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Abstract
Gene-based tests such as versatile gene-based association study (VEGAS) are commonly used following per-single nucleotide polymorphism (SNP) GWAS (genome-wide association studies) analysis. Two limitations of VEGAS were that the HapMap2 reference set was used to model the correlation between SNPs and only autosomal genes were considered. HapMap2 has now been superseded by the 1,000 Genomes reference set, and whereas early GWASs frequently ignored the X chromosome, it is now commonly included. Here we have developed VEGAS2, an extension that uses 1,000 Genomes data to model SNP correlations across the autosomes and chromosome X. VEGAS2 allows greater flexibility when defining gene boundaries. VEGAS2 offers both a user-friendly, web-based front end and a command line Linux version. The online version of VEGAS2 can be accessed through https://vegas2.qimrberghofer.edu.au/. The command line version can be downloaded from https://vegas2.qimrberghofer.edu.au/zVEGAS2offline.tgz. The command line version is developed in Perl, R and shell scripting languages; source code is available for further development.
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Chang D, Gao F, Slavney A, Ma L, Waldman YY, Sams AJ, Billing-Ross P, Madar A, Spritz R, Keinan A. Accounting for eXentricities: analysis of the X chromosome in GWAS reveals X-linked genes implicated in autoimmune diseases. PLoS One 2014; 9:e113684. [PMID: 25479423 PMCID: PMC4257614 DOI: 10.1371/journal.pone.0113684] [Citation(s) in RCA: 85] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2014] [Accepted: 10/30/2014] [Indexed: 12/12/2022] Open
Abstract
Many complex human diseases are highly sexually dimorphic, suggesting a potential contribution of the X chromosome to disease risk. However, the X chromosome has been neglected or incorrectly analyzed in most genome-wide association studies (GWAS). We present tailored analytical methods and software that facilitate X-wide association studies (XWAS), which we further applied to reanalyze data from 16 GWAS of different autoimmune and related diseases (AID). We associated several X-linked genes with disease risk, among which (1) ARHGEF6 is associated with Crohn's disease and replicated in a study of ulcerative colitis, another inflammatory bowel disease (IBD). Indeed, ARHGEF6 interacts with a gastric bacterium that has been implicated in IBD. (2) CENPI is associated with three different AID, which is compelling in light of known associations with AID of autosomal genes encoding centromere proteins, as well as established autosomal evidence of pleiotropy between autoimmune diseases. (3) We replicated a previous association of FOXP3, a transcription factor that regulates T-cell development and function, with vitiligo; and (4) we discovered that C1GALT1C1 exhibits sex-specific effect on disease risk in both IBDs. These and other X-linked genes that we associated with AID tend to be highly expressed in tissues related to immune response, participate in major immune pathways, and display differential gene expression between males and females. Combined, the results demonstrate the importance of the X chromosome in autoimmunity, reveal the potential of extensive XWAS, even based on existing data, and provide the tools and incentive to properly include the X chromosome in future studies.
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Affiliation(s)
- Diana Chang
- Department of Biological Statistics and Computational Biology, Cornell University, Ithaca, New York, United States of America
- Program in Computational Biology and Medicine, Cornell University, Ithaca, New York, United States of America
| | - Feng Gao
- Department of Biological Statistics and Computational Biology, Cornell University, Ithaca, New York, United States of America
| | - Andrea Slavney
- Department of Biological Statistics and Computational Biology, Cornell University, Ithaca, New York, United States of America
- Graduate Field of Genetics, Genomics and Development, Cornell University, Ithaca, New York, United States of America
| | - Li Ma
- Department of Biological Statistics and Computational Biology, Cornell University, Ithaca, New York, United States of America
- Department of Animal and Avian Sciences, University of Maryland, College Park, Maryland, United States of America
| | - Yedael Y. Waldman
- Department of Biological Statistics and Computational Biology, Cornell University, Ithaca, New York, United States of America
| | - Aaron J. Sams
- Department of Biological Statistics and Computational Biology, Cornell University, Ithaca, New York, United States of America
| | - Paul Billing-Ross
- Department of Biological Statistics and Computational Biology, Cornell University, Ithaca, New York, United States of America
- Graduate Field of Genetics, Genomics and Development, Cornell University, Ithaca, New York, United States of America
| | - Aviv Madar
- Department of Biological Statistics and Computational Biology, Cornell University, Ithaca, New York, United States of America
| | - Richard Spritz
- Human Medical Genetics and Genomics Program, University of Colorado School of Medicine, Aurora, Colorado, United States of America
| | - Alon Keinan
- Department of Biological Statistics and Computational Biology, Cornell University, Ithaca, New York, United States of America
- Program in Computational Biology and Medicine, Cornell University, Ithaca, New York, United States of America
- Graduate Field of Genetics, Genomics and Development, Cornell University, Ithaca, New York, United States of America
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Nakajima M, Takahashi A, Tsuji T, Karasugi T, Baba H, Uchida K, Kawabata S, Okawa A, Shindo S, Takeuchi K, Taniguchi Y, Maeda S, Kashii M, Seichi A, Nakajima H, Kawaguchi Y, Fujibayashi S, Takahata M, Tanaka T, Watanabe K, Kida K, Kanchiku T, Ito Z, Mori K, Kaito T, Kobayashi S, Yamada K, Takahashi M, Chiba K, Matsumoto M, Furukawa KI, Kubo M, Toyama Y, Ikegawa S. A genome-wide association study identifies susceptibility loci for ossification of the posterior longitudinal ligament of the spine. Nat Genet 2014; 46:1012-1016. [PMID: 25064007 DOI: 10.1038/ng.3045] [Citation(s) in RCA: 94] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2014] [Accepted: 06/30/2014] [Indexed: 12/15/2022]
Abstract
Ossification of the posterior longitudinal ligament of the spine (OPLL) is a common spinal disorder among the elderly that causes myelopathy and radiculopathy. To identify genetic factors for OPLL, we performed a genome-wide association study (GWAS) in ∼8,000 individuals followed by a replication study using an additional ∼7,000 individuals. We identified six susceptibility loci for OPLL: 20p12.3 (rs2423294: P = 1.10 × 10(-13)), 8q23.1 (rs374810: P = 1.88 × 10(-13)), 12p11.22 (rs1979679: P = 4.34 × 10(-12)), 12p12.2 (rs11045000: P = 2.95 × 10(-11)), 8q23.3 (rs13279799: P = 1.28 × 10(-10)) and 6p21.1 (rs927485: P = 9.40 × 10(-9)). Analyses of gene expression in and around the loci suggested that several genes are involved in OPLL etiology through membranous and/or endochondral ossification processes. Our results bring new insight to the etiology of OPLL.
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Affiliation(s)
- Masahiro Nakajima
- 1] Laboratory for Bone and Joint Diseases, Center for Integrative Medical Sciences, RIKEN, Tokyo, Japan. [2]
| | - Atsushi Takahashi
- 1] Laboratory for Statistical Analysis, Center for Integrative Medical Sciences, RIKEN, Yokohama, Japan. [2]
| | - Takashi Tsuji
- 1] Department of Orthopaedic Surgery, School of Medicine, Keio University, Tokyo, Japan. [2]
| | - Tatsuki Karasugi
- 1] Laboratory for Bone and Joint Diseases, Center for Integrative Medical Sciences, RIKEN, Tokyo, Japan. [2] Department of Orthopaedic and Neuro-Musculoskeletal Surgery, Faculty of Medical and Pharmaceutical Sciences, Kumamoto University, Kumamoto, Japan
| | - Hisatoshi Baba
- Department of Orthopaedics and Rehabilitation Medicine, Faculty of Medical Sciences, University of Fukui, Fukui, Japan
| | - Kenzo Uchida
- Department of Orthopaedics and Rehabilitation Medicine, Faculty of Medical Sciences, University of Fukui, Fukui, Japan
| | - Shigenori Kawabata
- Department of Orthopaedic Surgery, Tokyo Medical and Dental University, Tokyo, Japan
| | - Atsushi Okawa
- Department of Orthopaedic Surgery, Tokyo Medical and Dental University, Tokyo, Japan
| | - Shigeo Shindo
- Department of Orthopedics, Kudanzaka Hospital, Tokyo, Japan
| | - Kazuhiro Takeuchi
- Department of Orthopaedic Surgery, National Okayama Medical Center, Okayama, Japan
| | - Yuki Taniguchi
- Department of Orthopaedic Surgery, Faculty of Medicine, The University of Tokyo, Tokyo, Japan
| | - Shingo Maeda
- Department of Medical Joint Materials, Graduate School of Medical and Dental Sciences, Kagoshima University, Kagoshima, Japan
| | - Masafumi Kashii
- Department of Orthopaedic Surgery, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Atsushi Seichi
- Department of Orthopedics, Jichi Medical University, Shimotsuke, Japan
| | - Hideaki Nakajima
- Department of Orthopaedics and Rehabilitation Medicine, Faculty of Medical Sciences, University of Fukui, Fukui, Japan
| | | | - Shunsuke Fujibayashi
- Department of Orthopaedic Surgery, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Masahiko Takahata
- Department of Orthopedic Surgery, Hokkaido University Graduate School of Medicine, Sapporo, Japan
| | - Toshihiro Tanaka
- Department of Orthopaedic Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Japan
| | - Kei Watanabe
- Department of Orthopaedic Surgery, Niigata University Medical and Dental General Hospital, Niigata, Japan
| | - Kazunobu Kida
- Department of Orthopaedic Surgery, Kochi Medical School, Kochi, Japan
| | - Tsukasa Kanchiku
- Department of Orthopedic Surgery, Yamaguchi University Graduate School of Medicine, Ube, Japan
| | - Zenya Ito
- Department of Orthopedics, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Kanji Mori
- Department of Orthopaedic Surgery, Shiga University of Medical Science, Otsu, Japan
| | - Takashi Kaito
- Department of Orthopaedic Surgery, National Hospital Organization Osaka Minami Medical Center, Osaka, Japan
| | - Sho Kobayashi
- Department of Orthopaedic Surgery, Hamamatsu University School of Medicine, Hamamatsu, Japan
| | - Kei Yamada
- Department of Orthopaedic Surgery, Kurume University School of Medicine, Kurume, Japan
| | - Masahito Takahashi
- Department of Orthopaedic Surgery, Kyorin University School of Medicine, Tokyo, Japan
| | - Kazuhiro Chiba
- 1] Department of Orthopaedic Surgery, School of Medicine, Keio University, Tokyo, Japan. [2]
| | - Morio Matsumoto
- Department of Orthopaedic Surgery, School of Medicine, Keio University, Tokyo, Japan
| | - Ken-Ichi Furukawa
- Department of Pharmacology, Hirosaki University Graduate School of Medicine, Hirosaki, Japan
| | - Michiaki Kubo
- Laboratory for Genotyping Development, Center for Integrative Medical Sciences, RIKEN, Yokohama, Japan
| | - Yoshiaki Toyama
- Department of Orthopaedic Surgery, School of Medicine, Keio University, Tokyo, Japan
| | - Shiro Ikegawa
- Laboratory for Bone and Joint Diseases, Center for Integrative Medical Sciences, RIKEN, Tokyo, Japan
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Zhang Y, Zhang J, Yang J, Wang Y, Zhang L, Zuo X, Sun L, Pan HF, Hirankarn N, Wang T, Chen R, Ying D, Zeng S, Shen JJ, Lee TL, Lau CS, Chan TM, Leung AMH, Mok CC, Wong SN, Lee KW, Ho MHK, Lee PPW, Chung BHY, Chong CY, Wong RWS, Mok MY, Wong WHS, Tong KL, Tse NKC, Li XP, Avihingsanon Y, Rianthavorn P, Deekajorndej T, Suphapeetiporn K, Shotelersuk V, Ying SKY, Fung SKS, Lai WM, Wong CM, Ng IOL, Garcia-Barcelo MM, Cherny SS, Tam PKH, Sham PC, Yang S, Ye DQ, Cui Y, Zhang XJ, Lau YL, Yang W. Meta-analysis of GWAS on two Chinese populations followed by replication identifies novel genetic variants on the X chromosome associated with systemic lupus erythematosus. Hum Mol Genet 2014; 24:274-84. [DOI: 10.1093/hmg/ddu429] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
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