Functional testing of thousands of osteoarthritis-associated variants for regulatory activity
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Abstract
To date, genome-wide association studies have implicated at least 35 loci in osteoarthritis but, due to linkage disequilibrium, the specific variants underlying these associations and the mechanisms by which they contribute to disease risk have yet to be pinpointed. Here, we functionally test 1,605 single nucleotide variants associated with osteoarthritis for regulatory activity using a massively parallel reporter assay. We identify six single nucleotide polymorphisms (SNPs) with differential regulatory activity between the major and minor alleles. We show that the most significant SNP, rs4730222, exhibits differential nuclear protein binding in electrophoretic mobility shift assays and drives increased expression of an alternative isoform of HBP1 in a heterozygote chondrosarcoma cell line, in a CRISPR-edited osteosarcoma cell line, and in chondrocytes derived from osteoarthritis patients. This study provides a framework for prioritization of GWAS variants and highlights a role of HBP1 and Wnt signaling in osteoarthritis pathogenesis.
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MPRAs have been applied to assess biochemically annotated candidate enhancers, candidate enhancers harbouring variants that potentially mediate eQTLs, and even scans of the entire human genome.
“MPRAs have been applied to assess biochemically annotated candidate enhancers77,176-178, candidate enhancers harbouring variants that potentially mediate eQTLs179-182, and even scans of the entire human genome108,183.”
From Towards a comprehensive catalogue of validated and target-linked human enhancers (2020) · cites this paper as [182]
The Introduction says MPRAs have been used to characterize variants underlying eQTLs, and the Results identify two tested osteoarthritis-associated SNPs as eQTLs. This paper’s own MPRA, however, selected variants associated with osteoarthritis GWAS signals rather than candidate enhancers selected for potentially mediating eQTLs. The cited paper therefore supports the general eQTL application, but not that more specific description of its screen. (LLM, conf=0.81)
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References 59 · Cited by 92
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- [1]Breedveld FC Osteoarthritis–the impact of a serious disease Rheumatology 2004 43 i4 i8 10.1093/rheumatology/keh102 14752169 · DOI
- [2]Patwardhan RP High-resolution analysis of DNA regulatory elements by synthetic saturation mutagenesis Nat. Biotechnol. 2009 27 1173 1175 10.1038/nbt.1589 19915551 PMC2849652 · DOI · Paper page
- [3]Patwardhan RP Massively parallel functional dissection of mammalian enhancers in vivo Nat. Biotechnol. 2012 30 265 270 10.1038/nbt.2136 22371081 PMC3402344 · DOI · Paper page
- [4]Melnikov A Systematic dissection and optimization of inducible enhancers in human cells using a massively parallel reporter assay Nat. Biotechnol. 2012 30 271 10.1038/nbt.2137 22371084 PMC3297981 · DOI · Paper page
- [7]Ulirsch JC Systematic functional dissection of common genetic variation affecting red blood cell traits Cell 2016 165 1530 1545 10.1016/j.cell.2016.04.048 27259154 PMC4893171 · DOI · Paper page
- [8]Liu S Systematic identification of regulatory variants associated with cancer risk Genome Biol. 2017 18 194 10.1186/s13059-017-1322-z 29061142 PMC5651703 · DOI
- [10]Consortium, A. & Others arcOGEN Collaborators, Zeggini, E., Panoutsopoulou, K, Southam, L, Rayner, NW et al. Identification of new susceptibility loci for osteoarthritis (arcOGEN): a genome-wide association study. Lancet380, 815–823 (2012). PMC3443899 22763110
- [11]Kerkhof HJM A genome-wide association study identifies an osteoarthritis susceptibility locus on chromosome 7q22 Arthritis Rheum. 2010 62 499 510 20112360 PMC3354739
- [12]Day-Williams AG A variant in MCF2L is associated with osteoarthritis Am. J. Hum. Genet. 2011 89 446 450 10.1016/j.ajhg.2011.08.001 21871595 PMC3169824 · DOI
- [13]Meulenbelt I Identification of DIO2 as a new susceptibility locus for symptomatic osteoarthritis Hum. Mol. Genet. 2008 17 1867 1875 10.1093/hmg/ddn082 18334578 · DOI
- [14]Meulenbelt I Meta-analyses of genes modulating intracellular T3 bio-availability reveal a possible role for the DIO3 gene in osteoarthritis susceptibility Ann. Rheum. Dis. 2011 70 164 167 10.1136/ard.2010.133660 20724312 · DOI
- [15]Styrkarsdottir U Severe osteoarthritis of the hand associates with common variants within the ALDH1A2 gene and with rare variants at 1p31 Nat. Genet. 2014 46 498 502 10.1038/ng.2957 24728293 · DOI
- [16]Evangelou E The DOT1L rs12982744 polymorphism is associated with osteoarthritis of the hip with genome-wide statistical significance in males Ann. Rheum. Dis. 2013 72 1264 1265 10.1136/annrheumdis-2012-203182 23505243 PMC3686326 · DOI
- [17]Evangelou E A meta-analysis of genome-wide association studies identifies novel variants associated with osteoarthritis of the hip Ann. Rheum. Dis. 2014 73 2130 2136 10.1136/annrheumdis-2012-203114 23989986 PMC4251181 · DOI
- [18]Miyamoto Y A functional polymorphism in the 5′ UTR of GDF5 is associated with susceptibility to osteoarthritis Nat. Genet. 2007 39 529 533 10.1038/2005 17384641 · DOI
- [19]den Hollander W Genome-wide association and functional studies identify a role for matrix Gla protein in osteoarthritis of the hand Ann. Rheum. Dis. 2017 76 2046 2053 10.1136/annrheumdis-2017-211214 28855172 PMC5788019 · DOI
- [20]Panoutsopoulou K Radiographic endophenotyping in hip osteoarthritis improves the precision of genetic association analysis Ann. Rheum. Dis. 2017 76 1199 1206 10.1136/annrheumdis-2016-210373 27974301 PMC5530347 · DOI
- [21]Castaño-Betancourt MC Novel genetic variants for cartilage thickness and hip osteoarthritis PLoS Genet. 2016 12 e1006260 10.1371/journal.pgen.1006260 27701424 PMC5049763 · DOI
- [22]Yau MS Genome-wide association study of radiographic knee osteoarthritis in North American Caucasians Arthritis Rheuma. 2017 69 343 351 10.1002/art.39932 PMC5274579 27696742 · DOI
- [23]Evans DS Genome-wide association and functional studies identify a role for IGFBP3 in hip osteoarthritis Ann. Rheum. Dis. 2015 74 1861 1867 10.1136/annrheumdis-2013-205020 24928840 PMC4449305 · DOI
- [24]Valdes AM Genetic variation≥ in the SMAD3 gene is associated with hip and knee osteoarthritis Arthritis Rheum. 2010 62 2347 2352 10.1002/art.27530 20506137 · DOI
- [25]Rodriguez-Fontenla C Assessment of osteoarthritis candidate genes in a meta-analysis of nine genome-wide association studies Arthritis Rheuma. 2014 66 940 949 10.1002/art.38300 PMC4660891 24757145 · DOI
- [26]Casalone E A novel variant in GLIS3 is associated with osteoarthritis Ann. Rheum. Dis. 2018 77 620 623 10.1136/annrheumdis-2017-211848 29436472 PMC5890630 · DOI
- [27]Zengini E Genome-wide analyses using UK Biobank data provide insights into the genetic architecture of osteoarthritis Nat. Genet. 2018 50 549 558 10.1038/s41588-018-0079-y 29559693 PMC5896734 · DOI
- [28]Cotney J The evolution of lineage-specific regulatory activities in the human embryonic limb Cell 2013 154 185 196 10.1016/j.cell.2013.05.056 23827682 PMC3785101 · DOI
- [29]Herlofsen SR Genome-wide map of quantified epigenetic changes during in vitro chondrogenic differentiation of primary human mesenchymal stem cells BMC Genom. 2013 14 105 10.1186/1471-2164-14-105 PMC3620534 23414147 · DOI
- [30]Raine EVA Wreglesworth N Dodd AW Reynard LN Loughlin J Gene expression analysis reveals HBP1 as a key target for the osteoarthritis susceptibility locus that maps to chromosome 7q22 Ann. Rheum. Dis. 2012 71 2020 2027 10.1136/annrheumdis-2012-201304 22586168 · DOI
- [31]Luyten FP Tylzanowski P Lories RJ Wnt signaling and osteoarthritis Bone 2009 44 522 527 10.1016/j.bone.2008.12.006 19136083 · DOI
- [32]Berasi SP Xiu M Yee AS Paulson KE HBP1 repression of the p47phox gene: cell cycle regulation via the NADPH oxidase Mol. Cell. Biol. 2004 24 3011 3024 10.1128/MCB.24.7.3011-3024.2004 15024088 PMC371097 · DOI
- [33]Scott JL Superoxide dismutase downregulation in osteoarthritis progression and end-stage disease Ann. Rheum. Dis. 2010 69 1502 1510 10.1136/ard.2009.119966 20511611 PMC3789136 · DOI
- [34]Liu Y Chromatin accessibility landscape of articular knee cartilage reveals aberrant enhancer regulation in osteoarthritis Sci. Rep. 2018 19 15499 10.1038/s41598-018-33779-z PMC6195601 30341348 · DOI
- [35]Thierry-Mieg, D., Thierry-Mieg, J. & NCBI/NLM/NIH. AceView: Gene:HBP1, a comprehensive annotation of human, mouse and worm genes with mRNAs or ESTsAceView. https://www.ncbi.nlm.nih.gov/IEB/Research/Acembly/av.cgi?db=36a&c=Gene&l=HBP1 (2018).
- [36]Gee F Rushton MD Loughlin J Reynard LN Correlation of the osteoarthritis susceptibility variants that map to chromosome 20q13 with an expression quantitative trait locus operating on NCOA3 and with functional variation at the polymorphism rs116855380 Arthritis Rheumatol. 2015 67 2923 2932 10.1002/art.39278 26211391 PMC4832313 · DOI
- [37]Shepherd Colin Zhu Dongxing Skelton Andrew J. Combe Jennifer Threadgold Harrison Zhu Linyi Vincent Tonia L. Stuart Paul Reynard Louise N. Loughlin John Functional Characterization of the Osteoarthritis Genetic Risk Residing at ALDH1A2 Identifies rs12915901 as a Key Target Variant Arthritis & Rheumatology 2018 70 10 1577 1587 10.1002/art.40545 29732726 PMC6175168 · DOI
- [38]Fishilevich Simon Zimmerman Shahar Kohn Asher Iny Stein Tsippi Olender Tsviya Kolker Eugene Safran Marilyn Lancet Doron Genic insights from integrated human proteomics in GeneCards Database 2016 2016 baw030 10.1093/database/baw030 27048349 PMC4820835 · DOI
- [39]Feng H Tillman H Wu G Davidoff AM Yang J Frequent epigenetic alterations in polycomb repressive complex 2 in osteosarcoma cell lines Oncotarget 2018 9 27087 27091 29930752 PMC6007463
- [40]Kim SW Non-canonical Wnt signals are modulated by the Kaiso transcriptional repressor and p120-catenin Nat. Cell Biol. 2004 6 1212 1220 10.1038/ncb1191 15543138 · DOI
- [41]Loeser RF Goldring SR Scanzello CR Goldring MB Osteoarthritis: A disease of the joint as an organ Arthritis Rheum. 2012 64 1697 1707 10.1002/art.34453 22392533 PMC3366018 · DOI
- [42]Pitsillides AA Beier F Cartilage biology in osteoarthritis–lessons from developmental biology Nat. Rev. Rheumatol. 2011 7 654 663 10.1038/nrrheum.2011.129 21947178 · DOI
- [43]Lefebvre, V. & Bhattaram, P. Vertebrate skeletogenesis. Curr. Top. Dev. Biol. 90, 291–317 (2010). PMC3077680 20691853
- [44]Monteagudo S Lories RJ Cushioning the cartilage: a canonical Wnt restricting matter Nat. Rev. Rheumatol. 2017 13 670 681 10.1038/nrrheum.2017.171 29021569 · DOI
- [45]Lories RJ Corr M Lane NE To Wnt or not to Wnt: the bone and joint health dilemma Nat. Rev. Rheumatol. 2013 9 328 339 10.1038/nrrheum.2013.25 23459013 PMC4830431 · DOI
- [46]Zhu M Inhibition of beta-catenin signaling in articular chondrocytes results in articular cartilage destruction Arthritis Rheum. 2008 58 2053 2064 10.1002/art.23614 18576323 PMC2667964 · DOI
- [47]Zhu M Activation of β-Catenin Signaling in Articular Chondrocytes Leads to Osteoarthritis-Like Phenotype in Adult β-Catenin Conditional Activation Mice J. Bone Miner. Res. 2009 24 12 21 10.1359/jbmr.080901 18767925 PMC2640321 · DOI
- [48]Sampson EM Negative regulation of the Wnt-beta-catenin pathway by the transcriptional repressor HBP1 EMBO J. 2001 20 4500 4511 10.1093/emboj/20.16.4500 11500377 PMC125566 · DOI
- [49]Wang X Hou J Quedenau C Chen W Pervasive isoform‐specific translational regulation via alternative transcription start sites in mammals Mol. Syst. Biol. 2016 12 875 10.15252/msb.20166941 27430939 PMC4965872 · DOI · Paper page
- [50]Reyes A Huber W Alternative start and termination sites of transcription drive most transcript isoform differences across human tissues Nucleic Acids Res. 2018 46 582 592 10.1093/nar/gkx1165 29202200 PMC5778607 · DOI · Paper page
- [51]Li, H. Aligning sequence reads, clone sequences and assembly contigs with BWA-MEM. Preprint at http://arxiv.org/abs/1303.3997 (2013). · arXiv
- [52]Ran F Ann Hsu Patrick D Wright Jason Agarwala Vineeta Scott David A Zhang Feng Genome engineering using the CRISPR-Cas9 system Nature Protocols 2013 8 11 2281 2308 10.1038/nprot.2013.143 24157548 PMC3969860 · DOI · Paper page
- [53]Southam L An SNP in the 5′-UTR of GDF5 is associated with osteoarthritis susceptibility in Europeans and with in vivo differences in allelic expression in articular cartilage Hum. Mol. Genet. 2007 16 2226 2232 10.1093/hmg/ddm174 17616513 · DOI
- [54]Egli RJ Functional analysis of the osteoarthritis susceptibility-associated GDF5 regulatory polymorphism Arthritis Rheum. 2009 60 2055 2064 10.1002/art.24616 19565498 PMC6860363 · DOI
- [55]Inoue F A systematic comparison reveals substantial differences in chromosomal versus episomal encoding of enhancer activity Genome Res. 2017 27 38 52 10.1101/gr.212092.116 27831498 PMC5204343 · DOI · Paper page
- [56]Syddall CM Reynard LN Young DA Loughlin J The identification of trans-acting factors that regulate the expression of GDF5 via the osteoarthritis susceptibility SNP rs143383 PLoS Genet. 2013 9 e1003557 10.1371/journal.pgen.1003557 23825960 PMC3694828 · DOI
- [57]Karolchik D The UCSC genome browser database: 2014 update Nucleic Acids Res. 2014 42 D764 D770 10.1093/nar/gkt1168 24270787 PMC3964947 · DOI · Paper page
- [58]Zhou J Troyanskaya OG Predicting effects of noncoding variants with deep learning-based sequence model Nat. Methods 2015 12 931 934 10.1038/nmeth.3547 26301843 PMC4768299 · DOI · Paper page
- [59]Alipanahi B Delong A Weirauch MT Frey BJ Predicting the sequence specificities of DNA- and RNA-binding proteins by deep learning Nat. Biotechnol. 2015 33 831 838 10.1038/nbt.3300 26213851 · DOI · Paper page
- Authors
- Klein, J. C., Keith, A., Rice, S. J., Shepherd, C., Agarwal, V., Loughlin, J., & Shendure, J.
- Affiliations
- University of Washington (US)
- Centre for Life (GB)
- Howard Hughes Medical Institute (US)
- Corresponding author
- Shendure, Jay
- ORCID
- Venue
- Nature Communications
- Published
- 2019-06-04
- Volume
- 10
- Issue
- 1
- Pages
- 2434-2434
- ISSN
- 2041-1723 (ISSN-L)
- PMC
- PMC6547687
- OpenAlex
- W2951845986
- Cited by
- 92
- References
- 59
- Citations by year
- 2026: 4 · 2025: 9 · 2024: 14 · 2023: 16 · 2022: 14 · 2021: 14 · 2020: 17 · 2019: 4
- FWCI
- 9.29
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Nature Communications (publishedVersion, cc-by)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc-nd)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Research Explorer (The University of Manchester) (submittedVersion)
- Newcastle University ePrints (Newcastle Univesity) (cc-by)
- Funders
- U.S. Department of Health & Human Services | NIH | National Human Genome Research Institute (1F30HG009479)
- Arthritis Research UK (20771)
- Howard Hughes Medical Institute
- Topics
- Health Sciences › Medicine › Rheumatology › Osteoarthritis Treatment and Mechanisms
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Chromatin Dynamics
- Keywords
- osteoarthritis, single nucleotide polymorphisms, regulatory action, massively parallel reporter assay, HBP1, Wnt signaling, chondrocytes, osteosarcoma, nuclear protein binding, linkage disequilibrium
- MeSH terms
- Alleles, Cartilage, Articular, Haplotypes, High Mobility Group Proteins, Humans, Nuclear Proteins, Osteoarthritis, Protein Binding, Repressor Proteins, Linkage Disequilibrium, Chondrocytes, Genetic Predisposition to Disease, Protein Isoforms, Polymorphism, Single Nucleotide, Electrophoretic Mobility Shift Assay, Cell Line, Tumor, Gene Regulatory Networks, Genome-Wide Association Study, Gene Knock-In Techniques, Wnt Signaling Pathway
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