Identification of transcription factors responsible for dysregulated networks in human osteoarthritis cartilage by global gene expression analysis

被引:235
作者
Fisch, K. M. [1 ]
Gamini, R. [2 ]
Alvarez-Garcia, O. [2 ]
Akagi, R. [2 ,3 ]
Saito, M. [2 ,3 ]
Muramatsu, Y. [2 ,3 ]
Sasho, T. [3 ]
Koziol, J. A. [2 ]
Su, A., I [2 ]
Lotz, M. K. [2 ]
机构
[1] Univ Calif San Diego, Dept Med, Ctr Computat Biol & Bioinformat, 9500 Gilman Dr, La Jolla, CA 92093 USA
[2] Scripps Res Inst, Dept Mol Med, MEM 161,10550 North Torrey Pines Rd, La Jolla, CA 92037 USA
[3] Chiba Univ Hosp, Dept Orthopaed Surg, Chuo Ku, 1-8-1 Inohana, Chiba, Japan
关键词
Cartilage; Gene expression; Transcription factors; NF-KAPPA-B; ARTICULAR-CARTILAGE; CHONDROCYTE DIFFERENTIATION; PROFILING REVEALS; PATHWAYS; DEC1; AP-1; INHIBITION; PATHOLOGY; BIOLOGY;
D O I
10.1016/j.joca.2018.07.012
中图分类号
R826.8 [整形外科学]; R782.2 [口腔颌面部整形外科学]; R726.2 [小儿整形外科学]; R62 [整形外科学(修复外科学)];
学科分类号
100224 [整形外科学];
摘要
Objective: Osteoarthritis (OA) is the most prevalent joint disease. As disease-modifying therapies are not available, novel therapeutic targets need to be discovered and prioritized for their importance in mediating the abnormal phenotype of cells in OA-affected joints. Here, we generated a genome-wide molecular profile of OA to elucidate regulatory mechanisms of OA pathogenesis and to identify possible therapeutic targets using integrative analysis of mRNA-sequencing data obtained from human knee cartilage. Design: RNA-sequencing (RNA-seq) was performed on 18 normal and 20 OA human knee cartilage tissues. RNA-seq datasets were analysed to identify genes, pathways and regulatory networks that were dysregulated in OA. Results: RNA-seq data analysis revealed 1332 differentially expressed (DE) genes between OA and non-OA samples, including known and novel transcription factors (TFs). Pathway analysis identified 15 significantly perturbed pathways in OA with ECM-related, PI3K-Akt, HIF-1, FoxO and circadian rhythm pathways being the most significantly dysregulated. We selected DE TFs that are enriched for regulating DE genes in OA and prioritized these TFs by creating a cartilage-specific interaction subnetwork. This analysis revealed eight TFs, including JUN, Early growth response (EGR)1, JUND, FOSL2, MYC, KLF4, RELA, and FOS that both target large numbers of dysregulated genes in OA and are themselves suppressed in OA. Conclusions: We identified a novel subnetwork of dysregulated TFs that represent new mediators of abnormal gene expression and promising therapeutic targets in OA. (C) 2018 Published by Elsevier Ltd on behalf of Osteoarthritis Research Society International.
引用
收藏
页码:1531 / 1538
页数:8
相关论文
共 63 条
[1]
Large-scale gene expression profiling reveals major pathogenetic pathways of cartilage degeneration in osteoarthritis [J].
Aigner, Thomas ;
Fundel, Katrin ;
Saas, Joachim ;
Gebhard, Pia M. ;
Haag, Jochen ;
Weiss, Tilo ;
Zien, Alexander ;
Obermayr, Franz ;
Zimmer, Ralf ;
Bartnik, Eckart .
ARTHRITIS AND RHEUMATISM, 2006, 54 (11) :3533-3544
[2]
Dysregulated circadian rhythm pathway in human osteoarthritis: NR1D1 and BMAL1 suppression alters TGF-β signaling in chondrocytes [J].
Akagi, R. ;
Akatsu, Y. ;
Fisch, K. M. ;
Alvarez-Garcia, O. ;
Teramura, T. ;
Muramatsu, Y. ;
Saito, M. ;
Sasho, T. ;
Su, A. I. ;
Lotz, M. K. .
OSTEOARTHRITIS AND CARTILAGE, 2017, 25 (06) :943-951
[3]
Dysregulated FOXO transcription factors in articular cartilage in aging and osteoarthritis [J].
Akasaki, Y. ;
Hasegawa, A. ;
Saito, M. ;
Asahara, H. ;
Iwamoto, Y. ;
Lotz, M. K. .
OSTEOARTHRITIS AND CARTILAGE, 2014, 22 (01) :162-170
[4]
FoxO Transcription Factors Support Oxidative Stress Resistance in Human Chondrocytes [J].
Akasaki, Yukio ;
Alvarez-Garcia, Oscar ;
Saito, Masahiko ;
Carames, Beatriz ;
Iwamoto, Yukihide ;
Lotz, Martin K. .
ARTHRITIS & RHEUMATOLOGY, 2014, 66 (12) :3349-3358
[5]
HTSeq-a Python']Python framework to work with high-throughput sequencing data [J].
Anders, Simon ;
Pyl, Paul Theodor ;
Huber, Wolfgang .
BIOINFORMATICS, 2015, 31 (02) :166-169
[6]
Global analyses of gene expression in early experimental osteoarthritis [J].
Appleton, C. T. G. ;
Pitelka, V. ;
Henry, J. ;
Beier, F. .
ARTHRITIS AND RHEUMATISM, 2007, 56 (06) :1854-1868
[7]
The Genotype-Tissue Expression (GTEx) pilot analysis: Multitissue gene regulation in humans [J].
Ardlie, Kristin G. ;
DeLuca, David S. ;
Segre, Ayellet V. ;
Sullivan, Timothy J. ;
Young, Taylor R. ;
Gelfand, Ellen T. ;
Trowbridge, Casandra A. ;
Maller, Julian B. ;
Tukiainen, Taru ;
Lek, Monkol ;
Ward, Lucas D. ;
Kheradpour, Pouya ;
Iriarte, Benjamin ;
Meng, Yan ;
Palmer, Cameron D. ;
Esko, Tonu ;
Winckler, Wendy ;
Hirschhorn, Joel N. ;
Kellis, Manolis ;
MacArthur, Daniel G. ;
Getz, Gad ;
Shabalin, Andrey A. ;
Li, Gen ;
Zhou, Yi-Hui ;
Nobel, Andrew B. ;
Rusyn, Ivan ;
Wright, Fred A. ;
Lappalainen, Tuuli ;
Ferreira, Pedro G. ;
Ongen, Halit ;
Rivas, Manuel A. ;
Battle, Alexis ;
Mostafavi, Sara ;
Monlong, Jean ;
Sammeth, Michael ;
Mele, Marta ;
Reverter, Ferran ;
Goldmann, Jakob M. ;
Koller, Daphne ;
Guigo, Roderic ;
McCarthy, Mark I. ;
Dermitzakis, Emmanouil T. ;
Gamazon, Eric R. ;
Im, Hae Kyung ;
Konkashbaev, Anuar ;
Nicolae, Dan L. ;
Cox, Nancy J. ;
Flutre, Timothee ;
Wen, Xiaoquan ;
Stephens, Matthew .
SCIENCE, 2015, 348 (6235) :648-660
[8]
Biology and Pathology of Rho GTPase, PI-3 Kinase-Akt, and MAP Kinase Signaling Pathways in Chondrocytes [J].
Beier, Frank ;
Loeser, Richard F. .
JOURNAL OF CELLULAR BIOCHEMISTRY, 2010, 110 (03) :573-580
[9]
Controlling the false discovery rate in behavior genetics research [J].
Benjamini, Y ;
Drai, D ;
Elmer, G ;
Kafkafi, N ;
Golani, I .
BEHAVIOURAL BRAIN RESEARCH, 2001, 125 (1-2) :279-284
[10]
Sox9 is required for cartilage formation [J].
Bi, WM ;
Deng, JM ;
Zhang, ZP ;
Behringer, RR ;
de Crombrugghe, B .
NATURE GENETICS, 1999, 22 (01) :85-89