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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">IPROC</journal-id>
      <journal-id journal-id-type="nlm-ta">iproc</journal-id>
      <journal-title>Iproceedings</journal-title>
      <issn pub-type="epub">2369-6893</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">v4i2e11882</article-id>
    <article-id pub-id-type="pmid"/>
    <article-id pub-id-type="doi">10.2196/11882</article-id>
    <article-categories>
      <subj-group subj-group-type="heading">
        <subject>Abstract</subject>
      </subj-group>
      <subj-group subj-group-type="article-type">
        <subject>Abstract</subject>
      </subj-group>
    </article-categories>
    <title-group>
      <article-title>Use of Featforward Mobile Phone App Associated with Decreased Cardiometabolic Risk Factors in Patients with Chronic Conditions</article-title>
    </title-group>
    <contrib-group>
      <contrib contrib-type="editor">
        <name>
          <surname>Hale</surname>
          <given-names>Timothy</given-names>
        </name>
      </contrib>
    </contrib-group>
    <contrib-group>
      <contrib contrib-type="author" id="contrib1" corresp="yes">
      <name name-style="western">
        <surname>Golas</surname>
        <given-names>Sara B</given-names>
      </name>
      <degrees>MA</degrees>
      <xref rid="aff1" ref-type="aff">1</xref>
      <address>
        <institution>Partners Connected Health Innovation</institution>
        <addr-line>25 New Chardon</addr-line>
        <addr-line>Boston, MA,</addr-line>
        <country>United States</country>
        <phone>643 9956</phone>
        <email>sgolas@partners.org</email>
      </address>  
      <ext-link ext-link-type="orcid">http://orcid.org/0000-0002-6155-9452</ext-link></contrib>
      <contrib contrib-type="author" id="contrib2">
        <name name-style="western">
          <surname>Palacholla</surname>
          <given-names>Ramya</given-names>
        </name>
        <degrees>MD, MPH</degrees>
        <xref rid="aff1" ref-type="aff">1</xref>
        <xref rid="aff2" ref-type="aff">2</xref>
        <xref rid="aff3" ref-type="aff">3</xref>
        <ext-link ext-link-type="orcid">http://orcid.org/0000-0001-5054-7619</ext-link>
      </contrib>
      <contrib contrib-type="author" id="contrib3">
        <name name-style="western">
          <surname>Centi</surname>
          <given-names>Amanda</given-names>
        </name>
        <degrees>PhD</degrees>
        <xref rid="aff1" ref-type="aff">1</xref>
        <ext-link ext-link-type="orcid">http://orcid.org/0000-0002-4513-2408</ext-link>
      </contrib>
      <contrib contrib-type="author" id="contrib4">
        <name name-style="western">
          <surname>Dyrmishi</surname>
          <given-names>Odeta</given-names>
        </name>
        <degrees>MPA</degrees>
        <xref rid="aff1" ref-type="aff">1</xref>
      </contrib>
      <contrib contrib-type="author" id="contrib5">
        <name name-style="western">
          <surname>Agboola</surname>
          <given-names>Stephen</given-names>
        </name>
        <xref rid="aff1" ref-type="aff">1</xref>
        <xref rid="aff2" ref-type="aff">2</xref>
        <xref rid="aff3" ref-type="aff">3</xref>
        <ext-link ext-link-type="orcid">http://orcid.org/0000-0002-2161-8091</ext-link>
      </contrib>
      <contrib contrib-type="author" id="contrib6">
        <name name-style="western">
          <surname>Kvedar</surname>
          <given-names>Joseph</given-names>
        </name>
        <degrees>MD</degrees>
        <xref rid="aff1" ref-type="aff">1</xref>
        <xref rid="aff2" ref-type="aff">2</xref>
        <xref rid="aff3" ref-type="aff">3</xref>
        <ext-link ext-link-type="orcid">http://orcid.org/0000-0002-7517-2291</ext-link>
      </contrib>
      <contrib contrib-type="author" id="contrib7">
        <name name-style="western">
          <surname>Jethwani</surname>
          <given-names>Kamal</given-names>
        </name>
        <degrees>MD</degrees>
        <xref rid="aff1" ref-type="aff">1</xref>
        <xref rid="aff2" ref-type="aff">2</xref>
        <xref rid="aff3" ref-type="aff">3</xref>
        <ext-link ext-link-type="orcid">http://orcid.org/0000-0002-0122-8002</ext-link>
      </contrib>
    </contrib-group>
    <aff id="aff1">
      <label>1</label>
      <institution>Partners Connected Health Innovation</institution>
      <addr-line>Boston, MA</addr-line>
      <country>United States</country>
    </aff>
    <aff id="aff2">
      <label>2</label>
      <institution>Massachusetts General Hospital</institution>
      <addr-line>Boston, MA</addr-line>
      <country>United States</country>
    </aff>
    <aff id="aff3">
      <label>3</label>
      <institution>Harvard Medical School</institution>
      <addr-line>Boston, MA</addr-line>
      <country>United States</country>
    </aff>
    <author-notes>
      <corresp>Corresponding Author: Sara B Golas 
      <email>sgolas@partners.org</email></corresp>
    </author-notes>
    <pub-date pub-type="collection"><season>Jul-Dec</season><year>2018</year></pub-date>
    <pub-date pub-type="epub">
      <day>17</day>
      <month>09</month>
      <year>2018</year>
    </pub-date>
    <volume>4</volume>
    <issue>2</issue>
    <elocation-id>e11882</elocation-id>
    <!--history from ojs - api-xml-->
    <history>
      <date date-type="received">
        <day>9</day>
        <month>8</month>
        <year>2018</year>
      </date>
      <date date-type="accepted">
        <day>29</day>
        <month>8</month>
        <year>2018</year>
      </date>
    </history>
    <!--(c) the authors - correct author names and publication date here if necessary. Date in form ', dd.mm.yyyy' after jmir.org-->
    <copyright-statement>©Sara B Golas, Ramya Palacholla, Amanda Centi, Odeta Dyrmishi, Stephen Agboola, Joseph Kvedar, Kamal Jethwani. Originally published in Iproceedings (http://www.iproc.org), 17.09.2018.</copyright-statement>
    <copyright-year>2018</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 Iproceedings, is properly cited. The complete bibliographic information, a link to the original publication on http://www.iproc.org/, as well as this copyright and license information must be included.</p>
    </license>  
    <self-uri xlink:href="http://www.iproc.org/2018/2/e11882/" xlink:type="simple"/>
    <abstract>
      <sec sec-type="background">
        <title>Background</title>
        <p>Physical inactivity is one of the leading risk factors contributing to rising rates of chronic diseases and has been associated with deleterious health outcomes in patients with chronic disease conditions. FeatForward is a mobile phone app designed to encourage patients with cardiometabolic risk (CMR) factors to increase their levels of physical activity.</p>
      </sec>
      <sec sec-type="objective">
        <title>Objective</title>
        <p>To evaluate the effect of the FeatForward mobile phone app on physical activity levels (primary outcome) and global CMR factors (secondary outcomes) in patients with chronic conditions.</p>
      </sec>
      <sec sec-type="methods">
        <title>Methods</title>
        <p>In this 6-month, 2-arm randomized controlled trial, adult participants endorsing at least 1 study-eligible condition (obesity, [pre-]diabetes, [pre-]hypertension) were enrolled and assigned to either the intervention group (FeatForward app and standard care) or control group (standard care only). The primary and secondary outcomes were, respectively, change from baseline in physical activity (step count) and CMR factors (weight, body mass index [BMI], waist circumference, glycated hemoglobin [HbA<sub>1c</sub>], fasting blood glucose, systolic/diastolic blood pressures, serum lipids, C-reactive protein [CRP]). CMR data were collected at 3 time-points: baseline, 3 months, and 6 months. Step count data were recorded continuously by patients’ study-issued activity trackers and collected in batches at 3 and 6 months. At study end, patients’ weekly average step counts (WAS) were calculated as total steps taken divided by days of step data (0-7) for each of 26 study weeks. Mixed-effects linear regression models evaluated change over time between groups for the primary outcome and secondary outcomes. All models controlled for baseline values. The step count model additionally controlled for proportion of days without data, defined as (7 – days of data) / 7. Analyses were conducted for both groups overall, and by disease cohort (obesity, diabetes, hypertension).</p>
      </sec>
      <sec sec-type="results">
        <title>Results</title>
        <p>Step count and CMR data were analyzed for 128 intervention and 133 control patients. There were no demographic differences between groups. While there was an overall downward trend in WAS for both groups, the intervention group decreased significantly less than the control group, with a slope of -29.3 steps per week compared to controls’ -57.9 (<italic>P</italic>=.02). Intervention patients with obesity slightly increased their step count overtime, differing significantly from controls (slope of 0.9 vs -90.2; <italic>P</italic>&#60;.001). Intervention patients significantly lowered their BMI per study month compared to controls (slopes -0.23 vs -0.02; <italic>P</italic>=.04). Additionally, intervention patients with hypertension significantly decreased weight (<italic>P</italic>=.003), BMI (<italic>P</italic>=.002), and CRP (<italic>P</italic>=.03) per month compared to the control group. Waist circumference, HbA<sub>1c</sub>, fasting blood glucose, blood pressure, and lipids did not differ significantly by group or disease cohort over time.</p>
      </sec>
      <sec sec-type="conclusions">
        <title>Conclusions</title>
        <p>While it is common for patient engagement with physical activity trackers to decrease over the course of a study, patients using the FeatFoward app had a slower decline in physical activity compared to controls. Intervention patients experienced a reduction in their BMI from a mean of 34.3 to 33.4, compared to controls’ 34.8 to 35.0. Patients with hypertension experienced significant decreases in BMI, weight, and CRP compared to controls. Future analyses will evaluate the impact of app engagement levels on step counts and CMR factors for the intervention group.</p>
      </sec>
    </abstract>
    <kwd-group>
      <kwd>physical activity</kwd>
      <kwd>chronic disease</kwd>
      <kwd>mixed-effects linear regression</kwd>
    </kwd-group></article-meta>
  </front>
</article>
