<?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="research-article"><front><journal-meta><journal-id journal-id-type="nlm-ta">JMIR Dermatol</journal-id><journal-id journal-id-type="publisher-id">derma</journal-id><journal-id journal-id-type="index">29</journal-id><journal-title>JMIR Dermatology</journal-title><abbrev-journal-title>JMIR Dermatol</abbrev-journal-title><issn pub-type="epub">2562-0959</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">v9i1e90820</article-id><article-id pub-id-type="doi">10.2196/90820</article-id><article-categories><subj-group subj-group-type="heading"><subject>Original Paper</subject></subj-group></article-categories><title-group><article-title>Dermatologic Conditions and Incident Anxiety in Young Adults: Propensity Score&#x2013;Matched Retrospective Cohort Study</article-title></title-group><contrib-group><contrib contrib-type="author"><name name-style="western"><surname>Zai</surname><given-names>Isabella</given-names></name><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Zai</surname><given-names>Adrian</given-names></name><degrees>MPH, MD, PhD</degrees><xref ref-type="aff" rid="aff2">2</xref></contrib></contrib-group><aff id="aff1"><institution>Westwood High School</institution><addr-line>Westwood</addr-line><addr-line>MA</addr-line><country>United States</country></aff><aff id="aff2"><institution>Population and Quantitative Health Sciences, University of Massachusetts Chan Medical School</institution><addr-line>368 Plantation Street</addr-line><addr-line>Worcester</addr-line><addr-line>MA</addr-line><country>United States</country></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Subhadarshani</surname><given-names>Sweta</given-names></name></contrib></contrib-group><contrib-group><contrib contrib-type="reviewer"><name name-style="western"><surname>Gulliver</surname><given-names>Susanne</given-names></name></contrib></contrib-group><author-notes><corresp>Correspondence to Adrian Zai, MPH, MD, PhD, Population and Quantitative Health Sciences, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, MA, 01605, United States, 1 617-256-4120; <email>adrian.zai@umassmed.edu</email></corresp></author-notes><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>3</day><month>6</month><year>2026</year></pub-date><volume>9</volume><elocation-id>e90820</elocation-id><history><date date-type="received"><day>04</day><month>01</month><year>2026</year></date><date date-type="rev-recd"><day>19</day><month>04</month><year>2026</year></date><date date-type="accepted"><day>20</day><month>05</month><year>2026</year></date></history><copyright-statement>&#x00A9; Isabella Zai, Adrian Zai. Originally published in JMIR Dermatology (<ext-link ext-link-type="uri" xlink:href="http://derma.jmir.org">http://derma.jmir.org</ext-link>), 3.6.2026. </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 Dermatology, is properly cited. The complete bibliographic information, a link to the original publication on <ext-link ext-link-type="uri" xlink:href="http://derma.jmir.org">http://derma.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://derma.jmir.org/2026/1/e90820"/><abstract><sec><title>Background</title><p>Dermatologic conditions such as acne, psoriasis, and dermatitis commonly affect young adults and may contribute to psychological distress. While prior studies have suggested an association between skin disease and anxiety, longitudinal population-level evidence in young adults remains limited.</p></sec><sec><title>Objective</title><p>This study aimed to examine the association between common dermatologic conditions and the incidence of anxiety among young adults using a large electronic health record&#x2013;based cohort.</p></sec><sec sec-type="methods"><title>Methods</title><p>We conducted a retrospective cohort study using the TriNetX Research Network, including young adults aged 18 to 22 years with and without a qualifying dermatologic diagnosis between 2019 and 2020. The index date was defined as the first dermatologic diagnosis for exposed individuals and a qualifying ambulatory visit for controls. Individuals with a prior diagnosis of anxiety were excluded. Propensity score matching was used to balance demographic characteristics and ambulatory visit history between cohorts. Incident anxiety diagnoses were assessed at 1, 3, and 5 years following the index date. Cumulative incidence, absolute risk differences, risk ratios, and time-to-event analyses were evaluated.</p></sec><sec sec-type="results"><title>Results</title><p>After propensity score matching, 169,720 individuals were included in each cohort. Young adults with dermatologic conditions consistently exhibited a higher incidence of anxiety across all time points. At 1 year, anxiety occurred in 3.9% (5838/149,464) of individuals in the dermatologic condition group compared with 3.4% (3237/95,020) of controls. By 3 years, incidence increased to 11.8% (17,559/149,464) of individuals vs 10.4% (9906/95,020) of controls, and by 5 years to 16.8% (25,184/149,464) of individuals vs 15.5% (14,712/95,020) of controls. Absolute risk differences widened over time, from 0.50 to 1.40 percentage points. Time-to-event analyses demonstrated a modest but consistent increase in hazard, with hazard ratios ranging from 1.12 to 1.14 (all <italic>P</italic>&#x003C;.001).</p></sec><sec sec-type="conclusions"><title>Conclusions</title><p>In this large, propensity score&#x2013;matched cohort of young adults, common dermatologic conditions were associated with a small but persistent increase in the incidence of anxiety over time. Although absolute differences were modest, the consistency of findings across multiple analytic approaches highlights the importance of considering psychological well-being as part of comprehensive care for young adults with dermatologic conditions.</p></sec></abstract><kwd-group><kwd>dermatologic diseases</kwd><kwd>anxiety disorders</kwd><kwd>young adult</kwd><kwd>electronic health records</kwd><kwd>propensity score matching</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><p>Dermatologic conditions are among the most common reasons for ambulatory health care visits in adolescents and young adults [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref2">2</xref>]. Disorders such as acne, psoriasis, and dermatitis frequently emerge or worsen during late adolescence and early adulthood, a developmental period characterized by significant psychological, social, and identity-related transitions [<xref ref-type="bibr" rid="ref3">3</xref>-<xref ref-type="bibr" rid="ref6">6</xref>]. Although the physical manifestations of skin disease are readily apparent, their potential mental health sequelae are less consistently recognized in routine clinical care [<xref ref-type="bibr" rid="ref7">7</xref>-<xref ref-type="bibr" rid="ref13">13</xref>].</p><p>Prior studies have suggested an association between dermatologic conditions and adverse mental health outcomes, including anxiety [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref15">15</xref>]. However, much of this literature relies on cross-sectional surveys, clinic-based samples, or patient-reported measures of psychological distress [<xref ref-type="bibr" rid="ref15">15</xref>-<xref ref-type="bibr" rid="ref19">19</xref>]. While these approaches provide important insights into symptom burden and quality of life, they are limited in their ability to establish temporal relationships or estimate population-level risk [<xref ref-type="bibr" rid="ref20">20</xref>,<xref ref-type="bibr" rid="ref21">21</xref>]. In addition, many studies focus on adults or pediatric populations, with comparatively less attention to young adults navigating the transition between adolescent and adult care [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref22">22</xref>-<xref ref-type="bibr" rid="ref25">25</xref>].</p><p>Electronic health record (EHR) data offer an opportunity to examine longitudinal associations between dermatologic diagnoses and subsequent mental health outcomes at scale [<xref ref-type="bibr" rid="ref26">26</xref>-<xref ref-type="bibr" rid="ref28">28</xref>]. Large, multi-institutional EHR networks allow for the identification of incident diagnoses, the alignment of outcomes to clinically meaningful index events, and the evaluation of risk over extended follow-up periods [<xref ref-type="bibr" rid="ref29">29</xref>-<xref ref-type="bibr" rid="ref31">31</xref>]. Such data can complement survey-based and qualitative work by providing estimates of real-world diagnostic patterns and temporal trends across diverse care settings.</p><p>Despite increasing interest in psychodermatology, few studies have leveraged longitudinal EHR data to quantify the risk of incident anxiety following dermatologic diagnoses in young adults. In particular, there is limited evidence characterizing how anxiety diagnoses accumulate over time after an initial dermatologic diagnosis, or how this risk compares with peers without dermatologic conditions when baseline differences in demographics and health care use are accounted for.</p><p>The objective of this study was to evaluate the association between common dermatologic diagnoses and subsequent incident anxiety among young adults aged 18 to 22 years using a large federated EHR network. We conducted a propensity score&#x2013;matched cohort study comparing cumulative incidence and time to anxiety diagnosis at 1, 3, and 5 years of follow-up. By focusing on incident anxiety and aligning outcomes to clearly defined index events, this study aimed to provide population-level estimates of anxiety risk following dermatologic diagnoses during a critical developmental period.</p></sec><sec id="s2" sec-type="methods"><title>Methods</title><sec id="s2-1"><title>Study Design and Data Source</title><p>We conducted a retrospective matched cohort study using deidentified EHR data accessed through the TriNetX Research Network, a federated platform comprising multiple health care organizations across the United States [<xref ref-type="bibr" rid="ref32">32</xref>]. The network contains longitudinal inpatient and outpatient data, including demographics, diagnoses, and encounter information. All analyses were performed within the secure analytic environment provided by TriNetX using deidentified data in accordance with institutional policies.</p><p>The study was reviewed by the institutional review board and determined to be exempt.</p></sec><sec id="s2-2"><title>Study Population</title><p>The study population included young adults aged 18 to 22 years with clinical encounters recorded between January 1, 2019, and December 31, 2020. The 2019 to 2020 index period was selected to allow sufficient longitudinal follow-up of up to 5 years within the available TriNetX data while capturing a contemporary cohort of young adults receiving routine care. This period was not selected to coincide with the COVID-19 pandemic but rather reflects the most recent interval permitting extended follow-up. To ensure engagement with the health care system, patients were required to have at least one qualifying ambulatory visit during the study period.</p><p>Patients were followed longitudinally for the development of incident anxiety diagnoses through December 31, 2025, allowing for up to 5 years of potential follow-up.</p></sec><sec id="s2-3"><title>Exposure Definition and Index Date</title><p>The exposed cohort consisted of patients with a diagnosis of a dermatologic condition, defined by the presence of <italic>International Classification of Diseases, Tenth Revision</italic> (<italic>ICD-10</italic>) diagnosis codes corresponding to common dermatologic disorders. The index date for exposed patients was defined as the date of the first qualifying dermatologic diagnosis during the study period.</p><p>The comparison cohort consisted of patients without any recorded dermatologic diagnosis at any time prior to or during the study period. For these patients, the index date was defined as the date of the first qualifying ambulatory visit occurring within the same calendar period.</p></sec><sec id="s2-4"><title>Outcome Definition</title><p>The primary outcome was incident anxiety, defined as a new diagnosis of an anxiety disorder recorded after the index date, identified using <italic>ICD-10</italic> diagnosis codes for anxiety disorders.</p><p>To focus on incident anxiety, patients with any recorded anxiety diagnosis during the 1 year before the index date were excluded at the cohort definition stage. In addition, outcome analyses excluded patients with anxiety diagnoses occurring prior to the start of each analytic time window to ensure that all patients included in the risk set were at risk for incident anxiety during the specified follow-up period.</p><p>Outcome time windows began 1 day after the index date to reduce misclassification of anxiety diagnoses recorded during the same clinical encounter as the dermatologic diagnosis or index visit.</p></sec><sec id="s2-5"><title>Covariates</title><p>Baseline covariates included age, sex, race, and ethnicity, as well as measures of health care use prior to the index date, including the presence of ambulatory visits. Covariates were selected a priori based on clinical relevance and their potential role as confounders of the association between dermatologic diagnoses and subsequent anxiety.</p><p>Anxiety diagnoses were not included as matching covariates because patients with prior anxiety were excluded from the study population, and postindex variables were not incorporated into propensity score estimation.</p></sec><sec id="s2-6"><title>Propensity Score Matching</title><p>To reduce confounding, propensity score matching was performed to create balanced cohorts of patients with and without dermatologic diagnoses. Propensity scores were estimated using logistic regression based on baseline demographic characteristics and health care use measures.</p><p>Patients were matched one-to-one using nearest neighbor matching without replacement. Balance between cohorts was assessed using standardized mean differences, with values less than 0.1 indicating acceptable balance.</p><p>All outcome analyses were conducted using the matched cohorts.</p></sec><sec id="s2-7"><title>Follow-Up and Time Horizons</title><p>Patients were followed from the index date until the earliest of the following events: first recorded anxiety diagnosis, end of the specified follow-up window, or last available encounter in the dataset.</p><p>Separate analyses were conducted using follow-up windows of 1, 3, and 5 years following the index date. As follow-up duration increased, fewer patients contributed data to later time horizons due to censoring at the end of available follow-up.</p></sec><sec id="s2-8"><title>Statistical Analysis</title><p>Cumulative incidence of anxiety was calculated for each cohort at 1, 3, and 5 years following the index date. Absolute risk differences and relative risks with 95% CIs were reported.</p><p>Time to incident anxiety was additionally evaluated using Kaplan-Meier methods, with differences between cohorts assessed using the log-rank test. Hazard ratios with 95% CIs were estimated to quantify relative differences in the rate of anxiety diagnosis over time. Kaplan-Meier analyses were performed as supportive time-to-event analyses to assess consistency with cumulative incidence findings.</p><p>All statistical tests were 2-sided, and statistical significance was defined as <italic>P</italic>&#x003C;.05.</p></sec><sec id="s2-9"><title>Sensitivity Analyses</title><p>Sensitivity analyses were conducted by comparing effect estimates across multiple follow-up horizons to assess the robustness and temporal consistency of findings.</p></sec><sec id="s2-10"><title>Ethical Considerations</title><p>This study was reviewed by the Institutional Review Board of UMass Chan Medical School and determined to be exempt from human subjects research (STUDY00002783). The research used deidentified EHR data accessed through the TriNetX Research Network. Because the data were deidentified prior to analysis and posed minimal risk to participants, no direct identifiers were available to the investigators, participants were not contacted, and no attempts were made to reidentify individuals, informed consent was not required in accordance with the Common Rule provision for exempt secondary research [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref34">34</xref>] and the HIPAA (Health Insurance Portability and Accountability Act) Privacy Rule standard for deidentification.</p><p>Data were analyzed within the secure TriNetX analytics environment, and results were reported only in aggregate form. No participant compensation was provided, as this study did not involve direct participant contact.</p></sec></sec><sec id="s3" sec-type="results"><title>Results</title><sec id="s3-1"><title>Cohort Assembly and Baseline Characteristics</title><p><xref ref-type="fig" rid="figure1">Figure 1</xref> summarizes cohort assembly. Among young adults aged 18 to 22 years with a qualifying dermatologic diagnosis between January 1, 2019, and December 31, 2020, eligible individuals were matched 1:1 to controls without dermatologic diagnoses using propensity scores. After matching, 169,720 individuals were retained in each cohort.</p><fig position="float" id="figure1"><label>Figure 1.</label><caption><p>Cohort selection flow diagram. <italic>ICD-10-CM</italic>: <italic>International Classification of Diseases, Tenth Revision, Clinical Modification</italic>.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="derma_v9i1e90820_fig01.png"/></fig><p>Baseline demographic characteristics before and after matching are shown in <xref ref-type="table" rid="table1">Table 1</xref>. Prior to matching, modest differences were observed across race, ethnicity, sex, and ambulatory visit history. After propensity score matching, covariates were well balanced between cohorts, with standardized mean differences below 0.01 for all matched variables.</p><table-wrap id="t1" position="float"><label>Table 1.</label><caption><p>Baseline characteristics of propensity score&#x2013;matched young adults with and without dermatologic diagnoses<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup>.</p></caption><table id="table1" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Characteristic</td><td align="left" valign="bottom">Dermatology cohort (n=169,662), n (%)</td><td align="left" valign="bottom">Nondermatology cohort (n=169,662), n (%)</td><td align="left" valign="bottom">Standardized mean difference</td></tr></thead><tbody><tr><td align="left" valign="top" colspan="4">Sex</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">96,440 (56.8)</td><td align="left" valign="top">96,257 (56.7)</td><td align="left" valign="top">0.0018</td></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">73,139 (43.1)</td><td align="left" valign="top">73,325 (43.2)</td><td align="left" valign="top">0.0019</td></tr><tr><td align="left" valign="top" colspan="4">Race and ethnicity</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>American Indian or Alaska Native</td><td align="left" valign="top">1018 (0.6)</td><td align="left" valign="top">10,542 (0.6)</td><td align="left" valign="top">0.0024</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">9289 (5.5)</td><td align="left" valign="top">9356 (5.5)</td><td align="left" valign="top">0.0017</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Black or African American</td><td align="left" valign="top">27,461 (16.2)</td><td align="left" valign="top">27,451 (16.2)</td><td align="left" valign="top">0.0001</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Hispanic or Latino</td><td align="left" valign="top">23,930 (14.1)</td><td align="left" valign="top">23,610 (13.9)</td><td align="left" valign="top">0.0052</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Native Hawaiian or Other Pacific Islander</td><td align="left" valign="top">886 (0.5)</td><td align="left" valign="top">9198 (0.5)</td><td align="left" valign="top">0.0026</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Not Hispanic or Latino</td><td align="left" valign="top">112,308 (66.2)</td><td align="left" valign="top">112,696 (66.4)</td><td align="left" valign="top">0.0047</td></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">107,599 (63.4)</td><td align="left" valign="top">107,415 (63.3)</td><td align="left" valign="top">0.0023</td></tr><tr><td align="left" valign="top">Prior ambulatory visit before index</td><td align="left" valign="top">98,656 (58.1)</td><td align="left" valign="top">98,495 (58.1)</td><td align="left" valign="top">0.0019</td></tr></tbody></table><table-wrap-foot><fn id="table1fn1"><p><sup>a</sup>Cohorts were matched 1:1 using propensity score matching based on sex, race, ethnicity, and prior ambulatory health care use. All standardized mean differences were less than 0.01, indicating excellent postmatching balance.</p></fn></table-wrap-foot></table-wrap><p>Young adults aged 18 to 22 years were identified from the TriNetX Research Network between 2019 and 2020. Patients were categorized based on the presence or absence of a qualifying dermatologic diagnosis (including acne, psoriasis, or dermatitis or eczema), and those with a prior diagnosis of anxiety were excluded. Propensity score matching was applied to create balanced cohorts with and without dermatologic conditions. The final matched cohorts were followed for incident anxiety diagnoses at 1-, 3-, and 5-year intervals after the index date.</p></sec><sec id="s3-2"><title>Incident Anxiety at 1, 3, and 5 Years</title><p><xref ref-type="table" rid="table2">Table 2</xref> presents the cumulative incidence of newly diagnosed anxiety disorders at 1, 3, and 5 years following the index date. Across all time horizons, young adults with dermatologic conditions experienced a consistently higher incidence of anxiety compared with matched controls. The absolute difference between cohorts increased over time, while the relative increase in risk remained modest across follow-up periods.</p><p><xref ref-type="fig" rid="figure2">Figure 2</xref> illustrates these cumulative incidence estimates over time, demonstrating a parallel increase in anxiety diagnoses in both cohorts with a persistently higher absolute risk among individuals with dermatologic conditions.</p><table-wrap id="t2" position="float"><label>Table 2.</label><caption><p>Risk of incident anxiety among young adults with vs without dermatologic conditions<sup><xref ref-type="table-fn" rid="table2fn1">a</xref></sup>.</p></caption><table id="table2" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Follow-up period and cohort</td><td align="left" valign="bottom">Incident anxiety, n (%)</td><td align="left" valign="bottom">Risk difference (%; 95% CI)</td><td align="left" valign="bottom">Risk ratio (95% CI)</td><td align="left" valign="bottom">Odds ratio (95% CI)</td></tr></thead><tbody><tr><td align="char" char="." valign="top" colspan="5">1 year</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>With a dermatologic condition (n=149,464)</td><td align="left" valign="top">5838 (3.9)</td><td align="left" valign="top">0.50 (0.30&#x2010;0.70)</td><td align="left" valign="top">1.147 (1.099&#x2010;1.196)</td><td align="left" valign="top">1.153 (1.103&#x2010;1.204)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Without a dermatologic condition (n=95,020)</td><td align="left" valign="top">3237 (3.4)</td><td align="left" valign="top">Reference</td><td align="left" valign="top">Reference</td><td align="left" valign="top">Reference</td></tr><tr><td align="char" char="." valign="top" colspan="5">3 years</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>With a dermatologic condition (n=149,464)</td><td align="left" valign="top">17,559 (11.8)</td><td align="left" valign="top">1.32 (1.07&#x2010;1.58)</td><td align="left" valign="top">1.127 (1.101&#x2010;1.153)</td><td align="left" valign="top">1.144 (1.114&#x2010;1.174)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Without a dermatologic condition (n=95,020)</td><td align="left" valign="top">9906 (10.4)</td><td align="left" valign="top">Reference</td><td align="left" valign="top">Reference</td><td align="left" valign="top">Reference</td></tr><tr><td align="char" char="." valign="top" colspan="5">5 years</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>With a dermatologic condition (n=149,464)</td><td align="left" valign="top">25,184 (16.8)</td><td align="left" valign="top">1.40 (1.10&#x2010;1.70)</td><td align="left" valign="top">1.088 (1.068&#x2010;1.109)</td><td align="left" valign="top">1.106 (1.082&#x2010;1.131)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Without a dermatologic condition (n=95,020)</td><td align="left" valign="top">14,712 (15.5)</td><td align="left" valign="top">Reference</td><td align="left" valign="top">Reference</td><td align="left" valign="top">Reference</td></tr></tbody></table><table-wrap-foot><fn id="table2fn1"><p><sup>a</sup>Patients with a prior diagnosis of anxiety before the index date were excluded. Analyses were conducted after propensity score matching.</p></fn></table-wrap-foot></table-wrap><fig position="float" id="figure2"><label>Figure 2.</label><caption><p>Cumulative incidence of anxiety among young adults with and without dermatologic conditions. Cumulative incidence of new-onset anxiety at 1, 3, and 5 years after the index date among propensity score&#x2013;matched young adults aged 18 to 22 years with dermatologic conditions diagnosed between 2019 and 2020 and matched peers without dermatologic conditions. Percentages represent the proportion of individuals with a new anxiety diagnosis within each follow-up interval, excluding those with anxiety prior to the index date.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="derma_v9i1e90820_fig02.png"/></fig></sec><sec id="s3-3"><title>Time-to-Event Analysis</title><p>Time-to-event analyses using Kaplan-Meier methods further supported these findings. Individuals with dermatologic conditions exhibited a modestly increased hazard of incident anxiety across follow-up periods.</p><p>The hazard ratio for incident anxiety was 1.135 (95% CI 1.088&#x2010;1.185) at 1 year, 1.121 (95% CI 1.094&#x2010;1.149) at 3 years, and 1.096 (95% CI 1.074-1.119) at 5 years, consistent with the cumulative incidence findings in <xref ref-type="table" rid="table2">Table 2</xref>; log-rank tests were significant across all analyses (all <italic>P</italic>&#x003C;.001).</p><p>Despite statistical significance, Kaplan-Meier curves showed substantial overlap between cohorts, reflecting the modest magnitude of the association and reinforcing the importance of interpreting relative measures alongside absolute risk differences.</p></sec></sec><sec id="s4" sec-type="discussion"><title>Discussion</title><p>In this large, propensity score&#x2013;matched cohort study of young adults, we found that individuals with common dermatologic conditions experienced a consistently higher incidence of anxiety compared with matched peers without dermatologic conditions. Although the magnitude of the association was modest, the excess risk was observed across several follow-up intervals and persisted over time. These findings suggest that dermatologic conditions in early adulthood are associated with a small but sustained increase in the likelihood of subsequent anxiety diagnoses. The consistency of findings across cumulative incidence, relative risk, and time-to-event analyses supports the robustness of the observed association.</p><p>The absolute differences in anxiety incidence were relatively small, ranging from approximately one-half of a percentage point at 1 year to just over 1 percentage point at 5 years. However, given the high prevalence of dermatologic conditions among young adults, even modest increases in risk may have meaningful implications at the population level. Importantly, the consistency of the association across 1-, 3-, and 5-year follow-up intervals strengthens confidence that the observed relationship is not driven by short-term diagnostic clustering or surveillance bias alone.</p><p>The relative effect size attenuated with longer follow-up, while the absolute difference in cumulative incidence increased over time. This pattern is expected in large observational cohorts and reflects the increasing background incidence of anxiety in young adulthood. From a clinical perspective, the absolute risk difference may be more informative than relative measures, as it better contextualizes the magnitude of excess risk attributable to dermatologic conditions. Our findings underscore the importance of interpreting statistically significant associations in the context of absolute effect sizes.</p><p>Several mechanisms may plausibly explain the observed association. Dermatologic conditions, such as acne, psoriasis, and dermatitis, often emerge or worsen during adolescence and early adulthood, a period characterized by heightened psychosocial vulnerability. Visible skin disease may contribute to anxiety through effects on self-image, social interactions, and perceived stigma. In addition, chronic or recurrent symptoms, such as pruritus, pain, or flares, may increase psychological distress over time. While our study was not designed to identify causal pathways, the persistence of the association across multiple years is consistent with a cumulative psychosocial burden rather than a transient response to diagnosis alone.</p><p>Our findings are consistent with prior literature reporting associations between dermatologic disease and mental health outcomes, while extending this work in several important ways. First, we focused specifically on young adults, a population in which both dermatologic conditions and anxiety commonly emerge but remain underrepresented in large-scale longitudinal studies. Second, by using propensity score matching and excluding individuals with prior anxiety diagnoses, we sought to minimize confounding and focus on incident outcomes. Third, the use of multiple follow-up intervals allowed us to characterize the temporal evolution of risk rather than relying on a single time point estimate.</p><p>This study has several limitations. As an observational analysis based on EHR data, it is subject to residual confounding despite propensity score matching. The study period included the onset of the COVID-19 pandemic, which may have influenced background rates of anxiety diagnoses as well as patterns of health care use. Although both cohorts were drawn from the same calendar period and matched on baseline characteristics and ambulatory visit history, residual confounding related to pandemic-era behavioral and health system changes remains possible. However, because both cohorts were derived from the same period, such effects are likely to be nondifferential and unlikely to materially affect the internal validity of the comparison. Anxiety diagnoses may be underascertained or misclassified, and diagnostic practices may vary across health care organizations. Additionally, patients with dermatologic conditions may have more frequent health care encounters, potentially increasing opportunities for anxiety diagnosis. Although matching on ambulatory visit history partially addresses this concern, differential health care use cannot be fully excluded. Finally, the TriNetX platform does not allow for detailed assessment of disease severity, symptom burden, or patient-reported outcomes, which may further modify the relationship between dermatologic conditions and anxiety.</p><p>Despite these limitations, the strengths of this study include its large, geographically diverse population, rigorous matching strategy, and consistent findings across multiple analytic approaches. The concordance between cumulative incidence estimates and time-to-event analyses supports the robustness of the observed association.</p><p>In conclusion, young adults with common dermatologic conditions experience a small but persistent increase in the incidence of anxiety compared with matched peers without dermatologic conditions. These findings highlight the importance of holistic care approaches that consider both physical and psychological well-being in patients with dermatologic disease. Future studies incorporating patient-reported outcomes and disease severity measures may help clarify which subgroups are at greatest risk and inform targeted screening or intervention strategies.</p></sec></body><back><ack><p>The authors acknowledge the TriNetX Research Network for providing access to deidentified electronic health record data used in this study.</p></ack><notes><sec><title>Funding</title><p>This study did not receive any external funding.</p></sec><sec><title>Data Availability</title><p>The data used in this study were obtained from the TriNetX Research Network. These data are available only under license for this study and are not publicly available. Qualified researchers may access data through the TriNetX platform, subject to institutional agreements, data use approvals, and compliance with applicable privacy and security requirements. Aggregate results supporting the findings of this study are included within the paper.</p></sec></notes><fn-group><fn fn-type="con"><p>Conceptualization: IZ</p><p>Data curation: IZ</p><p>Formal analysis: IZ</p><p>Methodology: AZ</p><p>Project administration: AZ</p><p>Supervision: AZ</p><p>Validation: AZ</p><p>Writing&#x2014;original draft: IZ</p><p>Writing&#x2014;review and editing: AZ</p><p>Both authors approved the final version of the manuscript for submission and agree to be accountable for all aspects of the work.</p></fn><fn fn-type="conflict"><p>None declared.</p></fn></fn-group><glossary><title>Abbreviations</title><def-list><def-item><term id="abb1">EHR</term><def><p>electronic health record</p></def></def-item><def-item><term id="abb2">HIPAA</term><def><p>Health Insurance Portability and Accountability Act</p></def></def-item><def-item><term id="abb3"><italic>ICD-10</italic></term><def><p><italic>International Classification of Diseases, Tenth Revision</italic></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>Ho</surname><given-names>T</given-names> </name><name name-style="western"><surname>Taylor</surname><given-names>MT</given-names> </name><name name-style="western"><surname>Marathe</surname><given-names>KS</given-names> </name><name name-style="western"><surname>Lucky</surname><given-names>AW</given-names> </name><name name-style="western"><surname>Barbieri</surname><given-names>JS</given-names> </name></person-group><article-title>Most common pediatric skin conditions managed in outpatient dermatology clinics in the United States stratified by race and ethnicity</article-title><source>Pediatr Dermatol</source><year>2021</year><month>11</month><volume>38 Suppl 2</volume><fpage>129</fpage><lpage>131</lpage><pub-id pub-id-type="doi">10.1111/pde.14693</pub-id><pub-id pub-id-type="medline">34339074</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>Chang</surname><given-names>J</given-names> </name><name name-style="western"><surname>Nock</surname><given-names>MR</given-names> </name><name name-style="western"><surname>Cohen</surname><given-names>JM</given-names> </name><name name-style="western"><surname>Bunick</surname><given-names>CG</given-names> </name></person-group><article-title>Acne accounts for an almost 2.5-fold higher proportion of dermatology visits among adult females compared to adult males in the United States: a study of the national ambulatory medical care survey from 2002-2016</article-title><source>PLoS One</source><year>2023</year><volume>18</volume><issue>9</issue><fpage>e0290763</fpage><pub-id pub-id-type="doi">10.1371/journal.pone.0290763</pub-id><pub-id pub-id-type="medline">37733776</pub-id></nlm-citation></ref><ref id="ref3"><label>3</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Potterton</surname><given-names>R</given-names> </name><name name-style="western"><surname>Austin</surname><given-names>A</given-names> </name><name name-style="western"><surname>Robinson</surname><given-names>L</given-names> </name><name name-style="western"><surname>Webb</surname><given-names>H</given-names> </name><name name-style="western"><surname>Allen</surname><given-names>KL</given-names> </name><name name-style="western"><surname>Schmidt</surname><given-names>U</given-names> </name></person-group><article-title>Identity development and social-emotional disorders during adolescence and emerging adulthood: a systematic review and meta-analysis</article-title><source>J Youth Adolesc</source><year>2022</year><month>01</month><volume>51</volume><issue>1</issue><fpage>16</fpage><lpage>29</lpage><pub-id pub-id-type="doi">10.1007/s10964-021-01536-7</pub-id><pub-id pub-id-type="medline">34783954</pub-id></nlm-citation></ref><ref id="ref4"><label>4</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Branje</surname><given-names>S</given-names> </name><name name-style="western"><surname>de Moor</surname><given-names>EL</given-names> </name><name name-style="western"><surname>Spitzer</surname><given-names>J</given-names> </name><name name-style="western"><surname>Becht</surname><given-names>AI</given-names> </name></person-group><article-title>Dynamics of identity development in adolescence: a decade in review</article-title><source>J Res Adolesc</source><year>2021</year><month>12</month><volume>31</volume><issue>4</issue><fpage>908</fpage><lpage>927</lpage><pub-id pub-id-type="doi">10.1111/jora.12678</pub-id></nlm-citation></ref><ref id="ref5"><label>5</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>De Vere Hunt</surname><given-names>IJ</given-names> </name><name name-style="western"><surname>Howard</surname><given-names>E</given-names> </name><name name-style="western"><surname>McPherson</surname><given-names>T</given-names> </name></person-group><article-title>The impact of chronic skin disease in adolescence and the need for specialist adolescent services</article-title><source>Clin Exp Dermatol</source><year>2020</year><month>01</month><volume>45</volume><issue>1</issue><fpage>5</fpage><lpage>9</lpage><pub-id pub-id-type="doi">10.1111/ced.14021</pub-id><pub-id pub-id-type="medline">31236992</pub-id></nlm-citation></ref><ref id="ref6"><label>6</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Fournier</surname><given-names>H</given-names> </name><name name-style="western"><surname>Calcagni</surname><given-names>N</given-names> </name><name name-style="western"><surname>Morice-Picard</surname><given-names>F</given-names> </name><name name-style="western"><surname>Quintard</surname><given-names>B</given-names> </name></person-group><article-title>Psychosocial implications of rare genetic skin diseases affecting appearance on daily life experiences, emotional state, self-perception and quality of life in adults: a systematic review</article-title><source>Orphanet J Rare Dis</source><year>2023</year><month>02</month><day>23</day><volume>18</volume><issue>1</issue><fpage>39</fpage><pub-id pub-id-type="doi">10.1186/s13023-023-02629-1</pub-id><pub-id pub-id-type="medline">36823650</pub-id></nlm-citation></ref><ref id="ref7"><label>7</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Salari</surname><given-names>N</given-names> </name><name name-style="western"><surname>Heidarian</surname><given-names>P</given-names> </name><name name-style="western"><surname>Hosseinian-Far</surname><given-names>A</given-names> </name><name name-style="western"><surname>Babajani</surname><given-names>F</given-names> </name><name name-style="western"><surname>Mohammadi</surname><given-names>M</given-names> </name></person-group><article-title>Global prevalence of anxiety, depression, and stress among patients with skin diseases: a systematic review and meta-analysis</article-title><source>J Prev (2022)</source><year>2024</year><month>08</month><volume>45</volume><issue>4</issue><fpage>611</fpage><lpage>649</lpage><pub-id pub-id-type="doi">10.1007/s10935-024-00784-0</pub-id></nlm-citation></ref><ref id="ref8"><label>8</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Balieva</surname><given-names>F</given-names> </name><name name-style="western"><surname>Abebe</surname><given-names>DS</given-names> </name><name name-style="western"><surname>Dalgard</surname><given-names>FJ</given-names> </name><name name-style="western"><surname>Lien</surname><given-names>L</given-names> </name></person-group><article-title>Risk of developing psychiatric disease among adult patients with skin disease: a 9-year national register follow-up study in Norway</article-title><source>Skin Health Dis</source><year>2023</year><month>12</month><volume>3</volume><issue>6</issue><fpage>e294</fpage><pub-id pub-id-type="doi">10.1002/ski2.294</pub-id><pub-id pub-id-type="medline">38047256</pub-id></nlm-citation></ref><ref id="ref9"><label>9</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Cort&#x00E9;s</surname><given-names>H</given-names> </name><name name-style="western"><surname>Rojas-M&#x00E1;rquez</surname><given-names>M</given-names> </name><name name-style="western"><surname>Del Prado-Audelo</surname><given-names>ML</given-names> </name><name name-style="western"><surname>Reyes-Hern&#x00E1;ndez</surname><given-names>OD</given-names> </name><name name-style="western"><surname>Gonz&#x00E1;lez-Del Carmen</surname><given-names>M</given-names> </name><name name-style="western"><surname>Leyva-G&#x00F3;mez</surname><given-names>G</given-names> </name></person-group><article-title>Alterations in mental health and quality of life in patients with skin disorders: a narrative review</article-title><source>Int J Dermatol</source><year>2022</year><month>07</month><volume>61</volume><issue>7</issue><fpage>783</fpage><lpage>791</lpage><pub-id pub-id-type="doi">10.1111/ijd.15852</pub-id><pub-id pub-id-type="medline">34403497</pub-id></nlm-citation></ref><ref id="ref10"><label>10</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Hughes</surname><given-names>O</given-names> </name><name name-style="western"><surname>Bewley</surname><given-names>A</given-names> </name></person-group><article-title>Is it really ever &#x201C;just acne&#x201D;? Considering the psychodermatology of acne</article-title><source>Br J Dermatol</source><year>2023</year><month>10</month><day>30</day><volume>189</volume><issue>Suppl 1</issue><fpage>i11</fpage><lpage>i16</lpage><pub-id pub-id-type="doi">10.1093/bjd/ljad251</pub-id><pub-id pub-id-type="medline">37903071</pub-id></nlm-citation></ref><ref id="ref11"><label>11</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Sood</surname><given-names>S</given-names> </name><name name-style="western"><surname>Jafferany</surname><given-names>M</given-names> </name><name name-style="western"><surname>Vinaya Kumar</surname><given-names>S</given-names> </name></person-group><article-title>Depression, psychiatric comorbidities, and psychosocial implications associated with acne vulgaris</article-title><source>J Cosmet Dermatol</source><year>2020</year><month>12</month><volume>19</volume><issue>12</issue><fpage>3177</fpage><lpage>3182</lpage><pub-id pub-id-type="doi">10.1111/jocd.13753</pub-id><pub-id pub-id-type="medline">33006820</pub-id></nlm-citation></ref><ref id="ref12"><label>12</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Baker</surname><given-names>N</given-names> </name><name name-style="western"><surname>Billick</surname><given-names>SB</given-names> </name></person-group><article-title>Psychiatric consequences of skin conditions: multiple case study analysis with literature review</article-title><source>Psychiatr Q</source><year>2022</year><month>09</month><volume>93</volume><issue>3</issue><fpage>841</fpage><lpage>847</lpage><pub-id pub-id-type="doi">10.1007/s11126-022-09991-6</pub-id><pub-id pub-id-type="medline">35771406</pub-id></nlm-citation></ref><ref id="ref13"><label>13</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Wu</surname><given-names>JJ</given-names> </name><name name-style="western"><surname>Feldman</surname><given-names>SR</given-names> </name><name name-style="western"><surname>Koo</surname><given-names>J</given-names> </name><name name-style="western"><surname>Marangell</surname><given-names>LB</given-names> </name></person-group><article-title>Epidemiology of mental health comorbidity in psoriasis</article-title><source>J Dermatolog Treat</source><year>2018</year><month>08</month><volume>29</volume><issue>5</issue><fpage>487</fpage><lpage>495</lpage><pub-id pub-id-type="doi">10.1080/09546634.2017.1395800</pub-id><pub-id pub-id-type="medline">29057684</pub-id></nlm-citation></ref><ref id="ref14"><label>14</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Storer</surname><given-names>B</given-names> </name><name name-style="western"><surname>Kershaw</surname><given-names>KA</given-names> </name><name name-style="western"><surname>Braund</surname><given-names>TA</given-names> </name><etal/></person-group><article-title>The prevalence of anxiety disorders in dermatology outpatients: a systematic review and meta-analysis</article-title><source>J Eur Acad Dermatol Venereol</source><year>2023</year><month>04</month><day>28</day><pub-id pub-id-type="doi">10.1111/jdv.19151</pub-id><pub-id pub-id-type="medline">37118899</pub-id></nlm-citation></ref><ref id="ref15"><label>15</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Dalgard</surname><given-names>FJ</given-names> </name><name name-style="western"><surname>Gieler</surname><given-names>U</given-names> </name><name name-style="western"><surname>Tomas-Aragones</surname><given-names>L</given-names> </name><etal/></person-group><article-title>The psychological burden of skin diseases: a cross-sectional multicenter study among dermatological out-patients in 13 European countries</article-title><source>J Invest Dermatol</source><year>2015</year><month>04</month><volume>135</volume><issue>4</issue><fpage>984</fpage><lpage>991</lpage><pub-id pub-id-type="doi">10.1038/jid.2014.530</pub-id><pub-id pub-id-type="medline">25521458</pub-id></nlm-citation></ref><ref id="ref16"><label>16</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Dalgard</surname><given-names>FJ</given-names> </name><name name-style="western"><surname>Svensson</surname><given-names>&#x00C5;</given-names> </name><name name-style="western"><surname>Halvorsen</surname><given-names>JA</given-names> </name><etal/></person-group><article-title>Itch and mental health in dermatological patients across Europe: a cross-sectional study in 13 countries</article-title><source>J Invest Dermatol</source><year>2020</year><month>03</month><volume>140</volume><issue>3</issue><fpage>568</fpage><lpage>573</lpage><pub-id pub-id-type="doi">10.1016/j.jid.2019.05.034</pub-id><pub-id pub-id-type="medline">31491369</pub-id></nlm-citation></ref><ref id="ref17"><label>17</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Schuster</surname><given-names>B</given-names> </name><name name-style="western"><surname>Peifer</surname><given-names>C</given-names> </name><name name-style="western"><surname>Ziehfreund</surname><given-names>S</given-names> </name><etal/></person-group><article-title>Happiness and depression in psoriasis: a cross-sectional study in Germany</article-title><source>Qual Life Res</source><year>2022</year><month>06</month><volume>31</volume><issue>6</issue><fpage>1761</fpage><lpage>1773</lpage><pub-id pub-id-type="doi">10.1007/s11136-021-02991-2</pub-id><pub-id pub-id-type="medline">34532835</pub-id></nlm-citation></ref><ref id="ref18"><label>18</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>P&#x00E4;rna</surname><given-names>E</given-names> </name><name name-style="western"><surname>Aluoja</surname><given-names>A</given-names> </name><name name-style="western"><surname>Kingo</surname><given-names>K</given-names> </name></person-group><article-title>Quality of life and emotional state in chronic skin disease</article-title><source>Acta Derm Venereol</source><year>2015</year><month>03</month><volume>95</volume><issue>3</issue><fpage>312</fpage><lpage>316</lpage><pub-id pub-id-type="doi">10.2340/00015555-1920</pub-id><pub-id pub-id-type="medline">24978135</pub-id></nlm-citation></ref><ref id="ref19"><label>19</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Picardi</surname><given-names>A</given-names> </name><name name-style="western"><surname>Abeni</surname><given-names>D</given-names> </name><name name-style="western"><surname>Pasquini</surname><given-names>P</given-names> </name></person-group><article-title>Assessing psychological distress in patients with skin diseases: reliability, validity and factor structure of the GHQ-12</article-title><source>J Eur Acad Dermatol Venereol</source><year>2001</year><month>09</month><volume>15</volume><issue>5</issue><fpage>410</fpage><lpage>417</lpage><pub-id pub-id-type="doi">10.1046/j.1468-3083.2001.00336.x</pub-id><pub-id pub-id-type="medline">11763380</pub-id></nlm-citation></ref><ref id="ref20"><label>20</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Wang</surname><given-names>X</given-names> </name><name name-style="western"><surname>Cheng</surname><given-names>Z</given-names> </name></person-group><article-title>Cross-sectional studies: strengths, weaknesses, and recommendations</article-title><source>Chest</source><year>2020</year><month>07</month><volume>158</volume><issue>1S</issue><fpage>S65</fpage><lpage>S71</lpage><pub-id pub-id-type="doi">10.1016/j.chest.2020.03.012</pub-id></nlm-citation></ref><ref id="ref21"><label>21</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Gruji&#x010D;i&#x0107;</surname><given-names>S</given-names> </name><name name-style="western"><surname>Nikoli&#x0107;</surname><given-names>A</given-names> </name></person-group><article-title>Cross-section studies: advantages and disadvantages</article-title><source>Zdravstvena Za&#x0161;tita</source><year>2021</year><volume>50</volume><issue>4</issue><fpage>43</fpage><lpage>54</lpage><pub-id pub-id-type="doi">10.5937/zdravzast50-35574</pub-id></nlm-citation></ref><ref id="ref22"><label>22</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Zhou</surname><given-names>H</given-names> </name><name name-style="western"><surname>Roberts</surname><given-names>P</given-names> </name><name name-style="western"><surname>Dhaliwal</surname><given-names>S</given-names> </name><name name-style="western"><surname>Della</surname><given-names>P</given-names> </name></person-group><article-title>Transitioning adolescent and young adults with chronic disease and/or disabilities from paediatric to adult care services - an integrative review</article-title><source>J Clin Nurs</source><year>2016</year><month>11</month><volume>25</volume><issue>21-22</issue><fpage>3113</fpage><lpage>3130</lpage><pub-id pub-id-type="doi">10.1111/jocn.13326</pub-id><pub-id pub-id-type="medline">27145890</pub-id></nlm-citation></ref><ref id="ref23"><label>23</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Hendrickx</surname><given-names>G</given-names> </name><name name-style="western"><surname>De Roeck</surname><given-names>V</given-names> </name><name name-style="western"><surname>Maras</surname><given-names>A</given-names> </name><etal/></person-group><article-title>Challenges during the transition from child and adolescent mental health services to adult mental health services</article-title><source>BJPsych Bull</source><year>2020</year><month>08</month><volume>44</volume><issue>4</issue><fpage>163</fpage><lpage>168</lpage><pub-id pub-id-type="doi">10.1192/bjb.2019.85</pub-id><pub-id pub-id-type="medline">31931898</pub-id></nlm-citation></ref><ref id="ref24"><label>24</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Marchini</surname><given-names>S</given-names> </name><name name-style="western"><surname>Laroche</surname><given-names>MA</given-names> </name><name name-style="western"><surname>Nemorin</surname><given-names>H</given-names> </name><etal/></person-group><article-title>From adolescence to adulthood: understanding care trajectories in an early detection and intervention centre in France</article-title><source>Early Interv Psychiatry</source><year>2025</year><month>01</month><volume>19</volume><issue>1</issue><fpage>e13605</fpage><pub-id pub-id-type="doi">10.1111/eip.13605</pub-id><pub-id pub-id-type="medline">39223792</pub-id></nlm-citation></ref><ref id="ref25"><label>25</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>De Vere Hunt</surname><given-names>I</given-names> </name><name name-style="western"><surname>Chapman</surname><given-names>K</given-names> </name><name name-style="western"><surname>Wali</surname><given-names>G</given-names> </name><etal/></person-group><article-title>Establishing and developing a Teenage and Young Adult dermatology clinic with embedded specialist psychological support</article-title><source>Clin Exp Dermatol</source><year>2019</year><month>12</month><volume>44</volume><issue>8</issue><fpage>893</fpage><lpage>896</lpage><pub-id pub-id-type="doi">10.1111/ced.13950</pub-id><pub-id pub-id-type="medline">30784103</pub-id></nlm-citation></ref><ref id="ref26"><label>26</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Casey</surname><given-names>JA</given-names> </name><name name-style="western"><surname>Schwartz</surname><given-names>BS</given-names> </name><name name-style="western"><surname>Stewart</surname><given-names>WF</given-names> </name><name name-style="western"><surname>Adler</surname><given-names>NE</given-names> </name></person-group><article-title>Using electronic health records for population health research: a review of methods and applications</article-title><source>Annu Rev Public Health</source><year>2016</year><volume>37</volume><fpage>61</fpage><lpage>81</lpage><pub-id pub-id-type="doi">10.1146/annurev-publhealth-032315-021353</pub-id><pub-id pub-id-type="medline">26667605</pub-id></nlm-citation></ref><ref id="ref27"><label>27</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Huguet</surname><given-names>N</given-names> </name><name name-style="western"><surname>Kaufmann</surname><given-names>J</given-names> </name><name name-style="western"><surname>O&#x2019;Malley</surname><given-names>J</given-names> </name><etal/></person-group><article-title>Using electronic health records in longitudinal studies: estimating patient attrition</article-title><source>Med Care</source><year>2020</year><month>06</month><volume>58</volume><fpage>S46</fpage><lpage>S52</lpage><pub-id pub-id-type="doi">10.1097/MLR.0000000000001298</pub-id><pub-id pub-id-type="medline">32412953</pub-id></nlm-citation></ref><ref id="ref28"><label>28</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Li</surname><given-names>Q</given-names> </name><name name-style="western"><surname>Patrick</surname><given-names>MT</given-names> </name><name name-style="western"><surname>Sreeskandarajan</surname><given-names>S</given-names> </name><etal/></person-group><article-title>Large-scale epidemiological analysis of common skin diseases to identify shared and unique comorbidities and demographic factors</article-title><source>Front Immunol</source><year>2024</year><volume>14</volume><fpage>1309549</fpage><pub-id pub-id-type="doi">10.3389/fimmu.2023.1309549</pub-id></nlm-citation></ref><ref id="ref29"><label>29</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Manemann</surname><given-names>SM</given-names> </name><name name-style="western"><surname>St Sauver</surname><given-names>JL</given-names> </name><name name-style="western"><surname>Liu</surname><given-names>H</given-names> </name><etal/></person-group><article-title>Longitudinal cohorts for harnessing the electronic health record for disease prediction in a US population</article-title><source>BMJ Open</source><year>2021</year><month>06</month><day>8</day><volume>11</volume><issue>6</issue><fpage>e044353</fpage><pub-id pub-id-type="doi">10.1136/bmjopen-2020-044353</pub-id><pub-id pub-id-type="medline">34103314</pub-id></nlm-citation></ref><ref id="ref30"><label>30</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Madhavan</surname><given-names>S</given-names> </name><name name-style="western"><surname>Bastarache</surname><given-names>L</given-names> </name><name name-style="western"><surname>Brown</surname><given-names>JS</given-names> </name><etal/></person-group><article-title>Use of electronic health records to support a public health response to the COVID-19 pandemic in the United States: a perspective from 15 academic medical centers</article-title><source>J Am Med Inform Assoc</source><year>2021</year><month>02</month><day>15</day><volume>28</volume><issue>2</issue><fpage>393</fpage><lpage>401</lpage><pub-id pub-id-type="doi">10.1093/jamia/ocaa287</pub-id><pub-id pub-id-type="medline">33260207</pub-id></nlm-citation></ref><ref id="ref31"><label>31</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Simon</surname><given-names>GJ</given-names> </name><name name-style="western"><surname>Peterson</surname><given-names>KA</given-names> </name><name name-style="western"><surname>Castro</surname><given-names>MR</given-names> </name><name name-style="western"><surname>Steinbach</surname><given-names>MS</given-names> </name><name name-style="western"><surname>Kumar</surname><given-names>V</given-names> </name><name name-style="western"><surname>Caraballo</surname><given-names>PJ</given-names> </name></person-group><article-title>Predicting diabetes clinical outcomes using longitudinal risk factor trajectories</article-title><source>BMC Med Inform Decis Mak</source><year>2020</year><month>01</month><day>8</day><volume>20</volume><issue>1</issue><fpage>6</fpage><pub-id pub-id-type="doi">10.1186/s12911-019-1009-3</pub-id><pub-id pub-id-type="medline">31914992</pub-id></nlm-citation></ref><ref id="ref32"><label>32</label><nlm-citation citation-type="web"><source>TriNetX</source><access-date>2026-05-27</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://trinetx.com">https://trinetx.com</ext-link></comment></nlm-citation></ref><ref id="ref33"><label>33</label><nlm-citation citation-type="web"><article-title>eCFR: 45 CFR 46.104 -- exempt research</article-title><source>Office for Human Research Protections, Department of Health and Human Services</source><access-date>2026-06-01</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.ecfr.gov/current/title-45/subtitle-A/subchapter-A/part-46/subpart-A/section-46.104">https://www.ecfr.gov/current/title-45/subtitle-A/subchapter-A/part-46/subpart-A/section-46.104</ext-link></comment></nlm-citation></ref><ref id="ref34"><label>34</label><nlm-citation citation-type="web"><article-title>eCFR: 45 CFR 164.514 other requirements relating to uses and disclosures of protected health information</article-title><source>Office for Human Research Protections, Department of Health and Human Services</source><access-date>2026-06-01</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.ecfr.gov/current/title-45/subtitle-A/subchapter-C/part-164/subpart-E/section-164.514">https://www.ecfr.gov/current/title-45/subtitle-A/subchapter-C/part-164/subpart-E/section-164.514</ext-link></comment></nlm-citation></ref></ref-list></back></article>