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<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">PLoS Med</journal-id>
<journal-id journal-id-type="publisher-id">plos</journal-id>
<journal-id journal-id-type="pmc">plosmed</journal-id>
<journal-title-group>
<journal-title>PLOS Medicine</journal-title>
</journal-title-group>
<issn pub-type="ppub">1549-1277</issn>
<issn pub-type="epub">1549-1676</issn>
<publisher>
<publisher-name>Public Library of Science</publisher-name>
<publisher-loc>San Francisco, CA USA</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.1371/journal.pmed.1003434</article-id>
<article-id pub-id-type="publisher-id">PMEDICINE-D-20-01702</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Research Article</subject>
</subj-group>
<subj-group subj-group-type="Discipline-v3">
<subject>Social sciences</subject><subj-group><subject>Economics</subject><subj-group><subject>Economic geography</subject><subj-group><subject>Low and middle income countries</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Earth sciences</subject><subj-group><subject>Geography</subject><subj-group><subject>Economic geography</subject><subj-group><subject>Low and middle income countries</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Research and analysis methods</subject><subj-group><subject>Mathematical and statistical techniques</subject><subj-group><subject>Statistical methods</subject><subj-group><subject>Metaanalysis</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Physical sciences</subject><subj-group><subject>Mathematics</subject><subj-group><subject>Statistics</subject><subj-group><subject>Statistical methods</subject><subj-group><subject>Metaanalysis</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Endocrinology</subject><subj-group><subject>Endocrine disorders</subject><subj-group><subject>Diabetes mellitus</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Medical conditions</subject><subj-group><subject>Metabolic disorders</subject><subj-group><subject>Diabetes mellitus</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Diagnostic medicine</subject><subj-group><subject>Diabetes diagnosis and management</subject><subj-group><subject>HbA1c</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Biochemistry</subject><subj-group><subject>Proteins</subject><subj-group><subject>Hemoglobin</subject><subj-group><subject>HbA1c</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Endocrinology</subject><subj-group><subject>Endocrine disorders</subject><subj-group><subject>Diabetes mellitus</subject><subj-group><subject>Type 2 diabetes</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Medical conditions</subject><subj-group><subject>Metabolic disorders</subject><subj-group><subject>Diabetes mellitus</subject><subj-group><subject>Type 2 diabetes</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Clinical medicine</subject><subj-group><subject>Clinical trials</subject><subj-group><subject>Randomized controlled trials</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Pharmacology</subject><subj-group><subject>Drug research and development</subject><subj-group><subject>Clinical trials</subject><subj-group><subject>Randomized controlled trials</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Research and analysis methods</subject><subj-group><subject>Clinical trials</subject><subj-group><subject>Randomized controlled trials</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Health care</subject><subj-group><subject>Quality of life</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Endocrinology</subject><subj-group><subject>Endocrine disorders</subject><subj-group><subject>Diabetes mellitus</subject><subj-group><subject>Type 2 diabetes</subject><subj-group><subject>Type 2 diabetes risk</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Medical conditions</subject><subj-group><subject>Metabolic disorders</subject><subj-group><subject>Diabetes mellitus</subject><subj-group><subject>Type 2 diabetes</subject><subj-group><subject>Type 2 diabetes risk</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group></article-categories>
<title-group>
<article-title>Health system interventions for adults with type 2 diabetes in low- and middle-income countries: A systematic review and meta-analysis</article-title>
<alt-title alt-title-type="running-head">Systematic review of health system interventions for type 2 diabetes in low- and middle-income countries</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-4372-7387</contrib-id>
<name name-style="western">
<surname>Flood</surname>
<given-names>David</given-names>
</name>
<role content-type="https://casrai.org/credit/">Conceptualization</role>
<role content-type="https://casrai.org/credit/">Data curation</role>
<role content-type="https://casrai.org/credit/">Formal analysis</role>
<role content-type="https://casrai.org/credit/">Investigation</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Project administration</role>
<role content-type="https://casrai.org/credit/">Resources</role>
<role content-type="https://casrai.org/credit/">Software</role>
<role content-type="https://casrai.org/credit/">Supervision</role>
<role content-type="https://casrai.org/credit/">Visualization</role>
<role content-type="https://casrai.org/credit/">Writing – original draft</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
<xref ref-type="corresp" rid="cor001">*</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-1957-6128</contrib-id>
<name name-style="western">
<surname>Hane</surname>
<given-names>Jessica</given-names>
</name>
<role content-type="https://casrai.org/credit/">Data curation</role>
<role content-type="https://casrai.org/credit/">Formal analysis</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Project administration</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Dunn</surname>
<given-names>Matthew</given-names>
</name>
<role content-type="https://casrai.org/credit/">Data curation</role>
<role content-type="https://casrai.org/credit/">Formal analysis</role>
<role content-type="https://casrai.org/credit/">Project administration</role>
<role content-type="https://casrai.org/credit/">Visualization</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff004"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0001-7699-4417</contrib-id>
<name name-style="western">
<surname>Brown</surname>
<given-names>Sarah Jane</given-names>
</name>
<role content-type="https://casrai.org/credit/">Data curation</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Resources</role>
<role content-type="https://casrai.org/credit/">Software</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff005"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-3351-7175</contrib-id>
<name name-style="western">
<surname>Wagenaar</surname>
<given-names>Bradley H.</given-names>
</name>
<role content-type="https://casrai.org/credit/">Conceptualization</role>
<role content-type="https://casrai.org/credit/">Formal analysis</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff006"><sup>6</sup></xref>
<xref ref-type="aff" rid="aff007"><sup>7</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-4819-7178</contrib-id>
<name name-style="western">
<surname>Rogers</surname>
<given-names>Elizabeth A.</given-names>
</name>
<role content-type="https://casrai.org/credit/">Conceptualization</role>
<role content-type="https://casrai.org/credit/">Formal analysis</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff008"><sup>8</sup></xref>
<xref ref-type="aff" rid="aff009"><sup>9</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Heisler</surname>
<given-names>Michele</given-names>
</name>
<role content-type="https://casrai.org/credit/">Formal analysis</role>
<role content-type="https://casrai.org/credit/">Investigation</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff010"><sup>10</sup></xref>
<xref ref-type="aff" rid="aff011"><sup>11</sup></xref>
<xref ref-type="aff" rid="aff012"><sup>12</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0001-7274-8315</contrib-id>
<name name-style="western">
<surname>Rohloff</surname>
<given-names>Peter</given-names>
</name>
<role content-type="https://casrai.org/credit/">Conceptualization</role>
<role content-type="https://casrai.org/credit/">Formal analysis</role>
<role content-type="https://casrai.org/credit/">Investigation</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Supervision</role>
<role content-type="https://casrai.org/credit/">Writing – original draft</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0001-8670-9376</contrib-id>
<name name-style="western">
<surname>Chopra</surname>
<given-names>Vineet</given-names>
</name>
<role content-type="https://casrai.org/credit/">Data curation</role>
<role content-type="https://casrai.org/credit/">Formal analysis</role>
<role content-type="https://casrai.org/credit/">Investigation</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Project administration</role>
<role content-type="https://casrai.org/credit/">Supervision</role>
<role content-type="https://casrai.org/credit/">Writing – original draft</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff012"><sup>12</sup></xref>
<xref ref-type="aff" rid="aff013"><sup>13</sup></xref>
</contrib>
</contrib-group>
<aff id="aff001"><label>1</label> <addr-line>Center for Research in Indigenous Health, Wuqu’ Kawoq, Tecpán, Guatemala</addr-line></aff>
<aff id="aff002"><label>2</label> <addr-line>Division of Hospital Medicine, Department of Internal Medicine, National Clinician Scholars Program, University of Michigan, Ann Arbor, Michigan, United States of America</addr-line></aff>
<aff id="aff003"><label>3</label> <addr-line>Medicine-Pediatrics Residency Program, University of Minnesota, Minneapolis, Minnesota, United States of America</addr-line></aff>
<aff id="aff004"><label>4</label> <addr-line>School of Public Health, University of Michigan, Ann Arbor, Michigan, United States of America</addr-line></aff>
<aff id="aff005"><label>5</label> <addr-line>Health Sciences Libraries, University of Minnesota, Minneapolis, Minnesota, United States of America</addr-line></aff>
<aff id="aff006"><label>6</label> <addr-line>Department of Global Health, University of Washington, Seattle, Washington, United States of America</addr-line></aff>
<aff id="aff007"><label>7</label> <addr-line>Department of Epidemiology, University of Washington, Seattle, Washington, United States of America</addr-line></aff>
<aff id="aff008"><label>8</label> <addr-line>Division of General Internal Medicine, Department of Medicine, University of Minnesota, Minneapolis, Minnesota, United States of America</addr-line></aff>
<aff id="aff009"><label>9</label> <addr-line>Department of Pediatrics, University of Minnesota, Minneapolis, Minnesota, United States of America</addr-line></aff>
<aff id="aff010"><label>10</label> <addr-line>Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan United States of America</addr-line></aff>
<aff id="aff011"><label>11</label> <addr-line>Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, Michigan United States of America</addr-line></aff>
<aff id="aff012"><label>12</label> <addr-line>Center for Clinical Management Research, Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan United States of America</addr-line></aff>
<aff id="aff013"><label>13</label> <addr-line>Division of Hospital Medicine, Department of Medicine, University of Michigan, Ann Arbor, Michigan United States of America</addr-line></aff>
<contrib-group>
<contrib contrib-type="editor" xlink:type="simple">
<name name-style="western">
<surname>Kengne</surname>
<given-names>Andre P.</given-names>
</name>
<role>Academic Editor</role>
<xref ref-type="aff" rid="edit1"/>
</contrib>
</contrib-group>
<aff id="edit1"><addr-line>South African Medical Research Council, SOUTH AFRICA</addr-line></aff>
<author-notes>
<fn fn-type="conflict" id="coi001">
<p>The authors have declared that no competing interests exist.</p>
</fn>
<corresp id="cor001">* E-mail: <email xlink:type="simple">david@wuqukawoq.org</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>11</month>
<year>2020</year>
</pub-date>
<pub-date pub-type="collection">
<month>11</month>
<year>2020</year>
</pub-date>
<volume>17</volume>
<issue>11</issue>
<elocation-id>e1003434</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>4</month>
<year>2020</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>10</month>
<year>2020</year>
</date>
</history>
<permissions>
<license xlink:href="https://creativecommons.org/publicdomain/zero/1.0/" xlink:type="simple">
<license-p>This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/publicdomain/zero/1.0/" xlink:type="simple">Creative Commons CC0</ext-link> public domain dedication.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="info:doi/10.1371/journal.pmed.1003434"/>
<abstract>
<sec id="sec001">
<title>Background</title>
<p>Effective health system interventions may help address the disproportionate burden of diabetes in low- and middle-income countries (LMICs). We assessed the impact of health system interventions to improve outcomes for adults with type 2 diabetes in LMICs.</p>
</sec>
<sec id="sec002">
<title>Methods and findings</title>
<p>We searched Ovid MEDLINE, Cochrane Library, EMBASE, African Index Medicus, LILACS, and Global Index Medicus from inception of each database through February 24, 2020. We included randomized controlled trials (RCTs) of health system interventions targeting adults with type 2 diabetes in LMICs. Eligible studies reported at least 1 of the following outcomes: glycemic change, mortality, quality of life, or cost-effectiveness. We conducted a meta-analysis for the glycemic outcome of hemoglobin A1c (HbA1c). GRADE and Cochrane Effective Practice and Organisation of Care methods were used to assess risk of bias for the glycemic outcome and to prepare a summary of findings table. Of the 12,921 references identified in searches, we included 39 studies in the narrative review of which 19 were cluster RCTs and 20 were individual RCTs. The greatest number of studies were conducted in the East Asia and Pacific region (<italic>n =</italic> 20) followed by South Asia (<italic>n =</italic> 7). There were 21,080 total participants enrolled across included studies and 10,060 total participants in the meta-analysis of HbA1c when accounting for the design effect of cluster RCTs. Non-glycemic outcomes of mortality, health-related quality of life, and cost-effectiveness had sparse data availability that precluded quantitative pooling. In the meta-analysis of HbA1c from 35 of the included studies, the mean difference was −0.46% (95% CI −0.60% to −0.31%, <italic>I</italic><sup>2</sup> 87.8%, <italic>p &lt;</italic> 0.001) overall, −0.37% (95% CI −0.64% to −0.10%, <italic>I</italic><sup>2</sup> 60.0%, <italic>n =</italic> 7, <italic>p =</italic> 0.020) in multicomponent clinic-based interventions, −0.87% (−1.20% to −0.53%, <italic>I</italic><sup>2</sup> 91.0%, <italic>n =</italic> 13, <italic>p &lt;</italic> 0.001) in pharmacist task-sharing studies, and −0.27% (−0.50% to −0.04%, <italic>I</italic><sup>2</sup> 64.1%, <italic>n =</italic> 7, <italic>p =</italic> 0.010) in trials of diabetes education or support alone. Other types of interventions had few included studies. Eight studies were at low risk of bias for the summary assessment of glycemic control, 15 studies were at unclear risk, and 16 studies were at high risk. The certainty of evidence for glycemic control by subgroup was moderate for multicomponent clinic-based interventions but was low or very low for other intervention types. Limitations include the lack of consensus definitions for health system interventions, differences in the quality of underlying studies, and sparse data availability for non-glycemic outcomes.</p>
</sec>
<sec id="sec003">
<title>Conclusions</title>
<p>In this meta-analysis, we found that health system interventions for type 2 diabetes may be effective in improving glycemic control in LMICs, but few studies are available from rural areas or low- or lower-middle-income countries. Multicomponent clinic-based interventions had the strongest evidence for glycemic benefit among intervention types. Further research is needed to assess non-glycemic outcomes and to study implementation in rural and low-income settings.</p>
</sec>
</abstract>
<abstract abstract-type="toc">
<p>In this meta-analysis of published studies, David Flood and colleagues assess the impact of health system interventions to improve outcomes for type 2 diabetes patients.</p>
</abstract>
<abstract abstract-type="summary">
<title>Author summary</title>
<sec id="sec004">
<title>Why was this study done?</title>
<list list-type="bullet">
<list-item><p>Approximately 80% of the 463 million adults with type 2 diabetes worldwide live in low- and middle-income countries (LMICs).</p></list-item>
<list-item><p>Evidence-based treatments for diabetes exist, but health systems in LMICs have difficulty meeting diabetes patients’ needs.</p></list-item>
<list-item><p>Health system interventions can help address this gap by improving the delivery of diabetes care within health systems.</p></list-item>
</list>
</sec>
<sec id="sec005">
<title>What did the researchers do and find?</title>
<list list-type="bullet">
<list-item><p>We conducted a systematic review and meta-analysis of 39 health system interventions aiming to improve outcomes of glycemic (i.e., blood glucose) control, mortality, quality of life, or cost-effectiveness for people with type 2 diabetes in LMICs.</p></list-item>
<list-item><p>We found that health system interventions for type 2 diabetes may be effective in improving glycemic control in LMICs, but few studies were available from rural areas or low- or lower-middle-income countries.</p></list-item>
<list-item><p>Among intervention types, multicomponent clinic-based interventions had the strongest evidence for improving glycemic control.</p></list-item>
</list>
</sec>
<sec id="sec006">
<title>What do these findings mean?</title>
<list list-type="bullet">
<list-item><p>Our findings support the scaling up of diabetes health system interventions to improve patients’ glycemic control in LMICs.</p></list-item>
<list-item><p>Further research is needed to assess other outcomes beyond glycemic control, especially in rural areas and in low- or lower-middle-income countries.</p></list-item>
</list>
</sec>
</abstract>
<funding-group>
<award-group id="award001">
<funding-source>
<institution-wrap>
<institution-id institution-id-type="funder-id">http://dx.doi.org/10.13039/100000062</institution-id>
<institution>National Institute of Diabetes and Digestive and Kidney Diseases</institution>
</institution-wrap>
</funding-source>
<award-id>K23DK118207</award-id>
<principal-award-recipient>
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-4819-7178</contrib-id>
<name name-style="western">
<surname>Rogers</surname>
<given-names>Elizabeth A.</given-names>
</name>
</principal-award-recipient>
</award-group>
<funding-statement>DF is supported by the National Clinician Scholars Program at the University of Michigan Institute for Healthcare Policy &amp; Innovation. BHW is supported by grant number K01MH110599 from the National Institute of Mental Health. EAR is supported by the National Institute of Diabetes and Digestive and Kidney Diseases of the National Institutes of Health under award number K23DK118207. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</funding-statement>
</funding-group>
<counts>
<fig-count count="2"/>
<table-count count="1"/>
<page-count count="19"/>
</counts>
<custom-meta-group>
<custom-meta id="data-availability">
<meta-name>Data Availability</meta-name>
<meta-value>The study’s dataset and statistical code are available through Dataverse at: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.7910/DVN/NIESKT" xlink:type="simple">https://doi.org/10.7910/DVN/NIESKT</ext-link>.</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="sec007" sec-type="intro">
<title>Introduction</title>
<p>Type 2 diabetes disproportionately affects people in low- and middle-income countries (LMICs). Of the estimated 463 million adults worldwide with type 2 diabetes, approximately 80% reside in LMICs [<xref ref-type="bibr" rid="pmed.1003434.ref001">1</xref>]. The absolute number of adults and percentage of the population with diabetes have increased more quickly in LMICs than in high-income countries (HICs) [<xref ref-type="bibr" rid="pmed.1003434.ref002">2</xref>]. Despite the existence of cost-effective and evidence-based clinical treatments for type 2 diabetes [<xref ref-type="bibr" rid="pmed.1003434.ref003">3</xref>], health systems in LMICs have difficulty meeting the rising need for quality care [<xref ref-type="bibr" rid="pmed.1003434.ref004">4</xref>]. Improving and scaling up care in LMICs is an urgent global health priority.</p>
<p>Health system interventions can help address this priority. In contrast to clinical therapies for individual patients, health system interventions emphasize the behavior of health workers and the way healthcare is practiced and delivered [<xref ref-type="bibr" rid="pmed.1003434.ref005">5</xref>]. Examples of health system interventions include quality and safety programs, health information systems, health worker incentives, and changes in scope of practice [<xref ref-type="bibr" rid="pmed.1003434.ref005">5</xref>]. Effective health system interventions are needed to implement type 2 diabetes care in settings with different resources, cultures, and population risk factors [<xref ref-type="bibr" rid="pmed.1003434.ref006">6</xref>].</p>
<p>While health system interventions improve type 2 diabetes outcomes in HICs [<xref ref-type="bibr" rid="pmed.1003434.ref007">7</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref009">9</xref>], the evidence from LMICs is limited. A 2012 meta-analysis of 142 randomized trials primarily conducted in HICs found that interventions targeting the health system rather than healthcare providers or patients alone were most effective [<xref ref-type="bibr" rid="pmed.1003434.ref009">9</xref>]. However, health system interventions designed and tested in HICs may not be generalizable to LMICs [<xref ref-type="bibr" rid="pmed.1003434.ref010">10</xref>]. In LMICs, prior reviews draw from diverse study designs and together suggest a modest yet increasing number of studies on the implementation of evidence-based type 2 diabetes care into health systems in LMICs [<xref ref-type="bibr" rid="pmed.1003434.ref011">11</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref013">13</xref>]. To our knowledge, no review has systematically assessed evidence from randomized controlled trials (RCTs) or conducted a meta-analysis.</p>
<p>Therefore, we conducted a systematic review and meta-analysis to examine the impact of health system interventions that aimed to improve outcomes of glycemic (i.e., blood glucose) change, mortality, health-related quality of life, or cost-effectiveness for adults with type 2 diabetes in LMICs.</p>
</sec>
<sec id="sec008" sec-type="materials|methods">
<title>Methods</title>
<p>This systematic review and meta-analysis was conducted based on guidance from Cochrane Effective Practice and Organisation of Care (EPOC), a group focusing on reviews of the delivery of health services [<xref ref-type="bibr" rid="pmed.1003434.ref014">14</xref>]. We registered the review in PROSPERO (CRD42018106765; <xref ref-type="supplementary-material" rid="pmed.1003434.s001">S1 Appendix</xref>) and followed the Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) guidelines (<xref ref-type="supplementary-material" rid="pmed.1003434.s002">S2 Appendix</xref>) [<xref ref-type="bibr" rid="pmed.1003434.ref015">15</xref>]. Ethical approval was not required as the research used publicly available data.</p>
<sec id="sec009">
<title>Search strategy and selection criteria</title>
<p>We performed systematic searches in several bibliographic databases. The search strategy was built and tested for sensitivity in Ovid MEDLINE (<xref ref-type="supplementary-material" rid="pmed.1003434.s003">S3 Appendix</xref>) and translated to 5 other bibliographic databases: Cochrane Library, EMBASE, African Index Medicus, LILACS, and Global Index Medicus. Databases were chosen to be inclusive of international and interdisciplinary literature. The search strategy was built in English, and no language filters were applied. We also hand-searched the references of included studies, related systematic reviews, and the websites of major international diabetes organizations. To ensure high search quality, a second reference librarian peer-reviewed the search terms. The search dates were from database inception through February 24, 2020.</p>
<p>We included RCTs of health system interventions targeting non-pregnant, ambulatory adults with type 2 diabetes in LMICs. We defined LMICs using the 2019 World Bank income groups. Included studies reported at least 1 of the following outcomes: glycemic change, mortality, health-related quality of life, or cost-effectiveness. Given our interest in durable health system interventions, we prespecified that studies enroll 100 or more participants, with follow-up of at least 24 weeks. No date or language restrictions were applied.</p>
<p>We used the EPOC review group’s definition of health system interventions as those designed to “improve the professional practice and the delivery of effective health services” through changes in healthcare delivery, financing, governance, and implementation [<xref ref-type="bibr" rid="pmed.1003434.ref005">5</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref014">14</xref>]. Consistent with EPOC, we excluded studies of patient behavior change alone if the intervention did not primarily target healthcare professionals [<xref ref-type="bibr" rid="pmed.1003434.ref014">14</xref>]. For example, an intervention training healthcare professionals on diabetes education was included; however, an intervention aiming to improve outcomes solely through individualized diabetes education was excluded [<xref ref-type="bibr" rid="pmed.1003434.ref014">14</xref>]. We defined “healthcare professional” broadly to encompass physicians, nurses, pharmacists, and other allied health workers.</p>
</sec>
<sec id="sec010">
<title>Data analysis</title>
<p>A medical librarian (SJB) downloaded all records, removed duplicates, and imported records to the review management tool Covidence. Two authors (DF and JH) independently screened studies by title and abstract and, subsequently, by full-text review. Disagreements were resolved first by consensus and, if needed, in consultation with another author (PR). We used language proficiency among the members of our review team and Google Translate to abstract data from non-English trials [<xref ref-type="bibr" rid="pmed.1003434.ref016">16</xref>]. Multiple reports from the same study were identified by reviewing the country setting, intervention details, and authorship list. When multiple reports were identified, we linked the reports together for extraction and analysis. We used the TIDieR checklist and EPOC template to structure extraction [<xref ref-type="bibr" rid="pmed.1003434.ref017">17</xref>]. We extracted study elements including the 4 outcomes, country, setting, duration and follow-up, number of participants enrolled, intervention description, and comparator. One author (DF) extracted summary data into a customized electronic spreadsheet, and 2 other authors (JH and MD) independently verified the extracted data. We classified each study by EPOC domain (<xref ref-type="supplementary-material" rid="pmed.1003434.s004">S4 Appendix</xref>) [<xref ref-type="bibr" rid="pmed.1003434.ref005">5</xref>] and then grouped interventions into similar types. Our main unit of analysis was at the level of intervention type. If outcomes were missing or not reported, we contacted authors twice to obtain data. We used GRADE and EPOC guidance to assess risk of bias for the glycemic outcome and to prepare a summary of findings table [<xref ref-type="bibr" rid="pmed.1003434.ref018">18</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref021">21</xref>].</p>
</sec>
<sec id="sec011">
<title>Statistical analysis</title>
<p>As quantitative data were reliably reported for only 1 of our 4 included outcomes, we limited our meta-analysis to the glycemic outcome of hemoglobin A1c (HbA1c) change. The meta-analysis was performed with random effects using the DerSimonian–Laird method for mean between-group HbA1c difference. Prespecified subgroup analyses were done by intervention type. Sample sizes for cluster RCTs were adjusted to account for the design effect using the intracluster correlation coefficient (ICC) [<xref ref-type="bibr" rid="pmed.1003434.ref022">22</xref>]. We inferred an ICC from the literature if one was not reported in the study or its trial protocol [<xref ref-type="bibr" rid="pmed.1003434.ref023">23</xref>]. We followed the methodology recommended in the Cochrane handbook to calculate within-group mean and standard deviation when this information was not directly reported in the study or made available by authors [<xref ref-type="bibr" rid="pmed.1003434.ref022">22</xref>]. To provide a range of the effects of individual studies, we calculated an overall prediction interval [<xref ref-type="bibr" rid="pmed.1003434.ref024">24</xref>].</p>
<p>We conducted 2 sensitivity analyses. First, we excluded studies with high risk of bias. Second, we assessed the influence of individual studies by using the leave-one-out method to recalculate estimates omitting 1 study at a time [<xref ref-type="bibr" rid="pmed.1003434.ref025">25</xref>]. Heterogeneity was explored by calculating <italic>I</italic><sup>2</sup> and <italic>T</italic><sup>2</sup>, and we report 95% confidence intervals for <italic>I</italic><sup>2</sup> if 3 or more studies are pooled [<xref ref-type="bibr" rid="pmed.1003434.ref026">26</xref>]. Publication bias was assessed by visual inspection of funnel plots and the Egger test. The trim-and-fill method was also applied to impute the number of studies potentially missing from the meta-analysis and to re-estimate an overall effect size accounting for publication bias [<xref ref-type="bibr" rid="pmed.1003434.ref027">27</xref>]. We analyzed data in Stata (version 16.0).</p>
</sec>
</sec>
<sec id="sec012" sec-type="results">
<title>Results</title>
<sec id="sec013">
<title>Overview of results</title>
<p>Our search strategy identified 12,921 references (<xref ref-type="fig" rid="pmed.1003434.g001">Fig 1</xref>). After removing 1,093 duplicates, we screened 11,828 references by title and abstract and assessed 322 full-text articles for eligibility. Of the 283 articles excluded after full-text review, 103 articles were excluded due to the type of intervention, and 94 articles were excluded due to incomplete data. We included 39 trials in the narrative review and 35 trials in the meta-analysis of glycemic change.</p>
<fig id="pmed.1003434.g001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pmed.1003434.g001</object-id>
<label>Fig 1</label>
<caption>
<title>PRISMA study flow diagram.</title>
<p>HbA1c, hemoglobin A1c.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.g001" xlink:type="simple"/>
</fig>
<p>Of the 39 studies included in the narrative review, 19 were cluster RCTs and 20 were individual RCTs (<xref ref-type="table" rid="pmed.1003434.t001">Table 1</xref>; <xref ref-type="supplementary-material" rid="pmed.1003434.s005">S5 Appendix</xref>). There were 21,080 total participants enrolled across included studies. The greatest number of studies were conducted in the East Asia and Pacific region, followed by South Asia. Twenty-nine studies were conducted in upper-middle-income countries as defined by the World Bank, and only 1 trial included a site in a low-income country. All but 1 of the studies were published in the year 2010 or after [<xref ref-type="bibr" rid="pmed.1003434.ref028">28</xref>]. The study setting was primarily urban in 27 trials and primarily rural in 5 trials. The median study duration was 10 months (interquartile range 6 to 12). Most interventions involved the EPOC domains of delivery arrangements and implementation strategies. Only 1 intervention incorporated a change in governance [<xref ref-type="bibr" rid="pmed.1003434.ref029">29</xref>], and no study tested changes in financial arrangements. The comparator group in most studies was usual care as defined by the local program or setting of care. Two studies described the comparator group as enhanced usual care, where the enhancement consisted of clinical training for health professionals [<xref ref-type="bibr" rid="pmed.1003434.ref030">30</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref031">31</xref>], and in 1 study the medical fees were waived in the comparator arm [<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>].</p>
<table-wrap id="pmed.1003434.t001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pmed.1003434.t001</object-id>
<label>Table 1</label> <caption><title>Characteristics of the 39 studies included in this review.</title></caption>
<alternatives>
<graphic id="pmed.1003434.t001g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.t001" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left">Characteristic</th>
<th align="left">Number of studies (<italic>n =</italic> 39)</th>
<th align="left">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left"><bold>EPOC domains</bold></td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">    Delivery arrangements</td>
<td align="left">27</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref028">28</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref057">57</xref>]</td>
</tr>
<tr>
<td align="left">    Delivery arrangements and implementation strategies</td>
<td align="left">9</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref030">30</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref031">31</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref058">58</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref064">64</xref>]</td>
</tr>
<tr>
<td align="left">    Implementation strategies</td>
<td align="left">2</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref065">65</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref066">66</xref>]</td>
</tr>
<tr>
<td align="left">    Delivery arrangements, governance arrangements, implementation strategies</td>
<td align="left">1</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref029">29</xref>]</td>
</tr>
<tr>
<td align="left"><bold>Intervention type</bold></td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">    Multicomponent clinic-based</td>
<td align="left">8</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref030">30</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref031">31</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref058">58</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref063">63</xref>]</td>
</tr>
<tr>
<td align="left">    Pharmacist task sharing</td>
<td align="left">14</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref028">28</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref033">33</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref035">35</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref037">37</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref038">38</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref041">41</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref042">42</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref047">47</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref048">48</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref050">50</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref051">51</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref055">55</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref057">57</xref>]</td>
</tr>
<tr>
<td align="left">    Diabetes education or support alone</td>
<td align="left">9</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref039">39</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref040">40</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref043">43</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref046">46</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref049">49</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref053">53</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref054">54</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref056">56</xref>]</td>
</tr>
<tr>
<td align="left">    Case management by nurses</td>
<td align="left">2</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref036">36</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref052">52</xref>]</td>
</tr>
<tr>
<td align="left">    Physician clinical training alone</td>
<td align="left">2</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref065">65</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref066">66</xref>]</td>
</tr>
<tr>
<td align="left">    Nurse task sharing</td>
<td align="left">1</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref029">29</xref>]</td>
</tr>
<tr>
<td align="left">    mHealth screening and quality improvement</td>
<td align="left">1</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref064">64</xref>]</td>
</tr>
<tr>
<td align="left">    Internet-based glucose telemonitoring alone</td>
<td align="left">2</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref044">44</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref045">45</xref>]</td>
</tr>
<tr>
<td align="left"><bold>Study design</bold></td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">    Individual RCT</td>
<td align="left">20</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref028">28</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref033">33</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref035">35</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref037">37</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref039">39</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref041">41</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref042">42</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref044">44</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref047">47</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref048">48</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref050">50</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref053">53</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref055">55</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref058">58</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref059">59</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref061">61</xref>]</td>
</tr>
<tr>
<td align="left">    Cluster RCT</td>
<td align="left">19</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref029">29</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref036">36</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref040">40</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref043">43</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref045">45</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref046">46</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref049">49</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref054">54</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref056">56</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref057">57</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref060">60</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref062">62</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref066">66</xref>]</td>
</tr>
<tr>
<td align="left"><bold>World Bank region</bold><xref ref-type="table-fn" rid="t001fn001">*</xref></td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">    East Asia and Pacific</td>
<td align="left">20</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref028">28</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref034">34</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref037">37</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref039">39</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref040">40</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref044">44</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref045">45</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref049">49</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref052">52</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref054">54</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref057">57</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref061">61</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref063">63</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref066">66</xref>]</td>
</tr>
<tr>
<td align="left">    South Asia</td>
<td align="left">7</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref030">30</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref031">31</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref038">38</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref042">42</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref043">43</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref051">51</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref058">58</xref>]</td>
</tr>
<tr>
<td align="left">    Latin America and Caribbean</td>
<td align="left">4</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref047">47</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref048">48</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref059">59</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref060">60</xref>]</td>
</tr>
<tr>
<td align="left">    Sub-Saharan Africa</td>
<td align="left">4</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref029">29</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref033">33</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref046">46</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref053">53</xref>]</td>
</tr>
<tr>
<td align="left">    Middle East and North Africa</td>
<td align="left">4</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref041">41</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref050">50</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref055">55</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref064">64</xref>]</td>
</tr>
<tr>
<td align="left">    Europe and Central Asia</td>
<td align="left">1</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref065">65</xref>]</td>
</tr>
<tr>
<td align="left"><bold>World Bank income group</bold><xref ref-type="table-fn" rid="t001fn001">*</xref></td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">    Low</td>
<td align="left">1</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref053">53</xref>]</td>
</tr>
<tr>
<td align="left">    Lower middle</td>
<td align="left">11</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref030">30</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref031">31</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref033">33</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref038">38</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref042">42</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref043">43</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref049">49</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref051">51</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref053">53</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref058">58</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref066">66</xref>]</td>
</tr>
<tr>
<td align="left">    Upper middle</td>
<td align="left">29</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref028">28</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref029">29</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref034">34</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref037">37</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref039">39</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref041">41</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref044">44</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref048">48</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref050">50</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref052">52</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref054">54</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref057">57</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref059">59</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref066">66</xref>]</td>
</tr>
<tr>
<td align="left"><bold>Setting</bold></td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">    Mostly rural</td>
<td align="left">5</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref030">30</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref031">31</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref036">36</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref049">49</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref064">64</xref>]</td>
</tr>
<tr>
<td align="left">    Mostly urban</td>
<td align="left">27</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref029">29</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref033">33</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref035">35</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref037">37</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref042">42</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref044">44</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref046">46</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref048">48</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref050">50</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref052">52</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref054">54</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref062">62</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref065">65</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref066">66</xref>]</td>
</tr>
<tr>
<td align="left">    Mixed</td>
<td align="left">4</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref043">43</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref045">45</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref053">53</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref063">63</xref>]</td>
</tr>
<tr>
<td align="left">    Not reported</td>
<td align="left">3</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref028">28</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref034">34</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref047">47</xref>]</td>
</tr>
<tr>
<td align="left"><bold>Outcome reported</bold></td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">    Mortality</td>
<td align="left">19</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref029">29</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref031">31</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref034">34</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref036">36</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref039">39</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref042">42</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref044">44</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref045">45</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref049">49</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref051">51</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref053">53</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref057">57</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref059">59</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref061">61</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref063">63</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref066">66</xref>]</td>
</tr>
<tr>
<td align="left">    Health-related quality of life</td>
<td align="left">11</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref029">29</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref033">33</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref040">40</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref045">45</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref046">46</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref051">51</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref052">52</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref058">58</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref059">59</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref062">62</xref>]</td>
</tr>
<tr>
<td align="left">    Cost-effectiveness</td>
<td align="left">5</td>
<td align="left">[<xref ref-type="bibr" rid="pmed.1003434.ref033">33</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref036">36</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref046">46</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref058">58</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref059">59</xref>]</td>
</tr>
<tr>
<td align="left">    Change in glycemic control</td>
<td align="left">39</td>
<td align="left">All included studies</td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t001fn001"><p>*The studies by Van Olmen et al. [<xref ref-type="bibr" rid="pmed.1003434.ref053">53</xref>] and Reutens et al. [<xref ref-type="bibr" rid="pmed.1003434.ref066">66</xref>] are counted twice, as they were conducted in multiple countries of different World Bank regions and income groups.</p></fn>
<fn id="t001fn002"><p>EPOC, Effective Practice and Organisation of Care; RCT, randomized controlled trial.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec014">
<title>Narrative description of interventions</title>
<sec id="sec015">
<title>Multicomponent clinic-based interventions</title>
<p>Eight trials were classified as clinic-based multicomponent interventions, which we defined as studies involving multiple types of health workers implementing a bundle of quality improvement or health system strengthening interventions [<xref ref-type="bibr" rid="pmed.1003434.ref030">30</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref031">31</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref058">58</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref063">63</xref>]. Most studies incorporated primary care doctors in a team-based intervention [<xref ref-type="bibr" rid="pmed.1003434.ref030">30</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref031">31</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref059">59</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref060">60</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref062">62</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref063">63</xref>], and the study by Ali and colleagues incorporated endocrinologists [<xref ref-type="bibr" rid="pmed.1003434.ref058">58</xref>]. Each intervention included self-management education or support delivered by peers [<xref ref-type="bibr" rid="pmed.1003434.ref059">59</xref>], non-physician care coordinators [<xref ref-type="bibr" rid="pmed.1003434.ref058">58</xref>], clinicians [<xref ref-type="bibr" rid="pmed.1003434.ref030">30</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref059">59</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref060">60</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref062">62</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref063">63</xref>], or an automated short message service (SMS) text-messaging system [<xref ref-type="bibr" rid="pmed.1003434.ref031">31</xref>]. Other components in the bundles included health record establishment [<xref ref-type="bibr" rid="pmed.1003434.ref061">61</xref>], electronic decision support [<xref ref-type="bibr" rid="pmed.1003434.ref031">31</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref058">58</xref>], physician education [<xref ref-type="bibr" rid="pmed.1003434.ref030">30</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref059">59</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref060">60</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref062">62</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref063">63</xref>], care coordination or case management [<xref ref-type="bibr" rid="pmed.1003434.ref058">58</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref062">62</xref>], clinical information systems [<xref ref-type="bibr" rid="pmed.1003434.ref030">30</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref060">60</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref062">62</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref063">63</xref>], and clinical audit and feedback [<xref ref-type="bibr" rid="pmed.1003434.ref062">62</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref063">63</xref>]. Three studies were based on the Chronic Care Model [<xref ref-type="bibr" rid="pmed.1003434.ref060">60</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref062">62</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref063">63</xref>].</p>
</sec>
<sec id="sec016">
<title>Pharmacist task-sharing interventions</title>
<p>Fourteen studies were classified as pharmacist task-sharing interventions, which we defined as studies in which patients received activities performed by pharmacists such as care coordination, medication review and counseling, and prescription suggestions to physicians [<xref ref-type="bibr" rid="pmed.1003434.ref028">28</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref033">33</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref035">35</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref037">37</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref038">38</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref041">41</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref042">42</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref047">47</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref048">48</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref050">50</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref051">51</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref055">55</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref057">57</xref>]. All pharmacist task-sharing interventions incorporated diabetes self-management education, but no trial included education alone. Seven interventions included counseling and reminders through telephone calls or text messages [<xref ref-type="bibr" rid="pmed.1003434.ref034">34</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref035">35</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref038">38</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref039">39</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref041">41</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref055">55</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref057">57</xref>], and a study in Iran incorporated only telephone calls with no face-to-face encounters [<xref ref-type="bibr" rid="pmed.1003434.ref050">50</xref>]. No intervention involved pharmacists independently prescribing or titrating medications. All 11 of the studies that described the study setting were conducted in an urban area [<xref ref-type="bibr" rid="pmed.1003434.ref033">33</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref035">35</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref037">37</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref038">38</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref041">41</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref042">42</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref048">48</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref050">50</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref051">51</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref055">55</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref057">57</xref>]. The intensity of interventions was incompletely reported but ranged from 3 to 16 telephone calls or face-to-face visits.</p>
</sec>
<sec id="sec017">
<title>Diabetes education or support alone</title>
<p>Nine studies involved health workers primarily implementing diabetes education or support without additional services [<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref039">39</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref040">40</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref043">43</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref046">46</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref049">49</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref053">53</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref054">54</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref056">56</xref>]. We defined these interventions as diabetes education or support alone. Six of the studies primarily involved in-person delivery [<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref040">40</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref043">43</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref046">46</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref049">49</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref056">56</xref>], and 3 studies delivered the intervention in group format [<xref ref-type="bibr" rid="pmed.1003434.ref046">46</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref049">49</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref056">56</xref>]. The health workers in these studies varied between and within studies and included peers [<xref ref-type="bibr" rid="pmed.1003434.ref049">49</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref053">53</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref056">56</xref>], community health workers [<xref ref-type="bibr" rid="pmed.1003434.ref043">43</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref046">46</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref053">53</xref>], nurses [<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref039">39</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref040">40</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref053">53</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref054">54</xref>], psychologists [<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>], and physicians [<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref039">39</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref054">54</xref>]. Face-to-face encounters were supplemented with telephone calls in 2 studies [<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref054">54</xref>] and by computer-assisted instruction in another study [<xref ref-type="bibr" rid="pmed.1003434.ref040">40</xref>]. Motivational interviewing techniques were incorporated in 2 studies [<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref046">46</xref>]. The intensity of the in-person interventions ranged from 4 to 24 total face-to-face encounters.</p>
</sec>
<sec id="sec018">
<title>Other intervention types with fewer studies</title>
<p>Two studies involved nursing case management interventions. In these trials, a nurse [<xref ref-type="bibr" rid="pmed.1003434.ref052">52</xref>] or nurse–community health worker team [<xref ref-type="bibr" rid="pmed.1003434.ref036">36</xref>] facilitated patient support and care coordination. Both trials varied intervention intensity by a patient’s risk factors. DePue and colleagues conducted a cluster RCT in American Samoa that primarily used home visits and individual rather than group sessions [<xref ref-type="bibr" rid="pmed.1003434.ref036">36</xref>]. In the trial conducted by Tutino and colleagues in China, both the intervention and comparator arms included implementation of a web-based clinical information portal, and the intervention arm received additional nurse-led care coordination [<xref ref-type="bibr" rid="pmed.1003434.ref052">52</xref>].</p>
<p>Two health system interventions involved physician clinical training alone [<xref ref-type="bibr" rid="pmed.1003434.ref065">65</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref066">66</xref>]. Akturan and colleagues trained physicians on a therapeutic interviewing technique [<xref ref-type="bibr" rid="pmed.1003434.ref065">65</xref>]. Reutens and colleagues trained physicians in multiple countries on diabetes guidelines using 2 in-person sessions and reminders [<xref ref-type="bibr" rid="pmed.1003434.ref066">66</xref>].</p>
<p>One study was classified as a nurse task-sharing intervention [<xref ref-type="bibr" rid="pmed.1003434.ref029">29</xref>]. Conducted in South Africa, this intervention involved authorizing, training, and supporting nurses to independently prescribe a set of drugs for several noncommunicable diseases including diabetes using an algorithmic management tool [<xref ref-type="bibr" rid="pmed.1003434.ref029">29</xref>].</p>
<p>One study was classified as an mHealth screening and quality improvement intervention [<xref ref-type="bibr" rid="pmed.1003434.ref064">64</xref>]. This trial involved an intervention for diabetes and hypertension involving SMS educational messages and appointment reminders, community-based screening, and deployment of electronic clinical tools for physicians and nurses [<xref ref-type="bibr" rid="pmed.1003434.ref064">64</xref>].</p>
<p>Two studies tested glucose telemonitoring interventions in which participants uploaded glucose data to an online system and then received feedback from health workers regarding treatment changes to improve glycemic control [<xref ref-type="bibr" rid="pmed.1003434.ref044">44</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref045">45</xref>].</p>
</sec>
</sec>
<sec id="sec019">
<title>Summary of outcomes</title>
<p>We describe outcomes of glycemic change, mortality, quality of life, and cost-effectiveness by study in <xref ref-type="supplementary-material" rid="pmed.1003434.s005">S5 Appendix</xref>. Glycemic changes were reported based on HbA1c values in 36 studies and based on fasting glucose alone in 3 trials. Among studies reporting fasting glucose only, 2 trials of multicomponent clinic-based interventions found glycemic improvement [<xref ref-type="bibr" rid="pmed.1003434.ref056">56</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref061">61</xref>], while there was no improvement in a trial of diabetes education or support alone [<xref ref-type="bibr" rid="pmed.1003434.ref043">43</xref>]. The primary outcome involved change in HbA1c or the proportion of participants meeting HbA1c goals in 23 studies.</p>
<p>Outcomes of mortality, health-related quality of life, and cost-effectiveness were reported in 19, 11, and 5 studies, respectively. Of the 19 studies reporting mortality, 14 studies had 10 or fewer deaths combined in the intervention and comparator groups (<xref ref-type="supplementary-material" rid="pmed.1003434.s006">S6 Appendix</xref>). Studies with larger numbers of deaths appeared to have generally similar mortality between trial arms though a formal meta-analysis was not conducted due to sparseness of data [<xref ref-type="bibr" rid="pmed.1003434.ref029">29</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref031">31</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref053">53</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref058">58</xref>]. No study’s primary outcome was mortality.</p>
<p>Of the 11 studies reporting quality of life, 6 studies reported no significant differences between the intervention and comparator arms [<xref ref-type="bibr" rid="pmed.1003434.ref029">29</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref045">45</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref046">46</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref052">52</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref059">59</xref>], and 5 studies showed improved quality of life in the intervention arm [<xref ref-type="bibr" rid="pmed.1003434.ref033">33</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref040">40</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref051">51</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref058">58</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref062">62</xref>]. Seven different scales were used to assess quality of life, and only the EuroQol EQ-5D was used in more than 1 study [<xref ref-type="bibr" rid="pmed.1003434.ref029">29</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref045">45</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref046">46</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref052">52</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref058">58</xref>]. Only 1 study reported quality of life as a primary outcome [<xref ref-type="bibr" rid="pmed.1003434.ref051">51</xref>].</p>
<p>Cost-effectiveness was reported as an incremental cost-effectiveness ratio (ICER) in 5 studies. An ICER of $1,121 per 1% decrease in HbA1c was reported in the trial by DePue and colleagues [<xref ref-type="bibr" rid="pmed.1003434.ref036">36</xref>] and $1,850 in the study by Ali and colleagues [<xref ref-type="bibr" rid="pmed.1003434.ref058">58</xref>]. The study by Mash et al. reported an ICER of $1,862 per quality-adjusted life year (QALY) based on improvements in blood pressure [<xref ref-type="bibr" rid="pmed.1003434.ref046">46</xref>]. Two other trials calculated an ICER between trial arms [<xref ref-type="bibr" rid="pmed.1003434.ref033">33</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref059">59</xref>]. No study reported cost-effectiveness as a primary outcome.</p>
<p>In the meta-analysis of HbA1c in 35 trials, there were 10,060 total participants when accounting for the design effect of cluster RCTs (5,240 in intervention arms and 4,820 in comparator arms). The overall between-arm HbA1c mean change was −0.46% (95% CI −0.60% to −0.31%, <italic>I</italic><sup>2</sup> 87.8% [95% CI 84.0% to 90.6%]; <xref ref-type="fig" rid="pmed.1003434.g002">Fig 2</xref>). Within subgroups of intervention type, mean HbA1c difference was −0.37% (95% CI −0.64% to −0.10%, <italic>I</italic><sup>2</sup> 60.0% [95% CI 8.2% to 82.6%], <italic>n =</italic> 7) in multicomponent clinic-based interventions, −0.87% (95% CI −1.20% to −0.53%, <italic>I</italic><sup>2</sup> 91.0% [95% CI 86.5% to 94.0%], <italic>n =</italic> 13) in pharmacist task-sharing studies, and −0.27% (95% CI −0.50% to −0.04%, <italic>I</italic><sup>2</sup> 64.1% [95% CI 18.8% to 84.1%], <italic>n =</italic> 7) in trials of diabetes education or support alone. The effect sizes of other intervention types with 2 or fewer studies reporting HbA1c are summarized in <xref ref-type="fig" rid="pmed.1003434.g002">Fig 2</xref>. The overall HbA1c prediction interval was −1.19% to 0.28%.</p>
<fig id="pmed.1003434.g002" position="float">
<object-id pub-id-type="doi">10.1371/journal.pmed.1003434.g002</object-id>
<label>Fig 2</label>
<caption>
<title>Forest plot for meta-analysis of hemoglobin A1c (%) mean difference.</title>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.g002" xlink:type="simple"/>
</fig>
<p>Studies are listed in the figure by first author [<xref ref-type="bibr" rid="pmed.1003434.ref028">28</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref036">36</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref038">38</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref042">42</xref>, <xref ref-type="bibr" rid="pmed.1003434.ref044">44</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref055">55</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref057">57</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref060">60</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref062">62</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref066">66</xref>]. The intervention arms were combined in the study by Anzaldo-Campos and colleagues [<xref ref-type="bibr" rid="pmed.1003434.ref059">59</xref>]. Only the health literacy intervention arm was included in the study by Wang and colleagues [<xref ref-type="bibr" rid="pmed.1003434.ref054">54</xref>]. The proportion of participants from low- and middle-income countries was inferred to be 60% in the study by Reutens and colleagues [<xref ref-type="bibr" rid="pmed.1003434.ref066">66</xref>]. Participant numbers in cluster RCTs are adjusted for design effect as described in the Methods. The prediction interval is depicted as the horizontal whiskers intersecting the overall effect diamond marker.</p>
</sec>
<sec id="sec020">
<title>Risk of bias and sensitivity analysis</title>
<p>Eight studies were at low risk of bias for the summary assessment of glycemic control, 15 studies were at unclear risk, and 16 studies were at high risk (<xref ref-type="supplementary-material" rid="pmed.1003434.s007">S7 Appendix</xref>). The overall funnel plot and Egger test for the HbA1c meta-analysis suggested possible bias (Egger <italic>p &lt;</italic> 0.001; <xref ref-type="supplementary-material" rid="pmed.1003434.s008">S8 Appendix</xref>), but there was little evidence of bias within subgroups of intervention types (<xref ref-type="supplementary-material" rid="pmed.1003434.s009">S9 Appendix</xref>). Using the trim-and-fill method, we estimated that there were 8 missing studies, and inclusion of these imputed studies resulted in an estimated overall HbA1c mean difference of −0.28% (95% CI −0.43% to −0.13%; <xref ref-type="supplementary-material" rid="pmed.1003434.s010">S10 Appendix</xref>). In the sensitivity analysis of studies not at high risk of bias (<italic>n =</italic> 21 trials), the overall HbA1c mean difference was −0.20% (95% CI −0.32% to −0.08%, <italic>I</italic><sup>2</sup> 71.8% [95% CI 56.2% to 81.8%]; <xref ref-type="supplementary-material" rid="pmed.1003434.s011">S11</xref>–<xref ref-type="supplementary-material" rid="pmed.1003434.s013">S13 Appendices</xref>). In the sensitivity analysis using the leave-one-out method, we found that exclusion of the study with the largest effect size [<xref ref-type="bibr" rid="pmed.1003434.ref042">42</xref>] would result in a HbA1c mean difference of −0.39% (95% CI −0.52% to −0.26%, <italic>I</italic><sup>2</sup> 84.5%; <xref ref-type="supplementary-material" rid="pmed.1003434.s014">S14 Appendix</xref>).</p>
<p>The certainty of evidence using the GRADE/EPOC approach for glycemic control by subgroup was moderate for multicomponent clinic-based interventions but was low or very low for other intervention types (<xref ref-type="supplementary-material" rid="pmed.1003434.s015">S15 Appendix</xref>). The most common reasons for downgrading the certainty of evidence for intervention types were concerns regarding risk of bias or inconsistency across studies (<xref ref-type="supplementary-material" rid="pmed.1003434.s016">S16 Appendix</xref>). For example, in the case of pharmacist task-sharing interventions, 9 of the 14 studies were classified as being at high risk of bias, 5 were at unclear risk of bias, and none were at low risk of bias. The absence of high-quality trials resulted in a low certainty of evidence for pharmacist task-sharing studies despite their sizeable pooled HbA1c estimate in the meta-analysis. Conversely, in the case of multicomponent clinic-based interventions, only 1 of the 8 studies was deemed to be at high risk of bias, and 3 of the studies were at low risk of bias. The result was a moderate certainty of evidence for the glycemic outcome for these interventions despite a lower pooled HbA1c estimate than for the pharmacist-led studies.</p>
</sec>
</sec>
<sec id="sec021" sec-type="conclusions">
<title>Discussion</title>
<p>We systematically reviewed the literature and identified 39 RCTs of health system interventions for adults with type 2 diabetes in LMICs that assessed glycemic control, mortality, health-related quality of life, or cost-effectiveness. Most included studies were conducted in upper-middle-income countries, and few studies were carried out in rural areas or low- or lower-middle-income countries. Mirroring global patterns [<xref ref-type="bibr" rid="pmed.1003434.ref067">67</xref>], this research disparity is discordant with epidemiologic evidence showing a substantial diabetes burden in low-income countries and in rural areas of LMICs [<xref ref-type="bibr" rid="pmed.1003434.ref068">68</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref069">69</xref>]. The EPOC domains of delivery arrangements and implementation strategies were most commonly involved in the included interventions. In the overall meta-analysis of HbA1c from 35 trials, we found that health system interventions modestly improved glycemic control on average. At the same time, the wide prediction interval overlapping 0 in the meta-analysis of HbA1c showed that there was a wide range of effectiveness across studies, and some health system interventions may not be effective in all settings. Non-glycemic outcomes of mortality, health-related quality of life, and cost-effectiveness were less frequently reported. There was considerable heterogeneity in the overall pooled analysis that was partially explained by intervention type and baseline HbA1c. Within intervention types, multicomponent clinic-based interventions had moderate evidence of glycemic benefit, but the certainty of evidence was low or very low for other intervention types.</p>
<p>Our review complements prior meta-analyses of studies primarily from HICs showing the benefit of systems-level quality improvement interventions on surrogate outcomes such as HbA1c, blood pressure, and cholesterol [<xref ref-type="bibr" rid="pmed.1003434.ref007">7</xref>–<xref ref-type="bibr" rid="pmed.1003434.ref009">9</xref>]. However, these prior reviews have included few trials outside of HICs, which limits generalizability to health systems in LMICs. In LMICs, published reviews of health system interventions for diabetes care have explored diabetes care models [<xref ref-type="bibr" rid="pmed.1003434.ref013">13</xref>], integrated hypertension and diabetes care [<xref ref-type="bibr" rid="pmed.1003434.ref012">12</xref>], and interventions with a lifestyle component [<xref ref-type="bibr" rid="pmed.1003434.ref011">11</xref>]. Incorporating heterogeneous study designs, these previous reviews have surveyed the limited evidence and described various approaches that have been implemented in LMICs. Our review adds to the literature by focusing on clinical and patient-oriented outcomes from the increasing number of randomized trials conducted in these settings.</p>
<p>The most common intervention types we identified were multicomponent clinic-based interventions, pharmacist task-sharing interventions, and interventions of diabetes education or support alone. Multicomponent clinic-based interventions were modestly effective in improving glycemic control, with moderate certainty of evidence. At the same time, multiple well-conducted trials had null results [<xref ref-type="bibr" rid="pmed.1003434.ref030">30</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref031">31</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref062">62</xref>]. These findings may reflect differences in participants, setting, or the implementation of different components in the bundle. Of note, the comparator arm in 2 of these well-conducted multicomponent clinic-based trials consisted of enhanced usual care [<xref ref-type="bibr" rid="pmed.1003434.ref030">30</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref031">31</xref>], potentially causing an attenuation of effect size. In HICs, components with the largest effect sizes have been team change, patient education or patient self-management, electronic registries, and promotion of patient–provider communication [<xref ref-type="bibr" rid="pmed.1003434.ref007">7</xref>].</p>
<p>Interventions focusing solely on implementing diabetes education or support within the health system also were effective in improving glycemic control, but the certainty of evidence was low. All 3 trials judged as low risk of bias had null results [<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref043">43</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref046">46</xref>]. One potential explanation for inconsistent findings is the relatively low contact intensity of many studies. In HICs, a dose-dependent relationship has been observed between contact intensity and glycemic effectiveness, with interventions with 10 or fewer hours found to be ineffective [<xref ref-type="bibr" rid="pmed.1003434.ref070">70</xref>]. Another consideration is that research trial infrastructure in resource-limited settings may catalyze the delivery of standard clinical care across trial arms. This revitalization of underlying care may make it difficult to detect modest differences attributable to education or support alone. A dramatic example of this effect was the Happy Life Club trial in China, in which both trial arms experienced 3.7% within-group HbA1c improvement over 18 months [<xref ref-type="bibr" rid="pmed.1003434.ref032">32</xref>]. Both the intervention and comparator arm in this trial had out-of-pocket medical fees waived, which may have contributed to catalyzing participants to seek medical care. Importantly, we included diabetes education or support trials that primarily changed the behavior of health workers within the health system, and we excluded lifestyle trials focusing on patient behavior alone without systems-level change.</p>
<p>Task sharing was a common thread across intervention types. Distinct from task shifting, task sharing emphasizes the shared responsibility for a task between the health workers’ different levels and types of training [<xref ref-type="bibr" rid="pmed.1003434.ref071">71</xref>]. Previous reviews of trials predominantly conducted in HICs have suggested task sharing with pharmacists as an effective strategy [<xref ref-type="bibr" rid="pmed.1003434.ref008">8</xref>]. We found that pharmacist task-sharing interventions appeared to improve glycemic control in the pooled analysis, but the certainty of evidence was low for these types of interventions, primarily due to concerns about studies’ risk of bias.</p>
<p>Task sharing also was a fundamental component in the nurse-led intervention by Fairall and colleagues in South Africa [<xref ref-type="bibr" rid="pmed.1003434.ref029">29</xref>], a nurse care coordination trial [<xref ref-type="bibr" rid="pmed.1003434.ref052">52</xref>], and multicomponent clinic-based studies [<xref ref-type="bibr" rid="pmed.1003434.ref031">31</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref058">58</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref059">59</xref>]. We observed differences across studies relating to task sharing such as type of health worker, training, and assigned tasks. Prior reviews of task shifting for chronic diseases in LMICs have identified few trials in type 2 diabetes [<xref ref-type="bibr" rid="pmed.1003434.ref072">72</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref073">73</xref>]. A 2019 meta-analysis by Anand and colleagues concluded that task-sharing interventions were effective in improving blood pressure in LMICs [<xref ref-type="bibr" rid="pmed.1003434.ref074">74</xref>]. Our review shows an increase in research incorporating task sharing into health system interventions for type 2 diabetes in these settings.</p>
<p>Our review should be considered in the context of the movement to strengthen health systems in LMICs [<xref ref-type="bibr" rid="pmed.1003434.ref075">75</xref>]. Diabetes has been referred to as a “tracer condition” for assessing the strength of health systems [<xref ref-type="bibr" rid="pmed.1003434.ref076">76</xref>], and inadequate diabetes care has been reported in nationally representative surveys in many LMICs [<xref ref-type="bibr" rid="pmed.1003434.ref004">4</xref>]. RCTs are not the only form of evidence generation in the field of health policy and research [<xref ref-type="bibr" rid="pmed.1003434.ref077">77</xref>], and diverse research strategies are needed in conditions like type 2 diabetes that have a strong clinical evidence base yet weak evidence on implementation [<xref ref-type="bibr" rid="pmed.1003434.ref003">3</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref078">78</xref>]. Logistical challenges in conducting randomized studies within health systems likely explain why we identified few interventions testing financial or governance arrangements. An advantage of including only RCTs is that we are able to offer robust evidence of the impact of health system interventions on glycemic control and reveal the limited data on other outcomes. Further studies in LMICs are needed to assess non-glycemic outcomes and, given the wide prediction intervals, to determine the specific components and details of health system interventions most likely to promote effectiveness and limit potential harms. Excellent examples of implementation research include the portfolio of ongoing projects funded by the Global Alliance for Chronic Disease [<xref ref-type="bibr" rid="pmed.1003434.ref079">79</xref>].</p>
<p>Our review has limitations. Defining a health system intervention is challenging, and there is no consensus definition. We justify our use of the EPOC definition as reasonable given its use in prior Cochrane EPOC reviews on health systems in LMICs. We excluded non-randomized study designs given the challenge in attributing causality for outcomes and inconsistent reporting of these designs in pilot searches. Randomized designs in health system research have limitations, including the possible attenuation of effect sizes [<xref ref-type="bibr" rid="pmed.1003434.ref080">80</xref>]. There was statistical evidence for publication bias and substantial differences in the quality of underlying studies that limited the certainty of evidence of glycemic benefit for intervention types including pharmacist task-sharing interventions. We did not assess blood pressure outcomes given our primary interest in the evidence of interventions attempting to achieve glycemic control and prior meta-analyses supporting the effectiveness of health system interventions for blood pressure control [<xref ref-type="bibr" rid="pmed.1003434.ref074">74</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref081">81</xref>]. The only outcome in our review for which a meta-analysis was conducted, HbA1c, is only a surrogate outcome, but it is commonly used in meta-analyses of systems-level interventions for diabetes [<xref ref-type="bibr" rid="pmed.1003434.ref007">7</xref>,<xref ref-type="bibr" rid="pmed.1003434.ref009">9</xref>]. Our review was restricted to studies with at least 6 months of follow-up and 100 enrolled participants. Multiple trials were included within some countries, but we did not formally account for a potential lack of independence among studies conducted within the same health system context. This aspect reflects a limitation of the evidence generated rather than one of the analysis itself. We also did not systematically assess important implementation science outcomes such as reach, fidelity, or acceptability. Finally, although there were substantial similarities within intervention types, individual studies varied by setting and population, limiting our ability to make conclusions with high degrees of certainty.</p>
<p>This review has notable strengths. We synthesized evidence of outcomes by focusing on RCTs and performing a meta-analysis of HbA1c. Our comprehensive search strategy facilitated this choice as we identified a larger number of trials in LMICs than previous reviews. Our review was supplemented with unpublished data received from multiple study authors, and we were able to pool HbA1c statistical estimates reported differently across studies.</p>
<p>In conclusion, we found that health system interventions for type 2 diabetes may be effective in improving glycemic control in LMICs, but few studies were available from rural areas or low- or lower-middle-income countries. Multicomponent clinic-based interventions had the strongest evidence for glycemic benefit among intervention types. Data were generally limited for non-glycemic outcomes such as mortality, quality of life, and cost-effectiveness. Our findings imply a need for implementation research to investigate the details of health system interventions that confer durable improvements in clinical and patient-centered outcomes in LMICs, especially in rural areas and in low- and lower-middle-income countries.</p>
</sec>
<sec id="sec022" sec-type="supplementary-material">
<title>Supporting information</title>
<supplementary-material id="pmed.1003434.s001" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.s001" xlink:type="simple">
<label>S1 Appendix</label>
<caption>
<title>PROSPERO registration and final review protocol.</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003434.s002" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.s002" xlink:type="simple">
<label>S2 Appendix</label>
<caption>
<title>PRISMA checklist.</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003434.s003" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.s003" xlink:type="simple">
<label>S3 Appendix</label>
<caption>
<title>Search strategy.</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003434.s004" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.s004" xlink:type="simple">
<label>S4 Appendix</label>
<caption>
<title>Main domains of the EPOC taxonomy of health systems.</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003434.s005" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.s005" xlink:type="simple">
<label>S5 Appendix</label>
<caption>
<title>Characteristics of included studies.</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003434.s006" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.s006" xlink:type="simple">
<label>S6 Appendix</label>
<caption>
<title>Forest plot of overall deaths by study.</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003434.s007" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.s007" xlink:type="simple">
<label>S7 Appendix</label>
<caption>
<title>EPOC risk of bias assessment.</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003434.s008" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.s008" xlink:type="simple">
<label>S8 Appendix</label>
<caption>
<title>Overall funnel plot (all studies).</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003434.s009" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.s009" xlink:type="simple">
<label>S9 Appendix</label>
<caption>
<title>Funnel plot by intervention type (all studies).</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003434.s010" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.s010" xlink:type="simple">
<label>S10 Appendix</label>
<caption>
<title>Funnel plot generated using trim-and-fill method.</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003434.s011" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.s011" xlink:type="simple">
<label>S11 Appendix</label>
<caption>
<title>Forest plot for meta-analysis of HbA1c (%) mean difference excluding studies at high risk of bias.</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003434.s012" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.s012" xlink:type="simple">
<label>S12 Appendix</label>
<caption>
<title>Overall funnel plot excluding studies at high risk of bias.</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003434.s013" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.s013" xlink:type="simple">
<label>S13 Appendix</label>
<caption>
<title>Funnel plot by intervention type excluding studies at high risk of bias.</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003434.s014" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.s014" xlink:type="simple">
<label>S14 Appendix</label>
<caption>
<title>Forest plot generated using leave-one-out method.</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003434.s015" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.s015" xlink:type="simple">
<label>S15 Appendix</label>
<caption>
<title>Summary of findings table.</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003434.s016" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003434.s016" xlink:type="simple">
<label>S16 Appendix</label>
<caption>
<title>Certainty assessment of evidence for the glycemic control outcome.</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
</sec>
</body>
<back>
<ack>
<p>We thank the following authors of included studies for contributing supplementary information used in this review: María Cecilia Anzaldo-Campos, MD, MBA; Anna Chapman, PhD; Jeroen De Man; Shaun Wen Huey Lee, PhD; Aditya Khetan, MD; Professor Dr. Anis Safura Ramli; Professor Hong-Mei Wang, PhD; and Xuefeng Zhong, MD, MPH, PhD.</p>
<p>The content is solely the responsibility of the authors and does not necessarily represent the official views of the funders.</p>
</ack>
<glossary>
<title>Abbreviations</title>
<def-list>
<def-item><term>EPOC</term>
<def><p>Effective Practice and Organisation of Care</p></def>
</def-item>
<def-item><term>HbA1c</term>
<def><p>hemoglobin A1c</p></def>
</def-item>
<def-item><term>HICs</term>
<def><p>high-income countries</p></def>
</def-item>
<def-item><term>LMICs</term>
<def><p>low- and middle-income countries</p></def>
</def-item>
<def-item><term>RCT</term>
<def><p>randomized controlled trial</p></def>
</def-item>
<def-item><term>SMS</term>
<def><p>short message service</p></def>
</def-item>
</def-list>
</glossary>
<ref-list>
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<given-names>Artur A.</given-names>
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<copyright-year>2020</copyright-year>
<copyright-holder>Artur A. Arikainen</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
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<p>
<named-content content-type="letter-date">4 May 2020</named-content>
</p>
<p>Dear Dr Flood, </p>
<p>Thank you for submitting your manuscript entitled "Health system interventions for adults with type 2 diabetes in low- and middle-income countries: A systematic review and meta-analysis" for consideration by PLOS Medicine.</p>
<p>Your manuscript has now been evaluated by the PLOS Medicine editorial staff and I am writing to let you know that we would like to send your submission out for external peer review.</p>
<p>However, before we can send your manuscript to reviewers, we need you to complete your submission by providing the metadata that is required for full assessment. To this end, please login to Editorial Manager where you will find the paper in the 'Submissions Needing Revisions' folder on your homepage. Please click 'Revise Submission' from the Action Links and complete all additional questions in the submission questionnaire.</p>
<p>Please re-submit your manuscript within two working days, i.e. by .</p>
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<p>Feel free to email us at <email xlink:type="simple">plosmedicine@plos.org</email> if you have any queries relating to your submission.</p>
<p>Kind regards,</p>
<p>Artur Arikainen,</p>
<p>Associate Editor</p>
<p>PLOS Medicine</p>
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<p>
<named-content content-type="letter-date">7 Jul 2020</named-content>
</p>
<p>Dear Dr. Flood,</p>
<p>Thank you very much for submitting your manuscript "Health system interventions for adults with type 2 diabetes in low- and middle-income countries: A systematic review and meta-analysis" (PMEDICINE-D-20-01702R1) for consideration at PLOS Medicine. </p>
<p>Your paper was evaluated by a senior editor and discussed among all the editors here. It was evaluated by four independent reviewers, including a statistical reviewer. The reviews are appended at the bottom of this email and any accompanying reviewer attachments can be seen via the link below:</p>
<p>[LINK]</p>
<p>In light of these reviews, I am afraid that we will not be able to accept the manuscript for publication in the journal in its current form, but we would like to consider a revised version that addresses the reviewers' and editors' comments. Obviously we cannot make any decision about publication until we have seen the revised manuscript and your response, and we plan to seek re-review by one or more of the reviewers.  </p>
<p>In revising the manuscript for further consideration, your revisions should address the specific points made by each reviewer and the editors. Please also check the guidelines for revised papers at <ext-link ext-link-type="uri" xlink:href="http://journals.plos.org/plosmedicine/s/revising-your-manuscript" xlink:type="simple">http://journals.plos.org/plosmedicine/s/revising-your-manuscript</ext-link> for any that apply to your paper. In your rebuttal letter you should indicate your response to the reviewers' and editors' comments, the changes you have made in the manuscript, and include either an excerpt of the revised text or the location (eg: page and line number) where each change can be found. Please submit a clean version of the paper as the main article file; a version with changes marked should be uploaded as a marked up manuscript.</p>
<p>In addition, we request that you upload any figures associated with your paper as individual TIF or EPS files with 300dpi resolution at resubmission; please read our figure guidelines for more information on our requirements: <ext-link ext-link-type="uri" xlink:href="http://journals.plos.org/plosmedicine/s/figures" xlink:type="simple">http://journals.plos.org/plosmedicine/s/figures</ext-link>. While revising your submission, please upload your figure files to the PACE digital diagnostic tool, <ext-link ext-link-type="uri" xlink:href="https://pacev2.apexcovantage.com/" xlink:type="simple">https://pacev2.apexcovantage.com/</ext-link>. PACE helps ensure that figures meet PLOS requirements. To use PACE, you must first register as a user. Then, login and navigate to the UPLOAD tab, where you will find detailed instructions on how to use the tool. If you encounter any issues or have any questions when using PACE, please email us at <email xlink:type="simple">PLOSMedicine@plos.org</email>.</p>
<p>We expect to receive your revised manuscript by Jul 28 2020 11:59PM. Please email us (<email xlink:type="simple">plosmedicine@plos.org</email>) if you have any questions or concerns.</p>
<p>***Please note while forming your response, if your article is accepted, you may have the opportunity to make the peer review history publicly available. The record will include editor decision letters (with reviews) and your responses to reviewer comments. If eligible, we will contact you to opt in or out.***</p>
<p>We ask every co-author listed on the manuscript to fill in a contributing author statement, making sure to declare all competing interests. If any of the co-authors have not filled in the statement, we will remind them to do so when the paper is revised. If all statements are not completed in a timely fashion this could hold up the re-review process. If new competing interests are declared later in the revision process, this may also hold up the submission. Should there be a problem getting one of your co-authors to fill in a statement we will be in contact.  YOU MUST NOT ADD OR REMOVE AUTHORS UNLESS YOU HAVE ALERTED THE EDITOR HANDLING THE MANUSCRIPT TO THE CHANGE AND THEY SPECIFICALLY HAVE AGREED TO IT. You can see our competing interests policy here: <ext-link ext-link-type="uri" xlink:href="http://journals.plos.org/plosmedicine/s/competing-interests" xlink:type="simple">http://journals.plos.org/plosmedicine/s/competing-interests</ext-link>.</p>
<p>Please use the following link to submit the revised manuscript: </p>
<p><ext-link ext-link-type="uri" xlink:href="https://www.editorialmanager.com/pmedicine/" xlink:type="simple">https://www.editorialmanager.com/pmedicine/</ext-link></p>
<p>Your article can be found in the "Submissions Needing Revision" folder. </p>
<p>To enhance the reproducibility of your results, we recommend that you deposit your laboratory protocols in protocols.io, where a protocol can be assigned its own identifier (DOI) such that it can be cited independently in the future. For instructions see <ext-link ext-link-type="uri" xlink:href="http://journals.plos.org/plosmedicine/s/submission-guidelines#loc-methods" xlink:type="simple">http://journals.plos.org/plosmedicine/s/submission-guidelines#loc-methods</ext-link>.</p>
<p>Please ensure that the paper adheres to the PLOS Data Availability Policy (see <ext-link ext-link-type="uri" xlink:href="http://journals.plos.org/plosmedicine/s/data-availability" xlink:type="simple">http://journals.plos.org/plosmedicine/s/data-availability</ext-link>), which requires that all data underlying the study's findings be provided in a repository or as Supporting Information. For data residing with a third party, authors are required to provide instructions with contact information for obtaining the data. PLOS journals do not allow statements supported by "data not shown" or "unpublished results." For such statements, authors must provide supporting data or cite public sources that include it. </p>
<p>We look forward to receiving your revised manuscript. </p>
<p>Sincerely,</p>
<p>Emma Veitch, PhD</p>
<p>PLOS Medicine</p>
<p>On behalf of Clare Stone, PhD, Acting Chief Editor,</p>
<p>PLOS Medicine</p>
<p><ext-link ext-link-type="uri" xlink:href="http://plosmedicine.org" xlink:type="simple">plosmedicine.org</ext-link></p>
<p>-----------------------------------------------------------</p>
<p>Requests from the editors:</p>
<p>*In the last sentence of the Abstract Methods and Findings section, please add a brief note summarising any key limitation(s) of the study's methodology.</p>
<p>*At this stage, we ask that you include a short, non-technical Author Summary of your research to make findings accessible to a wide audience that includes both scientists and non-scientists. The Author Summary should immediately follow the Abstract in your revised manuscript. This text is subject to editorial change and should be distinct from the scientific abstract. Please see our author guidelines for more information: <ext-link ext-link-type="uri" xlink:href="https://journals.plos.org/plosmedicine/s/revising-your-manuscript#loc-author-summary" xlink:type="simple">https://journals.plos.org/plosmedicine/s/revising-your-manuscript#loc-author-summary</ext-link></p>
<p>-----------------------------------------------------------</p>
<p>Comments from the reviewers:</p>
<p>Reviewer #1: This is an important but challenging area to investigate. The authors have done an excellent job of bringing together a large number of trials. The challenge is in the interpretation of findings when the results of studies are grouped and meta-analysed. The large I-squared values indicate the statistical risks in pooling these studies. This is compounded by the obvious heterogeneity of study design. Even within the broad categories of study type, there are unlikely to be two studies whose description of their intervention was the same, never mind how and how successfully the protocol was implemented. Added to this is the variation in the setting and populations, which would likely impact on the potential for and size of any benefit. Thus, it is quite likely that within the studies in each group there are interventions that work and some that don't. Indeed, it is likely that the need for some studies was justified on the basis that they were attempting to improve on other similar interventions that failed. In such circumstances it is very hard to know what a pooled estimate means, or even how to interpret general comments about the benefits of, for example, multicomponent interventions. It seems that it would be more useful to try to understand what features characterized the studies with the larger effect sizes. Of course this is also inherently difficult, as conclusions may then be driven by very small numbers of studies.</p>
<p>Ultimately, it seems that with current methodologies, it is very hard to make robust conclusions in this area.</p>
<p>-----------------------------------------------------------</p>
<p>Reviewer #2: See attachment</p>
<p>Michael Dewey</p>
<p>-----------------------------------------------------------</p>
<p>Reviewer #3: This systematic review and meta-analysis achieves its intended aims and has been conducted with sufficient rigour. </p>
<p>The introduction provides a clear rationale of the need for this study. It may be of benefit to include example/s of some health service interventions within the introduction (paragraph 2). While the EPOC definition is stated within the methods section, some examples earlier in the introduction would assist readers to interpret the distinction between clinical interventions and health service interventions. </p>
<p>The methods section provides sufficient detail as per the PRISMA recommendations. Information is provided with regard to eligible interventions, however, eligible control conditions do not appear to be stated throughout the manuscript. Given the intention of a meta-analysis is to quantify the effects of a specific intervention in relation to a specified control condition, this is an important consideration to include throughout the entire manuscript. This would also assist the reader to determine if the meta-analysis is comparing similar studies. It is possible that the heterogeneity observed may have been due to studies using different control conditions. </p>
<p>The results section provides a excellent synthesis of both the narrative and quantitative components. When summarizing outcomes, I would find it of interest to state how many of the included studies had a primary outcome of HbA1c (line 195). </p>
<p>The discussion section solidly interprets the findings in relation to previous literature and acknowledges the strengths and limitations of the review. </p>
<p>Overall a well written, well conducted, interesting piece of work.</p>
<p>-----------------------------------------------------------</p>
<p>Reviewer #4: Dr Flood and coworkers have conducted a systematic review and meta-analysis of reports (trials) on health system intervention for diabetes control in LIMC, using change in HbA1c as main outcome. After extensive searchers they identified 38 eligible studies, of which 34 were included in meta-analysis. They found a significant effect of the intervention with a change in HbA1c of 0.46% overall, 0.37%  in multi-component clinic-based interventions, 0.93% in pharmacist task-sharing studies, and -0.27% in trials of diabetes education and support alone. Other pre-specified outcomes were inconsistently reported. They concluded on a likely efficacy of health interventions and advocated for further studies to assess the impact on non-glycaemic outcomes.</p>
<p>The review addresses a question of global relevance, the manuscript is generally well written and easy to read. I have the following suggestions to the authors.</p>
<p>1) There seems to be suggestions that non-English language studies were excluded in the selection process with 20 such studies excluded in the second last stage. Should some of these studies be eligible, then it will be a bias and the authors should rather consider using translated to access the information in non-English language studies for possible inclusion in the review.</p>
<p>2) Did the investigators make effort to contact the primary investigators for missing data; there seems to be indications that soem studies were excluded for missing data.</p>
<p>1) The authors have identified possible publication bias from funnel plots and have tried to explore this further using subgroup analyses. However, because of the overall small number of studies included, subgroups analyses are likely to be under powered to reliably explore publication bias. I am advising the authors to consider using the 'trim and fill' methods to impute the missing studies, and see if this results in imputed studies with plausible effect size. Similarly the authors should consider running other sensitivity analyses to confirm the robustness of their findings. I am thinking here of the 'leave one out' approach for instance, to check if some particular studies had more effect on the overall estimates.</p>
<p>-----------------------------------------------------------</p>
<p>Any attachments provided with reviews can be seen via the following link:</p>
<p>[LINK]</p>
</body>
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<front-stub>
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<named-content content-type="author-response-date">29 Jul 2020</named-content>
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<article-title>Decision Letter 2</article-title>
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<contrib contrib-type="author">
<name name-style="western">
<surname>Arikainen</surname>
<given-names>Artur A.</given-names>
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<role>Senior Editor</role>
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<copyright-year>2020</copyright-year>
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<p>
<named-content content-type="letter-date">25 Aug 2020</named-content>
</p>
<p>Dear Dr. Flood,</p>
<p>Thank you very much for submitting your manuscript "Health system interventions for adults with type 2 diabetes in low- and middle-income countries: A systematic review and meta-analysis" (PMEDICINE-D-20-01702R2) for consideration at PLOS Medicine. </p>
<p>Your revised paper was evaluated by a senior editor and discussed among all the editors here. It was also sent to three of the four original independent reviewers once more, including a statistical reviewer. The reviews are appended at the bottom of this email and any accompanying reviewer attachments can be seen via the link below:</p>
<p>[LINK]</p>
<p>In light of these reviews, I am afraid that we will still not be able to accept the manuscript for publication in the journal in its current form, but we would like to consider another revised version that addresses the reviewers' and editors' comments. Obviously we cannot make any decision about publication until we have seen the revised manuscript and your response, and we plan to seek re-review by one or more of the reviewers.  </p>
<p>In revising the manuscript for further consideration, your revisions should address the specific points made by each reviewer and the editors. Please also check the guidelines for revised papers at <ext-link ext-link-type="uri" xlink:href="http://journals.plos.org/plosmedicine/s/revising-your-manuscript" xlink:type="simple">http://journals.plos.org/plosmedicine/s/revising-your-manuscript</ext-link> for any that apply to your paper. In your rebuttal letter you should indicate your response to the reviewers' and editors' comments, the changes you have made in the manuscript, and include either an excerpt of the revised text or the location (eg: page and line number) where each change can be found. Please submit a clean version of the paper as the main article file; a version with changes marked should be uploaded as a marked up manuscript.</p>
<p>In addition, we request that you upload any figures associated with your paper as individual TIF or EPS files with 300dpi resolution at resubmission; please read our figure guidelines for more information on our requirements: <ext-link ext-link-type="uri" xlink:href="http://journals.plos.org/plosmedicine/s/figures" xlink:type="simple">http://journals.plos.org/plosmedicine/s/figures</ext-link>. While revising your submission, please upload your figure files to the PACE digital diagnostic tool, <ext-link ext-link-type="uri" xlink:href="https://pacev2.apexcovantage.com/" xlink:type="simple">https://pacev2.apexcovantage.com/</ext-link>. PACE helps ensure that figures meet PLOS requirements. To use PACE, you must first register as a user. Then, login and navigate to the UPLOAD tab, where you will find detailed instructions on how to use the tool. If you encounter any issues or have any questions when using PACE, please email us at <email xlink:type="simple">PLOSMedicine@plos.org</email>.</p>
<p>We expect to receive your revised manuscript by Sep 15 2020 11:59PM. Please email us (<email xlink:type="simple">plosmedicine@plos.org</email>) if you have any questions or concerns.</p>
<p>***Please note while forming your response, if your article is accepted, you may have the opportunity to make the peer review history publicly available. The record will include editor decision letters (with reviews) and your responses to reviewer comments. If eligible, we will contact you to opt in or out.***</p>
<p>We ask every co-author listed on the manuscript to fill in a contributing author statement, making sure to declare all competing interests. If any of the co-authors have not filled in the statement, we will remind them to do so when the paper is revised. If all statements are not completed in a timely fashion this could hold up the re-review process. If new competing interests are declared later in the revision process, this may also hold up the submission. Should there be a problem getting one of your co-authors to fill in a statement we will be in contact.  YOU MUST NOT ADD OR REMOVE AUTHORS UNLESS YOU HAVE ALERTED THE EDITOR HANDLING THE MANUSCRIPT TO THE CHANGE AND THEY SPECIFICALLY HAVE AGREED TO IT. You can see our competing interests policy here: <ext-link ext-link-type="uri" xlink:href="http://journals.plos.org/plosmedicine/s/competing-interests" xlink:type="simple">http://journals.plos.org/plosmedicine/s/competing-interests</ext-link>.</p>
<p>Please use the following link to submit the revised manuscript: </p>
<p><ext-link ext-link-type="uri" xlink:href="https://www.editorialmanager.com/pmedicine/" xlink:type="simple">https://www.editorialmanager.com/pmedicine/</ext-link></p>
<p>Your article can be found in the "Submissions Needing Revision" folder. </p>
<p>To enhance the reproducibility of your results, we recommend that you deposit your laboratory protocols in protocols.io, where a protocol can be assigned its own identifier (DOI) such that it can be cited independently in the future. For instructions see <ext-link ext-link-type="uri" xlink:href="http://journals.plos.org/plosmedicine/s/submission-guidelines#loc-methods" xlink:type="simple">http://journals.plos.org/plosmedicine/s/submission-guidelines#loc-methods</ext-link>.</p>
<p>Please ensure that the paper adheres to the PLOS Data Availability Policy (see <ext-link ext-link-type="uri" xlink:href="http://journals.plos.org/plosmedicine/s/data-availability" xlink:type="simple">http://journals.plos.org/plosmedicine/s/data-availability</ext-link>), which requires that all data underlying the study's findings be provided in a repository or as Supporting Information. For data residing with a third party, authors are required to provide instructions with contact information for obtaining the data. PLOS journals do not allow statements supported by "data not shown" or "unpublished results." For such statements, authors must provide supporting data or cite public sources that include it. </p>
<p>We look forward to receiving your revised manuscript. </p>
<p>Sincerely,</p>
<p>Artur Arikainen</p>
<p>Associate Editor</p>
<p>PLOS Medicine</p>
<p><ext-link ext-link-type="uri" xlink:href="http://plosmedicine.org" xlink:type="simple">plosmedicine.org</ext-link></p>
<p>-----------------------------------------------------------</p>
<p>Requests from the editors:</p>
<p>1. Please address all of the reviewers’ comments below. Notably, we request that you update your study to include non-English studies and the additional sensitivity analyses requested. We appreciate that the inclusion of non-English language studies may require additional expense and effort, but we agree with reviewer #4 that the review would be incomplete without these, particularly given the focus on LMICs.</p>
<p>2. Abstract:</p>
<p>a. Please report all of the elements required by PRISMA for abstracts: <ext-link ext-link-type="uri" xlink:href="http://www.plosmedicine.org/article/info:doi/10.1371/journal.pmed.1001419" xlink:type="simple">http://www.plosmedicine.org/article/info:doi/10.1371/journal.pmed.1001419</ext-link> . Specifically, please include a description of how study quality/risk of bias was assessed, and what the overall quality/risk of bias was found to be.</p>
<p>b. Please give the total number of patients across all included studies.</p>
<p>c. Please clarify (here and in the main Methods) that the search dates were “from inception through February 24, 2020”, as appropriate.</p>
<p>d. Please include a breakdown of the number of each study type for the included studies (eg. “18 cluster RCTs, 20 individual RCTs”), and regions covered (as from table 1).</p>
<p>e. Please include line numbers in the margin throughout.</p>
<p>3. Page 25: Please remove the Competing Interests, Data Availability, Funding and Author Contribution statements – these should be filled in on the online submission form instead. Please keep the Acknowledgements here as they are.</p>
<p>4. When completing the PRISMA checklist, please use section and paragraph numbers, rather than page numbers. Your checklist also appears to be cut off after item 14 – please include the full checklist.</p>
<p>Comments from the reviewers:</p>
<p>Reviewer #1: I think that the reviewers have done an adequate job in responding to my initial concerns.</p>
<p>The authors conclude that the most robust evidence of benefit is for multi-component interventions. However, this seems at odds with the data in Fig 2. Pharmacist task sharing interventions include more trials (albeit with fewer participants), a larger point estimate for the effect size, and 8/12 trials with individually statistically significant benefits. It appears that the downgrading of the Pharmacist trials is based on the GRADE score in Appendix S12, which is rated as 2/4 for the pharmacy trials compared to 3/4 for the multi-component trials. No discussion is provided on what the actual difference is between the quality scores, though this is central to the main study conclusion. The relevance of this is not only in regard to whether or not the evidence supports pharmacist task sharing interventions, but whether or not single-component interventions in general might be effective. Several other studies in this setting have concluded that multi-component interventions are required to be effective, and the current presentation of this meta-analysis supports this. However, that conclusion turns out to be entirely dependent on a difference in GRADE scores that is not explained or discussed. </p>
<p>Reviewer #2: The authors have addressed my points but I still have a couple of things to raise.</p>
<p>Even is the authors do not wish to do a formal analysis of mortality and the other outcomes I think expecting the reader to work all through S5 is unnecessary when they could be presented by outcome. I would put them in a forest plot but if the authors wish they can suppress the summary estimates.</p>
<p>I see there is some divergence of opinion between the referees about the heterogeneity and possible small study effects. For the record I have no problem with doing a summary in the presence of extreme statistical heterogeneity as measured by I^2. Whether the clinical heterogeneity precludes it is not for me to say. One thing I should have suggested and I apologise for not having done this at the beginning is that prediction intervals in addition to confidence intervals would be useful. They give a picture of where the next study would be likely to fall which I would imagine is more useful to someone working in public health in a different country than knowing the properties of the distribution of the summary statistic. Riley et al have argued for the use of prediction intervals  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1136/bmj.d549" xlink:type="simple">https://doi.org/10.1136/bmj.d549</ext-link> and it is not super-difficult to calculate them even if the authors' software does not do it. In the presence of the heterogeneity I do not think it is worth spending much time on possible small study effects and trim and fill has rather fallen out of favour recently.</p>
<p>I think I failed to explain adequately my concern about lack of independence of studies within a country. It is not just a concern about the same research team being involved which I am sure the authors have checked but also the fact that studies in a single country must share the same background health system and so will be more similar than those from a different country. I do not think country needs inclusion in a formal analysis but I would mention this as a possible limitation.</p>
<p>Michael Dewey</p>
<p>Reviewer #4: Thanks for the opportunity of reading the revised manuscript.</p>
<p>I note however that the authors have basically declined answering my two major comments:</p>
<p>1) They seem to be unable to access appropriate translation service to enable them assessing all potentially eligible studies; and therefore have limited inclusion to only studies published in English. In doing so, they have excluded at least 20 studies from further assessment due to language issue. Not only this deliberately introduces publication bias, but I am not sure if it would be acceptable for robust systematic review. The authors should consider the option of accounting at least for few other major international languages.</p>
<p>2) I proposed that they use sensitivity analyses (trim and fill) to explore the effect of missing studies imputation on the publication bias. I am not convinced by the rebuttals of the authors. Should the sensitivity analyses show that imputed studies have plausible effect sizes, then the reader needs to know, since accounting for missing studies could completely change the overall estimates from the analyses conducted by the authors. I also advised the authors to run other sensitivity analyses (leave one out) to confirm the robustness of their findings, what they haven't done.</p>
<p>Any attachments provided with reviews can be seen via the following link:</p>
<p>[LINK]</p>
</body>
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<front-stub>
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<named-content content-type="author-response-date">1 Sep 2020</named-content>
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<name name-style="western">
<surname>Arikainen</surname>
<given-names>Artur A.</given-names>
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<p>
<named-content content-type="letter-date">2 Oct 2020</named-content>
</p>
<p>Dear Dr. Flood,</p>
<p>Thank you very much for re-submitting your manuscript "Health system interventions for adults with type 2 diabetes in low- and middle-income countries: A systematic review and meta-analysis" (PMEDICINE-D-20-01702R3) for review by PLOS Medicine.</p>
<p>I have discussed the paper with my colleagues and the academic editor and it was also seen again by three reviewers. I am pleased to say that provided the remaining editorial and production issues are dealt with we are planning to accept the paper for publication in the journal.</p>
<p>The remaining issues that need to be addressed are listed at the end of this email. Any accompanying reviewer attachments can be seen via the link below. Please take these into account before resubmitting your manuscript:</p>
<p>[LINK]</p>
<p>Our publications team (<email xlink:type="simple">plosmedicine@plos.org</email>) will be in touch shortly about the production requirements for your paper, and the link and deadline for resubmission. DO NOT RESUBMIT BEFORE YOU'VE RECEIVED THE PRODUCTION REQUIREMENTS.</p>
<p>***Please note while forming your response, if your article is accepted, you may have the opportunity to make the peer review history publicly available. The record will include editor decision letters (with reviews) and your responses to reviewer comments. If eligible, we will contact you to opt in or out.***</p>
<p>In revising the manuscript for further consideration here, please ensure you address the specific points made by each reviewer and the editors. In your rebuttal letter you should indicate your response to the reviewers' and editors' comments and the changes you have made in the manuscript. Please submit a clean version of the paper as the main article file. A version with changes marked must also be uploaded as a marked up manuscript file.</p>
<p>Please also check the guidelines for revised papers at <ext-link ext-link-type="uri" xlink:href="http://journals.plos.org/plosmedicine/s/revising-your-manuscript" xlink:type="simple">http://journals.plos.org/plosmedicine/s/revising-your-manuscript</ext-link> for any that apply to your paper. If you haven't already, we ask that you provide a short, non-technical Author Summary of your research to make findings accessible to a wide audience that includes both scientists and non-scientists. The Author Summary should immediately follow the Abstract in your revised manuscript. This text is subject to editorial change and should be distinct from the scientific abstract.</p>
<p>We expect to receive your revised manuscript within 1 week. Please email us (<email xlink:type="simple">plosmedicine@plos.org</email>) if you have any questions or concerns.</p>
<p>We ask every co-author listed on the manuscript to fill in a contributing author statement. If any of the co-authors have not filled in the statement, we will remind them to do so when the paper is revised. If all statements are not completed in a timely fashion this could hold up the re-review process. Should there be a problem getting one of your co-authors to fill in a statement we will be in contact. YOU MUST NOT ADD OR REMOVE AUTHORS UNLESS YOU HAVE ALERTED THE EDITOR HANDLING THE MANUSCRIPT TO THE CHANGE AND THEY SPECIFICALLY HAVE AGREED TO IT.</p>
<p>Please ensure that the paper adheres to the PLOS Data Availability Policy (see <ext-link ext-link-type="uri" xlink:href="http://journals.plos.org/plosmedicine/s/data-availability" xlink:type="simple">http://journals.plos.org/plosmedicine/s/data-availability</ext-link>), which requires that all data underlying the study's findings be provided in a repository or as Supporting Information. For data residing with a third party, authors are required to provide instructions with contact information for obtaining the data. PLOS journals do not allow statements supported by "data not shown" or "unpublished results." For such statements, authors must provide supporting data or cite public sources that include it.</p>
<p>If you have any questions in the meantime, please contact me or the journal staff on <email xlink:type="simple">plosmedicine@plos.org</email>.  </p>
<p>We look forward to receiving the revised manuscript by Oct 09 2020 11:59PM.   </p>
<p>Sincerely,</p>
<p>Artur Arikainen, </p>
<p>Associate Editor </p>
<p>PLOS Medicine</p>
<p><ext-link ext-link-type="uri" xlink:href="http://plosmedicine.org" xlink:type="simple">plosmedicine.org</ext-link></p>
<p>------------------------------------------------------------</p>
<p>Requests from Editors:</p>
<p>1. Short title: Please amend to: “Systematic review of health system interventions for adults with type 2 diabetes in low- and middle-income countries”</p>
<p>2. Abstract: </p>
<p>a. Please include a summary breakdown of included studies by region.</p>
<p>b. Lines 65-68: Please include p values for each result.</p>
<p>c. Around line 69: Please include this sentence from lines 362-363: “Eight studies were at low risk of bias for the summary assessment of glycemic control, 15 studies were at unclear risk, and 16 studies were at high risk.”</p>
<p>d. Line 76: Please begin with: “In this meta-analysis, we found that…”</p>
<p>3. Author summary: Line 94: Please define “glycemic control” for a lay reader, particularly as you mention “blood glucose control” later.</p>
<p>4. Line 213: Please remove this section on Funding. Please include this sentence elsewhere in the methods: “Ethical approval was not required as the research used publicly available data.”</p>
<p>5. Please remove spaces from within citation callouts throughout, eg “…professionals [30,31], and in…” (line 241).</p>
<p>6. You state that the multicomponent clinic-based interventions had the "most supporting evidence" (lines 78, 99-100, and 509-510). Yet there were apparently more pharmacist task sharing intervention trials included, and in these studies there was a stronger effect on the glycemic endpoint. It looks like the clinic-based studies were larger and higher quality, though. We would ask you to consider adapting the phrase "most supporting" to explicitly refer to strength of evidence, eg “…had the strongest evidence for…”.</p>
<p>Comments from Reviewers:</p>
<p>Reviewer #1: I am satisfied with the responses.</p>
<p>Reviewer #2: The authors have addressed all my points.</p>
<p>Michael Dewey</p>
<p>Reviewer #4: The authors have addressed all my comments.</p>
<p>Any attachments provided with reviews can be seen via the following link:</p>
<p>[LINK]</p>
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<p>
<named-content content-type="letter-date">19 Oct 2020</named-content>
</p>
<p>Dear Dr. Flood, </p>
<p>On behalf of my colleagues and the academic editor, Dr. Andre P Kengne, I am delighted to inform you that your manuscript entitled "Health system interventions for adults with type 2 diabetes in low- and middle-income countries: A systematic review and meta-analysis" (PMEDICINE-D-20-01702R4) has been accepted for publication in PLOS Medicine. </p>
<p>PRODUCTION PROCESS</p>
<p>Before publication you will see the copyedited word document (within 5 business days) and a PDF proof shortly after that. The copyeditor will be in touch shortly before sending you the copyedited Word document. We will make some revisions at copyediting stage to conform to our general style, and for clarification. When you receive this version you should check and revise it very carefully, including figures, tables, references, and supporting information, because corrections at the next stage (proofs) will be strictly limited to (1) errors in author names or affiliations, (2) errors of scientific fact that would cause misunderstandings to readers, and (3) printer's (introduced) errors. Please return the copyedited file within 2 business days in order to ensure timely delivery of the PDF proof. </p>
<p>If you are likely to be away when either this document or the proof is sent, please ensure we have contact information of a second person, as we will need you to respond quickly at each point. Given the disruptions resulting from the ongoing COVID-19 pandemic, there may be delays in the production process. We apologise in advance for any inconvenience caused and will do our best to minimize impact as far as possible.</p>
<p>PRESS</p>
<p>A selection of our articles each week are press released by the journal. You will be contacted nearer the time if we are press releasing your article in order to approve the content and check the contact information for journalists is correct. If your institution or institutions have a press office, please notify them about your upcoming paper at this point, to enable them to help maximize its impact. </p>
<p>PROFILE INFORMATION</p>
<p>Now that your manuscript has been accepted, please log into EM and update your profile. Go to <ext-link ext-link-type="uri" xlink:href="https://www.editorialmanager.com/pmedicine" xlink:type="simple">https://www.editorialmanager.com/pmedicine</ext-link>, log in, and click on the "Update My Information" link at the top of the page. Please update your user information to ensure an efficient production and billing process.</p>
<p>Thank you again for submitting the manuscript to PLOS Medicine. We look forward to publishing it.      </p>
<p>Best wishes,          </p>
<p>Artur Arikainen, </p>
<p>Associate Editor </p>
<p>PLOS Medicine</p>
<p><ext-link ext-link-type="uri" xlink:href="http://plosmedicine.org" xlink:type="simple">plosmedicine.org</ext-link></p>
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