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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JMU</journal-id>
      <journal-id journal-id-type="nlm-ta">JMIR Mhealth Uhealth</journal-id>
      <journal-title>JMIR mHealth and uHealth</journal-title>
      <issn pub-type="epub">2291-5222</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">v11i1e47371</article-id>
      <article-id pub-id-type="pmid">37831493</article-id>
      <article-id pub-id-type="doi">10.2196/47371</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Original Paper</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Original Paper</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>App-Based Mindfulness for Attenuation of Subjective and Physiological Stress Reactivity in a Population With Elevated Stress: Randomized Controlled Trial</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Buis</surname>
            <given-names>Lorraine</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Werntz</surname>
            <given-names>Alexandra</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Watson</surname>
            <given-names>Peter</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Kirk</surname>
            <given-names>Ulrich</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Department of Psychology</institution>
            <institution>University of Southern Denmark</institution>
            <addr-line>Campusvej 55</addr-line>
            <addr-line>Odense, 5230</addr-line>
            <country>Denmark</country>
            <phone>45 65502695</phone>
            <email>ukirk@health.sdu.dk</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-2121-2016</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Staiano</surname>
            <given-names>Walter</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-1269-0016</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Hu</surname>
            <given-names>Emily</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-2299-4072</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author">
          <name name-style="western">
            <surname>Ngnoumen</surname>
            <given-names>Christelle</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <xref rid="aff4" ref-type="aff">4</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0009-0009-7572-8374</ext-link>
        </contrib>
        <contrib id="contrib5" contrib-type="author">
          <name name-style="western">
            <surname>Kunkle</surname>
            <given-names>Sarah</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-6368-0205</ext-link>
        </contrib>
        <contrib id="contrib6" contrib-type="author">
          <name name-style="western">
            <surname>Shih</surname>
            <given-names>Emily</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-6761-1832</ext-link>
        </contrib>
        <contrib id="contrib7" contrib-type="author">
          <name name-style="western">
            <surname>Clausel</surname>
            <given-names>Alicia</given-names>
          </name>
          <degrees>MSc</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0009-0008-4282-6915</ext-link>
        </contrib>
        <contrib id="contrib8" contrib-type="author">
          <name name-style="western">
            <surname>Purvis</surname>
            <given-names>Clare</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <xref rid="aff5" ref-type="aff">5</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0009-0004-6422-0886</ext-link>
        </contrib>
        <contrib id="contrib9" contrib-type="author">
          <name name-style="western">
            <surname>Lee</surname>
            <given-names>Lauren</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0009-0007-6330-0448</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Department of Psychology</institution>
        <institution>University of Southern Denmark</institution>
        <addr-line>Odense</addr-line>
        <country>Denmark</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Department of Physical Education and Sport</institution>
        <institution>University of Valencia</institution>
        <addr-line>Valencia</addr-line>
        <country>Spain</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>Headspace Inc</institution>
        <addr-line>Santa Monice, CA</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff4">
        <label>4</label>
        <institution>Department of Psychology</institution>
        <institution>Harvard University</institution>
        <addr-line>Cambridge, MA</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff5">
        <label>5</label>
        <institution>Clinical Excellence Research Center</institution>
        <institution>School of Medicine</institution>
        <institution>Stanford University</institution>
        <addr-line>Stanford, CA</addr-line>
        <country>United States</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Ulrich Kirk <email>ukirk@health.sdu.dk</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2023</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>13</day>
        <month>10</month>
        <year>2023</year>
      </pub-date>
      <volume>11</volume>
      <elocation-id>e47371</elocation-id>
      <history>
        <date date-type="received">
          <day>17</day>
          <month>3</month>
          <year>2023</year>
        </date>
        <date date-type="rev-request">
          <day>24</day>
          <month>5</month>
          <year>2023</year>
        </date>
        <date date-type="rev-recd">
          <day>19</day>
          <month>7</month>
          <year>2023</year>
        </date>
        <date date-type="accepted">
          <day>8</day>
          <month>8</month>
          <year>2023</year>
        </date>
      </history>
      <copyright-statement>©Ulrich Kirk, Walter Staiano, Emily Hu, Christelle Ngnoumen, Sarah Kunkle, Emily Shih, Alicia Clausel, Clare Purvis, Lauren Lee. Originally published in JMIR mHealth and uHealth (https://mhealth.jmir.org), 13.10.2023.</copyright-statement>
      <copyright-year>2023</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 JMIR mHealth and uHealth, is properly cited. The complete bibliographic information, a link to the original publication on https://mhealth.jmir.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://mhealth.jmir.org/2023/1/e47371" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Stress-related mental health disorders have steadily increased and contributed to a worldwide disease burden with up to 50% experiencing a stress-related mental health disorder worldwide. Data suggest that only approximately 20%-65% of individuals receive treatment. This gap in receiving treatment may be attributed to barriers such as limited treatment access, negative stigma surrounding mental health treatment, approachability (ie, not having a usual treatment plan or provider), affordability (ie, lack of insurance coverage and high treatment cost), and availability (ie, long waits for appointments) leaving those who need treatment without necessary care. To mitigate the limited access mental health treatment, there has been a rise in the application and study of digital mental health interventions. As such, there is an urgent need and opportunity for effective digital mental health interventions to alleviate stress symptoms, potentially reducing adverse outcomes of stress-related disorders.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>This study examined if app-based guided mindfulness could improve subjective levels of stress and influence physiological markers of stress reactivity in a population with elevated symptoms of stress.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>The study included 163 participants who had moderate to high perceived stress as assessed by the Perceived Stress Scale (PSS-10). Participants were randomly allocated to 1 of 5 groups: a digital guided program designed to alleviate stress (Managing Stress), a digital mindfulness fundamentals course (Basics), digitally delivered breathing exercises, an active control intervention (Audiobook), and a Waitlist Control group. The 3 formats of mindfulness interventions (Managing Stress, Basics, and Breathing) all had a total duration of 300 minutes spanning 20-30 days. Primary outcome measures were perceived stress using the PSS-10, self-reported sleep quality using the Pittsburgh Sleep Quality Index, and trait mindfulness using the Mindful Attention Awareness Scale. To probe the effects of physiological stress, an acute stress manipulation task was included, specifically the cold pressor task (CPT). Heart rate variability was collected before, during, and after exposure to the CPT and used as a measure of physiological stress.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>The results showed that PSS-10 and Pittsburgh Sleep Quality Index scores for the Managing Stress (all <italic>P</italic>&#60;.001) and Basics (all <italic>P</italic>≤.002) groups were significantly reduced between preintervention and postintervention periods, while no significant differences were reported for the other groups. No significant differences among groups were reported for Mindful Attention Awareness Scale (<italic>P</italic>=.13). The physiological results revealed that the Managing Stress (<italic>P</italic>&#60;.001) and Basics (<italic>P</italic>=.01) groups displayed reduced physiological stress reactivity between the preintervention and postintervention periods on the CPT. There were no significant differences reported for the other groups.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>These results demonstrate efficacy of app-based mindfulness in a population with moderate to high stress on improving self-reported stress, sleep quality, and physiological measures of stress during an acute stress manipulation task.</p>
        </sec>
        <sec sec-type="trial registration">
          <title>Trial Registration</title>
          <p>ClinicalTrials.gov NCT05832632; https://www.clinicaltrials.gov/ct2/show/NCT05832632</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>Mindfulness</kwd>
        <kwd>mental health</kwd>
        <kwd>stress</kwd>
        <kwd>smartphone</kwd>
        <kwd>technology</kwd>
        <kwd>Headspace</kwd>
        <kwd>mobile phone</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <sec>
        <title>Background</title>
        <p>Elevated stress is a state in which an individual experiences excessive or prolonged psychological and physiological strain [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref2">2</xref>]. The impact of elevated stress is wide-ranging and can affect various aspects of an individual's life. Sustained and elevated stress has been shown to be associated with adverse health effects such as obesity, type 2 diabetes, and cardiovascular disease [<xref ref-type="bibr" rid="ref1">1</xref>-<xref ref-type="bibr" rid="ref3">3</xref>]. Stress-related disorders are also a contributing factor to the onset of a range of mental health disorders, including depression and anxiety [<xref ref-type="bibr" rid="ref4">4</xref>-<xref ref-type="bibr" rid="ref9">9</xref>] and a heightened risk of cardiovascular disease [<xref ref-type="bibr" rid="ref10">10</xref>]. As such, the connection between stress-related disorders, mental health disorders, and negative physical outcomes is well-established. Therefore, it is important to develop evidence-based mental health interventions to help reduce stress and therefore mitigate the adverse outcomes of stress-related disorders.</p>
        <p>Mindfulness is defined as a state of being attentive to and bringing awareness to sensations that are taking place in the present moment without judgment [<xref ref-type="bibr" rid="ref11">11</xref>]. Mindfulness is considered an evidence-based practice where one aims to reduce the effects of stress both psychologically and physiologically [<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref12">12</xref>]. The most well-known mindfulness-based intervention is mindfulness-based stress reduction (MBSR) [<xref ref-type="bibr" rid="ref11">11</xref>], which is delivered in group settings where participants meet on 8 weekly sessions and an experienced mindfulness teacher guides the sessions, provides instructions, and facilitates discussions. MBSR has been shown to be effective for managing stress and its detrimental effects on mental and physical health [<xref ref-type="bibr" rid="ref13">13</xref>]. Research has shown that MBSR can lead to improved psychological well-being, reduced anxiety, and depressive symptoms, and enhanced overall resilience to stress [<xref ref-type="bibr" rid="ref14">14</xref>-<xref ref-type="bibr" rid="ref16">16</xref>].</p>
        <p>However, the MBSR program is time consuming and costly. In recent years digital mental health interventions have been developed using self-guided mindfulness-based interventions [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref18">18</xref>]. Specifically, several research studies suggest that the Headspace mindfulness app decreases subjective levels of stress [<xref ref-type="bibr" rid="ref19">19</xref>-<xref ref-type="bibr" rid="ref26">26</xref>] and increases sleep quality [<xref ref-type="bibr" rid="ref27">27</xref>]. Despite growing demands and usage of digital mental health apps, there is a lack of evidence on the efficacy of these interventions in clinical populations [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref29">29</xref>]. That is, research has primarily focused on effects of usage of digital mindfulness apps and interventions in healthy populations [<xref ref-type="bibr" rid="ref20">20</xref>-<xref ref-type="bibr" rid="ref26">26</xref>] and found reduced levels of stress in college students, nurses and in the workplace. However, there are a few studies that have looked at the effects of digital mindfulness apps in clinical populations [<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref31">31</xref>]. Specifically, a meta-analysis included 15 randomized controlled trials to measure the effect of digital mindfulness interventions and reported significant effects on depression, anxiety, and stress [<xref ref-type="bibr" rid="ref32">32</xref>]. Interestingly, the study reported higher effect sizes for digital mindfulness interventions with therapist guidance than for digital mindfulness without therapist guidance. Another study using a digital mindfulness intervention found reductions in psychiatric symptoms in adolescents undergoing mental health treatment [<xref ref-type="bibr" rid="ref33">33</xref>].</p>
        <p>Research has also found that mindfulness may improve cognitive functioning in healthy participants, which refers to the mental activities involved in maintaining and acquiring and using information. Specifically, studies using the Headspace mindfulness app have shown that 4 weeks of app-based mindfulness practice reduces behavioral indicators of mind wandering [<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref34">34</xref>]. Mind wandering refers to the phenomenon in which the mind drifts away from the current task or focus of attention and becomes engaged in spontaneous thoughts unrelated to the present moment. Separate lines of research have discussed the component of <italic>attention monitoring</italic> embedded in mindfulness as a mechanism that may explain how mindfulness improves cognitive functioning outcomes by reducing mind wandering [<xref ref-type="bibr" rid="ref35">35</xref>]. An additional component of mindfulness is <italic>acceptance</italic>, which according to the authors is necessary for reducing affective reactivity, such that attention monitoring and acceptance skills together act to improve negative affect and stress-related health outcomes and may explain the mechanism of action behind why mindfulness is thought to influence stress.</p>
      </sec>
      <sec>
        <title>Effects of Mindfulness on Physiological Stress Reactivity</title>
        <p>In addition to its psychological and cognitive effects, mindfulness has been found to have physiological effects that reduce stress. Regular mindfulness practice has been associated with decreased blood pressure, increased heart rate variability (HRV), and reduced cortisol levels [<xref ref-type="bibr" rid="ref36">36</xref>-<xref ref-type="bibr" rid="ref39">39</xref>], which together demonstrate the underlying physiological mechanism of why mindfulness is thought to influence stress-related health outcomes.</p>
        <p>Elevated stress is widely regarded as healthy and functional when confronted with acute stressful situations, however permanent exposure to elevated stress—and in particular the failure to recover from stress—may lead to dysfunction of the underlying neurobiology [<xref ref-type="bibr" rid="ref40">40</xref>]. The sympathetic nervous system (SNS) is one of the 2 main divisions of the autonomic nervous system (ANS), the other being the parasympathetic nervous system (PNS). The SNS plays a crucial role in mobilizing the body's response to perceived threats or stressful situations [<xref ref-type="bibr" rid="ref41">41</xref>]. The PNS operates in opposition to the SNS and is responsible for facilitating bodily processes during periods of rest. The SNS increases the heart’s cardiac output and decreases HRV, which is needed during acute stressful situations. Conversely, the PNS slows the heart rate and increases HRV to restore homeostasis. This natural interplay between these 2 systems allows the heart to quickly respond to different situations and needs based on the context [<xref ref-type="bibr" rid="ref42">42</xref>]. It is generally assumed that HRV, a measure of beat-to-beat variability in heart rate, is mediated by the ANS [<xref ref-type="bibr" rid="ref43">43</xref>,<xref ref-type="bibr" rid="ref44">44</xref>]. Currently, there is not a universally recognized standard for stress evaluation [<xref ref-type="bibr" rid="ref45">45</xref>]. However, studies on HRV and stress reactivity are increasing in frequency [<xref ref-type="bibr" rid="ref45">45</xref>]. Evidence suggests that the physiological measure of HRV is impacted by stress and supports its use when assessing psychological health and stress [<xref ref-type="bibr" rid="ref45">45</xref>]. Thus, we used HRV in this study to measure the effect of how digital mindfulness interventions impact physiological markers of stress.</p>
        <p>Research studies have found that engaging in mindfulness can increase HRV [<xref ref-type="bibr" rid="ref36">36</xref>-<xref ref-type="bibr" rid="ref39">39</xref>,<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref47">47</xref>]. Taken together, these studies suggest that mindfulness activates the PNS and promotes a state of relaxation. A higher HRV indicates a flexible ANS that can adapt to changing circumstances and shift between states of activation (SNS) and relaxation (PNS). By increasing HRV, mindfulness may thus improve emotional regulation, reduce stress reactivity, and enhance resilience to stress.</p>
      </sec>
      <sec>
        <title>Effects of Mindfulness on Acute Stress</title>
        <p>The cold pressor task (CPT) is a laboratory test commonly used to induce a physiological stress response in participants. The CPT involves immersing the participant's hand in an ice-cold water bath for 3 minutes, which causes vasoconstriction in the submerged hand. This triggers a physiological response, which activates the SNS, leading to an increase in heart rate, blood pressure, and peripheral vasoconstriction [<xref ref-type="bibr" rid="ref48">48</xref>-<xref ref-type="bibr" rid="ref54">54</xref>]. The CPT is widely used as a stress manipulation that elicits and models the effects of mild to moderate acute stress that participants might encounter in their everyday life [<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref55">55</xref>,<xref ref-type="bibr" rid="ref56">56</xref>]. Studies suggest that administration of the CPT disrupts executive functioning including working memory capacity [<xref ref-type="bibr" rid="ref57">57</xref>]. Therefore, acute stress has a profound negative impact on cognitive functioning, and thus the CPT serves as an excellent probe for interventions such as digital mindfulness to test if digital mindfulness interventions influence physiological markers of stress reactivity during exposure to acute stress. A recent study demonstrated that administration of the Headspace mindfulness app for a period of 4 weeks mediated the relationship between cognitive performance and acute stress [<xref ref-type="bibr" rid="ref24">24</xref>]. The results showed that the digital mindfulness intervention uncoupled the relationship between cognitive performance and acute stress, meaning that participants who underwent mindfulness training were less affected by stress during cognitive performance compared to the control group. The findings of this study suggest that mindfulness training may be a useful approach to mitigate the negative impact of acute stress.</p>
      </sec>
      <sec>
        <title>Aims of the Study</title>
        <p>This study examined if 3 different formats of digital mindfulness interventions demonstrated efficacy in terms of reducing self-reported levels of stress, sleep quality, and influencing physiological markers of stress reactivity in a population with elevated levels of stress.</p>
        <p>To accomplish the experimental aim, participants with moderate and high stress according to the Perceived Stress Scale (PSS-10) [<xref ref-type="bibr" rid="ref58">58</xref>] were randomized to 1 of 5 groups (3 formats of mindfulness, 1 active control, and 1 Waitlist Control). The study investigated if changes in subjective stress (PSS-10), sleep quality (PSQI) and trait mindfulness (Mindful Attention Awareness Scale [MAAS]) showed differences between the preintervention and postintervention periods.</p>
        <p>The 3 types of mindfulness interventions were identical in total training dosage but varied in content and intervention length. That is, 2 of the 3 mindfulness interventions (Basics and Breathing) consisted of 30 sessions, whereas the third intervention (Managing Stress) consisted of 20 sessions. The type of content also varied whereby 2 interventions (Basics and Managing Stress) were programmatic that progressed from session to session, whereas the third interventions (Breathing) consisted of single succinct exercises. Furthermore, 1 intervention was designed specifically to reduce stress in people with elevated stress using mindfulness-based content (Managing Stress). This interventional setup allowed us to investigate if the unique characteristic of each intervention would result in differential efficacy in a population with moderate to high stress, while keeping the total training duration of each intervention identical. In other words, the rationale for employing 3 formats of mindfulness interventions was to explore if there were any differential effects between these distinct formats of mindfulness.</p>
        <p>To probe psychological (self-reported) effects of stress, the study examined if changes in stress (PSS-10), sleep quality (PSQI), and mindfulness (MAAS) showed differences between the preintervention and postintervention periods.</p>
        <p>We hypothesized (H1) that the app-based mindfulness interventions would yield significant improvements in self-reported stress (PSS-10) as compared to the active and Waitlist Control groups. We also hypothesized that trait mindfulness (MAAS) and sleep quality (PSQI) would improve in the mindfulness groups compared to control groups.</p>
        <p>To probe physiological effects of stress, the study employed an acute stress manipulation task (ie, the CPT) at the preintervention and postintervention stage while measuring physiological activity (HRV) before, during, and after exposure to the acute stressor, and in addition self-reported stress perception immediately after stress exposure.</p>
        <p>We hypothesized (H2) that the app-based mindfulness interventions would result in reduced physiological stress reactivity during exposure to the CPT, expressed as increased HRV activity compared to the active and Waitlist Control groups.</p>
      </sec>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Participants</title>
        <p>A total of 225 research participants who had moderate to high perceived stress based on PSS-10 total scores (14-40) were recruited for the study (see <xref rid="figure1" ref-type="fig">Figure 1</xref>). Additional inclusion criteria were men and women between 18 and 60 years of age. Exclusion criteria were any medical diagnosis, for example, psychiatric or neurological conditions. The reason for these exclusion criteria was to limit comorbidity in our sample by recruiting participants with elevated PSS-10 scores. Other exclusion criteria were regular mindfulness practice for more than 1 month within the last year.</p>
        <p>In total, 38 participants were excluded from the analysis either because they did not initiate the intervention practice (n=29), did not show up for the postintervention laboratory visit (n=6) or were unable to complete the CPT procedure (n=3). 24 participants were excluded because they did not meet the minimum engagement dosage of 100 minutes (total engagement duration was 300 minutes). Thus, the total number of participants in our analysis was 163 participants. The rationale for the cut off at a minimum engagement dosage of 100 minutes was to ensure that there were no significant differences in engagement duration across the 4 active intervention groups (<xref ref-type="table" rid="table1">Table 1</xref>).</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>CONSORT flow diagram showing the number of participants in each group and the phases of the study from enrollment to analysis. CPT: cold pressor task; CONSORT: consolidated standards of reporting trials.</p>
          </caption>
          <graphic xlink:href="mhealth_v11i1e47371_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Demographic data for the 5 groups, shown as mean and SD collected before and after the intervention.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="300"/>
            <col width="140"/>
            <col width="130"/>
            <col width="130"/>
            <col width="130"/>
            <col width="140"/>
            <thead>
              <tr valign="top">
                <td colspan="2">
                  <break/>
                </td>
                <td>Managing Stress</td>
                <td>Basics</td>
                <td>Breathing</td>
                <td>Audiobook</td>
                <td>Waitlist Control</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="2">Number (females), mean (SD)</td>
                <td>34 (17)</td>
                <td>34 (18)</td>
                <td>28 (13)</td>
                <td>29 (14)</td>
                <td>38 (18)</td>
              </tr>
              <tr valign="top">
                <td colspan="2">Age (years), mean (SD)</td>
                <td>24.9 (2.2)</td>
                <td>25.3 (2.1)</td>
                <td>25.3 (2.3)</td>
                <td>25.9 (2.0)</td>
                <td>25.7 (2.3)</td>
              </tr>
              <tr valign="top">
                <td colspan="7">
                  <bold>Race</bold>
                  <bold>or</bold>
                  <bold>ethnicity, n (%)</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>White</td>
                <td>23 (67.6)</td>
                <td>21 (61.7)</td>
                <td>16 (57.1)</td>
                <td>19 (65.5)</td>
                <td>25 (65.7)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Hispanic</td>
                <td>0 (0)</td>
                <td>1 (2.9)</td>
                <td>2 (7.1)</td>
                <td>1 (3.4)</td>
                <td>2 (5.2)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Asian</td>
                <td>5 (14.7)</td>
                <td>4 (11.7)</td>
                <td>4 (14.2)</td>
                <td>4 (13.7)</td>
                <td>4 (10.5)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Black</td>
                <td>3 (8.8)</td>
                <td>3 (8.8)</td>
                <td>3 (10.7)</td>
                <td>2 (6.8)</td>
                <td>2 (5.2)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Middle Eastern</td>
                <td>3 (8.8)</td>
                <td>5 (14.7)</td>
                <td>3 (10.7)</td>
                <td>3 (10.3)</td>
                <td>5 (13.1)</td>
              </tr>
              <tr valign="top">
                <td colspan="2">Engagement duration (minutes)<sup>a</sup>, mean (SD)<break/>  <break/>  </td>
                <td>187.5 (72.2)</td>
                <td>172.3 (64.1)</td>
                <td>163.2 (69.0)</td>
                <td>164.8 (57.9)</td>
                <td>N/A<sup>b</sup></td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table1fn1">
              <p><sup>a</sup>The amount of engagement duration was calculated as the total minutes of engagement during the intervention period.</p>
            </fn>
            <fn id="table1fn2">
              <p><sup>b</sup>N/A: not applicable.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Ethical Considerations</title>
        <p>The participants were recruited through flyers and advertisements at a local university (University of Southern Denmark) and the Region of Southern Denmark. All procedures were conducted in accordance with the local ethical committee (<italic>Videnskabsetisk Komité for Region Syddanmark - project ID: S-20170199</italic>). The study was performed in accordance with the ethical standards laid down in the 1964 Declaration of Helsinki and its later amendments. Participants received compensation for their participation in the study corresponding to a DKK 300 gift card (approximately US $45). All participants provided written consent prior to participation in the study.</p>
      </sec>
      <sec>
        <title>Experimental Procedures</title>
        <p>The study included 5 experimental groups using a pre-post design.</p>
        <p>Overall, 48 hours prior to the laboratory visit, eligible participants were emailed instructions to refrain from alcohol and nicotine before coming to the laboratory to avoid known influences of these factors on autonomic activity [<xref ref-type="bibr" rid="ref59">59</xref>-<xref ref-type="bibr" rid="ref61">61</xref>]. Participants were instructed not to engage in intense physical activity for the 48-hour period but were otherwise asked to maintain their daily and nightly routines. Both the pre- and postintervention laboratory visits were conducted on weekdays between 11 AM and 4 PM. This time window was kept constant across measurement periods to reduce variance of the circadian rhythm [<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref63">63</xref>].</p>
        <p>Upon arrival for the first laboratory visit (ie, preintervention or T1), the participants initially signed the consent form. Participants were subsequently instructed on how to complete the experimental procedures (<xref rid="figure2" ref-type="fig">Figure 2</xref>). The experimental procedures consisted of completing surveys (see <italic>psychological measures</italic>), and subsequently completing the CPT, that is, the stress manipulation whilst HRV was collected (see <italic>physiological measures</italic>). Specifically, participants were seated in a chair while the physiological HRV monitor was applied using 2 electrodes. After making sure that the HRV monitor was correctly applied, the participants were instructed about the CPT. The participants were asked to rest for 5 minutes by sitting in a chair in an upright position during the <italic>rest period</italic>. Subsequently, participants were instructed to initiate the CPT procedure (<italic>CPT period</italic>; see <italic>acute stress manipulation</italic>). Having completed the stress manipulation, that is, CPT, the participants were instructed to rest for 5 minutes by sitting in a chair in an upright position (<italic>recovery period</italic>).</p>
        <fig id="figure2" position="float">
          <label>Figure 2</label>
          <caption>
            <p>Outline of the study procedures. CPT: cold pressor task; HRV: heart rate variability; MAAS: Mindful Attention Awareness Scale; PSQI: Pittsburgh Sleep Quality Index; PSS-10: Perceived Stress Scale.</p>
          </caption>
          <graphic xlink:href="mhealth_v11i1e47371_fig2.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <p>The randomization procedure was determined after study recruitment, but before study launch. Specifically, participants were randomly allocated to 1 of 5 groups (Managing Stress, Basics, Breathing, Audiobook, or Waitlist Control) using sequence generation by the research team, who were not formally blinded to group allocation. Participants were not informed about group allocation until after completion of the preintervention experimental procedures. HRV was collected continuously during the CPT procedure. That is, the CPT procedure was broken up into 3 parts: <italic>rest period, CPT period</italic>, and <italic>recovery period</italic> (<xref rid="figure2" ref-type="fig">Figure 2</xref>). Following the preintervention laboratory visit, participants were instructed to initiate the 30-day intervention starting the following day. The second laboratory visit procedures (ie, postintervention or T2) were identical to the experimental procedures explained above.</p>
      </sec>
      <sec>
        <title>Psychological Measures and Physiological Measures</title>
        <p>The experimental methods and outcome measures are described in detail in the <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref> [<xref ref-type="bibr" rid="ref64">64</xref>-<xref ref-type="bibr" rid="ref68">68</xref>].</p>
      </sec>
      <sec>
        <title>Interventions</title>
        <p>The interventions were completed using a custom-built research smartphone app. Participants were given access to a smartphone app that was built for the purpose of conducting scientific research at the University of Southern Denmark that contained the training content for each specific intervention. The app has been applied in previous scientific research studies [<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref69">69</xref>]. The app was set up to contain specific content related to each of the interventions. That is, participants could only access the content in the app belonging to the specific type of intervention they were completing at any given time. Compliance was provided by a backend in the app that tracked the timestamps to keep count of content length belonging to each intervention for each participant.</p>
        <p>Participants did not receive an introductory session to the active intervention conditions but were provided with oral and written instructions about the app usage for the intervention period. Participants were instructed to follow the program in full.</p>
      </sec>
      <sec>
        <title>Managing Stress (Mindfulness) Intervention</title>
        <p>The content of the training was provided by Headspace [<xref ref-type="bibr" rid="ref70">70</xref>] and based on well-established concepts and practices within the stress [<xref ref-type="bibr" rid="ref71">71</xref>-<xref ref-type="bibr" rid="ref74">74</xref>], stress management [<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref76">76</xref>], and mindfulness training [<xref ref-type="bibr" rid="ref11">11</xref>] literature. The program involved a daily combination of evidence-based stress management techniques including an advice video featuring stress psychoeducation, a mindfulness meditation, a relaxation method (ie, progressive muscle relaxation), and a reflective activity (ie, gratitude prompts). All were delivered through short, animated videos and sound files in the app. The Managing Stress program has been tailored for people with elevated stress levels (Figure S2 in <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>). Whereas the other 3 active interventions comprised 30 sessions, the Managing Stress intervention entailed 20 total sessions (5 sessions per week) with an average of 15 minutes duration per session. The Managing Stress intervention had the same total duration relative to the duration of the other 3 active interventions (approximately 300 min in total for each intervention), allowing us to investigate if the training frequency yielded a difference across the active interventions.</p>
      </sec>
      <sec>
        <title>Basics (Mindfulness) Intervention</title>
        <p>The content of the training was provided by Headspace [<xref ref-type="bibr" rid="ref70">70</xref>] and based on well-established concepts and practices within the mindfulness literature [<xref ref-type="bibr" rid="ref11">11</xref>]. The course entailed daily practice in guided mindfulness meditation, with instructions delivered through short, animated videos and sound files in the app (Figure S1 in <xref ref-type="supplementary-material" rid="app3">Multimedia Appendix 3</xref>). The training course centered on mindfulness meditation, which included focusing on a selected object (ie, the body or the breath), monitoring the activity of the mind, noticing mind-wandering, and developing a nonjudgmental orientation toward one’s experience (ie, equanimity). The Basics intervention entailed daily practice sessions of 10-minute duration for a total of 30 sessions.</p>
      </sec>
      <sec>
        <title>Breathing (Mindfulness) Intervention</title>
        <p>The content of the training was provided by Headspace [<xref ref-type="bibr" rid="ref70">70</xref>] and based on well-established literature on the positive effects of deep breathing and diaphragmatic breathing on stress [<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref78">78</xref>]. The Breathing intervention consisted of brief (around 1 min) guided deep breathing and diaphragmatic breathing exercises. There were 9 different deep breathing exercises that all contained identical instructions. The participants in this group were instructed to freely choose from the exercises and complete 10 exercises (corresponding to 10 min) per day for a total of 30 days. Importantly, this intervention was different from the 2 other mindfulness interventions in that it did not contain programmatic content that progressed over time, but rather consisted of single succinct exercises. However, it is to be noted that similar deep breathing exercises were part of all of the mindfulness interventions, including the Managing Stress, the Basics, and the Breathing interventions.</p>
      </sec>
      <sec>
        <title>Audiobook Intervention</title>
        <p>Mindfulness has been hypothesized to train attention and affect through interoceptive nonjudgmental awareness [<xref ref-type="bibr" rid="ref79">79</xref>-<xref ref-type="bibr" rid="ref81">81</xref>]. Therefore, to deliberately manipulate the active control intervention, this study aimed to de-emphasize these elements by isolating the mechanisms of action in mindfulness. The participants in the active control intervention therefore received instructions to listen to an audiobook. Audiobooks have been used previously as active control for mindfulness in several studies [<xref ref-type="bibr" rid="ref82">82</xref>-<xref ref-type="bibr" rid="ref86">86</xref>]. Specifically, in accordance with previous literature we used the following audiobook in this study: “The Natural History of Selborne” by White and Taylor [<xref ref-type="bibr" rid="ref87">87</xref>]. The general topic of the audiobook contains observations of natural history of the area around Selborne organized more or less systematically by species and group. The intervention entailed listening to the audiobook for a daily duration of 10 minutes for a total of 30 sessions.</p>
      </sec>
      <sec>
        <title>Waitlist Control</title>
        <p>The Waitlist Control group required that participants did not follow an intervention. However, the Waitlist Control group was given the option to obtain access to 1 of the 3 active interventions after completion of the study.</p>
      </sec>
      <sec>
        <title>Statistical Analysis</title>
        <p>All data are presented as mean ± 1 SD unless otherwise stated. Assumptions of statistical tests for normal distribution and sphericity of data were checked. A series of mixed groups (Managing Stress, Basics, Breathing, Audiobook, Waitlist control) × time (pretest, posttest) ANOVAs were performed on PSS-10, PSQI, MAAS, and CPT self-reported stress. A series of mixed groups (Managing Stress, Basics, Breathing, Audiobook, Waitlist control) × time (pre, post) × task period (rest, during task, and recovery) ANOVAs were performed on HRV. Significant 3-way interactions were followed-up by Group by Time ANOVAs at each time point, and 2-way interactions were followed-up with relevant corrected pairwise comparisons using the Bonferroni method (post hoc analysis) for simple main effects within each group. Where no significant interactions were found, main effects of time, group, and task period were reported. Significance level was set at 0.05 (2-tailed) for all analyses. The effect sizes for the ANOVAs were calculated as partial eta squared (η²p), with 0.02, 0.13, and 0.26 indicating small, medium, and large effects, respectively. Data analysis was conducted using SPSS (version 27; IBM Corp).</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Measures at Baseline (Pretest)</title>
        <p>Age, gender, race, or ethnicity, and engagement duration (in minutes) is presented in <xref ref-type="table" rid="table1">Table 1</xref>, and behavioral measures (PSS-10, PSQI, MAAS, and self-reported stress during CPT) are presented in <xref ref-type="table" rid="table2">Table 2</xref>. No statistically significant differences were detected for any of these variables at baseline.</p>
        <table-wrap position="float" id="table2">
          <label>Table 2</label>
          <caption>
            <p>Behavioral data for the 5 groups collected pre- and postintervention and percentage change in self-reported measures.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="330"/>
            <col width="140"/>
            <col width="130"/>
            <col width="130"/>
            <col width="130"/>
            <col width="140"/>
            <thead>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Managing Stress</td>
                <td>Basics</td>
                <td>Breathing</td>
                <td>Audiobook</td>
                <td>Waitlist Control</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>PSS-10<sup>a</sup> (Pre), mean (SD)</td>
                <td>21.6 (3.2)</td>
                <td>21.6 (4.7)</td>
                <td>22.0 (4.1)</td>
                <td>22 (1.42)</td>
                <td>21.7 (4.4)</td>
              </tr>
              <tr valign="top">
                <td>PSS-10 (Post), mean (SD)</td>
                <td>18.6 (3.0)</td>
                <td>17.4 (4.3)</td>
                <td>22.7 (3.5)</td>
                <td>23.6 (5.0)</td>
                <td>21.8 (4.0)</td>
              </tr>
              <tr valign="top">
                <td>PSS-10 percentage change, %</td>
                <td>–13.8</td>
                <td>–14</td>
                <td>3.1</td>
                <td>7.2</td>
                <td>0.4</td>
              </tr>
              <tr valign="top">
                <td>PSQI<sup>b</sup> (Pre), mean (SD)</td>
                <td>7.3 (1.4)</td>
                <td>7.3 (1.3)</td>
                <td>7.2 (1.6)</td>
                <td>7.2 (1.5)</td>
                <td>7.2 (1.7)</td>
              </tr>
              <tr valign="top">
                <td>PSQI (Post), mean (SD)</td>
                <td>6.1 (1.3)</td>
                <td>6.4 (1.3)</td>
                <td>7.0 (1.7)</td>
                <td>7.1 (1.4)</td>
                <td>7.3 (1.7)</td>
              </tr>
              <tr valign="top">
                <td>PSQI percentage change, %</td>
                <td>–16.4</td>
                <td>–12.3</td>
                <td>–2.7</td>
                <td>–1.3</td>
                <td>1.3</td>
              </tr>
              <tr valign="top">
                <td>MAAS<sup>c</sup> (Pre), mean (SD)</td>
                <td>3.0 (0.9)</td>
                <td>2.9 (1.0)</td>
                <td>2.9 (1.1)</td>
                <td>3.0 (1.0)</td>
                <td>2.8 (1.2)</td>
              </tr>
              <tr valign="top">
                <td>MAAS (Post), mean (SD)</td>
                <td>3.7 (1.3)</td>
                <td>3.4 (1.1)</td>
                <td>2.8 (1.0)</td>
                <td>2.9 (1.2)</td>
                <td>2.9 (1.2)</td>
              </tr>
              <tr valign="top">
                <td>MAAS percentage change, %</td>
                <td>23.3</td>
                <td>17.2</td>
                <td>–3.4</td>
                <td>–3.3</td>
                <td>3.5</td>
              </tr>
              <tr valign="top">
                <td>CPT<sup>d</sup> self-reported stress (Pre), mean (SD)</td>
                <td>7.5 (1.3)</td>
                <td>7.3 (1.3)</td>
                <td>7.9 (1.3)</td>
                <td>7.4 (1.3)</td>
                <td>7.7 (1.3)</td>
              </tr>
              <tr valign="top">
                <td>CPT self-reported stress (Post), mean (SD)</td>
                <td>6.9 (1.4)</td>
                <td>6.9 (1.3)</td>
                <td>7.2 (1.5)</td>
                <td>7.2 (1.5)</td>
                <td>7.3 (1.4)</td>
              </tr>
              <tr valign="top">
                <td>CPT self-reported stress percentage change, %</td>
                <td>–8</td>
                <td>–5.4</td>
                <td>–8.8</td>
                <td>–2.7</td>
                <td>–5.1</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table2fn1">
              <p><sup>a</sup>PSS-10: Perceived Stress Scale.</p>
            </fn>
            <fn id="table2fn2">
              <p><sup>b</sup>PSQI: Pittsburgh Sleep Quality Index.</p>
            </fn>
            <fn id="table2fn3">
              <p><sup>c</sup>MAAS: Mindful Attention Awareness Scale.</p>
            </fn>
            <fn id="table2fn4">
              <p><sup>d</sup>CPT: cold pressor task.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Psychological Measures: PSS-10, PSQI, MAAS, and CPT Self-Reported Stress</title>
        <p>There was an interaction for PSS-10 across the 5 groups and time (<italic>F</italic><sub>4,158</sub>=6.964; <italic>P</italic>&#60;.001; η²p=0.188). Follow-up tests revealed that the PSS-10 score for the Managing Stress (<italic>P</italic>&#60;.001; η²p=0.096) and the Basics (<italic>P</italic>=.01; η²p=0.060) groups were significantly reduced from the preintervention to the postintervention period, while no significant differences were reported for Breathing (<italic>P</italic>=.51; η²p=0.003), Audiobook (<italic>P</italic>=.08; η²p=0.007) and Control (<italic>P</italic>=.75; η²p=0.001; <xref rid="figure3" ref-type="fig">Figure 3</xref>; <xref ref-type="table" rid="table2">Table 2</xref>).</p>
        <fig id="figure3" position="float">
          <label>Figure 3</label>
          <caption>
            <p>PSS-10 results pre and post across the 5 groups. $: interaction effect; #: simple main effects of time (follow-ups). PSS-10: Perceived Stress Scale.</p>
          </caption>
          <graphic xlink:href="mhealth_v11i1e47371_fig3.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <p>There was an interaction for PSQI across the 5 groups and time (<italic>F</italic><sub>4,158</sub>=4.941; <italic>P=</italic>.001; η²p=0.111). Follow-up tests revealed that the PSQI score for the Managing Stress (<italic>P</italic>&#60;.001; η²p=0.131) and the Basics (<italic>P</italic>=.001; η²p=0.074) groups were significantly reduced from the preintervention to the postintervention period, while no significant differences were reported for Breathing (<italic>P</italic>=.50; η²p=0.003), Audiobook (<italic>P</italic>=.60; η²p=0.002), and Control (<italic>P</italic>=.73; η²p=0.001; <xref rid="figure4" ref-type="fig">Figure 4</xref>; <xref ref-type="table" rid="table2">Table 2</xref>).</p>
        <p>There was no significant interaction (<italic>F</italic><sub>4,158</sub>=1.801; <italic>P=</italic>.13; η²p=0.044) or main effects of time (<italic>F</italic><sub>1,158</sub>=1.957; <italic>P=</italic>.16; η²p=0.012) and group (<italic>F</italic><sub>4,158</sub>=2.245; <italic>P=</italic>.07; η²p=0.054) for MAAS (<xref ref-type="table" rid="table2">Table 2</xref>).</p>
        <p>No interaction (<italic>F</italic><sub>4,158</sub>=0.279; <italic>P=</italic>.90; η²p=0.007) or main effect of group (<italic>F</italic><sub>4,158</sub>=1.639; <italic>P=</italic>.17; η²p=0.040) were found for self-reported stress during the CPT (<xref ref-type="table" rid="table2">Table 2</xref>). A main effect of time was observed (<italic>F</italic><sub>1,158</sub>=10.960; <italic>P</italic>=.001; η²p=0.065).</p>
        <fig id="figure4" position="float">
          <label>Figure 4</label>
          <caption>
            <p>PSQI results pre (A) and post (B) across the 5 groups. $: interaction effect; #: simple main effects of time (follow-ups). PSQI: Pittsburgh Sleep Quality Index.</p>
          </caption>
          <graphic xlink:href="mhealth_v11i1e47371_fig4.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Physiological Measures: HRV</title>
        <p>No 3-way interaction (group × time × task period) was detected for HRV (<italic>F</italic><sub>8,316</sub>=0.030; <italic>P=</italic>.997; η²p=0.001). However, a significant 2-way interaction (group × time [<italic>F</italic><sub>4,158</sub>=2.637; <italic>P</italic>=.04; η²p=0.063]) was detected. Follow-up <italic>t</italic> tests revealed that HRV significantly increased from pretest to posttest for the Managing Stress (<italic>P</italic>&#60;.001; η²p=0.089) and the Basics (<italic>P</italic>=.008; η²p=0.043) while no significant differences were reported for Breathing (<italic>P</italic>=.92; η²p=0.001), Audiobook (<italic>P</italic>=.53; η²p=0.002), and Control (<italic>P</italic>=.62; η²p=0.002). No group × task period (<italic>F</italic><sub>8,316</sub>=0.854; <italic>P</italic>=.56; η²p=0.021) and time × task period (<italic>F</italic><sub>2,316</sub>=1.670; <italic>P</italic>=.19; η²p=0.010) interactions were observed. A significant main effect of task period was observed (<italic>F</italic><sub>2,316</sub>=42.529; <italic>P</italic>&#60;.001; η²p=0.212; <xref rid="figure5" ref-type="fig">Figure 5</xref>; <xref ref-type="table" rid="table3">Table 3</xref>).</p>
        <fig id="figure5" position="float">
          <label>Figure 5</label>
          <caption>
            <p>HRV results pre and post across the 5 groups. $: interaction effect; #: simple main effects of time (follow-ups). HRV: heart rate variability; RMSSD: root-mean-square of successive differences between normal heartbeats.</p>
          </caption>
          <graphic xlink:href="mhealth_v11i1e47371_fig5.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <table-wrap position="float" id="table3">
          <label>Table 3</label>
          <caption>
            <p>Behavioral data for the 5 groups, shown as mean and SD collected pre- and postintervention.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="180"/>
            <col width="0"/>
            <col width="150"/>
            <col width="0"/>
            <col width="150"/>
            <col width="0"/>
            <col width="170"/>
            <col width="0"/>
            <col width="170"/>
            <col width="0"/>
            <col width="150"/>
            <thead>
              <tr valign="top">
                <td colspan="3">
                  <break/>
                </td>
                <td colspan="2">Managing Stress, mean (SD)</td>
                <td colspan="2">Basics, mean (SD)</td>
                <td colspan="2">Breathing, mean (SD)</td>
                <td colspan="2">Audiobook, mean (SD)</td>
                <td>Waitlist Control, mean (SD)</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="12">
                  <bold>HRV<sup>a</sup> (RMSSD<sup>b</sup>; Pre)</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Rest period</td>
                <td colspan="2">28.9 (8.0)</td>
                <td colspan="2">28.5 (9.5)</td>
                <td colspan="2">30.9 (11.3)</td>
                <td colspan="2">29.0 (8.4)</td>
                <td colspan="2">28.8 (8.0)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>CPT<sup>c</sup> period</td>
                <td colspan="2">24.5 (6.0)</td>
                <td colspan="2">23.9 (6.6)</td>
                <td colspan="2">22.0 (5.1)</td>
                <td colspan="2">23.5 (5.9)</td>
                <td colspan="2">23.5 (6.4)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Recovery period</td>
                <td colspan="2">28.2 (9.1)</td>
                <td colspan="2">27.0 (9.6)</td>
                <td colspan="2">28.4 (10.0)</td>
                <td colspan="2">26.0 (8.3)</td>
                <td colspan="2">26.6 (9.3)</td>
              </tr>
              <tr valign="top">
                <td colspan="12">
                  <bold>HRV (RMSSD; Post)</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Rest period</td>
                <td colspan="2">32.9 (10.0)</td>
                <td colspan="2">31.2 (8.8)</td>
                <td colspan="2">31.0 (9.0)</td>
                <td colspan="2">29.4 (7.9)</td>
                <td colspan="2">29.7 (8.9)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>CPT period</td>
                <td colspan="2">27.5 (6.9)</td>
                <td colspan="2">25.7 (7.1)</td>
                <td colspan="2">21.1 (4.4)</td>
                <td colspan="2">23.5 (6.6)</td>
                <td colspan="2">23.0 (6.3)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Recovery period</td>
                <td colspan="2">32.8 (9.1)</td>
                <td colspan="2">30.3 (7.9)</td>
                <td colspan="2">29.6 (11.0)</td>
                <td colspan="2">27.6 (9.4)</td>
                <td colspan="2">27.6 (9.5)</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table3fn1">
              <p><bold><sup>a</sup></bold>HRV: heart rate variability.</p>
            </fn>
            <fn id="table3fn2">
              <p><bold><sup>b</sup></bold>RMSSD: root-mean-square of successive differences between normal heartbeats.</p>
            </fn>
            <fn id="table3fn3">
              <p><bold><sup>c</sup></bold>CPT: cold pressor task.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Findings</title>
        <p>This study sought to investigate if 3 formats of digital mindfulness interventions would show efficacy in reducing subjective and physiological levels of stress in a population with elevated symptoms of stress. The study found that self-reported stress as measured by PSS-10 was significantly reduced in the Managing Stress and Basics groups from the preintervention to the postintervention period compared to the other groups. Furthermore, the study found significant improvement in self-reported sleep quality as measured by the PSQI in the Managing Stress and Basics groups from the preintervention to the postintervention period compared to the other groups. Trait mindfulness, as measured by MAAS, did not yield significant differences across any of the groups. Finally, the results showed that only the Basics and Managing Stress groups displayed significantly reduced levels of physiological stress (ie, expressed as increased HRV activity) during exposure to the acute stress manipulation task (ie, CPT).</p>
        <p>To our knowledge this study is the first study to demonstrate stress-reducing effects of a digital mindfulness app in a population with elevated baseline stress levels. Stress is prevalent in modern society and is accepted as a contributing factor to the onset of a range of mental health disorders, including depression and anxiety [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref88">88</xref>]. These findings highlight the promise of the Headspace mindfulness app in reducing both psychological and physiological stress in people with elevated stress.</p>
      </sec>
      <sec>
        <title>Self-Reported Effects of Stress and Sleep Quality</title>
        <p>The magnitude of change for the PSS-10 was larger in the Managing Stress group and the Basics groups compared to the Breathing and control groups, thus finding partial support for hypothesis 1 (H1). Our findings expand upon the results of previous studies that found digital mindfulness interventions improved stress among the general population [<xref ref-type="bibr" rid="ref20">20</xref>-<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref26">26</xref>]. This study showed efficacy among a sample composed of mostly university students with elevated stress. A meta-analysis showed that digital mindfulness interventions had significant effects on depression, anxiety, and stress, which was supported in this study in terms of stress reduction [<xref ref-type="bibr" rid="ref32">32</xref>]. However, the meta-analysis also showed that digital mindfulness interventions with therapist guidance were more effective than for digital mindfulness without therapist guidance. Our study did not include therapist guidance, future studies could examine whether therapist-guided interventions lead to higher effect sizes. An implication from this study is that the Managing Stress and Basics interventions both improved stress in a population afflicted with elevated stress, with effect sizes being slightly higher for the Managing Stress relative to the Basics intervention for both physiological measures (ie, HRV) and psychological measures (ie, PSS-10 and PSQI). The results may point to the fact that the act of following a skill-building intervention centered around mindfulness is sufficient to show changes in these outcomes, which was present in both the Managing Stress and Basics groups. Both the Managing Stress and Basics interventions were effective despite the differences in frequency and duration of individual sessions (20 daily 15-minute sessions for Managing Stress and 30 daily 10-minute sessions for Basics). The results suggest that using mindfulness app-based interventions may be a practical approach to reducing stress in that it requires fewer resources (costs, mindfulness instructors, and brick-and-mortar clinics) where people can participate remotely with fewer practical constraints.</p>
        <p>This study found that the PSQI indexing subjective sleep quality improved in the Managing Stress and Basics groups from the preintervention to the postintervention period. It is noteworthy that the participant’s subjective sleep quality on the PSQI did not show statistical differences from the preintervention to the postintervention period for the Breathing group. However, the HRV results support this finding in that there was not a significant difference in HRV for the Breathing intervention. A recent meta-analysis reported a significant positive effect of mindfulness on sleep quality based on the results of 6 randomized controlled trials on people with insomnia [<xref ref-type="bibr" rid="ref89">89</xref>]. In this study, we found a reduction in perceived stress and in a separate analysis an increase in sleep quality, however, only in 2 of the 3 aforementioned mindfulness interventions, which might be due to the skill-building program in Managing Stress and Basics that yielded an effect on both outcome measures.</p>
        <p>In contrast, we found no effects of the MAAS for any of the interventions. This finding is surprising in that previous findings have revealed that web- or app-based mindfulness has a significant impact on mindfulness, albeit with small effect sizes [<xref ref-type="bibr" rid="ref32">32</xref>]. However, we note that both the Managing Stress and Basics interventions showed a trend toward significance on the MAAS.</p>
      </sec>
      <sec>
        <title>Physiological Effects of Stress</title>
        <p>We did not find significant group differences in subjective levels of stress after administration of the CPT from the preintervention to the postintervention period. However, we did observe significant differences in HRV activity both in the expectation phase before the CPT, during the CPT, and in the recovery period after the CPT in both the Managing Stress group and the Basics group in support of hypothesis 2 (H2).</p>
        <p>A recent study employed the CPT in the context of a 30-day app-based mindfulness intervention and showed that mindfulness training was less affected by acute stress on their cognitive performance compared to the control group suggesting that mindfulness may mitigate the negative impact of acute stress [<xref ref-type="bibr" rid="ref24">24</xref>]. This previous finding may support the results from this study. Although this study cannot speak to the precise neurobiological mechanism underlying the elevated HRV activity observed in the Managing Stress and Basics groups, we can take advantage of our understanding of other systems involved in the stress response to interpret why these effects might occur. The stress response is driven by elevated noradrenaline levels during acute stress that reflects SNS activation [<xref ref-type="bibr" rid="ref90">90</xref>,<xref ref-type="bibr" rid="ref91">91</xref>]. Consequently, elevated noradrenaline levels during stress lead to the rapid decline in cognitive processing and impairment of the prefrontal cortex [<xref ref-type="bibr" rid="ref92">92</xref>]. However, our finding of increased HRV activity in the Managing Stress and Basics group, reflects increased PNS activity [<xref ref-type="bibr" rid="ref44">44</xref>] during acute stress which is in line with the abovementioned study showing that mindfulness in the context of the CPT does not impair cognitive functioning [<xref ref-type="bibr" rid="ref24">24</xref>]. The results demonstrate that the Managing Stress and Basics mindfulness interventions show a stress-buffering effect compared to the other interventions, specifically by increasing PNS activity in a population afflicted with elevated levels of self-reported baseline stress. Furthermore, the results show that mindfulness can momentarily decrease stress and stress-related autonomic activity, which has also been observed in related studies, albeit in healthy populations and using salivary cortisol [<xref ref-type="bibr" rid="ref93">93</xref>,<xref ref-type="bibr" rid="ref94">94</xref>].</p>
        <p>The results in this study found differential efficacy whereby only 2 of the 3 mindfulness groups, that is the Managing Stress and Basics group, but not the Breathing group, showed physiological and self-reported stress-buffering effects. This could be due to the relationship between the different ingredients of the mindfulness content across the different interventions. The content of the Breathing intervention was to engage in deep breathing and diaphragmatic breathing exercises for 10 min daily, which does not seem to translate into behavioral changes that could influence physiological reactivity as opposed to the Managing Stress and Basics interventions. This finding of differential effects between the 3 types of mindfulness is interesting. Reasons for such a difference might be found in the literature demonstrating mixed results in terms of the effect of deep breathing and diaphragmatic breathing interventions across various outcome measures. Further, 1 study found that breathing exercises did not yield pain reduction in a clinical population [<xref ref-type="bibr" rid="ref95">95</xref>]. However, another study found effects in terms of reduced distress in the context of brief deep breathing and diaphragmatic breathing exercises, albeit this study only showed a limited immediate effect of a deep breathing exercise [<xref ref-type="bibr" rid="ref96">96</xref>]. Thus, additional studies are required to tease apart the impact of deep breathing and diaphragmatic breathing exercises on stress outcomes and respiratory-physiological effects both in the immediate phase and more chronic effects. Further, 1 interpretation of the results from this study may be that essential components of the mindfulness interventions that were not present in the breathing exercises, such as <italic>attention monitoring</italic> and <italic>acceptance</italic> components, may be responsible for the nonsignificant finding in the breathing exercise condition. This may explain the mechanism of action behind why mindfulness is thought to influence stress in this study.</p>
      </sec>
      <sec>
        <title>Strengths and Limitations</title>
        <p>Although the results of this study are promising regarding the efficacy in 2 of the 3 app-based mindfulness interventions, several limitations must be noted. First, the sample primarily comprised young university students in their twenties, thus the generalizability of our findings may be limited. Second, this study did not investigate the efficacy of the app-based interventions beyond 30 days, nor whether any of the findings were maintained (regardless of app usage) beyond this period. Future studies should consider including follow-up measurements to evaluate sustained outcomes. Third, the study did not collect endocrine measures such as cortisol to assess the acute stress response during the CPT, although the HRV-data supported, it would have been interesting to also inspect correlations between endocrine measures and HRV to be completely certain that the CPT elicited reliable stress reactivity in participants. Fourth, participants were instructed to follow the program in full, however training adherence was not checked during the intervention, and participants were not reminded by the researchers to complete the daily training in the intervention period, which might have increased adherence.</p>
        <p>Notably, a strength of this study was its relatively diverse population in terms of race, whereby 5 different ethnicities were represented in the study. In future interventions, it is important to explore the efficacy of diverse populations both in terms of race or ethnicity, age, socioeconomic status, and education level in order to generalize the findings to a broader population. A second strength of this study is that we employed multiple mindfulness interventions and were thus able to investigate if the unique characteristic of each intervention would result in differential efficacy. A third strength of this study was that both subjective and objective measures were employed which increased the inferences made in terms of reductions in both self-reported stress and objective measures of stress in the Managing Stress and Basics interventions.</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>In summary, our findings extend previous studies suggesting the efficacy of Headspace’s app-based mindfulness interventions, specifically the Managing Stress and Basics content, to reduce stress in populations with elevated stress levels. Specifically, we found stress-buffering effects in a relatively diverse sample of participants afflicted with elevated stress. More research in this area is needed to establish efficacy and explore the degree to which effects are sustained in the long-term. The findings presented here provide important data that may be applied to the design of future studies or mental health interventions in people who experience elevated levels of stress.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <media xlink:href="mhealth_v11i1e47371_app1.docx" xlink:title="DOCX File , 1237 KB"/>
      </supplementary-material>
      <supplementary-material id="app2">
        <label>Multimedia Appendix 2</label>
        <p>Managing Stress (mindfulness) guided program.</p>
        <media xlink:href="mhealth_v11i1e47371_app2.png" xlink:title="PNG File , 276 KB"/>
      </supplementary-material>
      <supplementary-material id="app3">
        <label>Multimedia Appendix 3</label>
        <p>Basics (mindfulness) course.</p>
        <media xlink:href="mhealth_v11i1e47371_app3.png" xlink:title="PNG File , 180 KB"/>
      </supplementary-material>
      <supplementary-material id="app4">
        <label>Multimedia Appendix 4</label>
        <p>CONSORT eHealth Checklist (V 1.6.2).</p>
        <media xlink:href="mhealth_v11i1e47371_app4.pdf" xlink:title="PDF File  (Adobe PDF File), 91 KB"/>
      </supplementary-material>
    </app-group>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">ANS</term>
          <def>
            <p>autonomic nervous system</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">CPT</term>
          <def>
            <p>cold pressor task</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">HRV</term>
          <def>
            <p>heart rate variability</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">MAAS</term>
          <def>
            <p>Mindful Attention Awareness Scale</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">MBSR</term>
          <def>
            <p>mindfulness-based stress reduction</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb6">PNS</term>
          <def>
            <p>parasympathetic nervous system</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb7">PSQI</term>
          <def>
            <p>Pittsburgh Sleep Quality Index</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb8">PSS-10</term>
          <def>
            <p>Perceived Stress Scale</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb9">SNS</term>
          <def>
            <p>sympathetic nervous system</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>UK and WS contributed equally to this study. This study was funded by Headspace.</p>
    </ack>
    <notes>
      <sec>
        <title>Data Availability</title>
        <p>The data sets generated or analyzed during the study are available from the corresponding author upon request.</p>
      </sec>
    </notes>
    <fn-group>
      <fn fn-type="conflict">
        <p>The following authors are current or former employees of Headspace: EH, CN, SK, ES, AC, CP, and LL.</p>
      </fn>
    </fn-group>
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