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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JMIR</journal-id>
      <journal-id journal-id-type="nlm-ta">J Med Internet Res</journal-id>
      <journal-title>Journal of Medical Internet Research</journal-title>
      <issn pub-type="epub">1438-8871</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">v22i9e18976</article-id>
      <article-id pub-id-type="pmid">32960182</article-id>
      <article-id pub-id-type="doi">10.2196/18976</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Review</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Review</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Patient Portal Functionalities and Patient Outcomes Among Patients With Diabetes: Systematic Review</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Eysenbach</surname>
            <given-names>Gunther</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Sun</surname>
            <given-names>Ran</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Kruse</surname>
            <given-names>Clemens</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Shimada</surname>
            <given-names>Stephanie</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Alturkistani</surname>
            <given-names>Abrar</given-names>
          </name>
          <degrees>MPH</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Global Digital Health Unit</institution>
            <institution>Department of Primary Care and Public Health</institution>
            <institution>Imperial College London</institution>
            <addr-line>St Dunstan's Rd, Hammersmith</addr-line>
            <addr-line>London, W6 8RP</addr-line>
            <country>United Kingdom</country>
            <phone>44 (0)20 7589 5111</phone>
            <email>Abrar.alturkistani16@imperial.ac.uk</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-7935-8870</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Qavi</surname>
            <given-names>Ambar</given-names>
          </name>
          <degrees>MPH</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-2496-1979</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Anyanwu</surname>
            <given-names>Philip Emeka</given-names>
          </name>
          <degrees>MPH, PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-2104-7062</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author">
          <name name-style="western">
            <surname>Greenfield</surname>
            <given-names>Geva</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-9779-2486</ext-link>
        </contrib>
        <contrib id="contrib5" contrib-type="author">
          <name name-style="western">
            <surname>Greaves</surname>
            <given-names>Felix</given-names>
          </name>
          <degrees>BM, BCh, MPH, MBA, PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-9393-3122</ext-link>
        </contrib>
        <contrib id="contrib6" contrib-type="author">
          <name name-style="western">
            <surname>Costelloe</surname>
            <given-names>Ceire</given-names>
          </name>
          <degrees>MSc, PhD, CStat</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-3475-7525</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Global Digital Health Unit</institution>
        <institution>Department of Primary Care and Public Health</institution>
        <institution>Imperial College London</institution>
        <addr-line>London</addr-line>
        <country>United Kingdom</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Department of Primary Care and Public Health</institution>
        <institution>Imperial College London</institution>
        <addr-line>London</addr-line>
        <country>United Kingdom</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>Public Health Policy Evaluation Unit</institution>
        <institution>Department of Primary Care and Public Health</institution>
        <institution>Imperial College London</institution>
        <addr-line>London</addr-line>
        <country>United Kingdom</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Abrar Alturkistani <email>Abrar.alturkistani16@imperial.ac.uk</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <month>9</month>
        <year>2020</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>22</day>
        <month>9</month>
        <year>2020</year>
      </pub-date>
      <volume>22</volume>
      <issue>9</issue>
      <elocation-id>e18976</elocation-id>
      <history>
        <date date-type="received">
          <day>30</day>
          <month>3</month>
          <year>2020</year>
        </date>
        <date date-type="rev-request">
          <day>12</day>
          <month>6</month>
          <year>2020</year>
        </date>
        <date date-type="rev-recd">
          <day>16</day>
          <month>7</month>
          <year>2020</year>
        </date>
        <date date-type="accepted">
          <day>11</day>
          <month>8</month>
          <year>2020</year>
        </date>
      </history>
      <copyright-statement>©Abrar Alturkistani, Ambar Qavi, Philip Emeka Anyanwu, Geva Greenfield, Felix Greaves, Ceire Costelloe. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 22.09.2020.</copyright-statement>
      <copyright-year>2020</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 (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on http://www.jmir.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="http://www.jmir.org/2020/9/e18976/" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Patient portal use could help improve the care and health outcomes of patients with diabetes owing to functionalities, such as appointment booking, electronic messaging (e-messaging), and repeat prescription ordering, which enable patient-centered care and improve patient self-management of the disease.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>This review aimed to summarize the evidence regarding patient portal use (portals that are connected to electronic health care records) or patient portal functionality use (eg, appointment booking and e-messaging) and their reported associations with health and health care quality outcomes among adult patients with diabetes.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>We searched the MEDLINE, Embase, and Scopus databases and reported the review methodology using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Three independent reviewers screened titles and abstracts, and two reviewers assessed the full texts of relevant studies and performed data extraction and quality assessments of the included studies. We used the Cochrane Collaboration Risk of Bias Tool and the National Heart, Lung and Blood Institute (NHLBI) Study Quality Assessment Tool to assess the risk of bias of the included studies. Data were summarized through narrative synthesis.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>Twelve studies were included in this review. Five studies reported overall patient portal use and its association with diabetes health and health care quality outcomes. Six studies reported e-messaging or email use–associated outcomes, and two studies reported prescription refill–associated outcomes. The reported health outcomes included the associations of patient portal use with blood pressure, low-density lipoprotein cholesterol, and BMI. Few studies reported health care utilization outcomes such as office visits, emergency department visits, and hospitalizations. A limited number of studies reported overall quality of care for patients with diabetes who used patient portals.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>The included studies mostly reported improved glycemic control outcomes for patients with diabetes who used patient portals. However, limitations of studying the effects of patient portals exist, which do not guarantee whether the outcomes reported are completely the result of patient portal use or if confounding factors exist. Randomized controlled trials and mixed-methods studies could help understand the mechanisms involved in health outcome improvements and patient portal use among patients with diabetes.</p>
        </sec>
        <sec sec-type="trial registration">
          <title>Trial Registration</title>
          <p>International Prospective Register of Systematic Reviews (PROSPERO) CRD42019141131; https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42019141131.</p>
        </sec>
        <sec sec-type="registered-report">
          <title>International Registered Report Identifier (IRRID)</title>
          <p>RR2-10.2196/14975</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>personal health record</kwd>
        <kwd>patient portal</kwd>
        <kwd>electronic health records</kwd>
        <kwd>online access</kwd>
        <kwd>patient records</kwd>
        <kwd>systematic review</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <sec>
        <title>Background</title>
        <p>Patient portals are online tools connected to health care systems’ electronic health records (EHRs). The portals may improve patient health outcomes by improving communication with health care providers, enabling self-management of the disease, increasing patients’ involvement in care, empowering patients, and improving their knowledge about the disease [<xref ref-type="bibr" rid="ref1">1</xref>-<xref ref-type="bibr" rid="ref6">6</xref>]. By offering access to information, such as visit summaries and health records, portals can help patients review information and remember doctors’ instructions [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref8">8</xref>]. Asynchronous communication with health care providers through electronic messages (e-messages) or emails (a potential functionality of patient portals) can increase patients’ interaction with the health care system and enable continuity of care [<xref ref-type="bibr" rid="ref3">3</xref>,<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref10">10</xref>]. Services, such as repeat prescription refills through the portal, could also improve efficiency and accelerate medication dispensing [<xref ref-type="bibr" rid="ref3">3</xref>].</p>
      </sec>
      <sec>
        <title>Rationale</title>
        <p>The World Health Organization recommends a patient-centered approach when it comes to diabetes care and the use of technologies to engage patients [<xref ref-type="bibr" rid="ref11">11</xref>]. The chronic care model, an evidence-based approach to manage chronic diseases, recommends “self-management support” to provide the best care for patients with chronic diseases [<xref ref-type="bibr" rid="ref12">12</xref>]. Synthesizing and weighting the evidence about patient portals’ effectiveness in improving diabetes health outcomes and quality of care could help inform health care professionals and policymakers about the potential benefits of patient portals.</p>
        <p>There are several systematic reviews about patient portals used by patients with diabetes. However, published reviews are either outdated owing to new studies about patient portals being published in the last 2 to 3 years [<xref ref-type="bibr" rid="ref13">13</xref>-<xref ref-type="bibr" rid="ref16">16</xref>] or do not report patient outcomes [<xref ref-type="bibr" rid="ref13">13</xref>]. Previous reviews that looked at diabetes health outcomes associated with portal use had a broader definition of portals and included portals that are co-delivered with other interventions, such as a diabetes management system, home visits [<xref ref-type="bibr" rid="ref14">14</xref>], and coaching programs [<xref ref-type="bibr" rid="ref16">16</xref>]. Another review only reported on the user characteristics of patients with diabetes, as well as facilitators and barriers of portal use [<xref ref-type="bibr" rid="ref13">13</xref>], but did not report on the health outcomes associated with portal use. We hence aimed to close this gap by conducting a systematic review to summarize and evaluate the study findings that reported health and health care quality outcomes associated with the use of patient portals among adult patients with diabetes.</p>
      </sec>
      <sec>
        <title>Objective</title>
        <p>We aimed to summarize the evidence regarding the use of patient portals (portals that are connected to EHRs) and its reported association with health and health care quality outcomes among adult patients with diabetes. The review research questions were as follows: (1) What kind of health outcomes do patient portals contribute to in adult patients (18 years or older) with diabetes? (2) What kind of health care quality outcomes, including health care utilization outcomes, do patient portals contribute to in adult patients (18 years or older) with diabetes?</p>
      </sec>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Guidelines and Study Registration</title>
        <p>This review was conducted following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines [<xref ref-type="bibr" rid="ref17">17</xref>] (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>). The protocol of the review was registered in the International Prospective Register of Systematic Reviews (PROSPERO) (registration number: CRD42019141131) and was published in JMIR Research Protocols (RR1-10.2196/14975) [<xref ref-type="bibr" rid="ref18">18</xref>]. </p>
      </sec>
      <sec>
        <title>Eligibility Criteria</title>
        <p>The population included adult patients with diabetes aged 18 years or older. The initial intent in the review protocol [<xref ref-type="bibr" rid="ref18">18</xref>] was to include all adult patient portal users, without focusing on patients with a specific disease. However, owing to the large number of studies reporting patient portal–related health outcomes and the diversity of the patient populations studied, we decided to focus on patients with diabetes only. The intervention only included tethered patient portals that are connected to a health care system’s EHR. We excluded studies with additional interventions besides the patient portal, such as a wearable device and a portal with a mood monitoring tool [<xref ref-type="bibr" rid="ref19">19</xref>], as we were unable to determine the outcomes associated with portal use only. Studies with comparators and no comparators were included. Outcomes of interest were health or health care quality outcomes. Qualitative and conference papers were excluded. Mixed-methods studies were only included if the quantitative results were of the outcomes of interest of the study. Finally, we excluded usability-only studies.</p>
      </sec>
      <sec>
        <title>Information Sources</title>
        <p>The MEDLINE, Embase, and Scopus databases were searched for relevant articles. The complete search strategy for each database has been provided in <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>. The search was performed up to September 2019, but there was no restriction on the start date of the search. </p>
      </sec>
      <sec>
        <title>Study Selection and Data Extraction</title>
        <p>Three reviewers independently performed title and abstract screening. Two reviewers (AA and AQ) independently assessed all full texts for eligibility, while a third reviewer (PEA) performed 25% (5 out of 20 articles) of the full-text reading. Data extraction was also performed independently by the two reviewers (AA and AQ). The extracted data included study design, population characteristics, patient portal characteristics, and study outcomes, and extraction was performed using the Cochrane primary screening and data extraction tool (Covidence) [<xref ref-type="bibr" rid="ref20">20</xref>]. Any conflicts between the two reviewers were resolved through discussions with the third reviewer (PEA). </p>
      </sec>
      <sec>
        <title>Risk of Bias</title>
        <p>Studies were assessed for risk of bias using the Cochrane Collaboration Risk of Bias Tool [<xref ref-type="bibr" rid="ref21">21</xref>] for randomized controlled trials (RCTs) and the National Heart, Lung and Blood Institute (NHLBI) Study Quality Assessment Tool for observational cohort and cross-sectional studies [<xref ref-type="bibr" rid="ref22">22</xref>]. The NHLBI tool helps identify the “internal validity of studies” by guiding the users to identify methodological limitations [<xref ref-type="bibr" rid="ref22">22</xref>]. Although studies are rated as good, fair, or poor, the tool does not assign numeric values or definite judgements of the quality of the studies. Thus, it is up to the authors’ judgement to decide the severity of the risk of bias in studies using the guidance questions. In this review, we considered “good” as having a low risk of bias, “fair” as having a moderate risk of bias, and “poor” as having a high risk of bias. The risk of bias outcomes were considered when interpreting study findings in the discussion section.</p>
      </sec>
      <sec>
        <title>Data Synthesis</title>
        <p>We were unable to carry out a meta-analysis owing to the variation in outcomes and methodologies used in the included studies. Therefore, we conducted a narrative synthesis of the results from the included studies based on the study designs and outcomes reported, paying attention to the relationship between the studies. We examined the relationship between the studies based on the patient portal functionalities. We decided to only report the outcomes of interest in relation to the patient portal functionality use because we found that there were similar patterns in the outcomes reported based on the functionalities. Although we collected information about the health care setting of each of the included studies, we did not find sufficient information to judge if the health care setting had a relevant influence on the outcomes. Thus, we did not compare study findings based on the health care setting. The narrative synthesis followed the methodologies proposed by the Cochrane Consumers and Communication Review Group data synthesis and analysis document [<xref ref-type="bibr" rid="ref23">23</xref>] and the methodologies proposed as part of the UK Economic and Social Research Council Methods Program [<xref ref-type="bibr" rid="ref24">24</xref>].</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Study Selection</title>
        <p>A total of 1120 records were initially identified from the database searches (<xref rid="figure1" ref-type="fig">Figure 1</xref>). Among these, 830 studies were excluded after title and abstract screening (conference papers and irrelevant studies were excluded at this stage). Twenty full texts were assessed for eligibility, of which eight were excluded (<xref ref-type="supplementary-material" rid="app3">Multimedia Appendix 3</xref>). Eventually, 12 studies were included in the final review, and a narrative synthesis was performed (<xref rid="figure1" ref-type="fig">Figure 1</xref>).</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) flow diagram of the search and study selection process.</p>
          </caption>
          <graphic xlink:href="jmir_v22i9e18976_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <p/>
      </sec>
      <sec>
        <title>Characteristics of the Included Studies</title>
        <p>A summary table of the characteristics of the included studies is provided in <xref ref-type="supplementary-material" rid="app4">Multimedia Appendix 4</xref>. Most of the studies were from the United States (n=11), with only one study from Canada [<xref ref-type="bibr" rid="ref25">25</xref>]. Studies were performed in mixed settings including primary, secondary, and tertiary care (outpatient setting), and about half of the studies only included patients with type 2 diabetes. The primary care setting included patient portals offered by patients’ primary care providers. The secondary care setting included patient portals provided in a hospital setting. The tertiary care setting included specialized outpatient care (eg, diabetologists). Integrated health care systems included primary care services provided in a hospital setting. None of the studies specified whether the patient portal was used in an in-patient setting. The retrospective cohort study design was the design of choice in most cases, and there was one RCT [<xref ref-type="bibr" rid="ref26">26</xref>] and one cross-sectional study [<xref ref-type="bibr" rid="ref27">27</xref>].</p>
        <p><xref ref-type="table" rid="table1">Table 1</xref> lists the different patient portal functionalities used in the included studies. The functionalities varied between studies but mostly included viewing laboratory results (n=9), scheduling appointments (n=6), refilling medications (n=7), and sending messages or emails to health care providers (n=12) [<xref ref-type="bibr" rid="ref25">25</xref>-<xref ref-type="bibr" rid="ref36">36</xref>]. Other functionalities of the portals included requesting medical advice, updating demographic information by patients [<xref ref-type="bibr" rid="ref28">28</xref>], entering flowsheet data, and offering a patient journal [<xref ref-type="bibr" rid="ref25">25</xref>]. The intervention portal in the RCT [<xref ref-type="bibr" rid="ref26">26</xref>] allowed patients to edit their medication lists, collected patient data on adverse effects of medication and response to therapy, and allowed patients to raise their health concerns through the portal. The control arm (patient portal) of the RCT included similar functionalities to the intervention portal and allowed patients to enter family medical history and review their patient records concerning nondiabetes-related health concerns such as cancer screening [<xref ref-type="bibr" rid="ref26">26</xref>].</p>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Patient portal functionalities in the included studies.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="210"/>
            <col width="100"/>
            <col width="80"/>
            <col width="150"/>
            <col width="130"/>
            <col width="120"/>
            <col width="110"/>
            <col width="70"/>
            <thead>
              <tr valign="top">
                <td rowspan="2" colspan="2">Study</td>
                <td colspan="7">Patient portal functionalities</td>
              </tr>
              <tr valign="top">
                <td>Lab results</td>
                <td>Visit notes</td>
                <td>Appointment booking</td>
                <td>Repeat medication refill</td>
                <td>Secure message/email</td>
                <td>Patient education</td>
                <td>Other</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="2">
                  <bold>Randomized controlled trials</bold>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Grant et al, 2008 [<xref ref-type="bibr" rid="ref26">26</xref>]</td>
                <td>Yes<sup>a</sup></td>
                <td>No<sup>b</sup></td>
                <td>Yes</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>No</td>
                <td>Yes</td>
              </tr>
              <tr valign="top">
                <td colspan="2">
                  <bold>Retrospective cohort studies</bold>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Chung et al, 2017 [<xref ref-type="bibr" rid="ref28">28</xref>]</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>Yes</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Devkota et al, 2016 [<xref ref-type="bibr" rid="ref29">29</xref>]</td>
                <td>Yes</td>
                <td>No</td>
                <td>No</td>
                <td>No</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>Yes</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Lau et al, 2014 [<xref ref-type="bibr" rid="ref25">25</xref>]</td>
                <td>Yes</td>
                <td>No</td>
                <td>No</td>
                <td>No</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>Yes</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Lyles et al, 2016 [<xref ref-type="bibr" rid="ref30">30</xref>]</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>No</td>
                <td>No</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>McClellan et al, 2016 [<xref ref-type="bibr" rid="ref31">31</xref>]</td>
                <td>Yes</td>
                <td>No</td>
                <td>No</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>No</td>
                <td>Yes</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Petullo et al, 2016 [<xref ref-type="bibr" rid="ref32">32</xref>]</td>
                <td>No</td>
                <td>No</td>
                <td>No</td>
                <td>No</td>
                <td>Yes</td>
                <td>No</td>
                <td>Yes</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Price-Haywood et al, 2017 [<xref ref-type="bibr" rid="ref33">33</xref>]</td>
                <td>No</td>
                <td>No</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>No</td>
                <td>Yes</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Reed et al, 2019 [<xref ref-type="bibr" rid="ref34">34</xref>]</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>No</td>
                <td>No</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Shimada et al, 2016 [<xref ref-type="bibr" rid="ref35">35</xref>]</td>
                <td>No</td>
                <td>No</td>
                <td>No</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>No</td>
                <td>Yes<break/></td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Tenforde et al, 2012 [<xref ref-type="bibr" rid="ref36">36</xref>]</td>
                <td>Yes</td>
                <td>No</td>
                <td>No</td>
                <td>No</td>
                <td>Yes</td>
                <td>Yes</td>
                <td>No</td>
              </tr>
              <tr valign="top">
                <td colspan="2">
                  <bold>Cross-sectional studies</bold>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Wade-Vuturo et al, 2013 [<xref ref-type="bibr" rid="ref27">27</xref>]</td>
                <td>Yes</td>
                <td>No</td>
                <td>Yes</td>
                <td>No</td>
                <td>Yes</td>
                <td>No</td>
                <td>Yes</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table1fn1">
              <p><sup>a</sup>Yes indicates availability of the functionality.</p>
            </fn>
            <fn id="table1fn2">
              <p><sup>b</sup>No indicates nonavailability or no mention of the functionality in the study.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Risk of Bias</title>
        <p>The RCT included in this review [<xref ref-type="bibr" rid="ref26">26</xref>] had a slightly high risk of bias (<xref ref-type="supplementary-material" rid="app5">Multimedia Appendix 5</xref>) stemming from not being able to blind study participants or outcome assessors to the exposure status of participants. The RCT also had a high risk of bias owing to not reporting some of the study outcomes despite mentioning the outcomes in the methods section [<xref ref-type="bibr" rid="ref26">26</xref>].</p>
        <p>We rated most of the observational studies as having a low or moderate risk of bias (<xref ref-type="supplementary-material" rid="app6">Multimedia Appendix 6</xref>). The studies that we rated as having a low or moderate risk of bias generally measured exposure before the outcomes [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref32">32</xref>-<xref ref-type="bibr" rid="ref36">36</xref>], measured different levels of exposure (eg, compared portal functionality use by the number of days or number of times the functionality was used instead of having only one category for usage) [<xref ref-type="bibr" rid="ref29">29</xref>-<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref36">36</xref>], and controlled for key confounding variables [<xref ref-type="bibr" rid="ref29">29</xref>-<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref34">34</xref>-<xref ref-type="bibr" rid="ref36">36</xref>]. Few studies that looked at the frequency or volume of e-messages, emails, or prescription refill use found that patients who used the functionality the most had better outcomes than patients who did not use the functionality or who used it less frequently. For example, one study reported that only patients who both read and wrote emails had much better glycemic control at follow up (odds ratio [OR] 1.43, 95% CI 1.11-1.83), which was not true for patients only reading emails or only using the patient portal [<xref ref-type="bibr" rid="ref29">29</xref>]. Similarly, another study found that the odds of glycemic control was the highest among patients using the e-messaging functionality for 3 years or more (OR 1.28, 95% CI 1.13-1.44) compared with portal-only users (using the patient portal without the e-messaging functionality) [<xref ref-type="bibr" rid="ref35">35</xref>]. One study found that patients sending four or more messages per year were more likely to meet the glycemic control threshold compared with those sending one message only (OR 1.55, 95% CI 1.43-1.69) [<xref ref-type="bibr" rid="ref28">28</xref>].</p>
      </sec>
      <sec>
        <title>Health Outcomes</title>
        <p><xref ref-type="table" rid="table2">Table 2</xref> summarizes the different outcomes reported to be associated with patient portal use, e-messaging or emailing, and medication refill through the portal. Overall, patient portal use was reported to be associated with glycemic control, reduced glycated hemoglobin A<sub>1c</sub> (HbA<sub>1c</sub>%) at follow up, reduced blood pressure, increased office visits, reduced hospitalizations, medication adherence, and medication adjustment. One study did not find a significant improvement in glycemic control as a result of using a patient portal (<italic>P</italic>=.62); however, the study offered both the control and experimental groups access to a patient portal [<xref ref-type="bibr" rid="ref26">26</xref>]. E-message or email use was reported to be associated with glycemic control, reduced HbA<sub>1c</sub>% at follow up, reduced low-density lipoprotein cholesterol, and increased office visits. Only one study examined the difference in BMI among portal users and nonusers and found no relevant difference [<xref ref-type="bibr" rid="ref36">36</xref>]. Refilling medications through the patient portal was reported to be associated with glycemic control, blood pressure control, and medication adherence [<xref ref-type="bibr" rid="ref35">35</xref>]. Only one study reported an association between refilling medications exclusively through the patient portal and improved statin adherence [<xref ref-type="bibr" rid="ref30">30</xref>]<italic>.</italic> Although not listed in <xref ref-type="table" rid="table2">Table 2</xref>, one study found no correlation regarding reviewing laboratory results; viewing medical records; accessing billing information, the telephone directory, maps/directions, and insurance information; finding a doctor; and paying medical bills through the portal [<xref ref-type="bibr" rid="ref27">27</xref>].</p>
        <table-wrap position="float" id="table2">
          <label>Table 2</label>
          <caption>
            <p>Patient portal or patient portal functionality use and the reported associations with diabetes health and health care outcomes in the included studies.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="250"/>
            <col width="240"/>
            <col width="260"/>
            <col width="250"/>
            <thead>
              <tr valign="top">
                <td>Outcome</td>
                <td>Overall patient portal use (n=5)</td>
                <td>Electronic messaging or email use (n=6)</td>
                <td>Prescription refill use (n=2)</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Glycemic control</td>
                <td>Positive association (n=1) [<xref ref-type="bibr" rid="ref25">25</xref>], no association (n=1) [<xref ref-type="bibr" rid="ref26">26</xref>]</td>
                <td>Positive association (n=3) [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref35">35</xref>], weak correlation (n=1) [<xref ref-type="bibr" rid="ref27">27</xref>], no association (n=1) [<xref ref-type="bibr" rid="ref31">31</xref>]</td>
                <td>Positive association (n=1) [<xref ref-type="bibr" rid="ref35">35</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Hemoglobin A<sub>1c</sub> (HbA<sub>1c</sub>%) at follow up</td>
                <td>Inverse association (n=3) [<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref36">36</xref>]</td>
                <td>Inverse association (n=3) [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>]</td>
                <td>—<sup>a</sup></td>
              </tr>
              <tr valign="top">
                <td>Low-density lipoprotein cholesterol</td>
                <td>No association (n=2) [<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref36">36</xref>]</td>
                <td>Inverse association (n=1) [<xref ref-type="bibr" rid="ref35">35</xref>], no association (n=1) [<xref ref-type="bibr" rid="ref31">31</xref>]</td>
                <td>Inverse association (n=1) [<xref ref-type="bibr" rid="ref35">35</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Blood pressure</td>
                <td>Inverse association (n=1) [<xref ref-type="bibr" rid="ref36">36</xref>], no association (n=1) [<xref ref-type="bibr" rid="ref25">25</xref>]</td>
                <td>No association (n=2) [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref35">35</xref>]</td>
                <td>Inverse association (n=1) [<xref ref-type="bibr" rid="ref35">35</xref>]</td>
              </tr>
              <tr valign="top">
                <td>BMI</td>
                <td>No association (n=1) [<xref ref-type="bibr" rid="ref36">36</xref>]</td>
                <td>—</td>
                <td>—</td>
              </tr>
              <tr valign="top">
                <td>Office visits</td>
                <td>Positive association (n=1) [<xref ref-type="bibr" rid="ref34">34</xref>]</td>
                <td>Positive association (n=1) [<xref ref-type="bibr" rid="ref28">28</xref>]</td>
                <td>—</td>
              </tr>
              <tr valign="top">
                <td>Emergency visits</td>
                <td>Inverse association (n=1) [<xref ref-type="bibr" rid="ref34">34</xref>]</td>
                <td>No association (n=1) [<xref ref-type="bibr" rid="ref32">32</xref>]</td>
                <td>—</td>
              </tr>
              <tr valign="top">
                <td>Hospitalization</td>
                <td>Inverse association (n=1) [<xref ref-type="bibr" rid="ref34">34</xref>]</td>
                <td>No association (n=1) [<xref ref-type="bibr" rid="ref32">32</xref>]</td>
                <td>—</td>
              </tr>
              <tr valign="top">
                <td>Medication adherence</td>
                <td>—</td>
                <td>—</td>
                <td>Positive association (n=1) [<xref ref-type="bibr" rid="ref30">30</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Medication adjustment</td>
                <td>Positive association (n=1) [<xref ref-type="bibr" rid="ref26">26</xref>]</td>
                <td>—</td>
                <td>—</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table2fn1">
              <p><sup>a</sup>There were no studies reporting an association between functionality and outcome.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Diabetes Care Quality Outcomes</title>
        <p>Three studies reported that patient portal or e-message users were more likely to meet most of the diabetes care standards, such as the Diabetes Healthcare Effectiveness Data and Information Set (HEDIS) quality measures [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref31">31</xref>], or the diabetes standards by the Better Health Partnership: Diabetes Standards [<xref ref-type="bibr" rid="ref36">36</xref>]. </p>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Review of the Findings</title>
        <p>Our review found a limited number of studies examining the association between patient portal use and diabetes health and health care quality outcomes. Nevertheless, among the studies included, patient portal use or patient portal functionality use was reported to be associated with improvements in health outcomes, such as glycemic control. Secure messaging or emailing, or repeat prescription ordering through the patient portal was reported to be associated with improved glycemic control, and outcomes appeared to improve with increased use. It was also reported that patient portal use may be associated with improved low-density lipoprotein cholesterol outcomes or blood pressure control. Patient portal use or patient portal functionality use might affect health care utilization and may be associated with increased office visits and decreased emergency department visits. Finally, some of the included studies suggested that patient portal use might be associated with improved quality of care for patients with diabetes.</p>
        <p>The majority of studies we reviewed were determined to have low to moderate risk of bias. However, some factors may not be measured through standard risk of bias tools, which might have affected the results reported by the studies. For instance, it is challenging to separate outcomes that result exclusively from portal use owing to the possibility of the presence of other factors that might confound the association. It is also challenging to conclude which functionality of the patient portal contributes the most to improving health outcomes, as some studies only report overall portal use. It was previously reported that secure messaging improves health outcomes for patients with diabetes [<xref ref-type="bibr" rid="ref14">14</xref>]. Increased contact between patients with diabetes and health care professionals was one of the functionalities most associated with reduced HbA<sub>1c</sub> in diabetes disease-management programs as reported in a meta-analysis of studies [<xref ref-type="bibr" rid="ref37">37</xref>]. Our review also included studies that suggest glycemic control is improved in patients who use secure messaging owing to improved communication and increased access to care [<xref ref-type="bibr" rid="ref29">29</xref>], resulting in “better diabetes management” [<xref ref-type="bibr" rid="ref28">28</xref>].</p>
        <p>Outcomes related to the quality of care and health care utilization were mixed. While some studies found reductions in emergency visits, others did not. A previous study in a diverse patient population found that there was no association between patient portal use, hospital admission, and 30-day readmission, suggesting that patient portals could be more effective in managing chronic care than acute care [<xref ref-type="bibr" rid="ref38">38</xref>]. Alternatively, one of the included studies in this review suggested that actions related to portal use, such as checking a test result, can increase office visits, while actions, such as repeat prescription ordering during the after-hours period, might reduce hospitalizations [<xref ref-type="bibr" rid="ref34">34</xref>]. A recent survey study of a patient portal with access to health care records, test results, e-messaging, and appointment booking reported that patients believed portal use helped them “avoid a clinic visit” [<xref ref-type="bibr" rid="ref39">39</xref>]. Few studies in the literature also examined the association between patient portal use and missing medical appointments [<xref ref-type="bibr" rid="ref39">39</xref>,<xref ref-type="bibr" rid="ref40">40</xref>], which was not examined in any of the studies included in this review. The health care utilization outcomes associated with patient portal use may need further investigation as the number of studies examining these associations is limited.</p>
      </sec>
      <sec>
        <title>Knowledge Gap</title>
        <p>The outcomes of this review indicate that there remain persistent gaps in the literature about patient portals used by patients with diabetes. First, there is some evidence that increased frequency of patient portal or patient portal functionality use could be associated with increased benefits, suggesting a dose-response relationship. Patient portal adoption does not indicate continuous use [<xref ref-type="bibr" rid="ref40">40</xref>]. Since differences in the frequency of use may lead to inconsistencies in benefits acquired from the patient portal, studies need to account for the frequency of patient portal use as much as possible. Additionally, there is a need for mixed-methods studies to evaluate the mechanisms through which portal use might impact the outcomes reported. Further examination of health care utilization outcomes could help understand if patient portals can play a role in improving health care utilization patterns among patients with diabetes.</p>
      </sec>
      <sec>
        <title>Limitations</title>
        <p>The results reported by the studies in this review could be biased owing to factors that may not have been controlled. For example, patient portal users can be generally more motivated to be involved in their care and to improve their health outcomes [<xref ref-type="bibr" rid="ref29">29</xref>]. A cross-sectional study reported that patients who preferred using portals had higher “self-determination” to manage their health conditions [<xref ref-type="bibr" rid="ref41">41</xref>]. RCTs could help explore causal relationships between portal use and outcomes in patients with diabetes. Additionally, qualitative studies or mixed-methods studies can help explain if portal use or patient portal functionality use is responsible for improving health and quality of care outcomes among patients with diabetes. Qualitative studies could help explore patients’ motives and patterns in self-management to further help understand the mechanisms involved in improving health outcomes through patient portal use. There continues to be a need for studies to report outcomes based on functionality whenever possible [<xref ref-type="bibr" rid="ref16">16</xref>].</p>
        <p>Although this review tried to report portal functionality–related outcomes along with overall portal-related outcomes, most included studies did not sufficiently report outcomes by functionality. Another limitation of this review is that all studies, except one, were from the United States, which has a diverse health care system involving private health care organizations, nonprofit organizations, and government-owned organizations. The way that the health care organization is organized may limit the application of the findings of this review to other health care settings and systems.</p>
        <p>Another limitation of this review is the small number of studies included. The limited number of studies reduced the generalizability of the review findings. However, the review only attempted to identify associations as reported by the included studies, which warrants further appropriately designed studies in order to assess causal associations.</p>
      </sec>
      <sec>
        <title>Conclusion</title>
        <p>Most of the included studies reported improved glycemic control outcomes for patients with diabetes who used patient portals. However, limitations of studying the effects of patient portals exist, which do not guarantee whether the outcomes reported are completely the result of patient portal use or if confounding factors exist. RCTs and mixed-methods studies could help understand the mechanisms involved in health outcome improvements and patient portal use among patients with diabetes. </p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <p>PRISMA 2009 checklist.</p>
        <media xlink:href="jmir_v22i9e18976_app1.docx" xlink:title="DOCX File , 19 KB"/>
      </supplementary-material>
      <supplementary-material id="app2">
        <label>Multimedia Appendix 2</label>
        <p>Search strategy.</p>
        <media xlink:href="jmir_v22i9e18976_app2.docx" xlink:title="DOCX File , 14 KB"/>
      </supplementary-material>
      <supplementary-material id="app3">
        <label>Multimedia Appendix 3</label>
        <p>List of excluded studies with reasons for exclusion.</p>
        <media xlink:href="jmir_v22i9e18976_app3.docx" xlink:title="DOCX File , 17 KB"/>
      </supplementary-material>
      <supplementary-material id="app4">
        <label>Multimedia Appendix 4</label>
        <p>Characteristics of the included studies.</p>
        <media xlink:href="jmir_v22i9e18976_app4.docx" xlink:title="DOCX File , 17 KB"/>
      </supplementary-material>
      <supplementary-material id="app5">
        <label>Multimedia Appendix 5</label>
        <p>Risk of bias assessment results on applying the Cochrane Collaboration Risk of Bias Tool for randomized controlled trials by Grant et al [<xref ref-type="bibr" rid="ref26">26</xref>].</p>
        <media xlink:href="jmir_v22i9e18976_app5.docx" xlink:title="DOCX File , 14 KB"/>
      </supplementary-material>
      <supplementary-material id="app6">
        <label>Multimedia Appendix 6</label>
        <p>Risk of bias assessment results on applying the National Heart, Lung and Blood Institute quality assessment tool for observational cohort and cross-sectional studies.</p>
        <media xlink:href="jmir_v22i9e18976_app6.docx" xlink:title="DOCX File , 14 KB"/>
      </supplementary-material>
    </app-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">OR</term>
          <def>
            <p>odds ratio</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">RCT</term>
          <def>
            <p>randomized controlled trial</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>PA is funded by the Economic and Social Research Council (ESRC) through the Antimicrobial Resistance Cross Council Initiative supported by the seven research councils in partnership with other funders (grant reference: ES/P008232/1). CC is supported through a personal NIHR Career development fellowship (reference: NIHR-CDF-016-015) and by NW London NIHR Applied Research Collaboration (reference NIHR-200180).

This report is independent research supported by the National Institute for Health Research Applied Research Collaboration Northwest London (ARC Grant No.NIHR200180). The views expressed in this publication are those of the authors and not necessarily those of the National Institute for Health Research or the Department of Health and Social Care. Imperial College London is grateful for support from the NW London NIHR Applied Research Collaboration. The support of the ESRC is gratefully acknowledged.</p>
    </ack>
    <fn-group>
      <fn fn-type="con">
        <p>AA, AQ, and PEA performed screening of the titles and abstracts, and full-text reading. AA and AQ completed data extraction and quality assessment of the included studies. GG, FG, and CC contributed to the development of the protocol and the review methodology. All authors reviewed and approved the final draft of the manuscript.</p>
        <p/>
      </fn>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
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