<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.0 20040830//EN" "journalpublishing.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="2.0" xml:lang="en" article-type="letter"><front><journal-meta><journal-id journal-id-type="nlm-ta">JMIR Form Res</journal-id><journal-id journal-id-type="publisher-id">formative</journal-id><journal-id journal-id-type="index">27</journal-id><journal-title>JMIR Formative Research</journal-title><abbrev-journal-title>JMIR Form Res</abbrev-journal-title><issn pub-type="epub">2561-326X</issn><publisher><publisher-name>JMIR Publications</publisher-name><publisher-loc>Toronto, Canada</publisher-loc></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">v10i1e91207</article-id><article-id pub-id-type="doi">10.2196/91207</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Letter</subject></subj-group></article-categories><title-group><article-title>Transportation as a Barrier to Health Care Access Among Patients With Knee Arthritis: Cross-Sectional Study</article-title></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Youn</surname><given-names>Erin</given-names></name><degrees>BA</degrees><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name name-style="western"><surname>Chen</surname><given-names>James</given-names></name><degrees>MD, MPH</degrees><xref ref-type="aff" rid="aff1"/></contrib></contrib-group><aff id="aff1"><institution>Advanced Orthopedics and Sports Medicine</institution><addr-line>450 Sutter Street Suite 400</addr-line><addr-line>San Francisco</addr-line><addr-line>CA</addr-line><country>United States</country></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Sarvestan</surname><given-names>Javad</given-names></name></contrib></contrib-group><contrib-group><contrib contrib-type="reviewer"><name name-style="western"><surname>Nalmpantis</surname><given-names>Dimitrios</given-names></name></contrib></contrib-group><author-notes><corresp>Correspondence to Erin Youn, BA, Advanced Orthopedics and Sports Medicine, 450 Sutter Street Suite 400, San Francisco, CA, 94108, United States, 1 2136050229; <email>erinjyoun@gmail.com</email></corresp></author-notes><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>6</day><month>3</month><year>2026</year></pub-date><volume>10</volume><elocation-id>e91207</elocation-id><history><date date-type="received"><day>10</day><month>01</month><year>2026</year></date><date date-type="rev-recd"><day>08</day><month>02</month><year>2026</year></date><date date-type="accepted"><day>16</day><month>02</month><year>2026</year></date></history><copyright-statement>&#x00A9; Erin Youn, James Chen. Originally published in JMIR Formative Research (<ext-link ext-link-type="uri" xlink:href="https://formative.jmir.org">https://formative.jmir.org</ext-link>), 6.3.2026. </copyright-statement><copyright-year>2026</copyright-year><license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Formative Research, is properly cited. The complete bibliographic information, a link to the original publication on <ext-link ext-link-type="uri" xlink:href="https://formative.jmir.org">https://formative.jmir.org</ext-link>, as well as this copyright and license information must be included.</p></license><self-uri xlink:type="simple" xlink:href="https://formative.jmir.org/2026/1/e91207"/><abstract><p>This study uses the 2011-2017 National Health Interview Survey (NHIS) data to demonstrate that sociodemographic factors are associated with transportation delays among individuals with knee osteoarthritis.</p></abstract><kwd-group><kwd>knee</kwd><kwd>arthritis</kwd><kwd>transportation delays</kwd><kwd>access to care</kwd><kwd>structural barriers</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><p>In the United States, knee pain, often secondary to various forms of arthritis, is responsible for 5% of all primary care visits [<xref ref-type="bibr" rid="ref1">1</xref>]. In accessing health care, transportation has often been cited as an impediment to proper care across various diseases and health conditions [<xref ref-type="bibr" rid="ref2">2</xref>]. While there are studies that document decreased access to health care with respect to transportation barriers [<xref ref-type="bibr" rid="ref2">2</xref>,<xref ref-type="bibr" rid="ref3">3</xref>], to the best of our knowledge, there are none that explore this relationship among those diagnosed with knee arthritis.</p></sec><sec id="s2" sec-type="methods"><title>Methods</title><sec id="s2-1"><title>Study Design</title><p>This retrospective study was conducted using data from the 2011&#x2010;2017 National Health Interview Survey (NHIS). The NHIS is administered in-person annually and is a cross-sectional survey of noninstitutionalized adults in the United States [<xref ref-type="bibr" rid="ref4">4</xref>]. Knee arthritis was defined by answers to questions pertaining to self-reported physician-diagnosed knee arthritis as well as self-reported knee pain. Among respondents who were told &#x201C;by a doctor or other health professional that [they had] some form of arthritis, rheumatoid arthritis, gout, lupus, or fibromyalgia,&#x201D; knee arthritis was defined by those who indicated that they experienced &#x201C;symptoms of pain, aching, or stiffness in or around a joint.&#x201D; (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>). Adults who agreed to the statement, &#x201C;Have you delayed getting care for any of the following reasons&#x2026;In the past 12 months&#x2026;You didn&#x2019;t have transportation&#x201D; met the criteria for experiencing barriers to health care due to transportation delays (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>).</p><p>Sociodemographic variables were used as covariates. Univariable and multivariable logistic regressions were conducted using R Studio (version 1.4.1106; R Foundation for Statistical Computing), &#x03B1;=0.05. Weighted analysis generated nationally representative results. Participants were excluded from this study if questions regarding knee arthritis or transportation delays were unanswered or if key sociodemographic factors were missing.</p></sec><sec id="s2-2"><title>Ethical Considerations</title><p>Per National Institute of Health (NIH) guidelines, this research does not meet the definition of human subjects research as this data is publicly available, anonymized, and not obtained for the purposes of this study; therefore, institutional review board approval was not required for this secondary analysis [<xref ref-type="bibr" rid="ref5">5</xref>].</p></sec></sec><sec id="s3" sec-type="results"><title>Results</title><p>A total of 72,930,571 weighted respondents answered the question for knee arthritis on the 2011&#x2010;2017 survey (mean age, 53.8, SE 0.10) years. Of the weighted respondents, 62.1% (n=45,258,537; mean age 53.9, SE: 0.12) years indicated that they experienced knee arthritis. Within the knee arthritis cohort, 3.8% (n=1,723,968) of participants noted transportation delays in medical care. Univariable and multivariable logistic regression analyses were performed to assess the effect of various sociodemographic variables on transportation delays for individuals with knee arthritis (<xref ref-type="table" rid="table1">Table 1</xref>).</p><table-wrap id="t1" position="float"><label>Table 1.</label><caption><p>Univariable and multivariable regression analysis of sociodemographic factors and transportation delays among those with knee arthritis.</p></caption><table id="table1" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Variables</td><td align="left" valign="bottom">Unadjusted odds ratio (95% CI)</td><td align="left" valign="bottom">Adjusted odds ratio (95% CI)</td></tr></thead><tbody><tr><td align="left" valign="top">Sex</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Male</td><td align="left" valign="top">1.00 (Reference)</td><td align="left" valign="top">1.00 (Reference)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Female</td><td align="left" valign="top"><italic>1.69 (1.49&#x2010;1.92</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td><td align="left" valign="top"><italic>1.47 (1.29&#x2010;1.67</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td></tr><tr><td align="left" valign="top">Education</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>less than High school</td><td align="left" valign="top">1.00 (Reference)</td><td align="left" valign="top">1.00 (Reference)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>High school or GED<sup><xref ref-type="table-fn" rid="table1fn2">b</xref></sup></td><td align="left" valign="top"><italic>0.49 (0.42&#x2010;0.57</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td><td align="left" valign="top"><italic>0.84 (0.71&#x2010;0.99</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>College or more</td><td align="left" valign="top"><italic>0.33 (0.29&#x2010;0.37</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td><td align="left" valign="top">0.85 (0.73&#x2010;1.00)</td></tr><tr><td align="left" valign="top">Region</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Midwest</td><td align="left" valign="top">1.00 (Reference)</td><td align="left" valign="top">1.00 (Reference)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Northeast</td><td align="left" valign="top">0.90 (0.72&#x2010;1.12)</td><td align="left" valign="top">0.90 (0.72&#x2010;1.12)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>South</td><td align="left" valign="top">1.23 (1.03&#x2010;1.46)</td><td align="left" valign="top">0.97 (0.81&#x2010;1.15)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>West</td><td align="left" valign="top">1.13 (0.92&#x2010;1.38)</td><td align="left" valign="top">1.19 (0.96&#x2010;1.46)</td></tr><tr><td align="left" valign="top">Age (y)</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>17&#x2010;44</td><td align="left" valign="top">1.00 (Reference)</td><td align="left" valign="top">1.00 (Reference)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>45&#x2010;64</td><td align="left" valign="top">0.98 (0.86&#x2010;1.12)</td><td align="left" valign="top"><italic>0.82 (0.70&#x2010;0.95</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>&#x003E;65</td><td align="left" valign="top"><italic>0.73 (0.62&#x2010;0.85</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td><td align="left" valign="top"><italic>0.59 (0.49&#x2010;0.72</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td></tr><tr><td align="left" valign="top">Race</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>White</td><td align="left" valign="top">1.00 (Reference)</td><td align="left" valign="top">1.00 (Reference)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Hispanic</td><td align="left" valign="top"><italic>1.62 (1.34&#x2010;1.96</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td><td align="left" valign="top">0.86 (0.70&#x2010;1.07)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Black</td><td align="left" valign="top"><italic>2.28 (1.97&#x2010;2.64</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td><td align="left" valign="top"><italic>1.21 (1.04&#x2010;1.42</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Asian</td><td align="left" valign="top"><italic>0.65 (0.45&#x2010;0.94</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td><td align="left" valign="top"><italic>0.50 (0.33&#x2010;0.76</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Other</td><td align="left" valign="top"><italic>2.84 (2.20&#x2010;3.67</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td><td align="left" valign="top"><italic>1.59 (1.22&#x2010;2.09</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td></tr><tr><td align="left" valign="top">Income</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>&#x003E;200%</td><td align="left" valign="top">1.00 (Reference)</td><td align="left" valign="top">1.00 (Reference)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>100%&#x2010;200%</td><td align="left" valign="top"><italic>4.63 (3.90&#x2010;5.50</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td><td align="left" valign="top"><italic>2.47 (2.02&#x2010;3.02</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>&#x003C;100%</td><td align="left" valign="top"><italic>10.31 (8.77&#x2010;12.11</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td><td align="left" valign="top"><italic>3.81 (3.07&#x2010;4.74</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td></tr><tr><td align="left" valign="top">Insurance</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Private</td><td align="left" valign="top">1.00 (Reference)</td><td align="left" valign="top">1.00 (Reference)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Public</td><td align="left" valign="top"><italic>9.75 (8.26&#x2010;11.51</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td><td align="left" valign="top"><italic>2.87 (2.31&#x2010;3.57</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>No insurance</td><td align="left" valign="top"><italic>4.35 (3.50&#x2010;5.41</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td><td align="left" valign="top"><italic>1.83 (1.44&#x2010;2.32</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Other</td><td align="left" valign="top"><italic>3.88 (3.25&#x2010;4.64</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td><td align="left" valign="top"><italic>2.39 (1.95&#x2010;2.94</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td></tr><tr><td align="left" valign="top">Health status</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Bad health</td><td align="left" valign="top">1.00 (Reference)</td><td align="left" valign="top">1.00 (Reference)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Good health</td><td align="left" valign="top"><italic>0.19 (0.17&#x2010;0.22</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td><td align="left" valign="top"><italic>0.37 (0.32&#x2010;0.42</italic>)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td></tr></tbody></table><table-wrap-foot><fn id="table1fn1"><p><sup>a</sup>Italicized aOR values denote that results that are statistically significant.</p></fn><fn id="table1fn2"><p><sup>b</sup>GED: General Educational Development.</p></fn></table-wrap-foot></table-wrap><p>Multivariable logistic regression analysis found that Black individuals (adjusted odds ratio [aOR] 1.21; 95% CI 1.04&#x2010;1.42), individuals who were 100%&#x2010;200% above the federal poverty level (aOR, 2.47; 95% CI 2.02&#x2010;3.02), and those&#x003C;100% of the federal poverty level (aOR, 3.81; 95% CI 3.07&#x2010;4.74) were associated with greater odds of encountering transportation delays. Those who were on public insurance (aOR, 2.87; 95% CI 2.31&#x2010;3.57), those with no insurance (aOR, 1.83; 95% CI 1.44&#x2010;2.32), and those with other insurance (aOR, 2.39; 95% CI 1.95&#x2010;2.94) were also more likely to experience transportation delays.</p></sec><sec id="s4" sec-type="discussion"><title>Discussion</title><sec id="s4-1"><title>Principal Findings</title><p>Black individuals were associated with increased odds of transportation delays. Studies highlight that residential segregation along racial lines impact Black individuals&#x2019; ability to access health care [<xref ref-type="bibr" rid="ref6">6</xref>]. A retrospective 20-year period study has found that among Black individuals in the United States, a high level of residential segregation coupled with a high density of low-income residents increased the odds of urban hospital closures [<xref ref-type="bibr" rid="ref7">7</xref>]. Thus, it is plausible that hospital closures and other such factors associated with residential segregation may place these communities further away from medical facilities, which could further exacerbate access to reliable and efficient transportation.</p><p>Our study revealed that individuals with an annual income of 100%&#x2010;200% above the federal poverty level as well as individuals&#x003C;100% the federal poverty level experience increased odds of transportation delays. This may reflect difficulties with car ownership among lower-income individuals, as previous analyses have shown that among cancer patients, lacking a private vehicle decreases treatment odds [<xref ref-type="bibr" rid="ref8">8</xref>]. Additionally, individuals with public insurance plans and individuals with no insurance were more likely to experience transportation delays in our study. This may be attributable to the increased costs of travel experienced by those with public or no insurance. In a study observing travel distance among those in need of HIV medical care, it was found that those with no insurance traveled further than those with public insurance [<xref ref-type="bibr" rid="ref9">9</xref>]. In fact, a key policy recommendation for reducing transportation barriers in accessing healthcare includes insurance coverage that is inclusive of transportation [<xref ref-type="bibr" rid="ref10">10</xref>].</p></sec><sec id="s4-2"><title>Strengths and Limitations</title><p>Strengths of this study are its usage of a nationally representative sample and a large sample size. Limitations include biases with self-reported data, additional confounders not included in this model, and the cross-sectional nature of the data, which prohibits casual inferences.</p></sec></sec></body><back><ack><p>We would like to thank AO Sports Med for guidance and revision assistance.</p></ack><notes><sec><title>Funding</title><p>This study received no funding from public, commercial, or nonprofit organizations. No external funding was obtained for this work.</p></sec><sec><title>Data Availability</title><p>The supporting data are openly available at IPUMS NHIS [<xref ref-type="bibr" rid="ref4">4</xref>].</p></sec></notes><fn-group><fn fn-type="con"><p>EY &#x2013; Conceptualization, Data Curation, Formal Analysis, Methodology, Software, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; reviewing and editing</p><p>JC &#x2013; Formal Analysis, Supervision, Validation, Writing &#x2013; reviewing and editing</p></fn><fn fn-type="conflict"><p>JC is an education consultant for Arthrex, receives compensation for medical instruction and educational lectures only, and reports personal fees from Arthrex.</p></fn></fn-group><glossary><title>Abbreviations</title><def-list><def-item><term id="abb1">NHIS</term><def><p>National Health Interview Survey</p></def></def-item><def-item><term id="abb2">GED</term><def><p>General Education Development</p></def></def-item><def-item><term id="abb3">aOR</term><def><p>Adjusted Odds Ratio</p></def></def-item></def-list></glossary><ref-list><title>References</title><ref id="ref1"><label>1</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Duong</surname><given-names>V</given-names> </name><name name-style="western"><surname>Oo</surname><given-names>WM</given-names> </name><name name-style="western"><surname>Ding</surname><given-names>C</given-names> </name><name name-style="western"><surname>Culvenor</surname><given-names>AG</given-names> </name><name name-style="western"><surname>Hunter</surname><given-names>DJ</given-names> </name></person-group><article-title>Evaluation and Treatment of Knee Pain: A Review</article-title><source>JAMA</source><year>2023</year><month>10</month><day>24</day><volume>330</volume><issue>16</issue><fpage>1568</fpage><lpage>1580</lpage><pub-id pub-id-type="doi">10.1001/jama.2023.19675</pub-id><pub-id pub-id-type="medline">37874571</pub-id></nlm-citation></ref><ref id="ref2"><label>2</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Samina T. 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