Integrated GWAS and mRNA Microarray Analysis Identified IFNG and CD40L as the Central Upstream Regulators in Primary Biliary Cholangitis

Genome‐wide association studies (GWASs) in European and East Asian populations have identified more than 40 disease‐susceptibility genes in primary biliary cholangitis (PBC). The aim of this study is to computationally identify disease pathways, upstream regulators, and therapeutic targets in PBC th...

Full description

Bibliographic Details
Main Authors: Kazuko Ueno, Yoshihiro Aiba, Yuki Hitomi, Shinji Shimoda, Hitomi Nakamura, Olivier Gervais, Yosuke Kawai, Minae Kawashima, Nao Nishida, Seik‐Soon Kohn, Kaname Kojima, Shinji Katsushima, Atsushi Naganuma, Kazuhiro Sugi, Tatsuji Komatsu, Tomohiko Mannami, Kouki Matsushita, Kaname Yoshizawa, Fujio Makita, Toshiki Nikami, Hideo Nishimura, Hiroshi Kouno, Hirotaka Kouno, Hajime Ohta, Takuya Komura, Satoru Tsuruta, Kazuhiko Yamauchi, Tatsuro Kobata, Amane Kitasato, Tamotsu Kuroki, Seigo Abiru, Shinya Nagaoka, Atsumasa Komori, Hiroshi Yatsuhashi, Kiyoshi Migita, Hiromasa Ohira, Atsushi Tanaka, Hajime Takikawa, Masao Nagasaki, Katsushi Tokunaga, Minoru Nakamura, PBC‐GWAS Consortium in Japan
Format: Article
Language:English
Published: Wiley 2020-05-01
Series:Hepatology Communications
Online Access:https://doi.org/10.1002/hep4.1497
id doaj-fe46dbbb09334b3f85f5095abc8398e3
record_format Article
collection DOAJ
language English
format Article
sources DOAJ
author Kazuko Ueno
Yoshihiro Aiba
Yuki Hitomi
Shinji Shimoda
Hitomi Nakamura
Olivier Gervais
Yosuke Kawai
Minae Kawashima
Nao Nishida
Seik‐Soon Kohn
Kaname Kojima
Shinji Katsushima
Atsushi Naganuma
Kazuhiro Sugi
Tatsuji Komatsu
Tomohiko Mannami
Kouki Matsushita
Kaname Yoshizawa
Fujio Makita
Toshiki Nikami
Hideo Nishimura
Hiroshi Kouno
Hirotaka Kouno
Hajime Ohta
Takuya Komura
Satoru Tsuruta
Kazuhiko Yamauchi
Tatsuro Kobata
Amane Kitasato
Tamotsu Kuroki
Seigo Abiru
Shinya Nagaoka
Atsumasa Komori
Hiroshi Yatsuhashi
Kiyoshi Migita
Hiromasa Ohira
Atsushi Tanaka
Hajime Takikawa
Masao Nagasaki
Katsushi Tokunaga
Minoru Nakamura
PBC‐GWAS Consortium in Japan
spellingShingle Kazuko Ueno
Yoshihiro Aiba
Yuki Hitomi
Shinji Shimoda
Hitomi Nakamura
Olivier Gervais
Yosuke Kawai
Minae Kawashima
Nao Nishida
Seik‐Soon Kohn
Kaname Kojima
Shinji Katsushima
Atsushi Naganuma
Kazuhiro Sugi
Tatsuji Komatsu
Tomohiko Mannami
Kouki Matsushita
Kaname Yoshizawa
Fujio Makita
Toshiki Nikami
Hideo Nishimura
Hiroshi Kouno
Hirotaka Kouno
Hajime Ohta
Takuya Komura
Satoru Tsuruta
Kazuhiko Yamauchi
Tatsuro Kobata
Amane Kitasato
Tamotsu Kuroki
Seigo Abiru
Shinya Nagaoka
Atsumasa Komori
Hiroshi Yatsuhashi
Kiyoshi Migita
Hiromasa Ohira
Atsushi Tanaka
Hajime Takikawa
Masao Nagasaki
Katsushi Tokunaga
Minoru Nakamura
PBC‐GWAS Consortium in Japan
Integrated GWAS and mRNA Microarray Analysis Identified IFNG and CD40L as the Central Upstream Regulators in Primary Biliary Cholangitis
Hepatology Communications
author_facet Kazuko Ueno
Yoshihiro Aiba
Yuki Hitomi
Shinji Shimoda
Hitomi Nakamura
Olivier Gervais
Yosuke Kawai
Minae Kawashima
Nao Nishida
Seik‐Soon Kohn
Kaname Kojima
Shinji Katsushima
Atsushi Naganuma
Kazuhiro Sugi
Tatsuji Komatsu
Tomohiko Mannami
Kouki Matsushita
Kaname Yoshizawa
Fujio Makita
Toshiki Nikami
Hideo Nishimura
Hiroshi Kouno
Hirotaka Kouno
Hajime Ohta
Takuya Komura
Satoru Tsuruta
Kazuhiko Yamauchi
Tatsuro Kobata
Amane Kitasato
Tamotsu Kuroki
Seigo Abiru
Shinya Nagaoka
Atsumasa Komori
Hiroshi Yatsuhashi
Kiyoshi Migita
Hiromasa Ohira
Atsushi Tanaka
Hajime Takikawa
Masao Nagasaki
Katsushi Tokunaga
Minoru Nakamura
PBC‐GWAS Consortium in Japan
author_sort Kazuko Ueno
title Integrated GWAS and mRNA Microarray Analysis Identified IFNG and CD40L as the Central Upstream Regulators in Primary Biliary Cholangitis
title_short Integrated GWAS and mRNA Microarray Analysis Identified IFNG and CD40L as the Central Upstream Regulators in Primary Biliary Cholangitis
title_full Integrated GWAS and mRNA Microarray Analysis Identified IFNG and CD40L as the Central Upstream Regulators in Primary Biliary Cholangitis
title_fullStr Integrated GWAS and mRNA Microarray Analysis Identified IFNG and CD40L as the Central Upstream Regulators in Primary Biliary Cholangitis
title_full_unstemmed Integrated GWAS and mRNA Microarray Analysis Identified IFNG and CD40L as the Central Upstream Regulators in Primary Biliary Cholangitis
title_sort integrated gwas and mrna microarray analysis identified ifng and cd40l as the central upstream regulators in primary biliary cholangitis
publisher Wiley
series Hepatology Communications
issn 2471-254X
publishDate 2020-05-01
description Genome‐wide association studies (GWASs) in European and East Asian populations have identified more than 40 disease‐susceptibility genes in primary biliary cholangitis (PBC). The aim of this study is to computationally identify disease pathways, upstream regulators, and therapeutic targets in PBC through integrated GWAS and messenger RNA (mRNA) microarray analysis. Disease pathways and upstream regulators were analyzed with ingenuity pathway analysis in data set 1 for GWASs (1,920 patients with PBC and 1,770 controls), which included 261 annotated genes derived from 6,760 single‐nucleotide polymorphisms (P < 0.00001), and data set 2 for mRNA microarray analysis of liver biopsy specimens (36 patients with PBC and 5 normal controls), which included 1,574 genes with fold change >2 versus controls (P < 0.05). Hierarchical cluster analysis and categorization of cell type–specific genes were performed for data set 2. There were 27 genes, 10 pathways, and 149 upstream regulators that overlapped between data sets 1 and 2. All 10 pathways were immune‐related. The most significant common upstream regulators associated with PBC disease susceptibility identified were interferon‐gamma (IFNG) and CD40 ligand (CD40L). Hierarchical cluster analysis of data set 2 revealed two distinct groups of patients with PBC by disease activity. The most significant upstream regulators associated with disease activity were IFNG and CD40L. Several molecules expressed in B cells, T cells, Kupffer cells, and natural killer–like cells were identified as potential therapeutic targets in PBC with reference to a recently reported list of cell type–specific gene expression in the liver. Conclusion: Our integrated analysis using GWAS and mRNA microarray data sets predicted that IFNG and CD40L are the central upstream regulators in both disease susceptibility and activity of PBC and identified potential downstream therapeutic targets.
url https://doi.org/10.1002/hep4.1497
work_keys_str_mv AT kazukoueno integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT yoshihiroaiba integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT yukihitomi integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT shinjishimoda integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT hitominakamura integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT oliviergervais integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT yosukekawai integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT minaekawashima integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT naonishida integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT seiksoonkohn integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT kanamekojima integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT shinjikatsushima integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT atsushinaganuma integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT kazuhirosugi integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT tatsujikomatsu integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT tomohikomannami integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT koukimatsushita integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT kanameyoshizawa integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT fujiomakita integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT toshikinikami integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT hideonishimura integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT hiroshikouno integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT hirotakakouno integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT hajimeohta integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT takuyakomura integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT satorutsuruta integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT kazuhikoyamauchi integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT tatsurokobata integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT amanekitasato integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT tamotsukuroki integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT seigoabiru integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT shinyanagaoka integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT atsumasakomori integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT hiroshiyatsuhashi integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT kiyoshimigita integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT hiromasaohira integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT atsushitanaka integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT hajimetakikawa integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT masaonagasaki integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT katsushitokunaga integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT minorunakamura integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
AT pbcgwasconsortiuminjapan integratedgwasandmrnamicroarrayanalysisidentifiedifngandcd40lasthecentralupstreamregulatorsinprimarybiliarycholangitis
_version_ 1724696705130037248
spelling doaj-fe46dbbb09334b3f85f5095abc8398e32020-11-25T03:00:40ZengWileyHepatology Communications2471-254X2020-05-014572473810.1002/hep4.1497Integrated GWAS and mRNA Microarray Analysis Identified IFNG and CD40L as the Central Upstream Regulators in Primary Biliary CholangitisKazuko Ueno0Yoshihiro Aiba1Yuki Hitomi2Shinji Shimoda3Hitomi Nakamura4Olivier Gervais5Yosuke Kawai6Minae Kawashima7Nao Nishida8Seik‐Soon Kohn9Kaname Kojima10Shinji Katsushima11Atsushi Naganuma12Kazuhiro Sugi13Tatsuji Komatsu14Tomohiko Mannami15Kouki Matsushita16Kaname Yoshizawa17Fujio Makita18Toshiki Nikami19Hideo Nishimura20Hiroshi Kouno21Hirotaka Kouno22Hajime Ohta23Takuya Komura24Satoru Tsuruta25Kazuhiko Yamauchi26Tatsuro Kobata27Amane Kitasato28Tamotsu Kuroki29Seigo Abiru30Shinya Nagaoka31Atsumasa Komori32Hiroshi Yatsuhashi33Kiyoshi Migita34Hiromasa Ohira35Atsushi Tanaka36Hajime Takikawa37Masao Nagasaki38Katsushi Tokunaga39Minoru Nakamura40PBC‐GWAS Consortium in Japan41Genome Medical Science Project National Center for Global Health and Medicine Tokyo JapanClinical Research Center National Hospital Organization of Nagasaki Medical Center Omura JapanDepartment of Human Genetics Graduate School of Medicine University of Tokyo Tokyo JapanDepartment of Medicine and Biosystemic Science Kyushu University Graduate School of Medical Sciences Fukuoka JapanClinical Research Center National Hospital Organization of Nagasaki Medical Center Omura JapanHuman Biosciences Unit for the Top Global Course Center for the Promotion of Interdisciplinary Education and Research Kyoto University Kyoto JapanGenome Medical Science Project National Center for Global Health and Medicine Tokyo JapanJapan Science and Technology Agency Tokyo JapanGenome Medical Science Project National Center for Global Health and Medicine Tokyo JapanGenome Medical Science Project National Center for Global Health and Medicine Tokyo JapanTohoku Medical Megabank Organization Tohoku University Sendai JapanHeadquarters of PBC Research National Hospital Organization Study Group for Liver Disease in Japan Omura JapanHeadquarters of PBC Research National Hospital Organization Study Group for Liver Disease in Japan Omura JapanHeadquarters of PBC Research National Hospital Organization Study Group for Liver Disease in Japan Omura JapanHeadquarters of PBC Research National Hospital Organization Study Group for Liver Disease in Japan Omura JapanHeadquarters of PBC Research National Hospital Organization Study Group for Liver Disease in Japan Omura JapanHeadquarters of PBC Research National Hospital Organization Study Group for Liver Disease in Japan Omura JapanHeadquarters of PBC Research National Hospital Organization Study Group for Liver Disease in Japan Omura JapanHeadquarters of PBC Research National Hospital Organization Study Group for Liver Disease in Japan Omura JapanHeadquarters of PBC Research National Hospital Organization Study Group for Liver Disease in Japan Omura JapanHeadquarters of PBC Research National Hospital Organization Study Group for Liver Disease in Japan Omura JapanHeadquarters of PBC Research National Hospital Organization Study Group for Liver Disease in Japan Omura JapanHeadquarters of PBC Research National Hospital Organization Study Group for Liver Disease in Japan Omura JapanHeadquarters of PBC Research National Hospital Organization Study Group for Liver Disease in Japan Omura JapanHeadquarters of PBC Research National Hospital Organization Study Group for Liver Disease in Japan Omura JapanHeadquarters of PBC Research National Hospital Organization Study Group for Liver Disease in Japan Omura JapanHeadquarters of PBC Research National Hospital Organization Study Group for Liver Disease in Japan Omura JapanHeadquarters of PBC Research National Hospital Organization Study Group for Liver Disease in Japan Omura JapanDepartment of Surgery National Hospital Organization of Nagasaki Medical Center Omura JapanClinical Research Center National Hospital Organization of Nagasaki Medical Center Omura JapanClinical Research Center National Hospital Organization of Nagasaki Medical Center Omura JapanClinical Research Center National Hospital Organization of Nagasaki Medical Center Omura JapanClinical Research Center National Hospital Organization of Nagasaki Medical Center Omura JapanClinical Research Center National Hospital Organization of Nagasaki Medical Center Omura JapanClinical Research Center National Hospital Organization of Nagasaki Medical Center Omura JapanDepartment of Gastroenterology and Rheumatic Diseases Fukushima Medical University of Medicine Fukushima JapanDepartment of Medicine Teikyo University School of Medicine Tokyo JapanDepartment of Medicine Teikyo University School of Medicine Tokyo JapanHuman Biosciences Unit for the Top Global Course Center for the Promotion of Interdisciplinary Education and Research Kyoto University Kyoto JapanGenome Medical Science Project National Center for Global Health and Medicine Tokyo JapanClinical Research Center National Hospital Organization of Nagasaki Medical Center Omura JapanHeadquarters of PBC‐GWAS Consortium in Japan National Hospital Organization of Nagasaki Medical Center Graduate School of Biomedical Sciences Nagasaki University Omura JapanGenome‐wide association studies (GWASs) in European and East Asian populations have identified more than 40 disease‐susceptibility genes in primary biliary cholangitis (PBC). The aim of this study is to computationally identify disease pathways, upstream regulators, and therapeutic targets in PBC through integrated GWAS and messenger RNA (mRNA) microarray analysis. Disease pathways and upstream regulators were analyzed with ingenuity pathway analysis in data set 1 for GWASs (1,920 patients with PBC and 1,770 controls), which included 261 annotated genes derived from 6,760 single‐nucleotide polymorphisms (P < 0.00001), and data set 2 for mRNA microarray analysis of liver biopsy specimens (36 patients with PBC and 5 normal controls), which included 1,574 genes with fold change >2 versus controls (P < 0.05). Hierarchical cluster analysis and categorization of cell type–specific genes were performed for data set 2. There were 27 genes, 10 pathways, and 149 upstream regulators that overlapped between data sets 1 and 2. All 10 pathways were immune‐related. The most significant common upstream regulators associated with PBC disease susceptibility identified were interferon‐gamma (IFNG) and CD40 ligand (CD40L). Hierarchical cluster analysis of data set 2 revealed two distinct groups of patients with PBC by disease activity. The most significant upstream regulators associated with disease activity were IFNG and CD40L. Several molecules expressed in B cells, T cells, Kupffer cells, and natural killer–like cells were identified as potential therapeutic targets in PBC with reference to a recently reported list of cell type–specific gene expression in the liver. Conclusion: Our integrated analysis using GWAS and mRNA microarray data sets predicted that IFNG and CD40L are the central upstream regulators in both disease susceptibility and activity of PBC and identified potential downstream therapeutic targets.https://doi.org/10.1002/hep4.1497