes with specialized function. This suggests a broader mechanism where the specific regulation of rRNA modification patterns fine tunes translation.
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Affiliation(s)
- Martin D Jansson
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen, Denmark.
| | - Sophia J Häfner
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen, Denmark
| | - Kübra Altinel
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen, Denmark
| | - Disa Tehler
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen, Denmark
| | - Nicolai Krogh
- Department of Cellular and Molecular Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Emil Jakobsen
- Department of Drug Design and Pharmacology, University of Copenhagen, Copenhagen, Denmark
| | - Jens V Andersen
- Department of Drug Design and Pharmacology, University of Copenhagen, Copenhagen, Denmark
| | - Kasper L Andersen
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen, Denmark
| | - Erwin M Schoof
- Department of Biotechnology and Biomedicine, Technical University of Denmark, Lyngby, Denmark
| | - Patrice Ménard
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen, Denmark
| | - Henrik Nielsen
- Department of Cellular and Molecular Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Anders H Lund
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen, Denmark.
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9
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Herzog LO, Walters B, Buono R, Lee JS, Mallya S, Fung A, Chiu H, Nguyen N, Li B, Pinkerton AB, Jackson MR, Schneider RJ, Ronai ZA, Fruman DA. Targeting eIF4F translation initiation complex with SBI-756 sensitises B lymphoma cells to venetoclax. Br J Cancer 2021; 124:1098-1109. [PMID: 33318657 PMCID: PMC7960756 DOI: 10.1038/s41416-020-01205-9] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2020] [Revised: 09/30/2020] [Accepted: 11/20/2020] [Indexed: 01/29/2023] Open
Abstract
BACKGROUND The BCL2 inhibitor venetoclax has shown efficacy in several hematologic malignancies, with the greatest response rates in indolent blood cancers such as chronic lymphocytic leukaemia. There is a lower response rate to venetoclax monotherapy in diffuse large B-cell lymphoma (DLBCL). METHODS We tested inhibitors of cap-dependent mRNA translation for the ability to sensitise DLBCL and mantle cell lymphoma (MCL) cells to apoptosis by venetoclax. We compared the mTOR kinase inhibitor (TOR-KI) MLN0128 with SBI-756, a compound targeting eukaryotic translation initiation factor 4G1 (eIF4G1), a scaffolding protein in the eIF4F complex. RESULTS Treatment of DLBCL and MCL cells with SBI-756 synergised with venetoclax to induce apoptosis in vitro, and enhanced venetoclax efficacy in vivo. SBI-756 prevented eIF4E-eIF4G1 association and cap-dependent translation without affecting mTOR substrate phosphorylation. In TOR-KI-resistant DLBCL cells lacking eIF4E binding protein-1, SBI-756 still sensitised to venetoclax. SBI-756 selectively reduced translation of mRNAs encoding ribosomal proteins and translation factors, leading to a reduction in protein synthesis rates in sensitive cells. When normal lymphocytes were treated with SBI-756, only B cells had reduced viability, and this correlated with reduced protein synthesis. CONCLUSIONS Our data highlight a novel combination for treatment of aggressive lymphomas, and establishes its efficacy and selectivity using preclinical models.
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Affiliation(s)
- Lee-or Herzog
- grid.266093.80000 0001 0668 7243Department of Molecular Biology & Biochemistry, University of California, Irvine, CA 92697 USA
| | - Beth Walters
- grid.137628.90000 0004 1936 8753New York University School of Medicine, New York, NY USA
| | - Roberta Buono
- grid.266093.80000 0001 0668 7243Department of Molecular Biology & Biochemistry, University of California, Irvine, CA 92697 USA
| | - J. Scott Lee
- grid.266093.80000 0001 0668 7243Department of Molecular Biology & Biochemistry, University of California, Irvine, CA 92697 USA ,grid.418185.10000 0004 0627 6737Genomics Institute of the Novartis Research Foundation, San Diego, CA 92121 USA
| | - Sharmila Mallya
- grid.266093.80000 0001 0668 7243Department of Molecular Biology & Biochemistry, University of California, Irvine, CA 92697 USA
| | - Amos Fung
- grid.266093.80000 0001 0668 7243Department of Molecular Biology & Biochemistry, University of California, Irvine, CA 92697 USA
| | - Honyin Chiu
- grid.266093.80000 0001 0668 7243Department of Molecular Biology & Biochemistry, University of California, Irvine, CA 92697 USA ,grid.416879.50000 0001 2219 0587Benaroya Research Institute, Seattle, WA 98101 USA
| | - Nancy Nguyen
- grid.266093.80000 0001 0668 7243Department of Molecular Biology & Biochemistry, University of California, Irvine, CA 92697 USA
| | - Boyang Li
- grid.266093.80000 0001 0668 7243Department of Molecular Biology & Biochemistry, University of California, Irvine, CA 92697 USA
| | - Anthony B. Pinkerton
- grid.479509.60000 0001 0163 8573Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA 92037 USA
| | - Michael R. Jackson
- grid.479509.60000 0001 0163 8573Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA 92037 USA
| | - Robert J. Schneider
- grid.137628.90000 0004 1936 8753New York University School of Medicine, New York, NY USA
| | - Ze’ev A. Ronai
- grid.479509.60000 0001 0163 8573Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA 92037 USA
| | - David A. Fruman
- grid.266093.80000 0001 0668 7243Department of Molecular Biology & Biochemistry, University of California, Irvine, CA 92697 USA
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10
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Grabski DF, Broseus L, Kumari B, Rekosh D, Hammarskjold ML, Ritchie W. Intron retention and its impact on gene expression and protein diversity: A review and a practical guide. WILEY INTERDISCIPLINARY REVIEWS-RNA 2020; 12:e1631. [PMID: 33073477 DOI: 10.1002/wrna.1631] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/11/2020] [Revised: 09/16/2020] [Accepted: 09/23/2020] [Indexed: 12/12/2022]
Abstract
Intron retention (IR) occurs when a complete and unspliced intron remains in mature mRNA. An increasing body of literature has demonstrated a major role for IR in numerous biological functions, including several that impact human health and disease. Although experimental technologies used to study other forms of mRNA splicing can also be used to investigate IR, a specialized downstream computational analysis is optimal for IR discovery and analysis. Here we provide a review of IR and its biological implications, as well as a practical guide for how to detect and analyze it. Several methods, including long read third generation direct RNA sequencing, are described. We have developed an R package, FakIR, to facilitate the execution of the bioinformatic tasks recommended in this review and a tutorial on how to fit them to users aims. Additionally, we provide guidelines and experimental protocols to validate IR discovery and to evaluate the potential impact of IR on gene expression and protein output. This article is categorized under: RNA Evolution and Genomics > Computational Analyses of RNA RNA Processing > Splicing Regulation/Alternative Splicing RNA Methods > RNA Analyses in vitro and In Silico.
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Affiliation(s)
- David F Grabski
- Department of Molecular Physiology and Biological Physics, University of Virginia School of Medicine, Charlottesville, Virginia, USA.,Myles H. Thaler Center for AIDS and Human Retrovirus Research, University of Virginia, Charlottesville, Virginia, USA
| | - Lucile Broseus
- IGH, Centre National de la Recherche Scientifique, University of Montpellier, Montpellier, France
| | - Bandana Kumari
- IGH, Centre National de la Recherche Scientifique, University of Montpellier, Montpellier, France
| | - David Rekosh
- Myles H. Thaler Center for AIDS and Human Retrovirus Research, University of Virginia, Charlottesville, Virginia, USA.,Department of Microbiology, Immunology and Cancer Biology, University of Virginia School of Medicine, Charlottesville, Virginia, USA
| | - Marie-Louise Hammarskjold
- Myles H. Thaler Center for AIDS and Human Retrovirus Research, University of Virginia, Charlottesville, Virginia, USA.,Department of Microbiology, Immunology and Cancer Biology, University of Virginia School of Medicine, Charlottesville, Virginia, USA
| | - William Ritchie
- IGH, Centre National de la Recherche Scientifique, University of Montpellier, Montpellier, France
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11
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Wang S, Zhang Y, Hu C, Zhang N, Gribskov M, Yang H. Shiny-DEG: A Web Application to Analyze and Visualize Differentially Expressed Genes in RNA-seq. Interdiscip Sci 2020; 12:349-354. [PMID: 32666343 DOI: 10.1007/s12539-020-00383-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2020] [Revised: 06/08/2020] [Accepted: 07/01/2020] [Indexed: 11/26/2022]
Abstract
RNA-seq analysis has become one of the most widely used methods for biological and medical experiments, aiming to identify differentially expressed genes at a large scale. However, due to lack of programming skills and statistical background, it is difficult for biologists including faculty and students to fully understand what the RNA-seq results are and how to interpret them. In recent years, even though, there are several programs or websites that assist researchers to analyze and visualize NGS results, they have several limitations. Therefore, Shiny-DEG, a web application that facilitates the exploration and visualization of differentially expressed genes from RNA-seq, was developed. It integrates multi-factor design experiments, allows users to modify the parameters interactively according to experiments purpose and all analysis results can be downloaded directly, aiming to further assisting the interpretation and explanation of the biological questions. Therefore, it serves better for biologists without programming skills. Overall, this project is of great significance to reveal the mechanism of transcriptome differences.
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Affiliation(s)
- Sufang Wang
- School of Life Sciences, Northwestern Polytechnical University, Xi'an, 710072, Shaanxi, China.
| | - Yu Zhang
- School of Computer Science, Northwestern Polytechnical University, Xi'an, 710129, China.
- School of Computer Science and IT, RMIT University, Melbourne, VIC, 3000, Australia.
| | - Congzhan Hu
- School of Life Sciences, Northwestern Polytechnical University, Xi'an, 710072, Shaanxi, China
| | - Nu Zhang
- School of Life Sciences, Northwestern Polytechnical University, Xi'an, 710072, Shaanxi, China
| | - Michael Gribskov
- Department of Biological Sciences, Purdue University, West Lafayette, IN, 47907, USA
- Department of Computer Sciences, Purdue University, West Lafayette, IN, 47907, USA
| | - Hui Yang
- School of Life Sciences, Northwestern Polytechnical University, Xi'an, 710072, Shaanxi, China
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Kiniry SJ, Michel AM, Baranov PV. Computational methods for ribosome profiling data analysis. WILEY INTERDISCIPLINARY REVIEWS. RNA 2020; 11:e1577. [PMID: 31760685 DOI: 10.1002/wrna.1577] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/30/2019] [Revised: 10/12/2019] [Accepted: 10/16/2019] [Indexed: 12/15/2022]
Abstract
Since the introduction of the ribosome profiling technique in 2009 its popularity has greatly increased. It is widely used for the comprehensive assessment of gene expression and for studying the mechanisms of regulation at the translational level. As the number of ribosome profiling datasets being produced continues to grow, so too does the need for reliable software that can provide answers to the biological questions it can address. This review describes the computational methods and tools that have been developed to analyze ribosome profiling data at the different stages of the process. It starts with initial routine processing of raw data and follows with more specific tasks such as the identification of translated open reading frames, differential gene expression analysis, or evaluation of local or global codon decoding rates. The review pinpoints challenges associated with each step and explains the ways in which they are currently addressed. In addition it provides a comprehensive, albeit incomplete, list of publicly available software applicable to each step, which may be a beneficial starting point to those unexposed to ribosome profiling analysis. The outline of current challenges in ribosome profiling data analysis may inspire computational biologists to search for novel, potentially superior, solutions that will improve and expand the bioinformatician's toolbox for ribosome profiling data analysis. This article is characterized under: Translation > Ribosome Structure/Function RNA Evolution and Genomics > Computational Analyses of RNA Translation > Translation Mechanisms Translation > Translation Regulation.
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Affiliation(s)
- Stephen J Kiniry
- School of Biochemistry and Cell Biology, University College Cork, Cork, Ireland
| | - Audrey M Michel
- School of Biochemistry and Cell Biology, University College Cork, Cork, Ireland
| | - Pavel V Baranov
- School of Biochemistry and Cell Biology, University College Cork, Cork, Ireland
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, RAS, Moscow, Russia
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Recent advances in ribosome profiling for deciphering translational regulation. Methods 2020; 176:46-54. [DOI: 10.1016/j.ymeth.2019.05.011] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2018] [Revised: 05/02/2019] [Accepted: 05/15/2019] [Indexed: 12/16/2022] Open
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