PMID- 33677398 OWN - NLM STAT- MEDLINE DCOM- 20220118 LR - 20220118 IS - 1095-9157 (Electronic) IS - 0896-8411 (Linking) VI - 119 DP - 2021 May TI - Identifying the most influential gene expression profile in distinguishing ANCA-associated vasculitis from healthy controls. PG - 102617 LID - S0896-8411(21)00025-1 [pii] LID - 10.1016/j.jaut.2021.102617 [doi] AB - OBJECTIVE: Previous gene expression analyses seeking genes specific to antineutrophil cytoplasmic antibody-associated vasculitis (AAV) have been limited due to crude cell separation and the use of microarrays. This study aims to identify AAV-specific gene expression profiles in a way that overcomes those limitations. METHODS: Blood samples were collected from 26 AAV patients and 28 healthy controls (HCs). Neutrophils were isolated by negative selection, whereas 19 subsets of peripheral blood mononuclear cells were sorted by fluorescence assisted cell sorting. RNA-sequencing was then conducted for each sample, and iterative weighted gene correlation network analysis (iterativeWGCNA) and random forest were consecutively applied to identify the most influential gene module in distinguishing AAV from HCs. Correlations of the identified module with clinical parameters were evaluated, and the biological role was assessed with hub gene identification and pathway analysis. Particularly, the module's association with neutrophil extracellular trap formation, NETosis, was analyzed. Finally, the module's overlap with GWAS-identified autoimmune disease genes (GADGs) was assessed for validation. RESULTS: A neutrophil module (Neu_M20) was ranked top in the random forest analysis among 255 modules created by iterativeWGCNA. Neu_M20 correlated with disease activity and neutrophil counts but not with the presence of antineutrophil cytoplasmic antibody. The module comprised pro-inflammatory genes, including those related to NETosis, supported by experimental evidence. The genes in the module significantly overlapped GADGs. CONCLUSION: We identified the distinct group of pro-inflammatory genes in neutrophils, which characterize AAV. Further investigations are warranted to confirm our findings as they could serve as novel therapeutic targets. CI - Copyright (c) 2021 Elsevier Ltd. All rights reserved. FAU - Yanaoka, Haruyuki AU - Yanaoka H AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan; Immuno-Rheumatology Center, St. Luke's International Hospital, St. Luke's International University, Tokyo, Japan. FAU - Nagafuchi, Yasuo AU - Nagafuchi Y AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan; Department of Functional Genomics and Immunological Diseases, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. Electronic address: nagafuchi@g.ecc.u-tokyo.ac.jp. FAU - Hanata, Norio AU - Hanata N AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. FAU - Takeshima, Yusuke AU - Takeshima Y AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan; Department of Functional Genomics and Immunological Diseases, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. FAU - Ota, Mineto AU - Ota M AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan; Department of Functional Genomics and Immunological Diseases, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. FAU - Suwa, Yuichi AU - Suwa Y AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. FAU - Shirai, Harumi AU - Shirai H AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. FAU - Sugimori, Yusuke AU - Sugimori Y AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. FAU - Okubo, Mai AU - Okubo M AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. FAU - Kobayashi, Satomi AU - Kobayashi S AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. FAU - Hatano, Hiroaki AU - Hatano H AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. FAU - Yamada, Saeko AU - Yamada S AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. FAU - Tsuchida, Yumi AU - Tsuchida Y AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. FAU - Iwasaki, Yukiko AU - Iwasaki Y AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. FAU - Sumitomo, Shuji AU - Sumitomo S AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. FAU - Shoda, Hirofumi AU - Shoda H AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. FAU - Okada, Masato AU - Okada M AD - Immuno-Rheumatology Center, St. Luke's International Hospital, St. Luke's International University, Tokyo, Japan. FAU - Okamura, Tomohisa AU - Okamura T AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan; Department of Functional Genomics and Immunological Diseases, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. FAU - Yamamoto, Kazuhiko AU - Yamamoto K AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan; Laboratory for Autoimmune Diseases, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan. FAU - Fujio, Keishi AU - Fujio K AD - Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. Electronic address: FUJIOK-INT@h.u-tokyo.ac.jp. LA - eng PT - Journal Article PT - Research Support, Non-U.S. Gov't DEP - 20210304 PL - England TA - J Autoimmun JT - Journal of autoimmunity JID - 8812164 RN - 0 (Antibodies, Antineutrophil Cytoplasmic) RN - 0 (Biomarkers) SB - IM MH - Anti-Neutrophil Cytoplasmic Antibody-Associated Vasculitis/*diagnosis/*etiology MH - Antibodies, Antineutrophil Cytoplasmic/adverse effects/immunology MH - *Biomarkers MH - Case-Control Studies MH - Computational Biology MH - *Disease Susceptibility MH - Extracellular Traps/immunology/metabolism MH - Gene Expression Profiling MH - *Gene Expression Regulation MH - Gene Regulatory Networks MH - Genome-Wide Association Study MH - High-Throughput Nucleotide Sequencing MH - Humans MH - Immunophenotyping MH - Neutrophils/immunology/metabolism MH - *Transcriptome OTO - NOTNLM OT - ANCA-associated vasculitis OT - Iterative WGCNA OT - NETosis OT - RNA-equencing OT - Random forest EDAT- 2021/03/08 06:00 MHDA- 2022/01/19 06:00 CRDT- 2021/03/07 20:38 PHST- 2021/01/01 00:00 [received] PHST- 2021/02/10 00:00 [revised] PHST- 2021/02/12 00:00 [accepted] PHST- 2021/03/08 06:00 [pubmed] PHST- 2022/01/19 06:00 [medline] PHST- 2021/03/07 20:38 [entrez] AID - S0896-8411(21)00025-1 [pii] AID - 10.1016/j.jaut.2021.102617 [doi] PST - ppublish SO - J Autoimmun. 2021 May;119:102617. doi: 10.1016/j.jaut.2021.102617. Epub 2021 Mar 4.