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Biological insights into systemic lupus erythematosus through an immune cell-specific transcriptome-wide association study
OBJECTIVE: Genome-wide association studies (GWAS) have identified >100 risk loci for systemic lupus erythematosus (SLE), but the disease genes at most loci remain unclear, hampering translation of these genetic discoveries. We aimed to prioritise genes underlying the 110 SLE loci that were identi...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9380500/ https://www.ncbi.nlm.nih.gov/pubmed/35609976 http://dx.doi.org/10.1136/annrheumdis-2022-222345 |
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author | Yin, Xianyong Kim, Kwangwoo Suetsugu, Hiroyuki Bang, So-Young Wen, Leilei Koido, Masaru Ha, Eunji Liu, Lu Sakamoto, Yuma Jo, Sungsin Leng, Rui-Xue Otomo, Nao Kwon, Young-Chang Sheng, Yujun Sugano, Nobuhiko Hwang, Mi Yeong Li, Weiran Mukai, Masaya Yoon, Kyungheon Cai, Minglong Ishigaki, Kazuyoshi Chung, Won Tae Huang, He Takahashi, Daisuke Lee, Shin-Seok Wang, Mengwei Karino, Kohei Shim, Seung-Cheol Zheng, Xiaodong Miyamura, Tomoya Kang, Young Mo Ye, Dongqing Nakamura, Junichi Suh, Chang-Hee Tang, Yuanjia Motomura, Goro Park, Yong-Beom Ding, Huihua Kuroda, Takeshi Choe, Jung-Yoon Li, Chengxu Niiro, Hiroaki Park, Youngho Shen, Changbing Miyamoto, Takeshi Ahn, Ga-Young Fei, Wenmin Takeuchi, Tsutomu Shin, Jung-Min Li, Keke Kawaguchi, Yasushi Lee, Yeon-Kyung Wang, Yong-Fei Amano, Koichi Park, Dae Jin Yang, Wanling Tada, Yoshifumi Lau, Yu Lung Yamaji, Ken Zhu, Zhengwei Shimizu, Masato Atsumi, Takashi Suzuki, Akari Sumida, Takayuki Okada, Yukinori Matsuda, Koichi Matsuo, Keitaro Kochi, Yuta Yamamoto, Kazuhiko Ohmura, Koichiro Kim, Tae-Hwan Yang, Sen Yamamoto, Takuaki Kim, Bong-Jo Shen, Nan Ikegawa, Shiro Lee, Hye-Soon Zhang, Xuejun Terao, Chikashi Cui, Yong Bae, Sang-Cheol |
author_facet | Yin, Xianyong Kim, Kwangwoo Suetsugu, Hiroyuki Bang, So-Young Wen, Leilei Koido, Masaru Ha, Eunji Liu, Lu Sakamoto, Yuma Jo, Sungsin Leng, Rui-Xue Otomo, Nao Kwon, Young-Chang Sheng, Yujun Sugano, Nobuhiko Hwang, Mi Yeong Li, Weiran Mukai, Masaya Yoon, Kyungheon Cai, Minglong Ishigaki, Kazuyoshi Chung, Won Tae Huang, He Takahashi, Daisuke Lee, Shin-Seok Wang, Mengwei Karino, Kohei Shim, Seung-Cheol Zheng, Xiaodong Miyamura, Tomoya Kang, Young Mo Ye, Dongqing Nakamura, Junichi Suh, Chang-Hee Tang, Yuanjia Motomura, Goro Park, Yong-Beom Ding, Huihua Kuroda, Takeshi Choe, Jung-Yoon Li, Chengxu Niiro, Hiroaki Park, Youngho Shen, Changbing Miyamoto, Takeshi Ahn, Ga-Young Fei, Wenmin Takeuchi, Tsutomu Shin, Jung-Min Li, Keke Kawaguchi, Yasushi Lee, Yeon-Kyung Wang, Yong-Fei Amano, Koichi Park, Dae Jin Yang, Wanling Tada, Yoshifumi Lau, Yu Lung Yamaji, Ken Zhu, Zhengwei Shimizu, Masato Atsumi, Takashi Suzuki, Akari Sumida, Takayuki Okada, Yukinori Matsuda, Koichi Matsuo, Keitaro Kochi, Yuta Yamamoto, Kazuhiko Ohmura, Koichiro Kim, Tae-Hwan Yang, Sen Yamamoto, Takuaki Kim, Bong-Jo Shen, Nan Ikegawa, Shiro Lee, Hye-Soon Zhang, Xuejun Terao, Chikashi Cui, Yong Bae, Sang-Cheol |
author_sort | Yin, Xianyong |
collection | PubMed |
description | OBJECTIVE: Genome-wide association studies (GWAS) have identified >100 risk loci for systemic lupus erythematosus (SLE), but the disease genes at most loci remain unclear, hampering translation of these genetic discoveries. We aimed to prioritise genes underlying the 110 SLE loci that were identified in the latest East Asian GWAS meta-analysis. METHODS: We built gene expression predictive models in blood B cells, CD4(+) and CD8(+) T cells, monocytes, natural killer cells and peripheral blood cells of 105 Japanese individuals. We performed a transcriptome-wide association study (TWAS) using data from the latest genome-wide association meta-analysis of 208 370 East Asians and searched for candidate genes using TWAS and three data-driven computational approaches. RESULTS: TWAS identified 171 genes for SLE (p<1.0×10(–5)); 114 (66.7%) showed significance only in a single cell type; 127 (74.3%) were in SLE GWAS loci. TWAS identified a strong association between CD83 and SLE (p<7.7×10(–8)). Meta-analysis of genetic associations in the existing 208 370 East Asian and additional 1498 cases and 3330 controls found a novel single-variant association at rs72836542 (OR=1.11, p=4.5×10(–9)) around CD83. For the 110 SLE loci, we identified 276 gene candidates, including 104 genes at recently-identified SLE novel loci. We demonstrated in vitro that putative causal variant rs61759532 exhibited an allele-specific regulatory effect on ACAP1, and that presence of the SLE risk allele decreased ACAP1 expression. CONCLUSIONS: Cell-level TWAS in six types of immune cells complemented SLE gene discovery and guided the identification of novel genetic associations. The gene findings shed biological insights into SLE genetic associations. |
format | Online Article Text |
id | pubmed-9380500 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-93805002022-08-30 Biological insights into systemic lupus erythematosus through an immune cell-specific transcriptome-wide association study Yin, Xianyong Kim, Kwangwoo Suetsugu, Hiroyuki Bang, So-Young Wen, Leilei Koido, Masaru Ha, Eunji Liu, Lu Sakamoto, Yuma Jo, Sungsin Leng, Rui-Xue Otomo, Nao Kwon, Young-Chang Sheng, Yujun Sugano, Nobuhiko Hwang, Mi Yeong Li, Weiran Mukai, Masaya Yoon, Kyungheon Cai, Minglong Ishigaki, Kazuyoshi Chung, Won Tae Huang, He Takahashi, Daisuke Lee, Shin-Seok Wang, Mengwei Karino, Kohei Shim, Seung-Cheol Zheng, Xiaodong Miyamura, Tomoya Kang, Young Mo Ye, Dongqing Nakamura, Junichi Suh, Chang-Hee Tang, Yuanjia Motomura, Goro Park, Yong-Beom Ding, Huihua Kuroda, Takeshi Choe, Jung-Yoon Li, Chengxu Niiro, Hiroaki Park, Youngho Shen, Changbing Miyamoto, Takeshi Ahn, Ga-Young Fei, Wenmin Takeuchi, Tsutomu Shin, Jung-Min Li, Keke Kawaguchi, Yasushi Lee, Yeon-Kyung Wang, Yong-Fei Amano, Koichi Park, Dae Jin Yang, Wanling Tada, Yoshifumi Lau, Yu Lung Yamaji, Ken Zhu, Zhengwei Shimizu, Masato Atsumi, Takashi Suzuki, Akari Sumida, Takayuki Okada, Yukinori Matsuda, Koichi Matsuo, Keitaro Kochi, Yuta Yamamoto, Kazuhiko Ohmura, Koichiro Kim, Tae-Hwan Yang, Sen Yamamoto, Takuaki Kim, Bong-Jo Shen, Nan Ikegawa, Shiro Lee, Hye-Soon Zhang, Xuejun Terao, Chikashi Cui, Yong Bae, Sang-Cheol Ann Rheum Dis Systemic Lupus Erythematosus OBJECTIVE: Genome-wide association studies (GWAS) have identified >100 risk loci for systemic lupus erythematosus (SLE), but the disease genes at most loci remain unclear, hampering translation of these genetic discoveries. We aimed to prioritise genes underlying the 110 SLE loci that were identified in the latest East Asian GWAS meta-analysis. METHODS: We built gene expression predictive models in blood B cells, CD4(+) and CD8(+) T cells, monocytes, natural killer cells and peripheral blood cells of 105 Japanese individuals. We performed a transcriptome-wide association study (TWAS) using data from the latest genome-wide association meta-analysis of 208 370 East Asians and searched for candidate genes using TWAS and three data-driven computational approaches. RESULTS: TWAS identified 171 genes for SLE (p<1.0×10(–5)); 114 (66.7%) showed significance only in a single cell type; 127 (74.3%) were in SLE GWAS loci. TWAS identified a strong association between CD83 and SLE (p<7.7×10(–8)). Meta-analysis of genetic associations in the existing 208 370 East Asian and additional 1498 cases and 3330 controls found a novel single-variant association at rs72836542 (OR=1.11, p=4.5×10(–9)) around CD83. For the 110 SLE loci, we identified 276 gene candidates, including 104 genes at recently-identified SLE novel loci. We demonstrated in vitro that putative causal variant rs61759532 exhibited an allele-specific regulatory effect on ACAP1, and that presence of the SLE risk allele decreased ACAP1 expression. CONCLUSIONS: Cell-level TWAS in six types of immune cells complemented SLE gene discovery and guided the identification of novel genetic associations. The gene findings shed biological insights into SLE genetic associations. BMJ Publishing Group 2022-09 2022-05-24 /pmc/articles/PMC9380500/ /pubmed/35609976 http://dx.doi.org/10.1136/annrheumdis-2022-222345 Text en © Author(s) (or their employer(s)) 2022. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) . |
spellingShingle | Systemic Lupus Erythematosus Yin, Xianyong Kim, Kwangwoo Suetsugu, Hiroyuki Bang, So-Young Wen, Leilei Koido, Masaru Ha, Eunji Liu, Lu Sakamoto, Yuma Jo, Sungsin Leng, Rui-Xue Otomo, Nao Kwon, Young-Chang Sheng, Yujun Sugano, Nobuhiko Hwang, Mi Yeong Li, Weiran Mukai, Masaya Yoon, Kyungheon Cai, Minglong Ishigaki, Kazuyoshi Chung, Won Tae Huang, He Takahashi, Daisuke Lee, Shin-Seok Wang, Mengwei Karino, Kohei Shim, Seung-Cheol Zheng, Xiaodong Miyamura, Tomoya Kang, Young Mo Ye, Dongqing Nakamura, Junichi Suh, Chang-Hee Tang, Yuanjia Motomura, Goro Park, Yong-Beom Ding, Huihua Kuroda, Takeshi Choe, Jung-Yoon Li, Chengxu Niiro, Hiroaki Park, Youngho Shen, Changbing Miyamoto, Takeshi Ahn, Ga-Young Fei, Wenmin Takeuchi, Tsutomu Shin, Jung-Min Li, Keke Kawaguchi, Yasushi Lee, Yeon-Kyung Wang, Yong-Fei Amano, Koichi Park, Dae Jin Yang, Wanling Tada, Yoshifumi Lau, Yu Lung Yamaji, Ken Zhu, Zhengwei Shimizu, Masato Atsumi, Takashi Suzuki, Akari Sumida, Takayuki Okada, Yukinori Matsuda, Koichi Matsuo, Keitaro Kochi, Yuta Yamamoto, Kazuhiko Ohmura, Koichiro Kim, Tae-Hwan Yang, Sen Yamamoto, Takuaki Kim, Bong-Jo Shen, Nan Ikegawa, Shiro Lee, Hye-Soon Zhang, Xuejun Terao, Chikashi Cui, Yong Bae, Sang-Cheol Biological insights into systemic lupus erythematosus through an immune cell-specific transcriptome-wide association study |
title | Biological insights into systemic lupus erythematosus through an immune cell-specific transcriptome-wide association study |
title_full | Biological insights into systemic lupus erythematosus through an immune cell-specific transcriptome-wide association study |
title_fullStr | Biological insights into systemic lupus erythematosus through an immune cell-specific transcriptome-wide association study |
title_full_unstemmed | Biological insights into systemic lupus erythematosus through an immune cell-specific transcriptome-wide association study |
title_short | Biological insights into systemic lupus erythematosus through an immune cell-specific transcriptome-wide association study |
title_sort | biological insights into systemic lupus erythematosus through an immune cell-specific transcriptome-wide association study |
topic | Systemic Lupus Erythematosus |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9380500/ https://www.ncbi.nlm.nih.gov/pubmed/35609976 http://dx.doi.org/10.1136/annrheumdis-2022-222345 |
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