Integrating transcriptome-wide association study and mRNA expression profile identified candidate genes related to hand osteoarthritis

被引:16
|
作者
Xu, Jiawen [1 ]
Zeng, Yi [1 ]
Si, Haibo [1 ]
Liu, Yuan [1 ]
Li, Mingyang [1 ]
Zeng, Junfeng [1 ]
Shen, Bin [1 ]
机构
[1] Sichuan Univ, West China Hosp, West China Med Sch, Dept Orthopaed Surg, 37 Guoxue Rd, Chengdu 610041, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
Hand osteoarthritis; Transcriptome-wide association study (TWAS); mRNA expression profile; Gene ontology (GO); Pathway enrichment analysis; CELLULAR SENESCENCE; PATHOGENESIS; PROTEIN;
D O I
10.1186/s13075-021-02458-2
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background Osteoarthritis (OA) is a common skeletal system disease that has been partially attributed to genetic factors. The hand is frequently affected, which seriously affects the patient's quality of life. However, the pathogenetic mechanism of hand osteoarthritis (hand OA) is still elusive. Methods A genome-wide association study (GWAS) summary of hand OA was obtained from the UK Biobank dataset, which contains data from a total of 452,264 White British individuals, including 37,782 OA patients. The transcriptome-wide association study (TWAS) of hand OA was performed using FUnctional Summary-based ImputatiON (FUSION) with the skeletal muscle and blood as gene expression references. The significant genes identified by TWAS were further subjected to gene set enrichment analysis (GSEA) with the Database for Annotation, Visualization and Integrated Discovery (DAVID) tool. Furthermore, we compared the genes and gene sets identified by our TWAS with that of a knee OA mRNA expression profile to detect the genes and gene sets shared by TWAS and mRNA expression profiles in OA. The mRNA expression profiles of 18 normal knee cartilages and 20 OA knee cartilages were acquired from the Gene Expression Omnibus database (accession number: GSE114007). Results TWAS identified 177 genes with P < 0.05 for the skeletal muscle, including ANKRD44 (P = 0.0001), RIC3 (P = 0.0003), and AC005154.6 (P = 0.0004). TWAS identified 423 genes with P < 0.05 for the blood, including CRIM1 (P = 0.0002), ZNF880 (P = 0.0002), and NCKIPSD (P = 0.0003). After comparing the results of the TWAS to those of the mRNA expression profiling of OA, we identified 5 common genes, including DHRS3 (log2fold = - 1.85, P = 3.31 x 10(- 9)) and SKP2 (log2fold = 1.36, P = 1.62 x 10(- 8)). GSEA of TWAS identified 51 gene ontology (GO) terms for hand OA, for example, protein binding (P = 0.0003) and cytosol (P = 0.0020). We also detected 6 common GO terms shared by TWAS and mRNA expression profiling, including protein binding (P-TWAS = 2.54 x 10(- 4), P-mRNA = 3.42 x 10(- 8)), extracellular exosome (P-TWAS = 0.02, P-mRNA = 1.18 x 10(- 4)), and cytoplasm (P-TWAS = 0.0183, P-mRNA = 0.0048). Conclusion In this study, we identified 5 candidate genes and 6 GO terms related to hand OA, which may help to uncover the pathogenesis of hand OA. It should be noted that the possible difference in the gene expression profiles between hand OA and knee OA may affect our study results, which should be interpreted with caution.
引用
收藏
页数:7
相关论文
共 50 条
  • [21] Transcriptome-Wide Association Study Identifies New Candidate Susceptibility Genes for Glioma
    Atkins, Isabelle
    Kinnersley, Ben
    Ostrom, Quinn T.
    Labreche, Karim
    Il'yasova, Dora
    Armstrong, Georgina N.
    Eckel-Passow, Jeanette E.
    Schoemaker, Minouk J.
    Nothen, Markus M.
    Barnholtz-Sloan, Jill S.
    Swerdlow, Anthony J.
    Simon, Matthias
    Rajaraman, Preetha
    Chanock, Stephen J.
    Shildkraut, Joellen
    Bernstein, Jonine L.
    Hoffman, Per
    Jockel, Karl-Heinz
    Lai, Rose K.
    Claus, Elizabeth B.
    Olson, Sara H.
    Johansen, Christoffer
    Wrensch, Margaret R.
    Melin, Beatrice
    Jenkins, Robert B.
    Sanson, Marc
    Bondy, Melissa L.
    Houlston, Richard S.
    CANCER RESEARCH, 2019, 79 (08) : 2065 - 2071
  • [22] Transcriptome-wide association study reveals candidate causal genes for lung cancer
    Bosse, Yohan
    Li, Zhonglin
    Xia, Jun
    Manem, Venkata
    Carreras-Torres, Robert
    Gabriel, Aurelie
    Gaudreault, Nathalie
    Albanes, Demetrius
    Aldrich, Melinda C.
    Andrew, Angeline
    Arnold, Susanne
    Bickeboeller, Heike
    Bojesen, Stig E.
    Brennan, Paul
    Brunnstrom, Hans
    Caporaso, Neil
    Chen, Chu
    Christiani, David C.
    Field, John K.
    Goodman, Gary
    Grankvist, Kjell
    Houlston, Richard
    Johansson, Mattias
    Johansson, Mikael
    Kiemeney, Lambertus A.
    Lam, Stephen
    Landi, Maria T.
    Lazarus, Philip
    Le Marchand, Loic
    Liu, Geoffrey
    Melander, Olle
    Rennert, Gadi
    Risch, Angela
    Rosenberg, Susan M.
    Schabath, Matthew B.
    Shete, Sanjay
    Song, Zhuoyi
    Stevens, Victoria L.
    Tardon, Adonina
    Wichmann, H-Erich
    Woll, Penella
    Zienolddiny, Shan
    Obeidat, Ma'en
    Timens, Wim
    Hung, Rayjean J.
    Joubert, Philippe
    Amos, Christopher I.
    McKay, James D.
    INTERNATIONAL JOURNAL OF CANCER, 2020, 146 (07) : 1862 - 1878
  • [23] Transcriptome-wide association study identifies novel candidate susceptibility genes for migraine
    Meyers, Travis J.
    Yin, Jie
    Herrera, Victor A.
    Pressman, Alice R.
    Hoffmann, Thomas J.
    Schaefer, Catherine
    Avins, Andrew L.
    Choquet, Helene
    HUMAN GENETICS AND GENOMICS ADVANCES, 2023, 4 (03):
  • [24] Transcriptome-wide association study reveals candidate causal genes for lung cancer
    Clemenceau, Alisson
    Lamontagne, Maxime
    Torres, Robert Carreras
    Obeidat, Ma'en
    Timens, Wim
    Joubert, Philippe
    Amos, Christopher I.
    McKay, James D.
    Bosse, Yohan
    CANCER RESEARCH, 2018, 78 (13)
  • [25] Transcriptome-wide association study of multiple myeloma identifies candidate susceptibility genes
    Molly Went
    Ben Kinnersley
    Amit Sud
    David C. Johnson
    Niels Weinhold
    Asta Försti
    Mark van Duin
    Giulia Orlando
    Jonathan S. Mitchell
    Rowan Kuiper
    Brian A. Walker
    Walter M. Gregory
    Per Hoffmann
    Graham H. Jackson
    Markus M. Nöthen
    Miguel Inacio da Silva Filho
    Hauke Thomsen
    Annemiek Broyl
    Faith E. Davies
    Unnur Thorsteinsdottir
    Markus Hansson
    Martin Kaiser
    Pieter Sonneveld
    Hartmut Goldschmidt
    Kari Stefansson
    Kari Hemminki
    Björn Nilsson
    Gareth J. Morgan
    Richard S. Houlston
    Human Genomics, 13
  • [26] Transcriptome-wide Association Study Identifies Novel Candidate Genes Associated with Osteoporosis
    Zhu, Muchun
    Yin, Peng
    GENETIC EPIDEMIOLOGY, 2019, 43 (07) : 924 - 925
  • [27] Transcriptome-Wide Association Study Reveals Candidate Causal Genes for Lung Cancer
    Clemenceau, A.
    Lamontagne, M.
    Torres, R. Carreras
    Obeidat, M.
    Timens, W.
    Joubert, P.
    Amos, C.
    Mckay, J.
    Bosse, Y.
    JOURNAL OF THORACIC ONCOLOGY, 2018, 13 (10) : S365 - S365
  • [28] The integration of transcriptome-wide association study and mRNA expression profiling data to identify candidate genes and gene sets associated with dental caries
    Tong, Xiangyao
    Hou, Siyu
    Ma, Mei
    Zhang, Lu
    Zou, Rui
    Hou, Tiezhou
    Niu, Lin
    ARCHIVES OF ORAL BIOLOGY, 2020, 118
  • [29] AN EPIGENETIC ELEMENT-BASED TRANSCRIPTOME-WIDE ASSOCIATION STUDY IDENTIFIED NEW CANDIDATE SUSCEPTIBILITY GENES FOR RHEUMATOID ARTHRITIS
    Yao, S.
    Wu, H.
    Rong, Y.
    Guo, Y.
    OSTEOPOROSIS INTERNATIONAL, 2020, 31 (SUPPL 1) : S176 - S176
  • [30] Integrative analysis of transcriptome-wide association study data and messenger RNA expression profiles identified candidate genes and pathways for inflammatory bowel disease
    Cheng, Bolun
    Liang, Xiao
    Wen, Yan
    Li, Ping
    Zhang, Lu
    Ma, Mei
    Cheng, Shiqiang
    Du, Yanan
    Liu, Li
    Ding, Miao
    Zhao, Yan
    Zhang, Feng
    JOURNAL OF CELLULAR BIOCHEMISTRY, 2019, 120 (09) : 14831 - 14837