Polygenic burdens on cell-specific pathways underlie the risk of rheumatoid arthritis

  • Kazuyoshi Ishigaki
  • , Yuta Kochi
  • , Akari Suzuki
  • , Yumi Tsuchida
  • , Haruka Tsuchiya
  • , Shuji Sumitomo
  • , Kensuke Yamaguchi
  • , Yasuo Nagafuchi
  • , Shinichiro Nakachi
  • , Rika Kato
  • , Keiichi Sakurai
  • , Hirofumi Shoda
  • , Katsunori Ikari
  • , Atsuo Taniguchi
  • , Hisashi Yamanaka
  • , Fuyuki Miya
  • , Tatsuhiko Tsunoda
  • , Yukinori Okada
  • , Yukihide Momozawa
  • , Yoichiro Kamatani
  • Ryo Yamada, Michiaki Kubo, Keishi Fujio, Kazuhiko Yamamoto

Research output: Contribution to journalArticlepeer-review

120 Citations (Scopus)

Abstract

Recent evidence suggests that a substantial portion of complex disease risk alleles modify gene expression in a cell-specific manner. To identify candidate causal genes and biological pathways of immune-related complex diseases, we conducted expression quantitative trait loci (eQTL) analysis on five subsets of immune cells (CD4 + T cells, CD8 + T cells, B cells, natural killer (NK) cells and monocytes) and unfractionated peripheral blood from 105 healthy Japanese volunteers. We developed a three-step analytical pipeline comprising (i) prediction of individual gene expression using our eQTL database and public epigenomic data, (ii) gene-level association analysis and (iii) prediction of cell-specific pathway activity by integrating the direction of eQTL effects. By applying this pipeline to rheumatoid arthritis data sets, we identified candidate causal genes and a cytokine pathway (upregulation of tumor necrosis factor (TNF) in CD4 + T cells). Our approach is an efficient way to characterize the polygenic contributions and potential biological mechanisms of complex diseases.

Original languageEnglish
Pages (from-to)1120-1125
Number of pages6
JournalNature Genetics
Volume49
Issue number7
DOIs
Publication statusPublished - 01-07-2017
Externally publishedYes

All Science Journal Classification (ASJC) codes

  • Genetics

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