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

被引:18
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.
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页数:7
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共 35 条
[1]   The Retinaldehyde Reductase Activity of DHRS3 Is Reciprocally Activated by Retinol Dehydrogenase 10 to Control Retinoid Homeostasis [J].
Adams, Mark K. ;
Belyaeva, Olga V. ;
Wu, Lizhi ;
Kedishvili, Natalia Y. .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2014, 289 (21) :14868-14880
[2]   Muscle cells enhance resistance to pro-inflammatory cytokine-induced cartilage destruction [J].
Cairns, Dana M. ;
Uchimura, Tomoya ;
Kwon, Heenam ;
Lee, Philip G. ;
Seufert, Christopher R. ;
Matzkin, Elizabeth ;
Zeng, Li .
BIOCHEMICAL AND BIOPHYSICAL RESEARCH COMMUNICATIONS, 2010, 392 (01) :22-28
[3]   An atlas of genetic associations in UK Biobank [J].
Canela-Xandri, Oriol ;
Rawlik, Konrad ;
Tenesa, Albert .
NATURE GENETICS, 2018, 50 (11) :1593-+
[4]   p53-inducible DHRS3 Is an Endoplasmic Reticulum Protein Associated with Lipid Droplet Accumulation [J].
Deisenroth, Chad ;
Itahana, Yoko ;
Tollini, Laura ;
Jin, Aiwen ;
Zhang, Yanping .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2011, 286 (32) :28343-28356
[5]   Genome-wide association and functional studies identify a role for matrix Gla protein in osteoarthritis of the hand [J].
den Hollander, Wouter ;
Boer, Cindy G. ;
Hart, Deborah J. ;
Yau, Michelle S. ;
Ramos, Yolande F. M. ;
Metrustry, Sarah ;
Broer, Linda ;
Deelen, Joris ;
Cupples, L. Adrienne ;
Rivadeneira, Fernando ;
Kloppenburg, Margreet ;
Peters, Marjolein ;
Spector, Tim D. ;
Hofman, Albert ;
Slagboom, P. Eline ;
Nelissen, Rob G. H. H. ;
Uitterlinden, Andre G. ;
Felson, David T. ;
Valdes, Ana M. ;
Meulenbelt, Ingrid ;
van Meurs, Joyce J. B. .
ANNALS OF THE RHEUMATIC DISEASES, 2017, 76 (12) :2046-2053
[6]   Dietary fatty acids for the treatment of OA, including fish oil [J].
Felson, David T. ;
Bischoff-Ferrari, Heike A. .
ANNALS OF THE RHEUMATIC DISEASES, 2016, 75 (01) :1-2
[7]   Skp2/p27 axis regulates chondrocyte proliferation under high glucose induced endoplasmic reticulum stress [J].
Feng, Y. ;
Li, B. ;
Yang, X-C ;
Lv, T. T. ;
Shang, H. ;
Wu, Z-B ;
Zhan, Y. .
EUROPEAN REVIEW FOR MEDICAL AND PHARMACOLOGICAL SCIENCES, 2020, 24 (17) :9129-9138
[8]   Identification of transcription factors responsible for dysregulated networks in human osteoarthritis cartilage by global gene expression analysis [J].
Fisch, K. M. ;
Gamini, R. ;
Alvarez-Garcia, O. ;
Akagi, R. ;
Saito, M. ;
Muramatsu, Y. ;
Sasho, T. ;
Koziol, J. A. ;
Su, A., I ;
Lotz, M. K. .
OSTEOARTHRITIS AND CARTILAGE, 2018, 26 (11) :1531-1538
[9]   Redox theory of aging: implications for health and disease [J].
Go, Young-Mi ;
Jones, Dean P. .
CLINICAL SCIENCE, 2017, 131 (14) :1669-1688
[10]   Transcriptome-wide association study identifies multiple genes and pathways associated with pancreatic cancer [J].
Gong, Liuyun ;
Zhang, Dan ;
Lei, Yutiantian ;
Qian, Yuanjie ;
Tan, Xinyue ;
Han, Suxia .
CANCER MEDICINE, 2018, 7 (11) :5727-5732