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Guo Z, Liu B, Wei Y, Wang H, Zhang Q, Hong X. The multifaceted role of quaking protein in neuropsychiatric disorders and tumor progression. Front Neurosci 2024; 18:1341114. [PMID: 39479357 PMCID: PMC11521838 DOI: 10.3389/fnins.2024.1341114] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2023] [Accepted: 06/11/2024] [Indexed: 11/02/2024] Open
Abstract
The Quaking protein (QKI) belongs to the STAR protein family and plays a significant role in the development of the nervous system. It serves as a crucial regulator in the processes of tumor progression and cardiovascular system development. Within the central nervous system, QKI has been associated with the onset and progression of numerous neuropsychiatric disorders, including schizophrenia, depression, ataxia, and Alzheimer's disease. In malignant tumors, the methylation of the QKI promoter inhibits its expression. QKI primarily involves in the generation, stability, and selective splicing of non-coding RNA, as well as in mRNA translation. The role of QKI in the tumor microenvironment should not be overlooked. Especially in Glioblastoma Multiforme (GBM), although QKI is not the primary mutation, it still plays a vital role in maintaining the stemness of GBM. However, the mechanisms and further studies on this topic demand extensive basic and clinical trials.
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Affiliation(s)
- Zeshang Guo
- Department of Neurosurgery, The First Bethune Hospital of Jilin University, Changchun, Jilin, China
| | - Bo Liu
- Department of Neurosurgery, Cangzhou Central Hospital, Cangzhou, Hebei, China
| | - Ying Wei
- Department of Radiology, The First Bethune Hospital of Jilin University, Changchun, Jilin, China
| | - HeFei Wang
- Cancer Center, First Bethune Hospital of Jilin University, Changchun, Jilin, China
| | - Qingquan Zhang
- Department of Pharmacy, Quanzhou First Hospital Affiliated to Fujian Medical University, Quanzhou, Fujian Province, China
| | - Xinyu Hong
- Department of Neurosurgery, The First Bethune Hospital of Jilin University, Changchun, Jilin, China
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Pereira de Castro KL, Abril JM, Liao KC, Hao H, Donohue JP, Russell WK, Fagg WS. An ancient competition for the conserved branchpoint sequence influences physiological and evolutionary outcomes in splicing. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.10.09.617384. [PMID: 39416098 PMCID: PMC11483029 DOI: 10.1101/2024.10.09.617384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/19/2024]
Abstract
Recognition of the intron branchpoint during spliceosome assembly is a multistep process that defines both mRNA structure and amount. A branchpoint sequence motif UACUAAC is variably conserved in eukaryotic genomes, but in some organisms more than one protein can recognize it. Here we show that SF1 and Quaking (QKI) compete for a subset of intron branchpoints with the sequence ACUAA. SF1 activates exon inclusion through this sequence, but QKI represses the inclusion of alternatively spliced exons with this intron branchpoint sequence. Using mutant reporters derived from a natural intron with two branchpoint-like sequences, we find that when either branchpoint sequence is mutated, the other is used as a branchpoint, but when both are present, neither is used due to high affinity binding and strong splicing repression by QKI. QKI occupancy at the dual branchpoint site directly prevents SF1 binding and subsequent recruitment of spliceosome-associated factors. Finally, the ectopic expression of QKI in budding yeast (which lacks QKI) is lethal, due at least in part to widespread splicing repression. In conclusion, QKI can function as a splicing repressor by directly competing with SF1/BBP for a subset of branchpoint sequences that closely mirror its high affinity binding site. This suggests that QKI and degenerate branchpoint sequences may have co-evolved as a means through which specific gene expression patterns could be maintained in QKI-expressing or non-expressing cells in metazoans, plants, and animals.
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Affiliation(s)
| | - Jose M. Abril
- Transplant Division, Department of Surgery, University of Texas Medical Branch, Galveston, TX, USA
| | - Kuo-Chieh Liao
- RNA Genomics and Structure, Genome Institute of Singapore, Agency for Science, Technology, and Research (A*STAR) Singapore
| | - Haiping Hao
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, Texas, USA
| | - John Paul Donohue
- Sinsheimer Labs, RNA Center for Molecular Biology, Department of Molecular, Cell and Developmental Biology, University of California, Santa Cruz, Santa Cruz, CA, USA
| | - William K. Russell
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, Texas, USA
| | - W. Samuel Fagg
- Transplant Division, Department of Surgery, University of Texas Medical Branch, Galveston, TX, USA
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, Texas, USA
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3
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Franco-Valls H, Tusquets-Uxó E, Sala L, Val M, Peña R, Iaconcig A, Villarino Á, Jiménez-Arriola M, Massó P, Trincado JL, Eyras E, Muro AF, Otero J, García de Herreros A, Baulida J. Formation of an invasion-permissive matrix requires TGFβ/SNAIL1-regulated alternative splicing of fibronectin. Breast Cancer Res 2023; 25:143. [PMID: 37964360 PMCID: PMC10647173 DOI: 10.1186/s13058-023-01736-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Accepted: 10/30/2023] [Indexed: 11/16/2023] Open
Abstract
BACKGROUND As in most solid cancers, the emergence of cells with oncogenic mutations in the mammary epithelium alters the tissue homeostasis. Some soluble factors, such as TGFβ, potently modify the behavior of healthy stromal cells. A subpopulation of cancer-associated fibroblasts expressing a TGFβ target, the SNAIL1 transcription factor, display myofibroblastic abilities that rearrange the stromal architecture. Breast tumors with the presence of SNAIL1 in the stromal compartment, and with aligned extracellular fiber, are associated with poor survival prognoses. METHODS We used deep RNA sequencing and biochemical techniques to study alternative splicing and human tumor databases to test for associations (correlation t-test) between SNAIL1 and fibronectin isoforms. Three-dimensional extracellular matrices generated from fibroblasts were used to study the mechanical properties and actions of the extracellular matrices on tumor cell and fibroblast behaviors. A metastatic mouse model of breast cancer was used to test the action of fibronectin isoforms on lung metastasis. RESULTS In silico studies showed that SNAIL1 correlates with the expression of the extra domain A (EDA)-containing (EDA+) fibronectin in advanced human breast cancer and other types of epithelial cancers. In TGFβ-activated fibroblasts, alternative splicing of fibronectin as well as of 500 other genes was modified by eliminating SNAIL1. Biochemical analyses demonstrated that SNAIL1 favors the inclusion of the EDA exon by modulating the activity of the SRSF1 splicing factor. Similar to Snai1 knockout fibroblasts, EDA- fibronectin fibroblasts produce an extracellular matrix that does not sustain TGFβ-induced fiber organization, rigidity, fibroblast activation, or tumor cell invasion. The presence of EDA+ fibronectin changes the action of metalloproteinases on fibronectin fibers. Critically, in an mouse orthotopic breast cancer model, the absence of the fibronectin EDA domain completely prevents lung metastasis. CONCLUSIONS Our results support the requirement of EDA+ fibronectin in the generation of a metastasis permissive stromal architecture in breast cancers and its molecular control by SNAIL1. From a pharmacological point of view, specifically blocking EDA+ fibronectin deposition could be included in studies to reduce the formation of a pro-metastatic environment.
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Affiliation(s)
- Héctor Franco-Valls
- Programa de Recerca en Càncer, Hospital del Mar Research Institute (IMIM), Dr. Aiguader, 88, 08003, Barcelona, Spain
| | - Elsa Tusquets-Uxó
- Programa de Recerca en Càncer, Hospital del Mar Research Institute (IMIM), Dr. Aiguader, 88, 08003, Barcelona, Spain
- Institute for Research in Biomedicine, Barcelona, Spain
| | - Laura Sala
- Programa de Recerca en Càncer, Hospital del Mar Research Institute (IMIM), Dr. Aiguader, 88, 08003, Barcelona, Spain
- National Institutes of Health: Intramural Research Program, Bethesda, MD, USA
| | - Maria Val
- Programa de Recerca en Càncer, Hospital del Mar Research Institute (IMIM), Dr. Aiguader, 88, 08003, Barcelona, Spain
- Vall Hebron Institute of Research, Barcelona, Spain
| | - Raúl Peña
- Programa de Recerca en Càncer, Hospital del Mar Research Institute (IMIM), Dr. Aiguader, 88, 08003, Barcelona, Spain
| | - Alessandra Iaconcig
- International Centre for Genetic Engineering and Biotechnology (ICGEB), Trieste, Italy
| | - Álvaro Villarino
- Unitat Biofísica i Bioenginyeria, Facultat de Medicina i Ciències de la Salut, Universitat de Barcelona, Barcelona, Spain
- CIBER de Enfermedades Respiratorias, Madrid, Spain
| | - Martín Jiménez-Arriola
- Programa de Recerca en Càncer, Hospital del Mar Research Institute (IMIM), Dr. Aiguader, 88, 08003, Barcelona, Spain
| | - Pere Massó
- Programa de Recerca en Càncer, Hospital del Mar Research Institute (IMIM), Dr. Aiguader, 88, 08003, Barcelona, Spain
| | - Juan L Trincado
- Research Program of Biomedical Informatics, Hospital del Mar Research Institute (IMIM), Barcelona, Spain
- Josep Carreras Leukaemia Research Institute, Barcelona, Spain
| | - Eduardo Eyras
- Research Program of Biomedical Informatics, Hospital del Mar Research Institute (IMIM), Barcelona, Spain
- John Curtin School of Medical Research, Australian National University, Canberra, Australia
| | - Andrés F Muro
- International Centre for Genetic Engineering and Biotechnology (ICGEB), Trieste, Italy
| | - Jorge Otero
- Unitat Biofísica i Bioenginyeria, Facultat de Medicina i Ciències de la Salut, Universitat de Barcelona, Barcelona, Spain
- CIBER de Enfermedades Respiratorias, Madrid, Spain
| | - Antonio García de Herreros
- Programa de Recerca en Càncer, Hospital del Mar Research Institute (IMIM), Dr. Aiguader, 88, 08003, Barcelona, Spain
- Departament de Medicina i Ciències de la Vida, Universitat Pompeu Fabra, Barcelona, Spain
| | - Josep Baulida
- Programa de Recerca en Càncer, Hospital del Mar Research Institute (IMIM), Dr. Aiguader, 88, 08003, Barcelona, Spain.
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Sharma KB, Chhabra S, Kalia M. Japanese Encephalitis Virus-Infected Cells. Subcell Biochem 2023; 106:251-281. [PMID: 38159231 DOI: 10.1007/978-3-031-40086-5_10] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2024]
Abstract
RNA virus infections have been a leading cause of pandemics. Aided by global warming and increased connectivity, their threat is likely to increase over time. The flaviviruses are one such RNA virus family, and its prototypes such as the Japanese encephalitis virus (JEV), Dengue virus, Zika virus, West Nile virus, etc., pose a significant health burden on several endemic countries. All viruses start off their life cycle with an infected cell, wherein a series of events are set in motion as the virus and host battle for autonomy. With their remarkable capacity to hijack cellular systems and, subvert/escape defence pathways, viruses are able to establish infection and disseminate in the body, causing disease. Using this strategy, JEV replicates and spreads through several cell types such as epithelial cells, fibroblasts, monocytes and macrophages, and ultimately breaches the blood-brain barrier to infect neurons and microglia. The neurotropic nature of JEV, its high burden on the paediatric population, and its lack of any specific antivirals/treatment strategies emphasise the need for biomedical research-driven solutions. Here, we highlight the latest research developments on Japanese encephalitis virus-infected cells and discuss how these can aid in the development of future therapies.
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Affiliation(s)
- Kiran Bala Sharma
- Regional Centre for Biotechnology, NCR Biotech Science Cluster, Faridabad, Haryana, India
| | - Simran Chhabra
- Regional Centre for Biotechnology, NCR Biotech Science Cluster, Faridabad, Haryana, India
| | - Manjula Kalia
- Regional Centre for Biotechnology, NCR Biotech Science Cluster, Faridabad, Haryana, India.
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González-Blanco G, García-Rivera G, Talmás-Rohana P, Orozco E, Galindo-Rosales JM, Vélez C, Salucedo-Cárdenas O, Azuara-Liceaga E, Rodríguez-Rodríguez MA, Nozaki T, Valdés J. An Unusual U2AF2 Inhibits Splicing and Attenuates the Virulence of the Human Protozoan Parasite Entamoeba histolytica. Front Cell Infect Microbiol 2022; 12:888428. [PMID: 35782149 PMCID: PMC9247205 DOI: 10.3389/fcimb.2022.888428] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Accepted: 05/05/2022] [Indexed: 11/30/2022] Open
Abstract
E. histolytica is the etiological agent of intestinal amebiasis and liver abscesses, which still poses public health threat globally. Metronidazole is the drug of choice against amebiasis. However, metronidazole-resistant amoebic clinical isolates and strains have been reported recently, challenging the efforts for amebiasis eradication. In search of alternative treatments, E. histolytica transcriptomes have shown the association of genes involved in RNA metabolism with the virulence of the parasite. Among the upregulated genes in amoebic liver abscesses are the splicing factors EhU2AF2 and a paralog of EhSF3B1. For this reason and because EhU2AF2 contains unusual KH-QUA2 (84KQ) motifs in its lengthened C-terminus domain, here we investigated how the role of EhU2AF2 in pre-mRNA processing impacts the virulence of the parasite. We found that 84KQ is involved in splicing inhibition/intron retention of several virulence and non-virulence-related genes. The 84KQ domain interacts with the same domain of the constitutive splicing factor SF1 (SF1KQ), both in solution and when SF1KQ is bound to branchpoint signal RNA probes. The 84KQ–SF1KQ interaction prevents splicing complex E to A transition, thus inhibiting splicing. Surprisingly, the deletion of the 84KQ domain in EhU2AF2 amoeba transformants increased splicing and enhanced the in vitro and in vivo virulence phenotypes. We conclude that the interaction of the 84KQ and SF1KQ domains, probably involving additional factors, tunes down Entamoeba virulence by favoring intron retention.
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Affiliation(s)
- Gretter González-Blanco
- Departamento de Bioquímica, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV), CDMX, Mexico
| | - Guillermina García-Rivera
- Departamento de Infectómica y Patogénesis Molecular, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV), CDMX, Mexico
| | - Patricia Talmás-Rohana
- Departamento de Infectómica y Patogénesis Molecular, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV), CDMX, Mexico
| | - Ester Orozco
- Departamento de Infectómica y Patogénesis Molecular, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV), CDMX, Mexico
| | - José Manuel Galindo-Rosales
- Departamento de Bioquímica, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV), CDMX, Mexico
| | - Cristina Vélez
- Departamento de Biología Celular, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV), CDMX, Mexico
| | - Odila Salucedo-Cárdenas
- Departamento de Histología, Facultad de Medicina, Universidad Autónoma de Nuevo León, Monterrey, Mexico
| | - Elisa Azuara-Liceaga
- Posgrado en Ciencias Genómicas, Universidad Autónoma de la Ciudad de México, CDMX, Mexico
| | - Mario Alberto Rodríguez-Rodríguez
- Departamento de Biología Celular, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV), CDMX, Mexico
| | - Tomoyoshi Nozaki
- Laboratory of Biomedical Chemistry, Department of International Health, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | - Jesús Valdés
- Departamento de Bioquímica, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV), CDMX, Mexico
- *Correspondence: Jesús Valdés,
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Deng L, Wang W, Bian P, Wu M, Wang L, Lei Y, Lu Z, Zhai D. QKI deficiency in macrophages protects mice against JEV infection by regulating cell migration and antiviral response. Mol Immunol 2022; 148:34-44. [PMID: 35665659 DOI: 10.1016/j.molimm.2022.05.119] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Revised: 05/07/2022] [Accepted: 05/24/2022] [Indexed: 11/24/2022]
Abstract
Japanese encephalitis (JE) is a major reason to cause viral encephalitis, with 50% patients suffering from severe neuro-inflammation and permanent neural injury. Effective anti-viral treatment is urgently needed. Here, we found RNA binding protein quaking (QKI) was involved in the progression of JE by regulating migration and anti-viral response of macrophages. After JE virus (JEV) infection, QKI-deficient mice had lower viral loads in the brain and fewer neurological symptoms. In comparison with control mice, proinflammatory cytokines in the brain of QKI-deficient animals revealed distinct patterns, with lower levels of IL-6 (interleukin-6) and IFN-β (interferon-β) at the early stage but higher levels at the end of JE. Then we found infiltration of CCR2 positive ((C-C motif) receptor 2) peripheral macrophages and CCR2 expression on macrophages were inhibited in QKI-deficient mice, while the expression of CCR2 ligands was not changed. Bioinformatical analysis showed that a QRE (quaking response element) located on 3'UTR (untranslated region) of Ccr2. We further verified that QKI was able to interact with Ccr2 mRNA and regulate its degradation in vitro. Additionally, since the IFN-β production was increased in QKI-ablation mice after JEV infection, the anti-viral response was analyzed. Results in QKI-silenced N9 cells showed that the expression of RIG-I (retinoic acid-inducible gene-I) and TBK1 (TANK binding kinase 1) was increased, thus further inducing IRF3 (interferon regulatory factor 3) phosphorylation and interferon activation. Overall, these results revealed QKI mediated the anti-viral process via interfering migration of macrophages to CNS (central nervous system) and enhancing RIG-I/IRF3/IFN-β pathway to restrict virus dissemination.
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Affiliation(s)
- Lele Deng
- School of Basic Medicine, Air Force Medical University, No.169, Changle West Road, Xincheng District, Xi'an 710032, Shaanxi Province, China.
| | - Wenwen Wang
- State Key Laboratory of Cancer Biology, Department of Biopharmaceutics, Fourth Military Medical University, NO.17, Changle West Road, Xincheng District, Xi'an 710032, Shaanxi Province, China.
| | - Peiyu Bian
- Department of Infectious Diseases, Tangdu Hospital, The Fourth Military Medical University, Xi'an 710038, Shaanxi Province, China.
| | - Mengqi Wu
- School of Basic Medicine, Air Force Medical University, No.169, Changle West Road, Xincheng District, Xi'an 710032, Shaanxi Province, China.
| | - Li Wang
- State Key Laboratory of Cancer Biology, Department of Biopharmaceutics, Fourth Military Medical University, NO.17, Changle West Road, Xincheng District, Xi'an 710032, Shaanxi Province, China.
| | - Yingfeng Lei
- Department of Microbiology, School of Preclinical Medicine, the Fourth Military Medical University, Xi'an 710032, Shaanxi Province, China.
| | - Zifan Lu
- State Key Laboratory of Cancer Biology, Department of Biopharmaceutics, Fourth Military Medical University, NO.17, Changle West Road, Xincheng District, Xi'an 710032, Shaanxi Province, China.
| | - Dongsheng Zhai
- Department of Pharmacology, School of Pharmacy, Fourth Military Medical University, NO.17, Changle West Road, Xincheng District, Xi'an 710032, Shaanxi Province, China.
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Fagg WS, Liu N, Braunschweig U, Pereira de Castro K, Chen X, Ditmars F, Widen S, Donohue JP, Modis K, Russell W, Fair JH, Weirauch M, Blencowe B, Garcia-Blanco M. Definition of germ layer cell lineage alternative splicing programs reveals a critical role for Quaking in specifying cardiac cell fate. Nucleic Acids Res 2022; 50:5313-5334. [PMID: 35544276 PMCID: PMC9122611 DOI: 10.1093/nar/gkac327] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Revised: 04/14/2022] [Accepted: 04/25/2022] [Indexed: 01/27/2023] Open
Abstract
Alternative splicing is critical for development; however, its role in the specification of the three embryonic germ layers is poorly understood. By performing RNA-Seq on human embryonic stem cells (hESCs) and derived definitive endoderm, cardiac mesoderm, and ectoderm cell lineages, we detect distinct alternative splicing programs associated with each lineage. The most prominent splicing program differences are observed between definitive endoderm and cardiac mesoderm. Integrative multi-omics analyses link each program with lineage-enriched RNA binding protein regulators, and further suggest a widespread role for Quaking (QKI) in the specification of cardiac mesoderm. Remarkably, knockout of QKI disrupts the cardiac mesoderm-associated alternative splicing program and formation of myocytes. These changes arise in part through reduced expression of BIN1 splice variants linked to cardiac development. Mechanistically, we find that QKI represses inclusion of exon 7 in BIN1 pre-mRNA via an exonic ACUAA motif, and this is concomitant with intron removal and cleavage from chromatin. Collectively, our results uncover alternative splicing programs associated with the three germ lineages and demonstrate an important role for QKI in the formation of cardiac mesoderm.
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Affiliation(s)
- W Samuel Fagg
- Department of Surgery, University of Texas Medical Branch, Galveston, TX 77555, USA
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Naiyou Liu
- Department of Surgery, University of Texas Medical Branch, Galveston, TX 77555, USA
| | | | | | - Xiaoting Chen
- Center for Autoimmune Genomics and Etiology (CAGE), Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Frederick S Ditmars
- Department of Surgery, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Steven G Widen
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - John Paul Donohue
- Sinsheimer Labs, RNA Center for Molecular Biology, Department of Molecular, Cell and Developmental Biology, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | - Katalin Modis
- Department of Surgery, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - William K Russell
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Jeffrey H Fair
- Department of Surgery, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Matthew T Weirauch
- Center for Autoimmune Genomics and Etiology (CAGE), Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
- Divisions of Biomedical Informatics and Developmental Biology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45229, USA
| | - Benjamin J Blencowe
- Donnelly Centre, University of Toronto, Toronto, ONM5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, ONM5S 1A8, Canada
| | - Mariano A Garcia-Blanco
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
- Department of Internal Medicine, University of Texas Medical Branch, Galveston, TX 77555, USA
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