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Ruiz-Demoulin S, Trenquier E, Dekkar S, Deshayes S, Boisguérin P, Serrano C, de Santa Barbara P, Faure S. LIX1 Controls MAPK Signaling Reactivation and Contributes to GIST-T1 Cell Resistance to Imatinib. Int J Mol Sci 2023; 24:ijms24087138. [PMID: 37108337 PMCID: PMC10138740 DOI: 10.3390/ijms24087138] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2023] [Revised: 04/04/2023] [Accepted: 04/10/2023] [Indexed: 04/29/2023] Open
Abstract
Gastrointestinal stromal tumor (GIST), the most common sarcoma, is mainly caused by an oncogenic mutation in the KIT receptor tyrosine kinase. Targeting KIT using tyrosine kinase inhibitors, such as imatinib and sunitinib, provides substantial benefit; however, in most patients, the disease will eventually progress due to KIT secondary mutations leading to treatment failure. Understanding how GIST cells initially adapt to KIT inhibition should guide the selection of appropriate therapies to overcome the emergence of resistance. Several mechanisms have been broadly implicated in the resistance to imatinib anti-tumoral effects, including the reactivation of MAPK signaling upon KIT/PDGFRA targeted inhibition. This study provides evidence that LImb eXpression 1 (LIX1), a protein we identified as a regulator of the Hippo transducers YAP1 and TAZ, is upregulated upon imatinib or sunitinib treatment. LIX1 silencing in GIST-T1 cells impaired imatinib-induced MAPK signaling reactivation and enhanced imatinib anti-tumor effect. Our findings identified LIX1 as a key regulator of the early adaptative response of GIST cells to targeted therapies.
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Affiliation(s)
- Salomé Ruiz-Demoulin
- Physiology and Experimental Medicine of the Heart and Muscles (PhyMedExp), University of Montpellier, INSERM, CNRS, 34295 Montpellier, France
| | - Eva Trenquier
- Physiology and Experimental Medicine of the Heart and Muscles (PhyMedExp), University of Montpellier, INSERM, CNRS, 34295 Montpellier, France
| | - Sanaa Dekkar
- Physiology and Experimental Medicine of the Heart and Muscles (PhyMedExp), University of Montpellier, INSERM, CNRS, 34295 Montpellier, France
| | - Sébastien Deshayes
- Physiology and Experimental Medicine of the Heart and Muscles (PhyMedExp), University of Montpellier, INSERM, CNRS, 34295 Montpellier, France
| | - Prisca Boisguérin
- Physiology and Experimental Medicine of the Heart and Muscles (PhyMedExp), University of Montpellier, INSERM, CNRS, 34295 Montpellier, France
| | - César Serrano
- Sarcoma Translational Research Laboratory, Vall d'Hebron Institute of Oncology (VHIO), 08035 Barcelona, Spain
| | - Pascal de Santa Barbara
- Physiology and Experimental Medicine of the Heart and Muscles (PhyMedExp), University of Montpellier, INSERM, CNRS, 34295 Montpellier, France
| | - Sandrine Faure
- Physiology and Experimental Medicine of the Heart and Muscles (PhyMedExp), University of Montpellier, INSERM, CNRS, 34295 Montpellier, France
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2
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Poverennaya EV, Pyatnitskiy MA, Dolgalev GV, Arzumanian VA, Kiseleva OI, Kurbatov IY, Kurbatov LK, Vakhrushev IV, Romashin DD, Kim YS, Ponomarenko EA. Exploiting Multi-Omics Profiling and Systems Biology to Investigate Functions of TOMM34. BIOLOGY 2023; 12:198. [PMID: 36829477 PMCID: PMC9952762 DOI: 10.3390/biology12020198] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Revised: 01/17/2023] [Accepted: 01/25/2023] [Indexed: 01/31/2023]
Abstract
Although modern biology is now in the post-genomic era with vastly increased access to high-quality data, the set of human genes with a known function remains far from complete. This is especially true for hundreds of mitochondria-associated genes, which are under-characterized and lack clear functional annotation. However, with the advent of multi-omics profiling methods coupled with systems biology algorithms, the cellular role of many such genes can be elucidated. Here, we report genes and pathways associated with TOMM34, Translocase of Outer Mitochondrial Membrane, which plays role in the mitochondrial protein import as a part of cytosolic complex together with Hsp70/Hsp90 and is upregulated in various cancers. We identified genes, proteins, and metabolites altered in TOMM34-/- HepG2 cells. To our knowledge, this is the first attempt to study the functional capacity of TOMM34 using a multi-omics strategy. We demonstrate that TOMM34 affects various processes including oxidative phosphorylation, citric acid cycle, metabolism of purine, and several amino acids. Besides the analysis of already known pathways, we utilized de novo network enrichment algorithm to extract novel perturbed subnetworks, thus obtaining evidence that TOMM34 potentially plays role in several other cellular processes, including NOTCH-, MAPK-, and STAT3-signaling. Collectively, our findings provide new insights into TOMM34's cellular functions.
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Affiliation(s)
| | - Mikhail A. Pyatnitskiy
- Institute of Biomedical Chemistry, Moscow 119121, Russia
- Faculty Of Computer Science, National Research University Higher School of Economics, Moscow 101000, Russia
| | | | | | | | | | | | | | | | - Yan S. Kim
- Institute of Biomedical Chemistry, Moscow 119121, Russia
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3
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Akerberg AA, Trembley M, Butty V, Schwertner A, Zhao L, Beerens M, Liu X, Mahamdeh M, Yuan S, Boyer L, MacRae C, Nguyen C, Pu WT, Burns CE, Burns CG. RBPMS2 Is a Myocardial-Enriched Splicing Regulator Required for Cardiac Function. Circ Res 2022; 131:980-1000. [PMID: 36367103 PMCID: PMC9770155 DOI: 10.1161/circresaha.122.321728] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Revised: 10/27/2022] [Accepted: 11/01/2022] [Indexed: 11/13/2022]
Abstract
BACKGROUND RBPs (RNA-binding proteins) perform indispensable functions in the post-transcriptional regulation of gene expression. Numerous RBPs have been implicated in cardiac development or physiology based on gene knockout studies and the identification of pathogenic RBP gene mutations in monogenic heart disorders. The discovery and characterization of additional RBPs performing indispensable functions in the heart will advance basic and translational cardiovascular research. METHODS We performed a differential expression screen in zebrafish embryos to identify genes enriched in nkx2.5-positive cardiomyocytes or cardiopharyngeal progenitors compared to nkx2.5-negative cells from the same embryos. We investigated the myocardial-enriched gene RNA-binding protein with multiple splicing (variants) 2 [RBPMS2)] by generating and characterizing rbpms2 knockout zebrafish and human cardiomyocytes derived from RBPMS2-deficient induced pluripotent stem cells. RESULTS We identified 1848 genes enriched in the nkx2.5-positive population. Among the most highly enriched genes, most with well-established functions in the heart, we discovered the ohnologs rbpms2a and rbpms2b, which encode an evolutionarily conserved RBP. Rbpms2 localizes selectively to cardiomyocytes during zebrafish heart development and strong cardiomyocyte expression persists into adulthood. Rbpms2-deficient embryos suffer from early cardiac dysfunction characterized by reduced ejection fraction. The functional deficit is accompanied by myofibril disarray, altered calcium handling, and differential alternative splicing events in mutant cardiomyocytes. These phenotypes are also observed in RBPMS2-deficient human cardiomyocytes, indicative of conserved molecular and cellular function. RNA-sequencing and comparative analysis of genes mis-spliced in RBPMS2-deficient zebrafish and human cardiomyocytes uncovered a conserved network of 29 ortholog pairs that require RBPMS2 for alternative splicing regulation, including RBFOX2, SLC8A1, and MYBPC3. CONCLUSIONS Our study identifies RBPMS2 as a conserved regulator of alternative splicing, myofibrillar organization, and calcium handling in zebrafish and human cardiomyocytes.
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Affiliation(s)
- Alexander A. Akerberg
- Division of Basic and Translational Cardiovascular Research, Department of Cardiology, Boston Children’s Hospital, Boston‚ MA (A.A.A., M.T., X.L., W.T.P., C.E.B., C.G.B.)
- Cardiovascular Research Center, Massachusetts General Hospital, Charlestown‚ MA (A.A.A., A.S., L.Z., M.M., S.Y., C.N., C.E.B., C.G.B.)
- Harvard Medical School, Boston, MA (A.A.A., M.T., A.S., L.Z., M.B., X.L., M.M., S.Y., C.M., C.N., W.T.P., C.E.B., C.G.B.)
| | - Michael Trembley
- Division of Basic and Translational Cardiovascular Research, Department of Cardiology, Boston Children’s Hospital, Boston‚ MA (A.A.A., M.T., X.L., W.T.P., C.E.B., C.G.B.)
- Harvard Medical School, Boston, MA (A.A.A., M.T., A.S., L.Z., M.B., X.L., M.M., S.Y., C.M., C.N., W.T.P., C.E.B., C.G.B.)
| | - Vincent Butty
- BioMicroCenter, Department of Biology (V.B.), Massachusetts Institute of Technology, Cambridge‚ MA
- Department of Biology (V.B., L.B.), Massachusetts Institute of Technology, Cambridge‚ MA
| | - Asya Schwertner
- Cardiovascular Research Center, Massachusetts General Hospital, Charlestown‚ MA (A.A.A., A.S., L.Z., M.M., S.Y., C.N., C.E.B., C.G.B.)
- Harvard Medical School, Boston, MA (A.A.A., M.T., A.S., L.Z., M.B., X.L., M.M., S.Y., C.M., C.N., W.T.P., C.E.B., C.G.B.)
| | - Long Zhao
- Harvard Medical School, Boston, MA (A.A.A., M.T., A.S., L.Z., M.B., X.L., M.M., S.Y., C.M., C.N., W.T.P., C.E.B., C.G.B.)
| | - Manu Beerens
- Harvard Medical School, Boston, MA (A.A.A., M.T., A.S., L.Z., M.B., X.L., M.M., S.Y., C.M., C.N., W.T.P., C.E.B., C.G.B.)
- Division of Cardiovascular Medicine, Brigham and Women’s Hospital, Boston, MA (M.B., C.M.)
| | - Xujie Liu
- Division of Basic and Translational Cardiovascular Research, Department of Cardiology, Boston Children’s Hospital, Boston‚ MA (A.A.A., M.T., X.L., W.T.P., C.E.B., C.G.B.)
- Harvard Medical School, Boston, MA (A.A.A., M.T., A.S., L.Z., M.B., X.L., M.M., S.Y., C.M., C.N., W.T.P., C.E.B., C.G.B.)
| | - Mohammed Mahamdeh
- Cardiovascular Research Center, Massachusetts General Hospital, Charlestown‚ MA (A.A.A., A.S., L.Z., M.M., S.Y., C.N., C.E.B., C.G.B.)
- Harvard Medical School, Boston, MA (A.A.A., M.T., A.S., L.Z., M.B., X.L., M.M., S.Y., C.M., C.N., W.T.P., C.E.B., C.G.B.)
| | - Shiaulou Yuan
- Cardiovascular Research Center, Massachusetts General Hospital, Charlestown‚ MA (A.A.A., A.S., L.Z., M.M., S.Y., C.N., C.E.B., C.G.B.)
- Harvard Medical School, Boston, MA (A.A.A., M.T., A.S., L.Z., M.B., X.L., M.M., S.Y., C.M., C.N., W.T.P., C.E.B., C.G.B.)
| | - Laurie Boyer
- Department of Biology (V.B., L.B.), Massachusetts Institute of Technology, Cambridge‚ MA
- Department of Biological Engineering (L.B.), Massachusetts Institute of Technology, Cambridge‚ MA
| | - Calum MacRae
- Harvard Medical School, Boston, MA (A.A.A., M.T., A.S., L.Z., M.B., X.L., M.M., S.Y., C.M., C.N., W.T.P., C.E.B., C.G.B.)
- Division of Cardiovascular Medicine, Brigham and Women’s Hospital, Boston, MA (M.B., C.M.)
| | - Christopher Nguyen
- Cardiovascular Research Center, Massachusetts General Hospital, Charlestown‚ MA (A.A.A., A.S., L.Z., M.M., S.Y., C.N., C.E.B., C.G.B.)
- Harvard Medical School, Boston, MA (A.A.A., M.T., A.S., L.Z., M.B., X.L., M.M., S.Y., C.M., C.N., W.T.P., C.E.B., C.G.B.)
- Cardiovascular Innovation Research Center, Heart Vascular & Thoracic Institute, Cleveland Clinic‚ Cleveland‚ OH (C.N.)
| | - William T. Pu
- Division of Basic and Translational Cardiovascular Research, Department of Cardiology, Boston Children’s Hospital, Boston‚ MA (A.A.A., M.T., X.L., W.T.P., C.E.B., C.G.B.)
- Harvard Medical School, Boston, MA (A.A.A., M.T., A.S., L.Z., M.B., X.L., M.M., S.Y., C.M., C.N., W.T.P., C.E.B., C.G.B.)
- Harvard Stem Cell Institute, Cambridge, MA (W.T.P., C.E.B.)
| | - Caroline E. Burns
- Division of Basic and Translational Cardiovascular Research, Department of Cardiology, Boston Children’s Hospital, Boston‚ MA (A.A.A., M.T., X.L., W.T.P., C.E.B., C.G.B.)
- Cardiovascular Research Center, Massachusetts General Hospital, Charlestown‚ MA (A.A.A., A.S., L.Z., M.M., S.Y., C.N., C.E.B., C.G.B.)
- Harvard Medical School, Boston, MA (A.A.A., M.T., A.S., L.Z., M.B., X.L., M.M., S.Y., C.M., C.N., W.T.P., C.E.B., C.G.B.)
- Harvard Stem Cell Institute, Cambridge, MA (W.T.P., C.E.B.)
| | - C. Geoffrey Burns
- Division of Basic and Translational Cardiovascular Research, Department of Cardiology, Boston Children’s Hospital, Boston‚ MA (A.A.A., M.T., X.L., W.T.P., C.E.B., C.G.B.)
- Cardiovascular Research Center, Massachusetts General Hospital, Charlestown‚ MA (A.A.A., A.S., L.Z., M.M., S.Y., C.N., C.E.B., C.G.B.)
- Harvard Medical School, Boston, MA (A.A.A., M.T., A.S., L.Z., M.B., X.L., M.M., S.Y., C.M., C.N., W.T.P., C.E.B., C.G.B.)
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4
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Guérin A, Angebault C, Kinet S, Cazevieille C, Rojo M, Fauconnier J, Lacampagne A, Mourier A, Taylor N, de Santa Barbara P, Faure S. LIX1-mediated changes in mitochondrial metabolism control the fate of digestive mesenchyme-derived cells. Redox Biol 2022; 56:102431. [PMID: 35988446 PMCID: PMC9420520 DOI: 10.1016/j.redox.2022.102431] [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: 07/07/2022] [Accepted: 08/03/2022] [Indexed: 11/06/2022] Open
Abstract
YAP1 and TAZ are transcriptional co-activator proteins that play fundamental roles in many biological processes, from cell proliferation and cell lineage fate determination to tumorigenesis. We previously demonstrated that Limb Expression 1 (LIX1) regulates YAP1 and TAZ activity and controls digestive mesenchymal progenitor proliferation. However, LIX1 mode of action remains elusive. Here, we found that endogenous LIX1 is localized in mitochondria and is anchored to the outer mitochondrial membrane through S-palmitoylation of cysteine 84, a residue conserved in all LIX1 orthologs. LIX1 downregulation altered the mitochondrial ultrastructure, resulting in a significantly decreased respiration and attenuated production of mitochondrial reactive oxygen species (mtROS). Mechanistically, LIX1 knock-down impaired the stability of the mitochondrial proteins PHB2 and OPA1 that are found in complexes with mitochondrial-specific phospholipids and are required for cristae organization. Supplementation with unsaturated fatty acids counteracted the effects of LIX1 knock-down on mitochondrial morphology and ultrastructure and restored YAP1/TAZ signaling. Collectively, our data demonstrate that LIX1 is a key regulator of cristae organization, modulating mtROS level and subsequently regulating the signaling cascades that control fate commitment of digestive mesenchyme-derived cells. LIX1 is tightly anchored to the outer membrane of mitochondria. LIX1 mitochondrial localization is mediated by S-palmitoylation on cysteine 84. LIX1 knock-down reduces the stability of the mitochondrial proteins PHB2 and OPA1 and impairs cristae organization. Redox signaling modulations regulate YAP1/TAZ activity and control fate commitment of digestive mesenchyme-derived cells.
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Affiliation(s)
- Amandine Guérin
- PhyMedExp, University of Montpellier, INSERM, CNRS, Montpellier, France
| | - Claire Angebault
- PhyMedExp, University of Montpellier, INSERM, CNRS, Montpellier, France
| | - Sandrina Kinet
- Institut de Génétique Moléculaire de Montpellier, University of Montpellier, CNRS, Montpellier, France
| | - Chantal Cazevieille
- Institut de Neurosciences de Montpellier, University of Montpellier, INSERM, Montpellier, France
| | - Manuel Rojo
- Centre National de la Recherche Scientifique, Université de Bordeaux, IBGC UMR, 5095, Bordeaux, France
| | - Jérémy Fauconnier
- PhyMedExp, University of Montpellier, INSERM, CNRS, Montpellier, France
| | - Alain Lacampagne
- PhyMedExp, University of Montpellier, INSERM, CNRS, Montpellier, France
| | - Arnaud Mourier
- Centre National de la Recherche Scientifique, Université de Bordeaux, IBGC UMR, 5095, Bordeaux, France
| | - Naomi Taylor
- Institut de Génétique Moléculaire de Montpellier, University of Montpellier, CNRS, Montpellier, France
| | | | - Sandrine Faure
- PhyMedExp, University of Montpellier, INSERM, CNRS, Montpellier, France.
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5
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Zhao H, Tong Y, Pan S, Qiu Z, Liu P, Guo P. RBPMS2, as a novel biomarker for predicting lymph node metastasis, guides therapeutic regimens in gastric cancer. Hum Cell 2022; 35:599-612. [PMID: 34981466 DOI: 10.1007/s13577-021-00667-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Accepted: 12/26/2021] [Indexed: 12/23/2022]
Abstract
RNA-binding protein with multiple splicing 2 (RBPMS2) is a critical gene that encodes a member of the RNA-recognition-motif-containing protein family and is involved in the development and dedifferentiation of digestive smooth muscle cells. However, whether RBPMS2 has an effect on the prognosis of gastric cancer (GC) and its possible mechanism during GC progression remain unknown. Here, we collected 596 GC patients who underwent curative surgical resection to evaluate expression of RBPMS2. RBPMS2 was upregulated in GC tissues, and was associated with lymph node metastasis. We analysis the KEGG pathway and GO biological processes, cellular component and molecular function of RBPMS2 interactive genes, as well as RBPMS2-binding partner ESRP1 interactive genes. We also focus on the correlation analysis between EMT-related genes and RBPMS2/ESRP1. Finally, we analysed the correlation between RBPMS2 expression and chemotherapeutic drugs which may assist in GC therapy and demonstrated that RBPMS2 expression was associated with tumour mutation burden (TMB) and Microsatellite Instability (MSI), as well as immune infiltration level in GC.
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Affiliation(s)
- Han Zhao
- Department of Surgical Oncology, First Affiliated Hospital of China Medical University, North Nanjing Street 155, Shenyang, 110001, China.,Department of Surgical Oncology and General Surgery, Key Laboratory of Precision Diagnosis and Treatment of Gastrointestinal Tumors, Ministry of Education, The First Affiliated Hospital of China Medical University, Shenyang, China
| | - Yuxin Tong
- Medical Research Center, Liaoning Key Laboratory of Research and Application of Animal Models for Environmental and Metabolic Diseases, Shengjing Hospital of China Medical University, #36 Sanhao Street, Heping District, Shenyang, 110004, China
| | - Siwei Pan
- Department of Surgical Oncology, First Affiliated Hospital of China Medical University, North Nanjing Street 155, Shenyang, 110001, China.,Department of Surgical Oncology and General Surgery, Key Laboratory of Precision Diagnosis and Treatment of Gastrointestinal Tumors, Ministry of Education, The First Affiliated Hospital of China Medical University, Shenyang, China
| | - Zhendong Qiu
- Department of Surgical Oncology, First Affiliated Hospital of China Medical University, North Nanjing Street 155, Shenyang, 110001, China.,Department of Surgical Oncology and General Surgery, Key Laboratory of Precision Diagnosis and Treatment of Gastrointestinal Tumors, Ministry of Education, The First Affiliated Hospital of China Medical University, Shenyang, China
| | - Pengfei Liu
- Department of Surgical Oncology, First Affiliated Hospital of China Medical University, North Nanjing Street 155, Shenyang, 110001, China.,Department of Surgical Oncology and General Surgery, Key Laboratory of Precision Diagnosis and Treatment of Gastrointestinal Tumors, Ministry of Education, The First Affiliated Hospital of China Medical University, Shenyang, China
| | - Pengtao Guo
- Department of Surgical Oncology, First Affiliated Hospital of China Medical University, North Nanjing Street 155, Shenyang, 110001, China. .,Department of Surgical Oncology and General Surgery, Key Laboratory of Precision Diagnosis and Treatment of Gastrointestinal Tumors, Ministry of Education, The First Affiliated Hospital of China Medical University, Shenyang, China.
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6
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Liu W, Mahdessian H, Helgadottir H, Zhou X, Thutkawkorapin J, Jiao X, Wolk A, Lindblom A. Colorectal cancer risk susceptibility loci in a Swedish population. Mol Carcinog 2021; 61:288-300. [PMID: 34758156 DOI: 10.1002/mc.23366] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2021] [Revised: 10/20/2021] [Accepted: 10/20/2021] [Indexed: 11/12/2022]
Abstract
To search for colorectal cancer (CRC) risk loci, Swedish samples were used for a genome-wide haplotype analysis. A logistic regression model was employed in 2663 CRC cases and 1642 controls in the discovery analysis. Three analyses were done, on all, familial-, and nonfamilial CRC samples and only results with odds ratio (OR) > 1 were analyzed. single nucleotide polymorphism (SNP) analysis did not generate any statistically significant results. Haplotype analysis suggested novel loci, on chromosome 2q36.1 (OR = 1.71, p value = 5.6924 × 10-8 ) in all CRC samples, chromosome 1q43 (OR = 4.04 p value = 3.24 × 10-8 ) in familial CRC samples, and two hits in nonfamilial CRC samples, chromosomes 2q36.1 (OR = 1.71 p value = 5.69 × 10-8 ) and 3p24.3 (OR = 1.62 p value = 6.21 × 10-9 ). Moreover, one locus on chromosome 20q13.33 was suggested in analyses of all samples, and five more novel loci were suggested on chromosomes 10q25.3, 15q,22.31, 17p11.2, 1p34.2, and 3q24. The haplotypes from the analysis of all samples were replicated in a second study of CRC cases and controls from the same part of Sweden. In summary, using haplotype analysis in Swedish CRC samples, the best hits were novel loci and the locus on chromosomes 2q36.1 and 20q13.33 suggested in the analysis of all samples were confirmed in a second cohort. The ORs were often higher than ORs from published genome-wide association study (GWAS). The study suggested it was possible that a risk locus could involve more than one gene, and that haplotypes could give information on the gene or genes possibly involved in the risk at specific locus.
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Affiliation(s)
- Wen Liu
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden.,Department of Neuroscience, Uppsala University, Uppsala, Sweden
| | - Hovsep Mahdessian
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
| | - Hafdis Helgadottir
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden.,Department of Clinical Genetics, Karolinska University Hospital, Stockholm, Sweden
| | - Xingwu Zhou
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | | | - Xiang Jiao
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
| | | | - Alicja Wolk
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden.,Department of Surgical Sciences, Uppsala University, Uppsala, Sweden
| | - Annika Lindblom
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden.,Department of Clinical Genetics, Karolinska University Hospital, Stockholm, Sweden
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7
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Integrative analysis-based identification and validation of a prognostic immune cell infiltration-based model for patients with advanced gastric cancer. Int Immunopharmacol 2021; 101:108258. [PMID: 34678693 DOI: 10.1016/j.intimp.2021.108258] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Revised: 10/09/2021] [Accepted: 10/10/2021] [Indexed: 11/23/2022]
Abstract
BACKGROUNDS Advanced gastric cancer (GC) remains difficult to conduct individualized prognostic evaluations owing to the highly heterogeneous nature and the low level of immune cell infiltration (ICI) within GC tumors. This study thus sought to develop a model capable of classifying GC patients according to the degree of tumor ICI and gauging prognosis. METHODS The degree of ICI in GC patients from the GSE15459, GSE57303, and GSE62254 datasets were estimated, and these values were used to group patients via an unsupervised clustering approach, after which ICI cluster-related genes were identified the association with prognosis through Cox and LASSO regression analyses. The primary risk genes were then verified by immunohistochemical staining of GC tumor tissue samples. RESULTS 570 patients were clustered into three clusters and 289 ICI cluster-related genes were identified. A prognostic model based on the expression of six crucial ICI risk genes (CXCL11, RBPMS2, LOC400043, JCHAIN, CT83, and ORM1) wa constructed. Patients identified as being high risk based upon the model have poorer clinical features and survival outcomes compared to the other patients. Adjuvant intervention was found to be more beneficial for patients expressing high levels of RBPMS2, JCHAIN, or ORM1. Furthermore, patients expressing low levels of JCHAIN or CT83 in GC tumor tissues were verified to exhibit a significantly better prognosis in a CMU cohort. CONCLUSION Advanced GC patients were successfully grouped into clusters based on the degree of intratumoral ICI, and a prognostic evaluation model based on 6 ICI risk genes was developed and validated.
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8
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Zhou L, Zhou Q, Wu Y, Xin L. Integrating 13 Microarrays to Construct a 6 RNA-binding proteins Prognostic Signature for Gastric Cancer patients. J Cancer 2021; 12:4971-4984. [PMID: 34234866 PMCID: PMC8247375 DOI: 10.7150/jca.57225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Accepted: 05/21/2021] [Indexed: 12/24/2022] Open
Abstract
Background: It has been confirmed in many tumors that RNA-binding proteins (RBPs) will affect the progress of cancer, but there is still a lack of large-scale research in gastric cancer (GC). Methods: We obtained 13 microarray mRNA expression profiles of the GPL570 platform, and extracted expression from them after integration to analyze the expression differences of RBPs. Enrichment analysis studies the role of these RBPs in GC. Univariate, Lasso and multivariate Cox regression analysis are used to identify independent prognostic hub RBPs, thereby constructing and verifying a prognostic signature. External data and rt-PCR verified the expression of hub RBPs. Results: We have identified 51 dysregulated RBPs in GC. Enrichment analysis shows that it can mainly participate in RNA decomposition, modification, processing, etc. and affect the progress of GC. After multiple statistical analysis, six independent prognostic RBPs of GC were determined and a prognostic signature was developed. According to the median risk value, the training cohort was divided into high-risk and low-risk groups. Considering the clinical characteristics, in training, testing, and complete cohorts, the overall survival rate of the high-risk group was significantly lower than that of the low-risk group, which was confirmed by the time-dependent receiver operating characteristic curve. Univariate and multivariate Cox regression analysis of independent prognostic ability of risk score. In addition, we constructed and verified a nomogram based on the prognostic signature, showing accurate prediction performance. rt-PCR and external data verification are consistent with our conclusions. Conclusion: This study analyzed the overall expression of RPBs in GC and explored its mechanism. A new prognostic signature was developed and verified. A nomogram has also been established and verified, which helps to improve the treatment strategy for GC.
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Affiliation(s)
- Liqiang Zhou
- Department of General Surgery, The Second Affiliated Hospital of Nanchang University, Nanchang 330006, Jiangxi, China
| | - Qi Zhou
- Department of General Surgery, The Second Affiliated Hospital of Nanchang University, Nanchang 330006, Jiangxi, China
| | - You Wu
- Department of General Surgery, The Second Affiliated Hospital of Nanchang University, Nanchang 330006, Jiangxi, China
| | - Lin Xin
- Department of General Surgery, The Second Affiliated Hospital of Nanchang University, Nanchang 330006, Jiangxi, China
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9
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Chun SH, Kim EY, Yoon JS, Won HS, Yim K, Hwang HW, Hong SA, Lee M, Lee SL, Kim SS, Sun DS, Ko YH. Prognostic value of noggin protein expression in patients with resected gastric cancer. BMC Cancer 2021; 21:558. [PMID: 34001012 PMCID: PMC8130398 DOI: 10.1186/s12885-021-08273-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2020] [Accepted: 04/29/2021] [Indexed: 01/02/2023] Open
Abstract
Background Noggin and RNA-binding protein for multiple splicing 2 (RBPMS2) are known to regulate the expression of smooth muscle cells, endothelial cells, and osteoblasts. However, the prognostic role of combined Noggin and RBPMS2 expression in resected gastric cancer (GC) is unclear. Methods A total of 163 patients with GC who underwent gastrectomy were included in this study. The expression of Noggin and RBPMS2 proteins in tumor cells at the tumor center and invasive front of resected GC was evaluated by immunohistochemistry, and in conjunction with clinicopathological parameters the patient survival was analyzed. Results RBPMS2 protein expression was high at the tumor center (n = 86, 52.8%) and low at the invasive front (n = 69, 42.3%), while Noggin protein expression was high in both tumor center (n = 91, 55.8%) and the invasive front (n = 90, 55.2%). Noggin expression at the invasive front and tumor center was significantly decreased in advanced T stage, non-intestinal-type (invasive front, P = 0.008 and P < 0.001; tumor center lesion, P = 0.013 and P = 0.001). RBPMS2 expression at the invasive front was significantly decreased in non-intestinal-type and positive lymphatic invasion (P < 0.001 and P = 0.013). Multivariate analysis revealed that high Noggin protein expression of the invasive front was an independent prognostic factor for overall survival (hazard ratio [HR], 0.58; 95% confidence interval [CI]; 0.35–0.97, P < 0.036), but not at the tumor center (HR, 1.35; 95% CI; 0.81–2.26, P = 0.251). Conclusions Our study indicates that high Noggin expression is a crucial prognostic factor for favorable outcomes in patients with resected GC. Supplementary Information The online version contains supplementary material available at 10.1186/s12885-021-08273-x.
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Affiliation(s)
- Sang Hoon Chun
- Division of Oncology, Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Eun Young Kim
- Department of Surgery, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Jung-Sook Yoon
- Uijeongbu St. Mary's Hospital Clinical Research Laboratory, The Catholic University of Korea, Seoul, Republic of Korea
| | - Hye Sung Won
- Division of Oncology, Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Kwangil Yim
- Department of Hospital Pathology, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Hye Won Hwang
- Department of Pathology, College of Medicine, Chung-Ang University, Seoul, Republic of Korea
| | - Soon Auck Hong
- Department of Pathology, College of Medicine, Chung-Ang University, Seoul, Republic of Korea
| | - Minho Lee
- Department of Life Science, Dongguk University-Seoul, Goyang, Republic of Korea
| | - Su Lim Lee
- Department of Radiology, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Sung-Soo Kim
- Department of Internal Medicine, Division of Gastroenterology, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Der Sheng Sun
- Division of Oncology, Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Yoon Ho Ko
- Division of Oncology, Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea. .,Cancer Research Institute, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea.
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10
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Differential gene expression profile between progressive and de novo muscle invasive bladder cancer and its prognostic implication. Sci Rep 2021; 11:6132. [PMID: 33731721 PMCID: PMC7969618 DOI: 10.1038/s41598-021-85137-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2020] [Accepted: 02/19/2021] [Indexed: 12/13/2022] Open
Abstract
This study aimed to ascertain gene expression profile differences between progressive muscle-invasive bladder cancer (MIBC) and de novo MIBC, and to identify prognostic biomarkers to improve patients’ treatment. Retrospective multicenter study in which 212 MIBC patients who underwent radical cystectomy between 2000 and 2019 were included. Gene expression profiles were determined in 26 samples using Illumina microarrays. The expression levels of 94 genes were studied by quantitative PCR in an independent set of 186 MIBC patients. In a median follow-up of 16 months, 46.7% patients developed tumor progression after cystectomy. In our series, progressive MIBC patients show a worse tumor progression (p = 0.024) and cancer-specific survival (CSS) (p = 0.049) than the de novo group. A total of 480 genes were found to be differently expressed between both groups. Differential expression of 24 out of the 94 selected genes was found in an independent cohort. RBPMC2 and DSC3 were found as independent prognostic biomarkers of tumor progression and CALD1 and LCOR were identified as prognostic biomarkers of CSS between both groups. In conclusion, progressive and de novo MIBC patients show different clinical outcome and gene expression profiles. Gene expression patterns may contribute to predict high-risk of progression to distant metastasis or CSS.
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11
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Martire D, Garnier S, Sagnol S, Bourret A, Marchal S, Chauvet N, Guérin A, Forgues D, Berrebi D, Chardot C, Bellaiche M, Rendu J, Kalfa N, Faure S, de Santa Barbara P. Phenotypic switch of smooth muscle cells in paediatric chronic intestinal pseudo-obstruction syndrome. J Cell Mol Med 2021; 25:4028-4039. [PMID: 33656779 PMCID: PMC8051695 DOI: 10.1111/jcmm.16367] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2020] [Revised: 12/31/2020] [Accepted: 01/12/2021] [Indexed: 12/11/2022] Open
Abstract
Smooth Muscle Cells (SMC) are unique amongst all muscle cells in their capacity to modulate their phenotype. Indeed, SMCs do not terminally differentiate but instead harbour a remarkable capacity to dedifferentiate, switching between a quiescent contractile state and a highly proliferative and migratory phenotype, a quality often associated to SMC dysfunction. However, phenotypic plasticity remains poorly examined in the field of gastroenterology in particular in pathologies in which gut motor activity is impaired. Here, we assessed SMC status in biopsies of infants with chronic intestinal pseudo-obstruction (CIPO) syndrome, a life-threatening intestinal motility disorder. We showed that CIPO-SMCs harbour a decreased level of contractile markers. This phenotype is accompanied by an increase in Platelet-Derived Growth Factor Receptor-alpha (PDGFRA) expression. We showed that this modulation occurs without origin-related differences in CIPO circular and longitudinal-derived SMCs. As we characterized PDGFRA as a marker of digestive mesenchymal progenitors during embryogenesis, our results suggest a phenotypic switch of the CIPO-SMC towards an undifferentiated stage. The development of CIPO-SMC culture and the characterization of SMC phenotypic switch should enable us to design therapeutic approaches to promote SMC differentiation in CIPO.
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Affiliation(s)
- Delphine Martire
- PhyMedExp, Université de Montpellier, CNRS, INSERM, Montpellier, France
| | - Sarah Garnier
- PhyMedExp, Université de Montpellier, CNRS, INSERM, Montpellier, France.,Visceral Paediatric Surgery Unit, CHU de Montpellier, Université de Montpellier, Montpellier, France
| | - Sébastien Sagnol
- PhyMedExp, Université de Montpellier, CNRS, INSERM, Montpellier, France
| | - Annick Bourret
- PhyMedExp, Université de Montpellier, CNRS, INSERM, Montpellier, France
| | - Stéphane Marchal
- PhyMedExp, Université de Montpellier, CNRS, INSERM, Montpellier, France
| | - Norbert Chauvet
- PhyMedExp, Université de Montpellier, CNRS, INSERM, Montpellier, France
| | - Amandine Guérin
- PhyMedExp, Université de Montpellier, CNRS, INSERM, Montpellier, France
| | - Dominique Forgues
- Visceral Paediatric Surgery Unit, CHU de Montpellier, Université de Montpellier, Montpellier, France
| | - Dominique Berrebi
- Department of Paediatric Gastroenterology, Assistance Publique Hôpitaux (APHP) Hospital Robert Debré, Paris, France
| | | | - Marc Bellaiche
- Department of Paediatric Gastroenterology, Assistance Publique Hôpitaux (APHP) Hospital Robert Debré, Paris, France
| | - John Rendu
- Centre Hospitalier Universitaire de Grenoble Alpes, Biochimie Génétique et Moléculaire, Grenoble, France
| | - Nicolas Kalfa
- Visceral Paediatric Surgery Unit, CHU de Montpellier, Université de Montpellier, Montpellier, France
| | - Sandrine Faure
- PhyMedExp, Université de Montpellier, CNRS, INSERM, Montpellier, France
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12
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Chen J, Wang A, Ji J, Zhou K, Bu Z, Lyu G, Ji J. An Innovative Prognostic Model Based on Four Genes in Asian Patient with Gastric Cancer. Cancer Res Treat 2020; 53:148-161. [PMID: 32878427 PMCID: PMC7812008 DOI: 10.4143/crt.2020.424] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2020] [Accepted: 08/28/2020] [Indexed: 12/15/2022] Open
Abstract
Purpose Gastric cancer (GC) has substantial biological differences between Asian and non-Asian populations, which makes it difficult to have a unified predictive measure for all people. We aimed to identify novel prognostic biomarkers to help predict the prognosis of Asian GC patients. Materials and Methods We investigated the differential gene expression between GC and normal tissues of GSE66229. Univariate, multivariate and Lasso Cox regression analyses were conducted to establish a four-gene-related prognostic model based on the risk score. The risk score was based on a linear combination of the expression levels of individual genes multiplied by their multivariate Cox regression coefficients. Validation of the prognostic model was conducted using The Cancer Genome Atlas (TCGA) database. A nomogram containing clinical characteristics and the prognostic model was established to predict the prognosis of Asian GC patients. Results Four genes (RBPMS2, RGN, PLEKHS1, and CT83) were selected to establish the prognostic model, and it was validated in the TCGA Asian cohort. Receiver operating characteristic analysis confirmed the sensitivity and specificity of the prognostic model. Based on the prognostic model, a nomogram containing clinical characteristics and the prognostic model was established, and Harrell’s concordance index of the nomogram for evaluating the overall survival significantly higher than the model only focuses on the pathologic stage (0.74 vs. 0.64, p < 0.001). Conclusion The four-gene-related prognostic model and the nomogram based on it are reliable tools for predicting the overall survival of Asian GC patients.
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Affiliation(s)
- Jiahui Chen
- Department of Gastrointestinal Surgery, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Peking University Cancer Hospital and Institute, Beijing, China
| | - Anqiang Wang
- Department of Gastrointestinal Surgery, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Peking University Cancer Hospital and Institute, Beijing, China
| | - Jun Ji
- Department of Gastrointestinal Surgery, Shandong Provincial Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China.,First Affiliated Hospital of Baotou Medical College, General Surgery, Baotou, China
| | - Kai Zhou
- Department of Gastrointestinal Surgery, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Peking University Cancer Hospital and Institute, Beijing, China
| | - Zhaode Bu
- Department of Gastrointestinal Surgery, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Peking University Cancer Hospital and Institute, Beijing, China
| | - Guoqing Lyu
- Department of Gastrointestinal Surgery, Peking University Shenzhen Hospital, Shenzhen, China
| | - Jiafu Ji
- Department of Gastrointestinal Surgery, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Peking University Cancer Hospital and Institute, Beijing, China
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13
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Guérin A, Martire D, Trenquier E, Lesluyes T, Sagnol S, Pratlong M, Lefebvre E, Chibon F, de Santa Barbara P, Faure S. LIX1 regulates YAP activity and controls gastrointestinal cancer cell plasticity. J Cell Mol Med 2020; 24:9244-9254. [PMID: 32633461 PMCID: PMC7417687 DOI: 10.1111/jcmm.15569] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2020] [Revised: 06/02/2020] [Accepted: 06/12/2020] [Indexed: 02/06/2023] Open
Abstract
Gastrointestinal stromal tumours (GISTs), the most common mesenchymal neoplasm of the gastrointestinal tract, result from deregulated proliferation of transformed KIT‐positive interstitial cells of Cajal that share mesenchymal progenitors with smooth muscle cells. Despite the identification of selective KIT inhibitors, primary resistance and relapse remain a major concern. Moreover, most patients develop resistance partly through reactivation of KIT and its downstream signalling pathways. We previously identified the Limb Expression 1 (LIX1) gene as a unique marker of digestive mesenchyme immaturity. We also demonstrated that LIX1 regulates mesenchymal progenitor proliferation and differentiation by controlling the Hippo effector YAP1, which is constitutively activated in many sarcomas. Therefore, we wanted to determine LIX1 role in GIST development. We found that LIX1 is strongly up‐regulated in GIST samples and this is associated with unfavourable prognosis. Moreover, LIX1 controls GIST cell proliferation in vitro and in vivo. Upon LIX1 inactivation in GIST cells, YAP1/TAZ activity is reduced, KIT (the GIST signature) is down‐regulated, and cells acquire smooth muscle lineage features. Our data highlight LIX1 role in digestive mesenchyme‐derived cell‐fate decisions and identify this novel regulator as a target for drug design for GIST treatment by influencing its differentiation status.
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Affiliation(s)
- Amandine Guérin
- PhyMedExp, University of Montpellier, INSERM, CNRS, Montpellier, France
| | - Delphine Martire
- PhyMedExp, University of Montpellier, INSERM, CNRS, Montpellier, France
| | - Eva Trenquier
- PhyMedExp, University of Montpellier, INSERM, CNRS, Montpellier, France
| | - Tom Lesluyes
- Cancer Research Center of Toulouse, University of Toulouse, INSERM, CNRS, Toulouse, France
| | - Sébastien Sagnol
- PhyMedExp, University of Montpellier, INSERM, CNRS, Montpellier, France
| | - Marine Pratlong
- MGX, Biocampus Montpellier, CNRS, INSERM, University of Montpellier, Montpellier, France
| | - Elise Lefebvre
- MGX, Biocampus Montpellier, CNRS, INSERM, University of Montpellier, Montpellier, France
| | - Fréderic Chibon
- Cancer Research Center of Toulouse, University of Toulouse, INSERM, CNRS, Toulouse, France
| | | | - Sandrine Faure
- PhyMedExp, University of Montpellier, INSERM, CNRS, Montpellier, France
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14
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Akerberg AA, Burns CE, Burns CG. Exploring the Activities of RBPMS Proteins in Myocardial Biology. Pediatr Cardiol 2019; 40:1410-1418. [PMID: 31399780 PMCID: PMC6786954 DOI: 10.1007/s00246-019-02180-6] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/19/2019] [Accepted: 07/31/2019] [Indexed: 12/22/2022]
Abstract
Numerous RNA-binding proteins (RBPs) are expressed in the heart, and mutations in several RBPs have been implicated in cardiovascular disease through genetic associations, animal modeling, and mechanistic studies. However, the functions of many more cardiac RBPs, and their relevance to disease states, remain to be elucidated. Recently, we have initiated studies to characterize the functions of the RBPs RBPMS and RBPMS2 in regulating myocardial biology in zebrafish and higher vertebrate species. These studies began when we learned, using an unbiased gene discovery approach, that rbpms2a and rbpms2b in zebrafish are robust markers of embryonic myocardium. This observation, which is consistent with published data, suggests that the encoded proteins are likely to be performing critical functions in regulating one or more aspects of cardiomyocyte differentiation, proliferation, survival, and/or contractility. This notion is supported by recent reports demonstrating that zebrafish embryos with disrupted Rbpms2 function exhibit gross signs of cardiac distress. Interestingly, a 20-year-old study determined that myocardial tissue from the frog, chick, and mouse also express high levels of Rbpms and/or Rbpms2, which is suggestive of evolutionary conservation of function. In this review, we will provide a historical account of how RBPMS and RBPMS2 genes were discovered, attempt to clarify some potentially confusing nomenclature, and summarize published observations that inform our ongoing studies.
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Affiliation(s)
- Alexander A Akerberg
- Department of Cardiology, Boston Children’s Hospital, Boston, MA 02115, USA,Cardiovascular Research Center, Massachusetts General Hospital, Charlestown, MA 02129,Harvard Medical School, Boston, MA 02115
| | - Caroline E. Burns
- Department of Cardiology, Boston Children’s Hospital, Boston, MA 02115, USA,Cardiovascular Research Center, Massachusetts General Hospital, Charlestown, MA 02129,Harvard Medical School, Boston, MA 02115,Harvard Stem Cell Institute, Cambridge, MA 02138,Authors for Correspondence: ()
| | - C. Geoffrey Burns
- Department of Cardiology, Boston Children’s Hospital, Boston, MA 02115, USA,Cardiovascular Research Center, Massachusetts General Hospital, Charlestown, MA 02129,Harvard Medical School, Boston, MA 02115,Authors for Correspondence: ()
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15
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Lian S, Li L, Zhou Y, Liu Z, Wang L. The co-expression networks of differentially expressed RBPs with TFs and LncRNAs related to clinical TNM stages of cancers. PeerJ 2019; 7:e7696. [PMID: 31576243 PMCID: PMC6753928 DOI: 10.7717/peerj.7696] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Accepted: 08/19/2019] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND RNA-binding proteins (RBPs) play important roles in cellular homeostasis by regulating the expression of thousands of transcripts, which have been reported to be involved in human tumorigenesis. Despite previous reports of the dysregulation of RBPs in cancers, the degree of dysregulation of RBPs in cancers and the intrinsic relevance between dysregulated RBPs and clinical TNM information remains unknown. Furthermore, the co-expressed networks of dysregulated RBPs with transcriptional factors and lncRNAs also require further investigation. RESULTS Here, we firstly analyzed the deviations of expression levels of 1,542 RBPs from 20 cancer types and found that (1) RBPs are dysregulated in almost all 20 cancer types, especially in BLCA, COAD, READ, STAD, LUAD, LUSC and GBM with proportion of deviation larger than 300% compared with non-RBPs in normal tissues. (2) Up- and down-regulated RBPs also show opposed patterns of differential expression in cancers and normal tissues. In addition, down-regulated RBPs show a greater degree of dysregulated expression than up-regulated RBPs do. Secondly, we analyzed the intrinsic relevance between dysregulated RBPs and clinical TNM information and found that (3) Clinical TNM information for two cancer types-CHOL and KICH-is shown to be closely related to patterns of differentially expressed RBPs (DE RBPs) by co-expression cluster analysis. Thirdly, we identified ten key RBPs (seven down-regulated and three up-regulated) in CHOL and seven key RBPs (five down-regulated and two up-regulated) in KICH by analyzing co-expression correlation networks. Fourthly, we constructed the co-expression networks of key RBPs between 1,570 TFs and 4,147 lncRNAs for CHOL and KICH, respectively. CONCLUSIONS These results may provide an insight into the understanding of the functions of RBPs in human carcinogenesis. Furthermore, key RBPs and the co-expressed networks offer useful information for potential prognostic biomarkers and therapeutic targets for patients with cancers at the N and M stages in two cancer types CHOL and KICH.
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Affiliation(s)
- Shuaibin Lian
- College of Physics and Electronic Engineering, XinYang Normal University, Xinyang, HeNan, China
| | - Liansheng Li
- College of Life Sciences, XinYang Normal University, Xinyang, HeNan, China
| | - Yongjie Zhou
- College of Physics and Electronic Engineering, XinYang Normal University, Xinyang, HeNan, China
| | - Zixiao Liu
- College of Physics and Electronic Engineering, XinYang Normal University, Xinyang, HeNan, China
| | - Lei Wang
- College of Life Sciences, XinYang Normal University, Xinyang, HeNan, China
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16
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Network-Based Differential Analysis to Identify Molecular Features of Tumorigenesis for Esophageal Squamous Carcinoma. Molecules 2018; 23:molecules23010088. [PMID: 29301256 PMCID: PMC6017464 DOI: 10.3390/molecules23010088] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2017] [Revised: 12/09/2017] [Accepted: 12/13/2017] [Indexed: 12/17/2022] Open
Abstract
Esophageal cancer has a poor prognosis and high mortality rate across the world. The diagnosis and treatment of esophageal cancer are hindered by the limited knowledge about the pathogenesis mechanisms of esophageal cancer. Esophageal cancer has two major subtypes, squamous and adenocarcinoma. In this work, we proposed a method to select candidate biomarkers of esophageal squamous carcinoma based on the topological differential analysis between the gene–gene interaction networks for esophageal squamous carcinoma and normal cells. We established the gene–gene interaction networks for esophageal squamous carcinoma and normal based on the correlation of genes. For each gene, we firstly calculated and compared five centrality measures, which could reflect the topological property of a network. According to five centrality measures, the genes with large differences between the two networks were regarded as candidate biomarkers for esophageal squamous carcinoma. A total of 21 candidate biomarkers were identified for esophageal squamous carcinoma, and seven of them have been confirmed to be biomarkers of esophageal-12 squamous carcinoma by previous research. In addition, six genes (RBPMS2, PDK4, IGK, SBSN, IFIT3 and HSPB6) were likely to be the biomarkers of tumorigenesis for esophageal squamous carcinoma due to the fact that the biological processes in which they participate are closely related with the development of esophageal squamous carcinoma. Statistical analysis indicates that effectiveness of the detected biomarkers of esophageal squamous carcinoma. The proposed method could be extended to other complex diseases for detecting the molecular features of pathopoiesis and targets for targeted therapy.
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17
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García-García AB, Gómez-Mateo MC, Hilario R, Rentero-Garrido P, Martínez-Domenech A, Gonzalez-Albert V, Cervantes A, Marín-Garcia P, Chaves FJ, Ferrández-Izquierdo A, Sabater L. mRNA expression profiles obtained from microdissected pancreatic cancer cells can predict patient survival. Oncotarget 2017; 8:104796-104805. [PMID: 29285214 PMCID: PMC5739601 DOI: 10.18632/oncotarget.20076] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2016] [Accepted: 07/17/2017] [Indexed: 12/14/2022] Open
Abstract
Background Pancreatic ductal adenocarcinoma (PDAC) is one of the most devastating malignancies in developed countries because of its very poor prognosis and high mortality rates. By the time PDAC is usually diagnosed only 20-25% of patients are candidates for surgery, and the rate of survival for this cancer is low even when a patient with PDAC does undergo surgery. Lymph node invasion is an extremely bad prognosis factor for this disease. Methods We analyzed the mRNA expression profile in 30 PDAC samples from patients with resectable local disease (stages I and II). Neoplastic cells were isolated by laser-microdissection in order to avoid sample ‘contamination’ by non-tumor cells. Due to important differences in the prognoses of PDAC patients with and without lymph node involvement (stage IIB and stages I-IIA, respectively), we also analyzed the association between the mRNA expression profiles from these groups of patients and their survival. Results We identified expression profiles associated with patient survival in the whole patient cohort and in each group (stage IIB samples or stage I-IIA samples). Our results indicate that survival-associated genes are different in the groups with and without affected lymph nodes. Survival curves indicate that these expression profiles can help physicians to improve the prognostic classification of patients based on these profiles.
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Affiliation(s)
- Ana-Barbara García-García
- CIBER of Diabetes and Associated Metabolic Diseases (CIBERDEM), Madrid, Spain.,Unidad de Genómica y Diagnóstico Genético. Fundación Investigación Clínico de Valencia, Instituto de Investigación Sanitaria Clínico de Valencia (INCLIVA), Valencia, Spain
| | - M Carmen Gómez-Mateo
- Department of Pathology, Faculty of Medicine and Odontology, University of Valencia and Clinical Hospital of Valencia, and Instituto de Investigación Sanitaria Clínico de Valencia (INCLIVA), Valencia, Spain.,Current/Present address: Pathology Department, Hospital Universitario Donostia, San Sebastian, Spain
| | - Rebeca Hilario
- Unidad de Genómica y Diagnóstico Genético. Fundación Investigación Clínico de Valencia, Instituto de Investigación Sanitaria Clínico de Valencia (INCLIVA), Valencia, Spain
| | - Pilar Rentero-Garrido
- Unidad de Genómica y Diagnóstico Genético. Fundación Investigación Clínico de Valencia, Instituto de Investigación Sanitaria Clínico de Valencia (INCLIVA), Valencia, Spain
| | - Alvaro Martínez-Domenech
- Department of Surgery, University of Valencia, Hospital Clínico Universitario, Instituto de Investigación Sanitaria Clínico de Valencia (INCLIVA), Valencia, Spain
| | - Veronica Gonzalez-Albert
- Unidad de Genómica y Diagnóstico Genético. Fundación Investigación Clínico de Valencia, Instituto de Investigación Sanitaria Clínico de Valencia (INCLIVA), Valencia, Spain
| | - Andres Cervantes
- Hematology and Medical Oncology Unit, Biomedical Research Institute INCLIVA and Department of Medicine, University of Valencia, Valencia, Spain
| | - Pablo Marín-Garcia
- Bioinformatics Unit. Fundación Investigación Clínico de Valencia, Instituto de Investigación Sanitaria Clínico de Valencia (INCLIVA), Valencia, Spain
| | - Felipe Javier Chaves
- CIBER of Diabetes and Associated Metabolic Diseases (CIBERDEM), Madrid, Spain.,Unidad de Genómica y Diagnóstico Genético. Fundación Investigación Clínico de Valencia, Instituto de Investigación Sanitaria Clínico de Valencia (INCLIVA), Valencia, Spain
| | - Antonio Ferrández-Izquierdo
- Department of Pathology, Faculty of Medicine and Odontology, University of Valencia and Clinical Hospital of Valencia, and Instituto de Investigación Sanitaria Clínico de Valencia (INCLIVA), Valencia, Spain
| | - Luis Sabater
- Department of Surgery, University of Valencia, Hospital Clínico Universitario, Instituto de Investigación Sanitaria Clínico de Valencia (INCLIVA), Valencia, Spain
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18
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Lin Z, Cai YJ, Chen RC, Chen BC, Zhao L, Xu SH, Wang XD, Song M, Wu JM, Wang YQ, Zhou MT, Shi KQ. A microRNA expression profile for vascular invasion can predict overall survival in hepatocellular carcinoma. Clin Chim Acta 2017; 469:171-179. [DOI: 10.1016/j.cca.2017.03.026] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2017] [Revised: 03/21/2017] [Accepted: 03/28/2017] [Indexed: 12/11/2022]
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19
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Soufari H, Mackereth CD. Conserved binding of GCAC motifs by MEC-8, couch potato, and the RBPMS protein family. RNA (NEW YORK, N.Y.) 2017; 23:308-316. [PMID: 28003515 PMCID: PMC5311487 DOI: 10.1261/rna.059733.116] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/25/2016] [Accepted: 12/19/2016] [Indexed: 05/16/2023]
Abstract
Precise regulation of mRNA processing, translation, localization, and stability relies on specific interactions with RNA-binding proteins whose biological function and target preference are dictated by their preferred RNA motifs. The RBPMS family of RNA-binding proteins is defined by a conserved RNA recognition motif (RRM) domain found in metazoan RBPMS/Hermes and RBPMS2, Drosophila couch potato, and MEC-8 from Caenorhabditis elegans In order to determine the parameters of RNA sequence recognition by the RBPMS family, we have first used the N-terminal domain from MEC-8 in binding assays and have demonstrated a preference for two GCAC motifs optimally separated by >6 nucleotides (nt). We have also determined the crystal structure of the dimeric N-terminal RRM domain from MEC-8 in the unbound form, and in complex with an oligonucleotide harboring two copies of the optimal GCAC motif. The atomic details reveal the molecular network that provides specificity to all four bases in the motif, including multiple hydrogen bonds to the initial guanine. Further studies with human RBPMS, as well as Drosophila couch potato, confirm a general preference for this double GCAC motif by other members of the protein family and the presence of this motif in known targets.
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Affiliation(s)
- Heddy Soufari
- University of Bordeaux, Institut Européen de Chimie et Biologie, F-33607 Pessac, France
- Inserm U1212, CNRS UMR 5320, ARNA Laboratory, F-33076 Bordeaux, France
| | - Cameron D Mackereth
- University of Bordeaux, Institut Européen de Chimie et Biologie, F-33607 Pessac, France
- Inserm U1212, CNRS UMR 5320, ARNA Laboratory, F-33076 Bordeaux, France
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MicroRNA-199a-5p promotes tumour growth by dual-targeting PIAS3 and p27 in human osteosarcoma. Sci Rep 2017; 7:41456. [PMID: 28120918 PMCID: PMC5264164 DOI: 10.1038/srep41456] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2016] [Accepted: 12/19/2016] [Indexed: 02/06/2023] Open
Abstract
Osteosarcoma (OS) is the most common primary bone malignancy and remains a leading cause of cancer-related deaths in adolescents. Emerging evidence indicates that microRNAs (miRNAs) are correlated with clinical and biological characteristics of OS. However, the involvement of miR-199a-5p in OS development remains unclear. In this study, we examined the function of miR-199a-5p in vitro and in vivo. The results showed that miR-199a-5p was significantly up-regulated in OS patient tissues and cells. The inhibition of miR-199a-5p led to a significant decrease in cell proliferation and tumour growth. We further demonstrated that miR-199a-5p could directly bind to the 3′UTRs of the mRNA of both PIAS3 and p27 and mediate a decrease in the protein levels of PIAS3 and p27, thereby stimulating STAT3 activation and cell cycle progression in OS cells. Rescue experiments of PIAS3 and p27 further revealed that PIAS3 and p27 were functional targets of miR-199a-5p. Moreover, enhancing the expressions of both PIAS3 and p27 using miR-199a-5p-targeted inhibitors in an OS xenograft model was shown to be a promising approach for OS clinical therapy. Our findings indicate that the pathway of miR-199a-5p targeting both PIAS3 and p27 is a possible mechanism that contributes to tumour growth in OS.
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21
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Insights into ligand stimulation effects on gastro-intestinal stromal tumors signalling. Cell Signal 2017; 29:138-149. [DOI: 10.1016/j.cellsig.2016.10.009] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2016] [Revised: 10/14/2016] [Accepted: 10/18/2016] [Indexed: 01/24/2023]
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McKey J, Martire D, de Santa Barbara P, Faure S. LIX1 regulates YAP1 activity and controls the proliferation and differentiation of stomach mesenchymal progenitors. BMC Biol 2016; 14:34. [PMID: 27125505 PMCID: PMC4848777 DOI: 10.1186/s12915-016-0257-2] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2016] [Accepted: 04/18/2016] [Indexed: 01/09/2023] Open
Abstract
BACKGROUND Smooth muscle cell (SMC) plasticity maintains the balance between differentiated SMCs and proliferative mesenchymal progenitors, crucial for muscular tissue homeostasis. Studies on the development of mesenchymal progenitors into SMCs have proven useful in identifying molecular mechanisms involved in digestive musculature plasticity in physiological and pathological conditions. RESULTS Here, we show that Limb Expression 1 (LIX1) molecularly defines the population of mesenchymal progenitors in the developing stomach. Using in vivo functional approaches in the chick embryo, we demonstrate that LIX1 is a key regulator of stomach SMC development. We show that LIX1 is required for stomach SMC determination to regulate the expression of the pro-proliferative gene YAP1 and mesenchymal cell proliferation. However, as stomach development proceeds, sustained LIX1 expression has a negative impact on further SMC differentiation and this is associated with a decrease in YAP1 activity. CONCLUSIONS We demonstrate that expression of LIX1 must be tightly regulated to allow fine-tuning of the transcript levels and state of activation of the pro-proliferative transcriptional coactivator YAP1 to regulate proliferation rates of stomach mesenchymal progenitors and their differentiation. Our data highlight dual roles for LIX1 and YAP1 and provide new insights into the regulation of cell density-dependent proliferation, which is essential for the development and homeostasis of organs.
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Affiliation(s)
- Jennifer McKey
- PhyMedExp, INSERM U1046, CNRS UMR 9214, University of Montpellier, 34295, Montpellier, France
| | - Delphine Martire
- PhyMedExp, INSERM U1046, CNRS UMR 9214, University of Montpellier, 34295, Montpellier, France
| | - Pascal de Santa Barbara
- PhyMedExp, INSERM U1046, CNRS UMR 9214, University of Montpellier, 34295, Montpellier, France
| | - Sandrine Faure
- PhyMedExp, INSERM U1046, CNRS UMR 9214, University of Montpellier, 34295, Montpellier, France.
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23
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Sagnol S, Yang Y, Bessin Y, Allemand F, Hapkova I, Notarnicola C, Guichou JF, Faure S, Labesse G, de Santa Barbara P. Homodimerization of RBPMS2 through a new RRM-interaction motif is necessary to control smooth muscle plasticity. Nucleic Acids Res 2014; 42:10173-84. [PMID: 25064856 PMCID: PMC4150794 DOI: 10.1093/nar/gku692] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
In vertebrates, smooth muscle cells (SMCs) can reversibly switch between contractile and proliferative phenotypes. This involves various molecular mechanisms to reactivate developmental signaling pathways and induce cell dedifferentiation. The protein RBPMS2 regulates early development and plasticity of digestive SMCs by inhibiting the bone morphogenetic protein pathway through its interaction with NOGGIN mRNA. RBPMS2 contains only one RNA recognition motif (RRM) while this motif is often repeated in tandem or associated with other functional domains in RRM-containing proteins. Herein, we show using an extensive combination of structure/function analyses that RBPMS2 homodimerizes through a particular sequence motif (D-x-K-x-R-E-L-Y-L-L-F: residues 39–51) located in its RRM domain. We also show that this specific motif is conserved among its homologs and paralogs in vertebrates and in its insect and worm orthologs (CPO and MEC-8, respectively) suggesting a conserved molecular mechanism of action. Inhibition of the dimerization process through targeting a conserved leucine inside of this motif abolishes the capacity of RBPMS2 to interact with the translational elongation eEF2 protein, to upregulate NOGGIN mRNA in vivo and to drive SMC dedifferentiation. Our study demonstrates that RBPMS2 possesses an RRM domain harboring both RNA-binding and protein-binding properties and that the newly identified RRM-homodimerization motif is crucial for the function of RBPMS2 at the cell and tissue levels.
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Affiliation(s)
- Sébastien Sagnol
- INSERM U1046, Université Montpellier 1, Université Montpellier 2, 34295 Montpellier, France
| | - Yinshan Yang
- Centre de Biochimie Structurale, CNRS UMR5048, INSERM U1054, Universités Montpellier 1 et 2, 34295 Montpellier, France
| | - Yannick Bessin
- Centre de Biochimie Structurale, CNRS UMR5048, INSERM U1054, Universités Montpellier 1 et 2, 34295 Montpellier, France
| | - Fréderic Allemand
- Centre de Biochimie Structurale, CNRS UMR5048, INSERM U1054, Universités Montpellier 1 et 2, 34295 Montpellier, France
| | - Ilona Hapkova
- INSERM U1046, Université Montpellier 1, Université Montpellier 2, 34295 Montpellier, France
| | - Cécile Notarnicola
- INSERM U1046, Université Montpellier 1, Université Montpellier 2, 34295 Montpellier, France
| | - Jean-François Guichou
- Centre de Biochimie Structurale, CNRS UMR5048, INSERM U1054, Universités Montpellier 1 et 2, 34295 Montpellier, France
| | - Sandrine Faure
- INSERM U1046, Université Montpellier 1, Université Montpellier 2, 34295 Montpellier, France
| | - Gilles Labesse
- Centre de Biochimie Structurale, CNRS UMR5048, INSERM U1054, Universités Montpellier 1 et 2, 34295 Montpellier, France
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Farazi TA, Leonhardt CS, Mukherjee N, Mihailovic A, Li S, Max KE, Meyer C, Yamaji M, Cekan P, Jacobs NC, Gerstberger S, Bognanni C, Larsson E, Ohler U, Tuschl T. Identification of the RNA recognition element of the RBPMS family of RNA-binding proteins and their transcriptome-wide mRNA targets. RNA (NEW YORK, N.Y.) 2014; 20:1090-102. [PMID: 24860013 PMCID: PMC4114688 DOI: 10.1261/rna.045005.114] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
Abstract
Recent studies implicated the RNA-binding protein with multiple splicing (RBPMS) family of proteins in oocyte, retinal ganglion cell, heart, and gastrointestinal smooth muscle development. These RNA-binding proteins contain a single RNA recognition motif (RRM), and their targets and molecular function have not yet been identified. We defined transcriptome-wide RNA targets using photoactivatable-ribonucleoside-enhanced crosslinking and immunoprecipitation (PAR-CLIP) in HEK293 cells, revealing exonic mature and intronic pre-mRNA binding sites, in agreement with the nuclear and cytoplasmic localization of the proteins. Computational and biochemical approaches defined the RNA recognition element (RRE) as a tandem CAC trinucleotide motif separated by a variable spacer region. Similar to other mRNA-binding proteins, RBPMS family of proteins relocalized to cytoplasmic stress granules under oxidative stress conditions suggestive of a support function for mRNA localization in large and/or multinucleated cells where it is preferentially expressed.
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Affiliation(s)
- Thalia A. Farazi
- Laboratory of RNA Molecular Biology, Howard Hughes Medical Institute, The Rockefeller University, New York, New York 10065, USA
| | - Carl S. Leonhardt
- Laboratory of RNA Molecular Biology, Howard Hughes Medical Institute, The Rockefeller University, New York, New York 10065, USA
| | - Neelanjan Mukherjee
- Berlin Institute for Medical Systems Biology, Max Delbrück Center for Molecular Medicine, 13125 Berlin, Germany
| | - Aleksandra Mihailovic
- Laboratory of RNA Molecular Biology, Howard Hughes Medical Institute, The Rockefeller University, New York, New York 10065, USA
| | - Song Li
- Biology Department, Duke University, Durham, North Carolina 27708, USA
| | - Klaas E.A. Max
- Laboratory of RNA Molecular Biology, Howard Hughes Medical Institute, The Rockefeller University, New York, New York 10065, USA
| | - Cindy Meyer
- Laboratory of RNA Molecular Biology, Howard Hughes Medical Institute, The Rockefeller University, New York, New York 10065, USA
| | - Masashi Yamaji
- Laboratory of RNA Molecular Biology, Howard Hughes Medical Institute, The Rockefeller University, New York, New York 10065, USA
| | - Pavol Cekan
- Laboratory of RNA Molecular Biology, Howard Hughes Medical Institute, The Rockefeller University, New York, New York 10065, USA
| | - Nicholas C. Jacobs
- Berlin Institute for Medical Systems Biology, Max Delbrück Center for Molecular Medicine, 13125 Berlin, Germany
| | - Stefanie Gerstberger
- Laboratory of RNA Molecular Biology, Howard Hughes Medical Institute, The Rockefeller University, New York, New York 10065, USA
| | - Claudia Bognanni
- Laboratory of RNA Molecular Biology, Howard Hughes Medical Institute, The Rockefeller University, New York, New York 10065, USA
| | - Erik Larsson
- Institute of Biomedicine, The Sahlgrenska Academy, University of Gothenburg, Gothenburg, SE-405 30, Sweden
| | - Uwe Ohler
- Berlin Institute for Medical Systems Biology, Max Delbrück Center for Molecular Medicine, 13125 Berlin, Germany
| | - Thomas Tuschl
- Laboratory of RNA Molecular Biology, Howard Hughes Medical Institute, The Rockefeller University, New York, New York 10065, USA
- Corresponding authorE-mail
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