Integrative epigenomics, transcriptomics and proteomics of patient chondrocytes reveal genes and pathways involved in osteoarthritis

被引:100
作者
Steinberg, Julia [1 ]
Ritchie, Graham R. S. [1 ,2 ,3 ,4 ]
Roumeliotis, Theodoros I. [1 ]
Jayasuriya, Raveen L. [5 ]
Clark, Matthew J. [5 ]
Brooks, Roger A. [6 ]
Binch, Abbie L. A. [7 ]
Shah, Karan M. [5 ]
Coyle, Rachael [1 ]
Pardo, Mercedes [1 ]
Le Maitre, Christine L.
Ramos, Yolande F. M. [8 ]
Nelissen, Rob G. H. H. [9 ,10 ]
Meulenbelt, Ingrid [8 ]
McCaskie, Andrew W.
Choudhary, Jyoti S. [1 ]
Wilkinson, J. Mark [5 ]
Zeggini, Eleftheria [1 ]
机构
[1] Wellcome Trust Sanger Inst, Wellcome Trust Genome Campus, Cambridge CB10 1SA, England
[2] European Bioinformat Inst, European Mol Biol Lab, Wellcome Trust Genome Campus, Cambridge CB10 1SD, England
[3] Univ Edinburgh, Usher Inst Populat Hlth Sci Informat, Edinburgh EH16 4UX, Midlothian, Scotland
[4] Univ Edinburgh, MRC Inst Genet Mol Med, Edinburgh EH4 2XU, Midlothian, Scotland
[5] Univ Sheffield, Dept Oncol & Metab, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
[6] Univ Cambridge, Div Trauma Orthopaed Surg, Box 180,Hills Rd, Cambridge CB2 0QQ, England
[7] Sheffield Hallam Univ, Biomol Sci Res Ctr, Sheffield S1 1WB, S Yorkshire, England
[8] Leiden Univ, Sect Mol Epidemiol, Dept Med Stat & Bioinformat, Med Ctr, NL-2300RC Leiden, Netherlands
[9] Leiden Univ, Dept Orthoped, Med Ctr, NL-2300 RC Leiden, Netherlands
[10] NSW Canc Council, Canc Res Div, Sydney, NSW 2011, Australia
基金
英国惠康基金;
关键词
ARTICULAR-CARTILAGE; CANDIDATE GENES; EXPRESSION ANALYSIS; DNA METHYLATION; GROWTH-FACTOR; KNEE; PATHOGENESIS; DEGRADATION; EPIGENETICS; MORPHOLOGY;
D O I
10.1038/s41598-017-09335-6
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
Osteoarthritis (OA) is a common disease characterized by cartilage degeneration and joint remodeling. The underlying molecular changes underpinning disease progression are incompletely understood. We investigated genes and pathways that mark OA progression in isolated primary chondrocytes taken from paired intact versus degraded articular cartilage samples across 38 patients undergoing joint replacement surgery (discovery cohort: 12 knee OA, replication cohorts: 17 knee OA, 9 hip OA patients). We combined genome-wide DNA methylation, RNA sequencing, and quantitative proteomics data. We identified 49 genes differentially regulated between intact and degraded cartilage in at least two -omics levels, 16 of which have not previously been implicated in OA progression. Integrated pathway analysis implicated the involvement of extracellular matrix degradation, collagen catabolism and angiogenesis in disease progression. Using independent replication datasets, we showed that the direction of change is consistent for over 90% of differentially expressed genes and differentially methylated CpG probes. AQP1, COL1A1 and CLEC3B were significantly differentially regulated across all three -omics levels, confirming their differential expression in human disease. Through integration of genome-wide methylation, gene and protein expression data in human primary chondrocytes, we identified consistent molecular players in OA progression that replicated across independent datasets and that have translational potential.
引用
收藏
页数:11
相关论文
共 59 条
[1]
Inflammation in osteoarthritis [J].
Goldring, Mary B. ;
Otero, Miguel .
CURRENT OPINION IN RHEUMATOLOGY, 2011, 23 (05) :471-478
[2]
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
[3]
Elevated expression of periostin in human osteoarthritic cartilage and its potential role in matrix degradation via matrix metalloproteinase-13 [J].
Attur, Mukundan ;
Yang, Qing ;
Shimada, Kohei ;
Tachida, Yuki ;
Nagase, Hiroyuki ;
Mignatti, Paolo ;
Statman, Lauren ;
Palmer, Glyn ;
Kirsch, Thorsten ;
Beier, Frank ;
Abramson, Steven B. .
FASEB JOURNAL, 2015, 29 (10) :4107-4121
[4]
Differential proteomic analysis of synovial fluid from rheumatoid arthritis and osteoarthritis patients [J].
Balakrishnan, Lavanya ;
Bhattacharjee, Mitali ;
Ahmad, Sartaj ;
Nirujogi, Raja Sekhar ;
Renuse, Santosh ;
Subbannayya, Yashwanth ;
Marimuthu, Arivusudar ;
Srikanth, Srinivas M. ;
Raju, Rajesh ;
Dhillon, Mukesh ;
Kaur, Navjyot ;
Jois, Ramesh ;
Vasudev, Vivek ;
Ramachandra, Y. L. ;
Sahasrabuddhe, Nandini A. ;
Prasad, T. S. Keshava ;
Mohan, Sujatha ;
Gowda, Harsha ;
Shankar, Subramanian ;
Pandey, Akhilesh .
CLINICAL PROTEOMICS, 2014, 11
[5]
CpGassoc: an R function for analysis of DNA methylation microarray data [J].
Barfield, Richard T. ;
Kilaru, Varun ;
Smith, Alicia K. ;
Conneely, Karen N. .
BIOINFORMATICS, 2012, 28 (09) :1280-1281
[6]
QuickGO: a web-based tool for Gene Ontology searching [J].
Binns, David ;
Dimmer, Emily ;
Huntley, Rachael ;
Barrell, Daniel ;
O'Donovan, Claire ;
Apweiler, Rolf .
BIOINFORMATICS, 2009, 25 (22) :3045-3046
[8]
Identification of differentially methylated regions in new genes associated with knee osteoarthritis [J].
Bonin, Carolina A. ;
Lewallen, Eric A. ;
Baheti, Saurabh ;
Bradley, Elizabeth W. ;
Stuart, Michael J. ;
Berry, Daniel J. ;
van Wijnen, Andre J. ;
Westendorf, Jennifer J. .
GENE, 2016, 576 (01) :312-318
[9]
The volume and morphology of chondrocytes within non-degenerate and degenerate human articular cartilage [J].
Bush, PG ;
Hall, AC .
OSTEOARTHRITIS AND CARTILAGE, 2003, 11 (04) :242-251
[10]
Expression and pathological effects of periostin in human osteoarthritis cartilage [J].
Chijimatsu, Ryota ;
Kunugiza, Yasuo ;
Taniyama, Yoshiaki ;
Nakamura, Norimasa ;
Tomita, Tetsuya ;
Yoshikawa, Hideki .
BMC MUSCULOSKELETAL DISORDERS, 2015, 16