<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.2 20190208//EN" "http://jats.nlm.nih.gov/publishing/1.2/JATS-journalpublishing1.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="systematic-review" dtd-version="1.2" xml:lang="en">
    <front>
        <journal-meta>
            <journal-id journal-id-type="pmc">F1000Research</journal-id>
            <journal-title-group>
                <journal-title>F1000Research</journal-title>
            </journal-title-group>
            <issn pub-type="epub">2046-1402</issn>
            <publisher>
                <publisher-name>F1000 Research Limited</publisher-name>
                <publisher-loc>London, UK</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.12688/f1000research.126829.1</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Systematic Review</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>Genome-wide association studies (GWAS) for orthopedic diseases: a systematic review</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 1; peer review: 1 approved with reservations, 1 not approved]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Sadat-Ali</surname>
                        <given-names>Mir</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0001-8590-0830</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Orthopaedic Surgery, College of Medicine, Imam Abdulrahman Bin Faisal University, Dammam, 31142, Saudi Arabia</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:smali@iau.edu.sa">smali@iau.edu.sa</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>30</day>
                <month>1</month>
                <year>2023</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2023</year>
            </pub-date>
            <volume>12</volume>
            <elocation-id>113</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>20</day>
                    <month>10</month>
                    <year>2022</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2023 Sadat-Ali M</copyright-statement>
                <copyright-year>2023</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://f1000research.com/articles/12-113/pdf"/>
            <abstract>
                <p>
                    <bold>Background and Objective:</bold> The objective of this review is to examine genome-wide association studies (GWAS) and whether they have helped treat orthopedic diseases in general and in the Middle East in particular.</p>
                <p>
                    <bold>Methods:</bold> Between 2005 and May 2022, we searched MEDLINE, Scopus, Web of Science, EMBASE, Cochrane Central Register of Controlled Trials and Cochrane Database of Systematic Reviews and the Science Citation Index. Our criteria for manuscript analysis included articles involving patients with the presence or absence of the gene and single nucleotide polymorphism (SNP) that were published in the English language. The exclusion criteria included review articles and correspondence. We reviewed all of the articles manually for risk of bias and found no discrepancies in the papers selected.</p>
                <p>
                    <bold>Results:</bold> There were 53,652&#x00a0;GWAS articles that reported on the Human Genome Project, out of which 439 studies reported on orthopedics. In total, 38 studies with data from 1,489,834 patients was analyzed.</p>
                <p>
                    <bold>Conclusions:</bold> We identified many novel loci that can cause disease processes. We expected these studies to help in predicting diseases and developing new diagnostic procedures, preventive strategies, and better clinical care; however, this has not happened yet. It appears that we must investigate further before translating this knowledge in patient care.</p>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Genome Wide Association Studies</kwd>
                <kwd>Human Genome Project</kwd>
                <kwd>Orthopedics</kwd>
                <kwd>Middle East</kwd>
            </kwd-group>
            <funding-group>
                <funding-statement>The author(s) declared that no grants were involved in supporting this work.</funding-statement>
            </funding-group>
        </article-meta>
    </front>
    <body>
        <sec id="sec1" sec-type="intro">
            <title>Introduction</title>
            <p>Johann Gregor Mendel (1822-1884) developed the concept of genes and inheritance through his work on pea plants (
                <xref ref-type="bibr" rid="ref34">Roberts 1929</xref>). The inception of the 
                <ext-link ext-link-type="uri" xlink:href="https://www.genome.gov/human-genome-project">Human Genome Project</ext-link> (HGP) was first put on paper in 1988 and aimed to map all human genes. It took over 30 years to complete and the 
                <ext-link ext-link-type="uri" xlink:href="http://www.ncbi.nlm.nih.gov">final gapless assembly</ext-link> was finished in January 2022. The main goals of the HGP were to determine the correct sequence of 3 billion nucleotide that makes up the whole of human DNA and to find all human genes, sequence the entire genome, and eliminate disease-causing genes. Genome-wide association studies (GWAS) are blueprints that are used to link recognizable associations between genetic variants and diseases among the people, which could eventually predict the occurrence of diseases and identify ideal prevention strategies and treatment modalities. This has led to an increase in GWAS in many countries to identify heritable phenotypes and to institute therapeutic interventions (
                <xref ref-type="bibr" rid="ref48">Uffelmann 
                    <italic toggle="yes">et al</italic>. 2021</xref>). To date, GWAS have been carried out on millions of people and have identified 40 diseases that are influenced by the genes they carry (
                <xref ref-type="bibr" rid="ref25">Manolio 
                    <italic toggle="yes">et al</italic>. 2008</xref>)
                <italic toggle="yes">.</italic>
            </p>
            <p>Many GWAS have been carried out to find the genetic influence on orthopedic diseases that run in families, such as adolescent idiopathic scoliosis (AIS) (
                <xref ref-type="bibr" rid="ref14">Kou 
                    <italic toggle="yes">et al</italic>. 2019</xref>; 
                <xref ref-type="bibr" rid="ref24">Man 
                    <italic toggle="yes">et al.</italic> 2019</xref>; 
                <xref ref-type="bibr" rid="ref15">Khanshour 
                    <italic toggle="yes">et al</italic>. 2018</xref>), developmental dysplasia of the hip (DDH) (
                <xref ref-type="bibr" rid="ref9">Hatzikotoulas 
                    <italic toggle="yes">et al</italic>. 2018</xref>), osteoarthritis of the knee (OAK) (
                <xref ref-type="bibr" rid="ref51">Zengini 
                    <italic toggle="yes">et al</italic>. 2018</xref>; 
                <xref ref-type="bibr" rid="ref42">Soul 
                    <italic toggle="yes">et al</italic>. 2018</xref>), osteoarthritis of the hip (OAH) (
                <xref ref-type="bibr" rid="ref44">Styrkarsdottir 
                    <italic toggle="yes">et al</italic>. 2017</xref>; 
                <xref ref-type="bibr" rid="ref8">Evans 
                    <italic toggle="yes">et al</italic>. 2015</xref>), and osteoporosis-related fragility fractures (
                <xref ref-type="bibr" rid="ref11">Guo 
                    <italic toggle="yes">et al.</italic> 2012</xref>). The objective of this review is to report the GWAS performed on all orthopedic diseases and to ascertain whether any preventive strategies and treatments were established and succeeded.</p>
        </sec>
        <sec id="sec2" sec-type="methods">
            <title>Methods</title>
            <p>Between 2005 and May 2022, we searched in 
                <ext-link ext-link-type="uri" xlink:href="https://www.nlm.nih.gov/medline/medline_overview.html">MEDLINE</ext-link>, 
                <ext-link ext-link-type="uri" xlink:href="https://www.scopus.com/home.uri">Scopus</ext-link>, 
                <ext-link ext-link-type="uri" xlink:href="https://clarivate.com/webofsciencegroup/solutions/web-of-science/">Web of Science</ext-link>, 
                <ext-link ext-link-type="uri" xlink:href="https://www.embase.com/landing?status=grey">EMBASE</ext-link>, 
                <ext-link ext-link-type="uri" xlink:href="https://www.cochranelibrary.com/central/about-central">Cochrane Central Register of Controlled Trials</ext-link> and 
                <ext-link ext-link-type="uri" xlink:href="https://www.cochranelibrary.com/cdsr/about-cdsr">Cochrane Database of Systematic Reviews</ext-link> and the 
                <ext-link ext-link-type="uri" xlink:href="https://clarivate.com/webofsciencegroup/solutions/webofscience-scie/">Science Citation Index</ext-link> with the following key words: orthopedics, Human Genome Project, GWAS, target genes and clinical translation. We supplemented our searches by manually reviewing the bibliographies of eligible studies and relevant review articles. Keywords were used instead of full sentences or questions in multiple search boxes. The keywords were supplemented with synonyms combined by &#x201c;OR&#x201d; and all forms of a keywords were garnered by using an asterisk symbol (*) after the root of a keyword. The database search limits were for English Language only.</p>
            <p>The inclusion criteria included studies involving patients that were published in the English language. The exclusion criteria included review articles and correspondence.</p>
            <p>The data was retrieved to find out the number of studies performed, the specific diseases identified and the total number of subjects screened. We pooled the numbers of each disease studied and compared the diseases and number of subjects. Lastly, the data was meticulously searched for any recommended preventive strategies and suggestive treatments. All of the articles were reviewed by the author for risk of bias, who found no discrepancies in the papers selected because only the presence or absence of the gene and SNP was considered. This review was done in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines (
                <xref ref-type="bibr" rid="ref27">Moher 
                    <italic toggle="yes">et al</italic>. 2009</xref>; 
                <xref ref-type="bibr" rid="ref54">Sadat-Ali &amp; Sadat-Ali 2022</xref>).</p>
        </sec>
        <sec id="sec3" sec-type="results">
            <title>Results</title>
            <p>There were 53,652 GWAS that reported on the Human Genome Project, out of which 439 studies reported on GWAS and orthopedics. After the inclusion and exclusion criteria were considered, 38 studies with data from 1,489,834 patients were analyzed (
                <xref ref-type="fig" rid="f1">Figure 1</xref>). 
                <xref ref-type="table" rid="T1">Table 1</xref> displays the data from those 38 studies. In total, 21 orthopedic conditions were studied, with the majority being osteoarthritis (867,648), back pain (158,000), AIS (125,015), ligament injuries (102,979), bone mineral density (BMD) (64,765) and osteonecrosis of the femur head (60,217) (
                <xref ref-type="fig" rid="f2">Figure 2</xref>). Overall, 18 countries were represented in the studies, with the United States of America (16), United Kingdom (14) and China (14) being the most common (
                <xref ref-type="fig" rid="f3">Figure 3</xref>). Unfortunately, none of the studies were carried out in the Middle East. Based on the review, the GWAS were unable to predict any diseases but were able to help develop treatments for ankylosing spondylitis and osteoporosis.</p>
            <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                <label>Figure 1. </label>
                <caption>
                    <title>PRISMA flow chart of the review.</title>
                </caption>
                <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/139277/16f26861-10e5-41d1-bbee-f0cd42eb3e11_figure1.gif"/>
            </fig>
            <table-wrap id="T1" orientation="portrait" position="float">
                <label>Table 1. </label>
                <caption>
                    <p>List of all published GWAS analyzed.</p>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">No</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Authors</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Title</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Journal</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Disease</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">No of patients</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">1.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref17">Kim SK, Roos TR, Roos AK, Kleimeyer JP, Ahmed MA, Goodlin GT 
                                    <italic toggle="yes">et al.</italic> (2017)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genome-wide association screens for Achilles tendon and ACL tears and tendinopathy.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">PLoS One. 2017 Mar 30;12(3):e0170422.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">ACL</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">102979</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">2.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref30">Pei YF, Hu WZ, Yan MW, Li CW, Liu L, Yang XL, Hai R, Wang XY, Shen H, Tian Q, Deng HW, Zhang L. (2018)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Joint study of two genome-wide association meta-analyses identified 20p12.1 and 20q13.33 for bone mineral density.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Bone. 2018 May;110:378-385</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">BMD</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">32965</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">3.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref50">Wei J, Li M, Gao F, Zeng R, Liu G, Li K (2016)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Multiple analyses of large-scale genome-wide association study highlight new risk pathways in lumbar spine bone mineral density.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Oncotarget. 2016 May 24;7(21):31429-39</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Bone density</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">31800</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">4.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref45">Suri P, Palmer MR, Tsepilov YA, Freidin MB, Boer CG, Yau MS 
                                    <italic toggle="yes">et al.</italic> (2018)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genome-wide meta-analysis of 158,000 individuals of European ancestry identifies three loci associated with chronic back pain.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">PLoS Genet. 2018 Sep 27;14(9):e1007601</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Back Pain</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">158000</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">5.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref16">Khanshour AM, Kidane YH, Kozlitina J, Cornelia R, Rafipay A, De Mello V 
                                    <italic toggle="yes">et al.</italic> (2021)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genetic association and characterization of FSTL5 in isolated clubfoot.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Hum Mol Genet. 2021 Jan 21;29(22):3717-3728</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">CTEV</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">399</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">6.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref40">Skuladottir AT, Bjornsdottir G, Ferkingstad E, Einarsson G, Stefansdottir L, Nawaz MS 
                                    <italic toggle="yes">et al.</italic> (2022)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">A genome-wide meta-analysis identifies 50 genetic loci associated with carpal tunnel syndrome.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Nat Commun. 2022 Mar 24;13(1):1598</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">CTS</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">48843</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">7.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref9">Hatzikotoulas K, Roposch A; DDH Case Control Consortium, Shah KM, Clark MJ, Bratherton S 
                                    <italic toggle="yes">et al.</italic> (2018)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genome-wide association study of developmental dysplasia of the hip identifies an association with 
                                <italic toggle="yes">GDF5</italic>.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Commun Biol. 2018 May 31;1:56.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">DDH</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">834</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">8.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref10">Hsu YH, Liu Y, Hannan MT, Maixner W, Smith SB, Diatchenko L 
                                    <italic toggle="yes">et al.</italic> (2015)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genome-wide association meta-analyses to identify common genetic variants associated with hallux valgus in Caucasian and African Americans.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">J Med Genet. 2015 Nov;52(11):762-9.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Hallux Valgus</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">4409</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">9.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref3">Arbeeva L, Yau M, Mitchell BD, Jackson RD, Ryan K, Golightly YM, Hannan MT, Nelson A, Jordan JM, Hochberg MC (2020)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genome-wide meta-analysis identified novel variant associated with hallux valgus in Caucasians.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">J Foot Ankle Res. 2020 Mar 4;13(1):11.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Hallux Valgus</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">2314</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">10.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref14">Kou I, Otomo N, Takeda K, Momozawa Y, Lu HF, Kubo M, 
                                    <italic toggle="yes">et al.</italic> (2019)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genome-wide association study identifies 14 previously unreported susceptibility loci for adolescent idiopathic scoliosis in Japanese.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Nat Commun. 2019 Aug 15;10(1):3685</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Scoliosis</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">79211</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">11.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref24">Man GC, Tang NL, Chan TF, Lam TP, Li JW, Ng BK, Zhu Z, Qiu Y, Cheng JC (2019)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Replication Study for the Association of GWAS-associated Loci With Adolescent Idiopathic Scoliosis Susceptibility and Curve Progression in a Chinese Population.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Spine (Phila Pa 1976). 2019 Apr 1;44(7):464-471</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Scoliosis</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">319</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">12.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref15">Khanshour AM, Kou I, Fan Y, Einarsdottir E, Makki N, Kidane YH, 
                                    <italic toggle="yes">et al.</italic> (2018)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genome-wide meta-analysis and replication studies in multiple ethnicities identify novel adolescent idiopathic scoliosis susceptibility loci.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Hum Mol Genet. 2018 Nov 15;27(22):3986-3998.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">AIS</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">33476</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">13.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref52">Zhu Z, Tang NL, Xu L, Qin X, Mao S, Song Y 
                                    <italic toggle="yes">et al.</italic> (2015)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genome-wide association study identifies new susceptibility loci for adolescent idiopathic scoliosis in Chinese girls.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Nat Commun. 2015 Sep 22;6:8355.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">AIS</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">4317</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">14.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref12">Grauers A, Wang J, Einarsdottir E, Simony A, Danielsson A, &#x00c5;kesson K 
                                    <italic toggle="yes">et al.</italic> (2015)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Candidate gene analysis and exome sequencing confirm LBX1 as a susceptibility gene for idiopathic scoliosis.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Spine J. 2015 Oct 1;15(10):2239-46.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Scoliosis</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">1739</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">15.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref53">Zhu Z, Xu L, Leung-Sang Tang N, Qin X, Feng Z, 
                                    <italic toggle="yes">et al.</italic> (2017)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genome-wide association study identifies novel susceptible loci and highlights Wnt/beta-catenin pathway in the development of adolescent idiopathic scoliosis.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Hum Mol Genet. 2017 Apr 15;26(8):1577-1583</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Scoliosis</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">5953</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">16.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref23">Lin X, Li L, Liu X, Tian J, Zheng W, Li J, Wang L. (2020)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Genome-wide analysis of aberrant methylation of enhancer DNA in human osteoarthritis.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">BMC Med Genomics. 2020 Jan 3;13(1):1. doi: 10.1186/s12920-019-0646-9.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">OA</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">108</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">17.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref29">Panoutsopoulou K, Thiagarajah S, Zengini E, Day-Williams AG, Ramos YF, Meessen JM 
                                    <italic toggle="yes">et al.</italic> (2017)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Radiographic endophenotyping in hip osteoarthritis improves the precision of genetic association analysis.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Ann Rheum Dis. 2017 Jul;76(7):1199-1206</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">OA Hip</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">2118</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">18.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref43">Styrkarsdottir U, Helgason H, Sigurdsson A, Norddahl GL, Agustsdottir AB, Reynard LN 
                                    <italic toggle="yes">et al.</italic> (2019)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Whole-genome sequencing identifies rare genotypes in COMP and CHADL associated with high risk of hip osteoarthritis.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Nat Genet. 2017 May;49(5):801-805</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">OA Hip</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">4,657</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">19.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref8">Evans DS, Cailotto F, Parimi N, Valdes AM, Casta&#x00f1;o-Betancourt MC, Liu Y 
                                    <italic toggle="yes">et al.</italic> (2015)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genome-wide association and functional studies identify a role for IGFBP3 in hip osteoarthritis.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Ann Rheum Dis. 2015 Oct;74(10):1861-7.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">OA Hip</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">654</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">20.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref51">Zengini E, Hatzikotoulas K, Tachmazidou I, Steinberg J, Hartwig FP, Southam L 
                                    <italic toggle="yes">et al.</italic> (2018)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genome-wide analyses using UK Biobank data provide insights into the genetic architecture of osteoarthritis.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Nat Genet. 2018 Apr;50(4):549-558.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">OA</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">30729</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">21.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref42">Soul J, Dunn SL, Anand S, Serracino-Inglott F, Schwartz JM, Boot-Handford RP, Hardingham TE. (2018)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Stratification of knee osteoarthritis: two major patient subgroups identified by genome-wide expression analysis of articular cartilage.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Ann Rheum Dis. 2018 Mar;77(3):423.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">OA Knee</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">2692</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">22.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref5">Boer, C.G. Konstantinos, H. Southam, L. Stefansdottir, L. Zhang,Y. de Almeida, R. C 
                                    <italic toggle="yes">et al.</italic> (2021)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Deciphering osteoarthritis genetics across 826,690 individuals from 9 populations.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Cell. 2021 Sep 2;184(18):4784-4818</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">OA</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">826690</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">23.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref39">Sakamoto Y, Yamamoto T, Sugano N, Takahashi D, Watanabe T, Atsumi T 
                                    <italic toggle="yes">et al.</italic> (2017)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genome-wide Association Study of Idiopathic Osteonecrosis of the Femoral Head.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Sci Rep. 2017 Nov 8;7(1):15035.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Osteonecrosis Hip</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">60000</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">24.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref4">Baek SH, Kim KI, Yoon KS, Kim TH, Kim SY. (2017)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genome-wide association scans for idiopathic osteonecrosis of the femoral head in a Korean population.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Mol Med Rep. 2017 Feb;15(2):750-758</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Osteonecrosis Hip</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">217</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">25.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref22">Koster R, Panagiotou OA, Wheeler WA, Karlins E, Gastier-Foster JM, Caminada de Toledo SR 
                                    <italic toggle="yes">et al.</italic> (2018)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genome-wide association study identifies the GLDC/IL33 locus associated with survival of osteosarcoma patients</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Int J Cancer. 2018 Apr 15;142(8):1594-1601</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Osteosarcoma</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">523</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">26.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref26">Mirabello L, Koster R, Moriarity BS, Spector LG, Meltzer PS, Gary J 
                                    <italic toggle="yes">et al.</italic> (2015)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">A Genome-Wide Scan Identifies Variants in NFIB Associated with Metastasis in Patients with Osteosarcoma</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Cancer Discov. 2015 Sep;5(9):920-31</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Osteosarcoma</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">935</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">27.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref31">Rangkasenee N, Murani E, Brunner RM, Schellander K, Cinar MU, Luther H, 
                                    <italic toggle="yes">et al.</italic> (2013)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genome-Wide Association Identifies TBX5 as Candidate Gene for Osteochondrosis Providing a Functional Link to Cartilage Perfusion as Initial Factor.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Front Genet. 2013 May 10;4:78.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Osteochondrosis</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">298</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">28.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref11">Guo Y, Wang JT, Liu H, Li M, Yang TL, Zhang XW, Liu YZ, Tian Q, Deng HW (2012)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Are bone mineral density loci associated with hip osteoporotic fractures? A validation study on previously reported genome-wide association loci in a Chinese population.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genet Mol Res. 2012 Jan 31;11(1):202-10.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Osteoporotic Hip fractures</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">350</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">29.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref20">Kim SK, Nguyen C, Horton BH, Avins AL, Abrams GD (2021c)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Association of COA1 with Patellar Tendonitis: A Genome-wide Association Analysis.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Med Sci Sports Exerc. 2021 Nov 1;53(11):2419-2424</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Patellar Tendonitis</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">1670</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">30.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref33">Roos TR, Roos AK, Avins AL, Ahmed MA, Kleimeyer JP, Fredericson M 
                                    <italic toggle="yes">et al.</italic> (2017)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genome-wide association study identifies a locus associated with rotator cuff injury.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">PLoS One. 2017 Dec 11;12(12):e0189317.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Rotator Cuff</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">8357</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">31.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref47">Tashjian RZ, Granger EK, Farnham JM, Cannon-Albright LA, Teerlink CC (2016)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genome-wide association study for rotator cuff tears identifies two significant single-nucleotide polymorphisms.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">J Shoulder Elbow Surg. 2016 Feb;25(2):174-9.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Rotator Cuff</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">2641</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">32.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref18">Kim SK, Nguyen C, Jones KB, Tashjian RZ. (2021a)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">A genome-wide association study for shoulder impingement and rotator cuff disease.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">J Shoulder Elbow Surg. 2021 Sep;30(9):2134-2145</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">rotator cuff disease.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">3864</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">33.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref13">Jiang H, Moro A, Liu Y, Wang J, Meng D, Zhan X, Wei Q. (2020)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Two GWAS-identified variants are associated with lumbar spinal stenosis and Gasdermin-C expression in Chinese population.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Sci Rep. 2020 Dec 3;10(1):21069</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Stenosis</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">400</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">34.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref7">Cheung JPY, Kao PYP, Sham P, Cheah KSE, Chan D, Cheung KMC, Samartzis D (2018)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Etiology of developmental spinal stenosis: A genome-wide association study.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">J Orthop Res. 2018 Apr;36(4):1262-1268</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Spinal stenosis</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">469</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">35.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref28">Nakajima M, Takahashi A, Tsuji T, Karasugi T, Baba H, Uchida K 
                                    <italic toggle="yes">et al.</italic> (2014)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">A genome-wide association study identifies susceptibility loci for ossification of the posterior longitudinal ligament of the spine.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Nat Genet. 2014 Sep;46(9):1012-6.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Spine</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">8000</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">36.</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref19">Kim SK, Nguyen C, Avins AL, Abrams GD. (2021b)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Identification of Three Loci Associated with Achilles Tendon Injury Risk from a Genome-wide Association Study.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Med Sci Sports Exerc. 2021 Aug 1;53(8):1748-1755</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">TA Injury</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">12,354</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">37.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <xref ref-type="bibr" rid="ref41">Sood RF, Westenberg RF, Winograd JM, Eberlin KR, Chen NC (2020)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Genetic Risk of Trigger Finger: Results of a Genomewide Association Study.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Plast Reconstr Surg. 2020 Aug;146(2):165e-176e</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Trigger Finger</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">942</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">38.</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">
                                <xref ref-type="bibr" rid="ref43">Styrkarsdottir U, Stefansson OA, Gunnarsdottir K, Thorleifsson G, Lund SH, Stefansdottir L et al (2019)</xref>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">GWAS of bone size yields twelve loci that also affect height, BMD, osteoarthritis or fractures.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Nat Commun. 2019 May 3;10(1):2054. doi: 10.1038/s41467-019-09860-0.</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Height + BMD + OA</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">13608</td>
                        </tr>
                    </tbody>
                </table>
                <table-wrap-foot>
                    <p>BMD=bone mineral density, DDH=developmental dysplasia of the hip, OA=osteoarthritis.</p>
                </table-wrap-foot>
            </table-wrap>
            <fig fig-type="figure" id="f2" orientation="portrait" position="float">
                <label>Figure 2. </label>
                <caption>
                    <title>Diseases and number of patients studied in GWAS.</title>
                </caption>
                <graphic id="gr2" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/139277/16f26861-10e5-41d1-bbee-f0cd42eb3e11_figure2.gif"/>
            </fig>
            <fig fig-type="figure" id="f3" orientation="portrait" position="float">
                <label>Figure 3. </label>
                <caption>
                    <title>Countries participated in GWAS.</title>
                </caption>
                <graphic id="gr3" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/139277/16f26861-10e5-41d1-bbee-f0cd42eb3e11_figure3.gif"/>
            </fig>
        </sec>
        <sec id="sec4" sec-type="discussion">
            <title>Discussion</title>
            <p>This review shows that the Human Genome Project and GWAS have done tremendous work in genetic mapping many diseases in general and a few common orthopedic diseases. The GWAS on osteoarthritis (OA), which affects more than 300 million people around the world, has some positive findings and identifies 100 independently associated risk variations, out of which 52 were not described or known to be associated with OA (
                <xref ref-type="bibr" rid="ref5">Boer 
                    <italic toggle="yes">et al</italic>. 2021</xref>). The other sites of osteoarthritis, such as the hip and knee, were also studied (
                <xref ref-type="bibr" rid="ref42">Soul 
                    <italic toggle="yes">et al</italic>. 2018</xref>; 
                <xref ref-type="bibr" rid="ref44">Styrkarsdottir 
                    <italic toggle="yes">et al</italic>. 2017</xref>; 
                <xref ref-type="bibr" rid="ref8">Evans 
                    <italic toggle="yes">et al</italic>. 2015</xref>; 
                <xref ref-type="bibr" rid="ref29">Panoutsopoulou 
                    <italic toggle="yes">et al</italic>. 2017</xref>). Osteoarthritis of the knee (OAK) was reported to be common in over 53% of men and 60.9% of women in Saudi Arabian populations and has continued to increase. In 2011, funding was requested by the author but not awarded to assess the association between genetic polymorphisms and OA among Saudi Arabian men and women. (
                <xref ref-type="bibr" rid="ref1">Al-Omran, Sadat-Ali and AlHammam 2011</xref>).</p>
            <p>AIS was the second most common disease that the GWAS found was genetically influenced. It affects 0.47-5.2% of healthy children and during growth spurts, the curves increase (
                <xref ref-type="bibr" rid="ref21">Konieczny 
                    <italic toggle="yes">et al</italic>. 2013</xref>). Overall, 25 different loci were identified in a variety of ethnic groups (
                <xref ref-type="bibr" rid="ref14">Kou 
                    <italic toggle="yes">et al</italic>. 2019</xref>; 
                <xref ref-type="bibr" rid="ref24">Man 
                    <italic toggle="yes">et al</italic>. 2019</xref>; 
                <xref ref-type="bibr" rid="ref15">Khanshour 
                    <italic toggle="yes">et al</italic>. 2018</xref>; 
                <xref ref-type="bibr" rid="ref52">Zhu 
                    <italic toggle="yes">et al</italic>. 2015</xref>; 
                <xref ref-type="bibr" rid="ref12">Grauers 
                    <italic toggle="yes">et al</italic>. 2015</xref>). Further sub group analysis highlighted two SNPs (rs1190870 and rs678741) that were significantly associated with the presence of right thoracic curves (
                <xref ref-type="bibr" rid="ref24">Man 
                    <italic toggle="yes">et al</italic>. 2019</xref>). None of the studies were conducted on Middle Eastern populations, even though a target gene and three SNPs were identified for AIS in the Saudi Arabian population (
                <xref ref-type="bibr" rid="ref35">Sadat-Ali 
                    <italic toggle="yes">et al</italic>. 2011</xref>; 
                <xref ref-type="bibr" rid="ref2">Al-Othman 
                    <italic toggle="yes">et al</italic>. 2017</xref>). In the Middle East, most female children remain covered from the neck down, allowing the AIS to remain undetected until it&#x2019;s too late. A clinical translation of the GWAS could promote early diagnosis of AIS and prevent surgery that causes tremendous morbidity.</p>
            <p>Developmental dysplasia of the hip (DDH) was another disease that the GWAS examined. 
                <xref ref-type="bibr" rid="ref9">Hatzikotoulas 
                    <italic toggle="yes">et al.</italic> (2018)</xref> performed a GWAS on DDH in the United Kingdom and reported that there is strong genetic association locus at 
                <italic toggle="yes">GDF5</italic> (rs143384). At the same time, the author and his associates in Saudi Arabia conducted a study with 473 subjects (100 patients, 200 parents, 73 siblings and 100 healthy controls) (
                <xref ref-type="bibr" rid="ref36">Sadat-Ali 
                    <italic toggle="yes">et al</italic>. 2018</xref>) and reported that there was a definite relationship between GDF5 (SNP rs143383) and DDH. For the first time, it was found that the genotype TT and the T allele were overly expressed in the patients and the fathers. In the United Kingdom, it was reported that 1-2 babies out of 1000 require DDH treatment (
                <ext-link ext-link-type="uri" xlink:href="https://www.nhs.uk/conditions/developmental-dysplasia-of-the-hip/">https://www.nhs.uk/conditions/developmental-dysplasia-of-the-hip/</ext-link>
                <italic toggle="yes">).</italic> A recent meta-analysis found that in Saudi Arabia, incidence of DDH was 10.46 out of 1000, and in over 40% of patients was the result of family history. The meta-analysis found an average of 22,336 cases at any given time in the country with 7,119 new cases added yearly (
                <xref ref-type="bibr" rid="ref37">Sadat-Ali 2020</xref>). Many cases of DDH are clustered in specific towns and cities. If the GWAS can be clinically translated, early diagnosis will provide clinically beneficial improvements in patient care and ensure that children can have non-surgical DDH treatment, which could limit the long term morbidity and complications of surgical treatments.</p>
            <p>The other diseases that GWAS showed were genetically influenced and common in clinical practice included back pain, ligament injuries, osteonecrosis of femur heads and osteoporosis related issues. Clinical translation based on GWAS could improve prediction and progression for some diseases. These studies could identify therapeutic targets leading to therapeutic agents. Unfortunately, even after screening over a million patients, the benefits in drug discovery were inappreciable. From an orthopedic surgeon&#x2019;s perspective, GWAS linked two genes that were identified as RANKL/ESR1 and TNFR1/PTGER4/TYK2. The former allowed drugs like denosumab, a potent antiresorptive, to be developed, whereas the other allowed fostamatinib to be developed for ankylosing spondylitis (
                <xref ref-type="bibr" rid="ref38">Schwarz and Ritchlin 2007</xref>; 
                <xref ref-type="bibr" rid="ref46">Tak and Kalden 2011</xref>).</p>
            <p>On the aspect of disease prediction, Scolioscore
                <sup>TM</sup> is supposed to identify patients whose curve will progress in AIS (
                <xref ref-type="bibr" rid="ref49">Visscher 
                    <italic toggle="yes">et al</italic>. 2017</xref>). Unfortunately, the independent validation could not confirm this (
                <xref ref-type="bibr" rid="ref6">Carlson 2011</xref>).</p>
            <p>Our study has certain limitations. First, we did not discuss all of the orthopedics diseases reported in the GWAS in this review in detail. Second, the review showed that a limited number of diagnostic procedures could predict the diseases based on the GWAS studies. Moreover, the Scolioscore
                <sup>TM</sup> that could predict the progression of curves in AIS that came out of these studies still needs to be independently validated. Compared to the rest of the world, GWAS in Middle Eastern countries are so low that the magnitude of reports is markedly incomparable (99.99 to 0.01%) (
                <xref ref-type="bibr" rid="ref45">Suri 
                    <italic toggle="yes">et al.</italic> 2018</xref>).</p>
            <p>In conclusion, HAP and GWAS have produced and identified many novel loci that can cause disease processes. Many more studies are being conducted to find new loci and genetic ancestries and these studies were expected to help predict diseases and develop new diagnostic methods, preventive strategies and better clinical care, but this has not happened yet. Our review showed that a limited number of drugs came into existence based on the GWAS studies. One test that could predict the progression of curves in AIS came out of these studies, but it still needs to be independently validated. It appears that we must continue investigating instead of translating this knowledge to improve patient care.</p>
        </sec>
    </body>
    <back>
        <sec id="sec7" sec-type="data-availability">
            <title>Data availability</title>
            <sec id="sec8">
                <title>Underlying data</title>
                <p>All data underlying the results are available as part of the article and no additional source data are required.</p>
            </sec>
            <sec id="sec9">
                <title>Reporting guidelines</title>
                <p>PRISMA checklist for &#x2018;Genome-wide association studies (GWAS) for orthopedic diseases: a systematic review&#x2019;, 
                    <ext-link ext-link-type="uri" xlink:href="10.6084/m9.figshare.21347628.v1">10.6084/m9.figshare.21347628.v1</ext-link> (
                    <xref ref-type="bibr" rid="ref54">Sadat-Ali 2022</xref>).</p>
                <p>Data are available under the terms of the 
                    <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International license</ext-link> (CC-BY 4.0).</p>
            </sec>
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    <sub-article article-type="reviewer-report" id="report193284">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.139277.r193284</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Kaya</surname>
                        <given-names>Serra</given-names>
                    </name>
                    <xref ref-type="aff" rid="r193284a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-4979-3705</uri>
                </contrib>
                <aff id="r193284a1">
                    <label>1</label>University of California San Francisco, San Francisco, California, USA</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>18</day>
                <month>9</month>
                <year>2023</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2023 Kaya S</copyright-statement>
                <copyright-year>2023</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport193284" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.126829.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve-with-reservations</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>In this systematic review paper, the author's primary objective was to identify genome-wide association studies (GWAS) related to orthopedic diseases published worldwide within the years 2005-2022, with a specific focus on the Middle East. He concluded that out of 53,652 GWAS articles, only 38 were related to orthopedic diseases. These findings were summarized in a table, which included the results of these studies, supplemented by some discussion on novel loci associated with these diseases.</p>
            <p> </p>
            <p> The objective of this review was to comprehensively report on GWAS conducted on orthopedic diseases. Nevertheless, it's worth noting that there are some notable articles related to conditions like OA or osteoporosis that appear to be absent from this review. For instance, studies such as Morris 
                <italic>et al.</italic> 2019 in Nature Genetics
                <sup>
                    <xref ref-type="bibr" rid="rep-ref-193284-1">1</xref>
                </sup> and Tachmazidou 
                <italic>et al.</italic> 2019, also in Nature Genetics
                <sup>
                    <xref ref-type="bibr" rid="rep-ref-193284-2">2</xref>
                </sup>, provide valuable insights in these areas.</p>
            <p> </p>
            <p> Furthermore, a substantial issue arises as 21 out of the 38 studies are merely listed in a table without detailed explanations in the main text. A comprehensive review should provide adequate descriptions and analyses of the cited papers within the main body rather than relegating them solely to a table.</p>
            <p> </p>
            <p> Additionally, the author's discussion appears somewhat biased, as it predominantly delves into the author's own papers in detail while providing only brief mentions of other relevant studies. For a more impartial and informative review, it's essential to offer consistent treatment of all relevant papers discussed.</p>
            <p> </p>
            <p> Addressing specific sections, the abstract states that review articles were excluded, but if any related review articles exist, they should be cited and their differences from the author's review should be highlighted.</p>
            <p> </p>
            <p> The author's claim of "analyzing" 38 studies in the abstract and results section may cause confusion. This is a review paper, not an analysis; thus, it should be explicitly stated as a comprehensive overview of the literature.</p>
            <p> </p>
            <p> In the discussion section, there is an irrelevant detail regarding &#x201c;funding requested in 2011 but not awarded&#x201d;. This information should be omitted. Furthermore, if a citation regarding associations of SNPs and OA is included, it should be followed by a concise summary or conclusion of the study's findings.</p>
            <p> </p>
            <p> Regarding Figure 1, improving the flowchart is essential. The author should briefly mention which databases were used to obtain the initial 439 articles and provide criteria for excluding 377 articles. These details may be covered more extensively in the main document but should be added to the flowchart briefly.</p>
            <p> </p>
            <p> In Figure 2, the overlapping percentages should be repositioned for clarity, and the legend and title need adjustments to reflect that this is a pie chart displaying percentages, not absolute numbers.</p>
            <p> </p>
            <p> Finally, for Table 1, an additional column specifying the database(s) used for the GWAS would enhance its utility.</p>
            <p> </p>
            <p> These revisions will contribute to a more informative and well-structured review of the article.</p>
            <p>Are the rationale for, and objectives of, the Systematic Review clearly stated?</p>
            <p>Yes</p>
            <p>Is the statistical analysis and its interpretation appropriate?</p>
            <p>Not applicable</p>
            <p>Are sufficient details of the methods and analysis provided to allow replication by others?</p>
            <p>Partly</p>
            <p>Are the conclusions drawn adequately supported by the results presented in the review?</p>
            <p>Yes</p>
            <p>Reviewer Expertise:</p>
            <p>Computational genomics</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above.</p>
        </body>
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    <sub-article article-type="reviewer-report" id="report187936">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.139277.r187936</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Momen</surname>
                        <given-names>Mehdi</given-names>
                    </name>
                    <xref ref-type="aff" rid="r187936a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r187936a1">
                    <label>1</label>University of Wisconsin-Madison, Madison, Wisconsin, USA</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>29</day>
                <month>8</month>
                <year>2023</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2023 Momen M</copyright-statement>
                <copyright-year>2023</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport187936" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.126829.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>reject</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>This paper aims to evaluate the impact of genome-wide association studies (GWAS) on understanding and treating orthopedic diseases, particularly in the context of the Middle East. The study collected and analyzed GWAS articles related to orthopedic diseases between 2005 and May 2022, focusing on articles published in English. The study concludes that while GWAS have identified genetic markers linked to orthopedic diseases, these findings have not yet led to substantial improvements in patient care, predictive strategies, or the development of new treatments. Overall, while the paper presents interesting findings about the role of GWAS in orthopedic diseases, it's important to consider these limitations when interpreting its conclusions and implications. So it can be indexed after a major revision.</p>
            <p> </p>
            <p> Major issues:&#x00a0; 
                <list list-type="order">
                    <list-item>
                        <p>The paper doesn't provide details about the methods used in individual GWAS studies, including their study design, genotyping platforms, and statistical approaches. Important information about the quality of included studies, such as their sample sizes, study populations, and potential confounders, is not extensively discussed. &#x00a0;</p>
                    </list-item>
                    <list-item>
                        <p>Figure Descriptions: It appears that the figure descriptions need more improvement. For example, in Figure 2, the percentages of certain diseases have not clearly presented. Additionally, Figure 3 lacks a label for the y-axis.</p>
                    </list-item>
                    <list-item>
                        <p>Figure 1 Description: The description provided for Figure 1 seems to be incomplete and might needs further elaboration and additional details.</p>
                    </list-item>
                    <list-item>
                        <p>Language and Sentence Structure: The manuscript could benefit from improvements in language and sentence structure. For instance, in the abstract, the section titled "Background and Objective" requires a comprehensive revision. Similarly, in the "Methods" section, the placement of "Between 2005 and May 2022" appears to be incorrect.</p>
                    </list-item>
                    <list-item>
                        <p>Results Elaboration: It would be valuable to have more comprehensive elaborations on the results to better understand the findings.</p>
                    </list-item>
                </list>
            </p>
            <p>Are the rationale for, and objectives of, the Systematic Review clearly stated?</p>
            <p>Yes</p>
            <p>Is the statistical analysis and its interpretation appropriate?</p>
            <p>No</p>
            <p>Are sufficient details of the methods and analysis provided to allow replication by others?</p>
            <p>No</p>
            <p>Are the conclusions drawn adequately supported by the results presented in the review?</p>
            <p>Yes</p>
            <p>Reviewer Expertise:</p>
            <p>Quantitative genetics and bioinformatics</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to state that I do not consider it to be of an acceptable scientific standard, for reasons outlined above.</p>
        </body>
    </sub-article>
</article>
