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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">IJMR</journal-id>
      <journal-id journal-id-type="nlm-ta">Interact J Med Res</journal-id>
      <journal-title>Interactive Journal of Medical Research</journal-title>
      <issn pub-type="epub">1929-073X</issn>
      <publisher>
        <publisher-name>JMIR Publications</publisher-name>
        <publisher-loc>Toronto, Canada</publisher-loc>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">v13i1e55695</article-id>
      <article-id pub-id-type="pmid">39292504</article-id>
      <article-id pub-id-type="doi">10.2196/55695</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Review</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Review</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Assessing the Evidence for Nonobstetric Risk Factors for Deformational Plagiocephaly: Systematic Review and Meta-Analysis</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>de Azevedo Cardoso</surname>
            <given-names>Taiane</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Alemu</surname>
            <given-names>Solomon Seyife</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Lee</surname>
            <given-names>Seung Won</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Hikosaka</surname>
            <given-names>Makoto</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Hillyar</surname>
            <given-names>Christopher Robert Timothy</given-names>
          </name>
          <degrees>MBBS, BSc (Hons), MSc (Oxon), DPhil (Oxon), PGCert</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Oxford Medical School</institution>
            <institution>Green Templeton College</institution>
            <institution>University of Oxford</institution>
            <addr-line>43 Woodstock Rd</addr-line>
            <addr-line>Oxford, OX2 6HG</addr-line>
            <country>United Kingdom</country>
            <phone>44 01865 274770</phone>
            <email>christopher.hillyar@gtc.ox.ac.uk</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-8316-5772</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Bishop</surname>
            <given-names>Natalie</given-names>
          </name>
          <degrees>MBBS, iBSc</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-2250-6291</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Nibber</surname>
            <given-names>Anjan</given-names>
          </name>
          <degrees>BMBCh (Oxon), BSc (Hons), DPhil (Oxon)</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-4234-1930</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author">
          <name name-style="western">
            <surname>Bell-Davies</surname>
            <given-names>Frances Jean</given-names>
          </name>
          <degrees>BA, BMBCh (Oxon)</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-0774-8858</ext-link>
        </contrib>
        <contrib id="contrib5" contrib-type="author">
          <name name-style="western">
            <surname>Ong</surname>
            <given-names>Juling</given-names>
          </name>
          <degrees>MBBS, FRCS (Plast)</degrees>
          <xref rid="aff4" ref-type="aff">4</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-2212-930X</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Oxford Medical School</institution>
        <institution>Green Templeton College</institution>
        <institution>University of Oxford</institution>
        <addr-line>Oxford</addr-line>
        <country>United Kingdom</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>UCL Medical School</institution>
        <institution>University College London</institution>
        <addr-line>London</addr-line>
        <country>United Kingdom</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>Department of Paediatrics</institution>
        <institution>Wexham Park Hospital</institution>
        <institution>Frimley Health NHS Foundation Trust</institution>
        <addr-line>Wexham</addr-line>
        <country>United Kingdom</country>
      </aff>
      <aff id="aff4">
        <label>4</label>
        <institution>Craniofacial Unit</institution>
        <institution>Great Ormond Street Hospital for Children NHS Foundation Trust</institution>
        <addr-line>London</addr-line>
        <country>United Kingdom</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Christopher Robert Timothy Hillyar <email>christopher.hillyar@gtc.ox.ac.uk</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2024</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>18</day>
        <month>9</month>
        <year>2024</year>
      </pub-date>
      <volume>13</volume>
      <elocation-id>e55695</elocation-id>
      <history>
        <date date-type="received">
          <day>20</day>
          <month>12</month>
          <year>2023</year>
        </date>
        <date date-type="rev-request">
          <day>14</day>
          <month>5</month>
          <year>2024</year>
        </date>
        <date date-type="rev-recd">
          <day>29</day>
          <month>5</month>
          <year>2024</year>
        </date>
        <date date-type="accepted">
          <day>29</day>
          <month>7</month>
          <year>2024</year>
        </date>
      </history>
      <copyright-statement>©Christopher Robert Timothy Hillyar, Natalie Bishop, Anjan Nibber, Frances Jean Bell-Davies, Juling Ong. Originally published in the Interactive Journal of Medical Research (https://www.i-jmr.org/), 18.09.2024.</copyright-statement>
      <copyright-year>2024</copyright-year>
      <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
        <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Interactive Journal of Medical Research, is properly cited. The complete bibliographic information, a link to the original publication on https://www.i-jmr.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://www.i-jmr.org/2024/1/e55695" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Plagiocephaly is defined as an asymmetrical distortion of the skull, resulting in an oblique trapezoid or parallelogram head shape. Deformational plagiocephaly (DP) is caused by forces acting on one side of the back of the head, distorting normal skull symmetry.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>The aims of this systematic review and meta-analysis were to critically assess the evidence for nonobstetric risk factors for DP and to make evidence-based recommendations for reducing the prevalence of DP.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>The selection criterion was studies reporting risk factors for DP. Case reviews, case series, expert opinions, and systematic reviews were excluded. PubMed and Web of Science were searched from August 21, 2010, to August 21, 2022. Publication bias was assessed using funnel plots. Meta-analyses were presented using forest plots.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>A total of 19 studies (cohort studies: n=13, 68%; case-control studies: n=5, 26%; and cross-sectional studies: n=1, 5%) with a total of 14,808 participants were included. Of the 43 investigated potential nonobstetric factors, 16 (37%) were associated with DP. Of these 16 factors, 12 (75%) had odds ratios (ORs) with 95% CIs not crossing 1: insufficient vitamin D intake (OR 7.15, 95% CI 3.77-13.54), head position preference (OR 4.75, 95% CI 3.36-6.73), bottle-only feeding (OR 4.65, 95% CI 2.70-8.00), reduced tummy time (OR 3.51, 95% CI 1.71-7.21), sleeping position (OR 3.12, 95% CI 2.21-4.39), fewer motor milestones reached by the age of 6 months (OR 2.56, 95% CI 1.66-3.96), obesity (OR 2.45, 95% CI 1.02-5.90), maternal education level (OR 1.66, 95% CI 1.17-2.37), male sex (OR 1.51, 95% CI 1.07-2.12), formula feeding (OR 1.51, 95% CI 1.00-2.27), head circumference (OR 1.22, 95% CI 1.06-1.40), and mechanical ventilation (OR 1.10, 95% CI 1.00-1.14). No evidence of publication bias was detected.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>This study provides a comprehensive assessment of the nonobstetric factors associated with DP and presents 11 evidence-based recommendations for reducing its prevalence. The primary limitation is that only publication bias was assessed.</p>
        </sec>
        <sec sec-type="trial registration">
          <title>Trial Registration</title>
          <p>PROSPERO CRD42020204979; https://www.crd.york.ac.uk/prospero/display_record.php? ID=CRD42020204979</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>deformational plagiocephaly</kwd>
        <kwd>plagiocephaly</kwd>
        <kwd>flat head syndrome</kwd>
        <kwd>back to sleep</kwd>
        <kwd>meta-analysis</kwd>
        <kwd>systematic review</kwd>
        <kwd>meta-analyses</kwd>
        <kwd>systematic reviews</kwd>
        <kwd>vitamin D</kwd>
        <kwd>vit D</kwd>
        <kwd>head position preference</kwd>
        <kwd>head position</kwd>
        <kwd>head positioning</kwd>
        <kwd>bottle feeding</kwd>
        <kwd>tummy time</kwd>
        <kwd>sleeping position</kwd>
        <kwd>motor milestones</kwd>
        <kwd>obesity</kwd>
        <kwd>maternal education level</kwd>
        <kwd>male sex</kwd>
        <kwd>formula feeding</kwd>
        <kwd>macrocephaly</kwd>
        <kwd>head circumference</kwd>
        <kwd>mechanical ventilation</kwd>
        <kwd>pediatric</kwd>
        <kwd>pediatrics</kwd>
        <kwd>paediatric</kwd>
        <kwd>paediatrics</kwd>
        <kwd>infant</kwd>
        <kwd>infants</kwd>
        <kwd>infancy</kwd>
        <kwd>baby</kwd>
        <kwd>babies</kwd>
        <kwd>neonate</kwd>
        <kwd>neonates</kwd>
        <kwd>neonatal</kwd>
        <kwd>toddler</kwd>
        <kwd>toddlers</kwd>
        <kwd>child</kwd>
        <kwd>children</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <sec>
        <title>Background</title>
        <p>Plagiocephaly is defined as an asymmetrical distortion of the skull resulting in an oblique trapezoid or parallelogram head shape when viewed from the vertex position in the axial plane [<xref ref-type="bibr" rid="ref1">1</xref>]. The severity of skull asymmetry can range from minimal focal flattening on one side of the cranial vault to severe deformation affecting the entire cranial vault, skull base, and facial skeleton. Plagiocephaly arises via 2 main mechanisms: premature fusion of ≥1 of the cranial sutures (craniosynostosis) or external mechanical forces acting on the cranial vault, which results in a distortion of the normally symmetric craniofacial skeleton (deformational plagiocephaly [DP]).</p>
        <p>In craniosynostotic plagiocephaly involving any of the paired coronal or lambdoid sutures, the restriction of skull vault growth occurs perpendicular to the fused suture (Virchow’s law) [<xref ref-type="bibr" rid="ref2">2</xref>,<xref ref-type="bibr" rid="ref3">3</xref>]. Isolated craniosynostosis involving premature fusion of a single coronal suture results in an anterior plagiocephaly with brow retrusion on the affected side; similarly, craniosynostosis of a single lambdoid suture will restrict posterior cranial growth on the same side. The asymmetry is often accentuated as the remaining unfused sutures expand to enable accommodation of the rapidly growing infant brain. The majority of patients with craniosynostosis do not have an identifiable genetic cause, but this proportion is increased in patients with &gt;1 suture involved [<xref ref-type="bibr" rid="ref2">2</xref>,<xref ref-type="bibr" rid="ref3">3</xref>].</p>
        <p>Alternatively—and far more commonly—plagiocephaly is caused by deformational forces acting on one side of the back of the head, which distorts the normal symmetry of the skull in the absence of skull growth restriction due to craniosynostosis [<xref ref-type="bibr" rid="ref4">4</xref>]. This deformity is characterized by a parallelogram-type deformity. This appears clinically as mild to severe occipital flattening, with or without ipsilateral anterior shift of the ear and orbital involvement [<xref ref-type="bibr" rid="ref5">5</xref>]. The flattening of the posterior neurocranium, resulting from the external forces applied to the head, has led to the condition also being referred to as “flat head syndrome” [<xref ref-type="bibr" rid="ref6">6</xref>]. The importance of external forces can be seen in the close relationship between DP and sleeping position [<xref ref-type="bibr" rid="ref7">7</xref>], among other factors that may influence external head forces [<xref ref-type="bibr" rid="ref8">8</xref>-<xref ref-type="bibr" rid="ref12">12</xref>].</p>
      </sec>
      <sec>
        <title>Objectives</title>
        <p>Since the 1980s, “back to sleep” campaigns have successfully publicized the benefits of supine sleeping for reducing the risk of sleep-related death, including sudden infant death syndrome [<xref ref-type="bibr" rid="ref13">13</xref>]. Although these campaigns reduced the incidence of sudden infant death syndrome by 40%, an undesirable consequence has been an increase in the referrals of cases of DP, leading to more referrals to specialist centers [<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref15">15</xref>]. The majority of cases of DP will resolve without intervention, and surgical treatment is not required [<xref ref-type="bibr" rid="ref16">16</xref>]. However, in a subset of children, DP persists, even into teenage years [<xref ref-type="bibr" rid="ref17">17</xref>]. Although physiotherapy and helmet therapy may play a role in improving head shape and limiting other long-term effects [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref19">19</xref>], understanding the factors that increase the risk of DP may help to prevent DP from developing. The aims of this systematic review and meta-analysis were to critically assess the evidence for risk factors for DP and to make evidence-based recommendations for reducing the prevalence of DP. This study was previously presented as a meeting abstract at the Royal College of Paediatrics and Child Health Conference on June 15, 2021.</p>
      </sec>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <p>The study protocol, analysis, and reporting were conducted in line with the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) 2020 guidelines [<xref ref-type="bibr" rid="ref20">20</xref>-<xref ref-type="bibr" rid="ref22">22</xref>]. The protocol was registered with PROSPERO (CRD42020204979).</p>
      <sec>
        <title>Search Strategy</title>
        <p>A search of PubMed and Web of Science was performed covering the period from August 21, 2010, to August 21, 2022 (this included an initial search from August 21, 2010, to August 20, 2020, and an update search from August 21, 2010, to August 20, 2022, to ensure that the list of included studies was as up to date as possible). The combination of PubMed and Web of Science provides &gt;97.5% coverage of published literature [<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref24">24</xref>]. To balance comprehensive coverage with a pragmatic approach to ensure that the study was completed with limited available resources, additional databases were not searched, and hand searching and gray literature searches were also not performed. The search terms included “plagiocephaly” AND “risk factor.”</p>
      </sec>
      <sec>
        <title>Study Eligibility</title>
        <p>Study titles and abstracts were screened and assessed for relevance by a single reviewer (CRTH, NB, or AN). Specifically, original studies were included if they assessed risk factors for DP. Studies in a non-English language, those involving nonhuman subjects, and low-quality or nonoriginal studies (meeting abstracts, reviews, case series, case reports, and editorials) were excluded. Duplicates were identified by assessing study titles and removed manually by CRTH. Full-text review was performed after screening by a single reviewer (CRTH, NB, or AN). Studies not reporting nonobstetric risk factors for DP were excluded. Studies reporting preventive measures such as tummy time were included. However, studies involving treatments such as physical therapy and helmet therapy were not included. As screening was performed by a single reviewer, there were no discrepancies to be resolved.</p>
      </sec>
      <sec>
        <title>Data Extraction and Reporting</title>
        <p>Data extraction and reporting followed the PRISMA guidelines. However, due to resource limitations, data from eligible full-text articles were extracted by a single reviewer (CRTH, NB, or AN). The main outcomes of interest were odds ratios (ORs) and risk ratios (RRs) with 95% CIs, or significant associations, for risk factors for DP (or biomarkers for DP; eg, oblique diameter difference index). These outcomes were split into factors that were associated with DP and those that were not. Other items extracted from the eligible studies included authors, country of study, funding source, study design, study aims, total participants, percentage female, population assessed, age at baseline, and selection criteria.</p>
      </sec>
      <sec>
        <title>Meta-Analysis</title>
        <p>A meta-analysis of ORs and RRs for factors associated with DP was performed. The inconsistency index (<italic>Ι</italic><sup>2</sup>) and a Q statistic for chi-square significance for specific <italic>df</italic> were calculated to assess interstudy heterogeneity. Both fixed effects and random effects were reported. <italic>P</italic> values for 95% CIs were calculated. Excel (Microsoft Corp) and Prism (GraphPad Software) were used for statistical analysis.</p>
      </sec>
      <sec>
        <title>Funnel Plots</title>
        <p>Publication bias was assessed using funnel plots of ORs and RRs for DP risk factors against study precision (1/SE). The Egger test for asymmetry was conducted using linear regression, with <italic>P</italic>&lt;.05 indicating publication bias [<xref ref-type="bibr" rid="ref25">25</xref>].</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Overview</title>
        <p>The searches of PubMed and Web of Science yielded 159 articles; after removing 35 (22%) duplicates, 124 (78%) articles were screened based on abstract content. Of these 124 articles, 77 (62.1%) were not relevant. Full-text screening of the remaining 47 articles resulted in the exclusion of 20 (43%) irrelevant articles (these did not report nonobstetric risk factors for DP), 3 (6%) non-English articles, and 5 (11%) articles that were not accessible. Thus, of the initial 159 articles, 19 (11.9%) were eligible for inclusion in this study (<xref rid="figure1" ref-type="fig">Figure 1</xref>). The characteristics of the included studies are presented in <xref ref-type="table" rid="table1">Table 1</xref>.</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) 2020 flow diagram for study eligibility and inclusion.</p>
          </caption>
          <graphic xlink:href="ijmr_v13i1e55695_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Characteristics of the included studies.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="90"/>
            <col width="110"/>
            <col width="70"/>
            <col width="80"/>
            <col width="80"/>
            <col width="80"/>
            <col width="70"/>
            <col width="110"/>
            <col width="80"/>
            <col width="120"/>
            <col width="110"/>
            <thead>
              <tr valign="top">
                <td>Study; country</td>
                <td>Funding source</td>
                <td>Study design</td>
                <td>Study aims</td>
                <td>Participants, n (% female)</td>
                <td>Population assessed</td>
                <td>Age at baseline</td>
                <td>Selection criteria</td>
                <td>Outcomes</td>
                <td>Factors associated with DP<sup>a</sup></td>
                <td> Factors not associated with DP</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Aarnivala et al [<xref ref-type="bibr" rid="ref26">26</xref>]; Finland</td>
                <td>Alma and KA Snellman Foundation and The Foundation for Pediatric Research, Finland</td>
                <td>Retrospective cohort study</td>
                <td>To assess risk factors for the development of DP and torticollis</td>
                <td>155 (51)</td>
                <td>Healthy newborns</td>
                <td>&lt;72 h from birth</td>
                <td>Healthy newborns born between February 2012 and September 2013; newborns were excluded if they had chromosomal anomalies, cleft lip or palate, or craniosynostosis</td>
                <td>ORs<sup>b</sup> and RRs<sup>c</sup> for risk factors for DP</td>
                <td>NR<sup>d</sup></td>
                <td>Risk of developing DP was not associated with torticollis</td>
              </tr>
              <tr valign="top">
                <td>Aarnivala et al [<xref ref-type="bibr" rid="ref27">27</xref>]; Finland</td>
                <td>Alma and KA Snellman Foundation</td>
                <td>Prospective cohort study</td>
                <td>To assess risk factors for cranial deformation by measuring cranial asymmetry from age 3 to 12 mo using 3D stereophotogrammetry</td>
                <td>99 (47)</td>
                <td>Healthy newborns</td>
                <td>Recruited at birth</td>
                <td>Healthy newborns included at birth residing within 20 minutes’ driving distance from Oulu University Hospital; infants with craniosynostosis, cleft lip and palate, or syndromic features were excluded</td>
                <td>ORs and RRs for risk factors for DP</td>
                <td>DP at age 6 mo associated with position preference and imbalance in head rotation at age 3 mo; at age 6 mo, DP associated with reaching fewer motor milestones at age 6 mo; at age 12 mo, DP associated with position preference at age 3 mo and imbalance in head rotation at age 3 mo and 6 mo; at age 12 mo, DP associated with fewer motor milestones and spending more time supine on the floor at age 6 mo; position preference at age 3 mo associated with DP at age 12 mo; at age 6 mo, DP associated with position preference at age 3 mo and fewer motor milestones reached at age 6 mo; at age 12 mo, DP associated with position preference at age 3 mo</td>
                <td>Position preference at age 6 mo was not associated with DP at age 12 mo; there was no association between DP at age 12 mo and imbalance in head rotation at age 3 mo; no association with DP was also observed for primary sleeping position, time spent in carrier, bouncers, or car seats, time spent prone on the floor, pacifier use, illness history (acute otitis media and conditions requiring prolonged hospitalization), and duration of full breastfeeding</td>
              </tr>
              <tr valign="top">
                <td>Ballardini et al [<xref ref-type="bibr" rid="ref28">28</xref>]; Italy</td>
                <td>Pediatric department of the University of Ferrara in Ferrara, Italy</td>
                <td>Prospective cohort study</td>
                <td>To assess prevalence and risk factors for DP in full-term infants</td>
                <td>283 (53)</td>
                <td>Healthy newborns</td>
                <td>All infants: mean 11.6 (range 9.4-12.9) wk; infants with DP: mean 11.7 (range 10.0-12.8) wk; infants without DP: mean 11.6 (range 9.4-12.9) wk</td>
                <td>Healthy infants born at term presenting at a public immunization clinic in Ferrara at age 8 to 12 wk were included; infants affected by craniosynostosis, malformations, or neurological diseases or those admitted to the NICU<sup>e</sup> were excluded</td>
                <td>ORs and RRs for risk factors for DP</td>
                <td>Maternal and infant risk factors associated with DP included maternal age, supine sleeping position, and head position preference</td>
                <td>Maternal and infant risk factors not associated with DP included infant sex, maternal origin, maternal education level, breast milk feeding, changing crib end, tummy time, and instruction about tummy time</td>
              </tr>
              <tr valign="top">
                <td>Ifflaender et al [<xref ref-type="bibr" rid="ref29">29</xref>]; Germany</td>
                <td>The Else Kröner-Fresenius Foundation</td>
                <td>Cross-sectional study</td>
                <td>To assess head shape to determine the prevalence of symmetrical and asymmetrical head deformities and identify possible risk factors</td>
                <td>195 (48)</td>
                <td>Healthy newborns</td>
                <td>Mean postmenstrual age: 38.4 (SD 0.9) wk</td>
                <td>Preterm infants discharged from an intermediate care unit of a tertiary neonatal clinic in Dresden from April 2011 to January 2013 were included; all infants were included that were present on the ward at the time of measurement; those with peripheral cannula at the scalp or requiring supplemental oxygen, were excluded</td>
                <td>ORs and RRs for risk factors for DP</td>
                <td>Cranial vault asymmetry index ([diagonal A – diagonal B and diagonal A] × 100, where diagonal A &gt;diagonal B) at term-equivalent age was higher (4.1%, IQR 1.9%-6.5%) in very preterm infants compared to late preterm infants and term infants; moderate or severe DP at term-equivalent age was associated with intracranial hemorrhage in preterm infants; duration of total respiratory support was higher in cases of DP compared to controls; duration of continuous positive airway pressure therapy was longer in cases of DP than in controls</td>
                <td>No association with DP was observed for sex, bronchopulmonary dysplasia, necrotizing enterocolitis, and duration of intermittent mandatory ventilation</td>
              </tr>
              <tr valign="top">
                <td>Kim et al [<xref ref-type="bibr" rid="ref30">30</xref>]; South Korea</td>
                <td>NR</td>
                <td>Case-control study</td>
                <td>To determine risk factors for DP and its severity, including the association between DP and infant obesity as defined by BMI</td>
                <td>135 (40)</td>
                <td>Infants with cranial deformation on physical examination, with age- and sex-matched controls randomly selected from the national health screening system for infants and children (confirmed to have no cranial deformation on physical examination)</td>
                <td>2-12 mo</td>
                <td>Infants aged 2-12 mo at the time of diagnosis of DP were included; infants with neuroimaging results positive for craniosynostosis were excluded; infants with insufficient clinical data, congenital muscular torticollis, congenital anomalies (eg, craniofacial or chromosomal anomalies), or birth injury were also excluded; age- and sex-matched controls (confirmed to have no cranial deformation on physical examination) were randomly selected from the national health screening system</td>
                <td>ORs and RRs for risk factors for DP</td>
                <td>Factors associated with DP included bottle-only feeding, reduced tummy time when awake, delayed motor development, and obesity at diagnosis</td>
                <td>Factors not associated with DP included; infant male sex; maternal age; macrocephaly at birth; and macrocephaly, underweight, or overweight at the time of diagnosis</td>
              </tr>
              <tr valign="top">
                <td>Leung et al [<xref ref-type="bibr" rid="ref31">31</xref>]; Australia</td>
                <td>NR</td>
                <td>Prospective cohort study</td>
                <td>To assess association between DP and head orientation or head strength</td>
                <td>94 (59)</td>
                <td>Healthy newborns</td>
                <td>Mean 21.40 (SD 2.29) d</td>
                <td>Healthy newborns, born at full term (37-42 wk) between June 2011 and July 2013; infants were excluded for reasons related to low birth weight (&lt;2500 g), congenital muscular torticollis, craniosynostosis, neurological insult, or other medical or orthopedic conditions</td>
                <td>Correlation between risk factor severity and DP severity</td>
                <td>DP at age 9 wk was associated with asymmetrical head orientation duration at age 3 wk and 6 wk; DP at age 9 wk was significantly associated with asymmetrical head orientation strength at age 3 wk and 6 wk</td>
                <td>No association between DP and latency to turn head</td>
              </tr>
              <tr valign="top">
                <td>Maniglio et al [<xref ref-type="bibr" rid="ref32">32</xref>]; Italy</td>
                <td>NR</td>
                <td>Prospective cohort study</td>
                <td>To assess factors associated with DP to improve screening strategies to identify infants at risk of developing severe deformation</td>
                <td>4337 (NR)</td>
                <td>Infants with DP and controls without DP</td>
                <td>6-12 wk</td>
                <td>Infants born at the San Pietro Fatebenefratelli Hospital in Rome between January 2017 and September 2018 were included; infants with congenital deformations, born before 24 wk gestation, and infants who needed long intensive care treatment were excluded</td>
                <td>ORs for risk factors for DP</td>
                <td>Maternal age was associated with DP</td>
                <td>Male sex was not associated with DP</td>
              </tr>
              <tr valign="top">
                <td>Mawji et al [<xref ref-type="bibr" rid="ref33">33</xref>]; Canada</td>
                <td>The Faculty of Graduate Studies at the University of Calgary in Calgary, Alberta, provided CAD $3000 (US $2670) for data collection</td>
                <td>Prospective cohort study</td>
                <td>To assess potential risk factors for DP in infants aged 7-12 wk in Calgary</td>
                <td>440 (40.7)</td>
                <td>Healthy full-term infants</td>
                <td>7-12 wk</td>
                <td> Healthy full-term infants (born at ≥37 wk gestation) ranging from age 7 to 12 wk who presented for immunization at a 2-mo well-child clinic in Calgary were included</td>
                <td>ORs and RRs for risk factors for DP</td>
                <td>Significant difference in incidence of DP in infants placed supine to sleep compared with sleep in other positions (including prone; side; or a combination of supine, prone, or side); DP also associated with head position preference (right and left), maternal education level, and supine sleep position</td>
                <td>No association of DP with average length of time in Canada; infant feeding position; length of tummy time received; male infant sex; and mothers who had a language barrier</td>
              </tr>
              <tr valign="top">
                <td>Nuysink et al [<xref ref-type="bibr" rid="ref34">34</xref>]; Netherlands</td>
                <td>NR</td>
                <td>Prospective cohort study</td>
                <td>To assess predictive factors for DP in infants at corrected age &gt;6 mo</td>
                <td>120 (45.8)</td>
                <td>Newborns admitted to the NICU at gestational age &lt;30 wk or birthweight &lt;1000 g</td>
                <td>&lt;1 wk</td>
                <td>Eligible infants were born in or referred to the level III neonatal intensive care unit within 1 week of birth between January 2009 and October 2010; infants born at gestational age &lt;30 wk or birth weight &lt;1000 g who visited the neonatal follow-up clinic were included; infants diagnosed with a disease or dysfunction leading to symptomatic asymmetry, such as a central nervous system disorder or congenital malformation, were excluded</td>
                <td>ORs for risk factors for DP</td>
                <td>Association between DP and mechanical ventilation and chronic lung disease grade II in the neonatal period</td>
                <td>NR</td>
              </tr>
              <tr valign="top">
                <td>Launonen et al [<xref ref-type="bibr" rid="ref35">35</xref>]; Finland</td>
                <td>The University of Oulu Scholarship Foundation, the Orthodontic Section of the Finnish Dental Association Apollonia, the Emil Aaltonen Foundation, the Alma, and KA Snellman Foundation, the Finnish Medical Foundation, and the Foundation for Pediatric Research in Finland</td>
                <td>Case-control study</td>
                <td>To use 3D stereophotogrammetry to assess cranial growth, molding, and incidence of DP in preterm children compared to term-born children</td>
                <td>68 (32)</td>
                <td>Healthy newborns</td>
                <td>Preterm (mean gestational age): 32.7 wk; term (mean gestational age): 40.0 wk</td>
                <td>Infants were considered eligible if they had no cheilopalatoschisis, craniosynostosis, or dysmorphic features and if they resided within Oulu region, Finland; all participants were born between 2012 and 2015 at Oulu University Hospital; the control group was randomly selected from a previously collected nonintervention cohort by computer-based random selection and matched for sex</td>
                <td>OCLR<sup>f</sup> mean difference</td>
                <td>NR</td>
                <td>No difference in head shape (OCLR) between preterm and full-term children or between sexes</td>
              </tr>
              <tr valign="top">
                <td>Pogliani et al [<xref ref-type="bibr" rid="ref36">36</xref>]; Italy</td>
                <td>NR</td>
                <td>Retrospective cohort study</td>
                <td>To assess risk factors for DP at birth</td>
                <td>413 (50)</td>
                <td>Healthy newborns</td>
                <td>&lt;72 h from birth</td>
                <td>Neonates at gestational age &gt;33 wk born between May 2011 and January 2012; newborns with extreme low birth weight or presenting with major congenital malformations needing NICU transfer were excluded; children of mothers with a documented TORCH<sup>g</sup> infection were also excluded</td>
                <td>ORs and RRs for risk factors for DP</td>
                <td>Association between DP and male sex</td>
                <td>NR</td>
              </tr>
              <tr valign="top">
                <td>Roberts et al [<xref ref-type="bibr" rid="ref37">37</xref>]; United Kingdom</td>
                <td>NR</td>
                <td>Retrospective cohort study</td>
                <td>To test the hypothesis that ventriculoperitoneal shunt insertion significantly increases contralateral DP</td>
                <td>339 (42)</td>
                <td>Children aged 0-16 y with ventriculoperitoneal shunts</td>
                <td>NR</td>
                <td>Children aged 0-16 y with at least 1 follow-up scan from the surgical database at the pediatric neurosurgery department of Birmingham Children’s Hospital between 2006 and 2013; children without imaging were excluded</td>
                <td>ORs and RRs for risk factors for DP</td>
                <td>DP was associated with occipital shunt placement; a statistically significant difference in the probability of becoming plagiocephalic between neonates and children aged 12-16 y was observed; boys were more likely to develop shunt-associated plagiocephaly than girls</td>
                <td>No difference in DP between neonates and infants, neonates and children aged 3-5 y, neonates and children aged 1-3 y, and neonates and children aged 5-12 y</td>
              </tr>
              <tr valign="top">
                <td>Sheu et al [<xref ref-type="bibr" rid="ref38">38</xref>]; United States</td>
                <td>Cooperative agreement from the Centers for Disease Control and Prevention (U01DD000494) and Title V Maternal and Child Health Block Grant funds from the Health Resources and Services Administration</td>
                <td>Retrospective cohort study</td>
                <td>To assess factors that may explain a 9-fold increase in plagiocephaly in Texas from 1999 to 2007</td>
                <td>6295 (38)</td>
                <td>Infants with DP</td>
                <td>NR</td>
                <td>Cases identified using the Texas Birth Defects Registry with a definite diagnosis of DP (British Paediatric Association code 754.050), born between January 1, 1999, and December 31, 2007; cases of plagiocephaly with craniosynostosis were excluded</td>
                <td>Mean difference or percentage difference for risk factors for DP</td>
                <td>Lower maternal education level was associated with DP</td>
                <td>No association of DP with maternal age or race and ethnicity, infant sex; mean age at DP diagnosis did not significantly change over time</td>
              </tr>
              <tr valign="top">
                <td>Solani et al [<xref ref-type="bibr" rid="ref39">39</xref>]; Iran</td>
                <td>Grant funding from the Vice-Chancellor for Research, Kashan University of Medical Sciences, Kashan, Iran</td>
                <td>Case-control study</td>
                <td>To determine the risk factors of positional plagiocephaly in healthy infants</td>
                <td>300 (NR)</td>
                <td>Healthy Iranian infants</td>
                <td>8-12 wk</td>
                <td>Healthy full-term (gestational age &gt;37 wk) infants aged 8-12 wk who were referred to the pediatric neurology clinic at Shahid Beheshti Hospital in Kashan, affiliated with Kashan University of Medical Sciences, were included</td>
                <td>ORs for risk factors for DP</td>
                <td>Factors associated with DP included male sex, head circumference, and supine sleeping position</td>
                <td>Firmness of headrest was not associated with DP</td>
              </tr>
              <tr valign="top">
                <td>Tang et al [<xref ref-type="bibr" rid="ref40">40</xref>]; United States</td>
                <td>NR</td>
                <td>Prospective cohort study</td>
                <td>To assess the prevalence of DP in infants with NBPP<sup>h</sup> and spontaneous recovery from DP</td>
                <td>28 (50)</td>
                <td>Full-term infants aged &gt;3 mo and &lt;1 y with NBPP</td>
                <td>Mean 3 (SD 3) mo</td>
                <td>Full-term infants aged &gt;3 mo and &lt;1 y with NBPP; infants with neurological or congenital comorbidities in addition to NBPP, helmet therapy for plagiocephaly, and surgical procedures related to NBPP were excluded; infants with craniosynostosis were also excluded</td>
                <td>Mean difference or percentage difference for risk factors for DP</td>
                <td>NR</td>
                <td>Maternal age and race (Black or White) were not associated with DP</td>
              </tr>
              <tr valign="top">
                <td>Valkama et al [<xref ref-type="bibr" rid="ref41">41</xref>]; Finland</td>
                <td>NR</td>
                <td>Case-control study</td>
                <td>To assess the prevalence of DP in children with DDH<sup>i</sup></td>
                <td>120 (56)</td>
                <td>Children with DDH with or without DP</td>
                <td>Children with DDH: mean 8.0 (SD 1.4) y; matched controls: mean 7.9 (SD 1.3) y</td>
                <td>Children with DDH from among newborn infants born at the Oulu University Hospital in Oulu, Finland, were included; preterm children and children with disabilities were excluded</td>
                <td>ORs and RRs for risk factors for DP</td>
                <td>10.3% of the children with DDH and only 1.5% of the control children had DP</td>
                <td>OCLR was equal between children with DDH and controls; no association between side of DDH and DP</td>
              </tr>
              <tr valign="top">
                <td>Van Vlimmeren et al [<xref ref-type="bibr" rid="ref42">42</xref>]; Netherlands</td>
                <td>Grant from the Scientific Committee of The Royal Dutch Association for Physiotherapy (BU002/10)</td>
                <td>Prospective cohort study</td>
                <td>To assess skull shape in healthy newborns until age 5.5 y in children with position preference at 7 wk and those without and in children with position preference who received pediatric physical therapy intervention and those who did not</td>
                <td>380 (53)</td>
                <td>Healthy newborns</td>
                <td>&lt;48 h from birth</td>
                <td>Healthy newborns (gestational age ≥36 wk) born between December 2004 and September 2005 at Hospital Bernhoven; children with congenital muscular torticollis (Kaplan type 2 and 3), dysmorphism, or syndromes were excluded</td>
                <td>Mean difference or percentage difference for risk factors for DP</td>
                <td>Association between DP and position preference</td>
                <td>No association between potential risk factors (nursing, feeding, sleeping, and playing positioning habits) at age 7 wk and skull deformity at age 24 mo and 5.5 y; a trend toward significance between time spent playing prone (tummy time) at age 7 wk and the ODDI<sup>j</sup> percentage at age 24 mo</td>
              </tr>
              <tr valign="top">
                <td>Weernink et al [<xref ref-type="bibr" rid="ref43">43</xref>]; Netherlands</td>
                <td>ZonMw, the Netherlands Organization for Health Research and Development (170.992.501)</td>
                <td>Case-control study</td>
                <td>To assess the influence of adherence to recommendations for vitamin D supplement intake of 10 μg/d (400 IU) in the first months of life (child) on the occurrence of DP of the child at age 2-4 mo</td>
                <td>823 (46)</td>
                <td>Infants with DP and those without</td>
                <td>2-4 mo</td>
                <td>Children born between November 22, 2009, and June 9, 2010, with mild to severe DP from the Helmet Therapy Assessment in Deformed Skulls study; controls were included from a 2010 survey on infant milk feeding</td>
                <td>ORs and RRs for risk factors for DP</td>
                <td>Insufficient vitamin D supplement intake during early infancy was associated with DP; maternal sociodemographic factors associated with DP included mother’s age and mother’s education level; infant factors associated with DP included male sex, formula feeding, and milk formula consumption after birth</td>
                <td>Maternal sociodemographic factors not significantly associated with DP included mother’s country of birth (other than the Netherlands); infant factors not associated with DP included time child spent outdoors</td>
              </tr>
              <tr valign="top">
                <td>Van Cruchten et al [<xref ref-type="bibr" rid="ref9">9</xref>]; Netherlands</td>
                <td>NR</td>
                <td>Cohort study</td>
                <td>To assess the impact of risk factors on the type and severity of DP</td>
                <td>184 (30.4)</td>
                <td>Infants seen at outpatient clinic with a parental concern for DP</td>
                <td>3-14 mo</td>
                <td>Exclusion criteria consisted of children aged &gt;14 mo or &lt;3 mo and other forms of cranial deformation, such as cranial synostosis</td>
                <td>Differences in ODDI for risk factors for DP</td>
                <td>Negative correlation between age and ODDI; positive correlation between ODDI and position preference right and position preference left</td>
                <td> No association between ODDI and developmental delay, family history of DP, sex, and torticollis</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table1fn1">
              <p><sup>a</sup>DP: deformational plagiocephaly.</p>
            </fn>
            <fn id="table1fn2">
              <p><sup>b</sup>OR: odds ratio.</p>
            </fn>
            <fn id="table1fn3">
              <p><sup>c</sup>RR: risk ratio.</p>
            </fn>
            <fn id="table1fn4">
              <p><sup>d</sup>NR: not reported.</p>
            </fn>
            <fn id="table1fn5">
              <p><sup>e</sup>NICU: neonatal intensive care unit.</p>
            </fn>
            <fn id="table1fn6">
              <p><sup>f</sup>OCLR: oblique cranial length ratio.</p>
            </fn>
            <fn id="table1fn7">
              <p><sup>g</sup>TORCH: toxoplasmosis, other (including infections such as syphilis, varicella-zoster, and parvovirus B19), rubella, cytomegalovirus, and herpes simplex virus.</p>
            </fn>
            <fn id="table1fn8">
              <p><sup>h</sup>NBPP: neonatal brachial plexus palsy.</p>
            </fn>
            <fn id="table1fn9">
              <p><sup>i</sup>DDH: developmental dysplasia of the hip.</p>
            </fn>
            <fn id="table1fn10">
              <p><sup>j</sup>ODDI: oblique diameter difference index.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Demographic Factors</title>
        <sec>
          <title>Age</title>
          <p>The study by van Cruchten et al [<xref ref-type="bibr" rid="ref9">9</xref>] reported a negative correlation between age and oblique diameter difference index (a biomarker for DP). However, the study by Sheu et al [<xref ref-type="bibr" rid="ref38">38</xref>] (which assessed factors associated with a 9-fold increase in plagiocephaly between 1999 and 2007 in Texas, United States) reported no association between age and DP. Finally, the study by Roberts et al [<xref ref-type="bibr" rid="ref37">37</xref>], which assessed DP in children with ventriculoperitoneal shunts, reported that being aged 12 to 16 years at the time of shunt insertion was associated with DP.</p>
        </sec>
        <sec>
          <title>Sex</title>
          <p>Of the 19 studies, 4 (21%) demonstrated an association between male sex and DP [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref39">39</xref>,<xref ref-type="bibr" rid="ref44">44</xref>], 1 (5%) reported borderline association [<xref ref-type="bibr" rid="ref37">37</xref>], and 7 (37%) reported no association between male sex and DP [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref28">28</xref>-<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref38">38</xref>]. Of these 12 studies, 6 (50%) [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref39">39</xref>,<xref ref-type="bibr" rid="ref43">43</xref>] reported ORs, and a meta-analysis of these ORs revealed interstudy heterogeneity (<italic>I</italic><sup>2</sup>=68.5%; Q statistic=15.89; <italic>df</italic>=6). The pooled fixed and random effects ORs for DP related to male sex were 1.71 (95% CI 1.43-2.04; <italic>P</italic>&lt;.001) and 1.51 (95% CI 1.07-2.12; <italic>P</italic>=.02), respectively (<xref rid="figure2" ref-type="fig">Figure 2</xref>A [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref39">39</xref>,<xref ref-type="bibr" rid="ref43">43</xref>]). Asymmetry analysis of the funnel plot excluded publication bias (<italic>P</italic>=.12; <xref rid="figure2" ref-type="fig">Figure 2</xref>B).</p>
          <fig id="figure2" position="float">
            <label>Figure 2</label>
            <caption>
              <p>Meta-analysis and funnel plot for male sex. (A) Forest plot of odds ratios for deformational plagiocephaly related to male sex with fixed and random effects. (B) Funnel plot with linear regression test of asymmetry. The blue line indicates random effects. *Mild to moderate deformational plagiocephaly (DP; univariate analysis); **severe DP (univariate analysis).</p>
            </caption>
            <graphic xlink:href="ijmr_v13i1e55695_fig2.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
          </fig>
        </sec>
        <sec>
          <title>Race</title>
          <p>Race was investigated by Tang et al [<xref ref-type="bibr" rid="ref40">40</xref>], who included a cohort of children with brachial plexus palsy. In this group, race was not associated with DP that developed after brachial plexus injury.</p>
        </sec>
      </sec>
      <sec>
        <title>Developmental Factors</title>
        <sec>
          <title>Developmental Delay</title>
          <p>Developmental delay was investigated as a risk factor for DP by van Cruchten et al [<xref ref-type="bibr" rid="ref9">9</xref>], who concluded that developmental delay was not associated with DP.</p>
        </sec>
        <sec>
          <title>Developmental Dysplasia of the Hip</title>
          <p>Developmental dysplasia of the hip (DDH) was investigated as a risk factor for DP by Valkama et al [<xref ref-type="bibr" rid="ref41">41</xref>], who assessed the prevalence of DP in children with DDH. DDH was associated with DP compared to controls without DDH.</p>
        </sec>
        <sec>
          <title>Head Circumference</title>
          <p>Head circumference was investigated by Solani et al [<xref ref-type="bibr" rid="ref39">39</xref>], who concluded that it was associated with DP (OR 1.22, 95% CI 1.06-1.40).</p>
        </sec>
        <sec>
          <title>Motor Milestones</title>
          <p>Reaching fewer motor milestones by age 6 months was investigated as a risk factor by 2 (11%) of the 19 included studies [<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref30">30</xref>]. The first study reported that reaching fewer motor milestones by age 6 months was associated with DP (adjusted OR [aOR] 2.35, 95% CI 1.25-4.42) [<xref ref-type="bibr" rid="ref27">27</xref>]. The second study found an association between delay in motor development and DP [<xref ref-type="bibr" rid="ref30">30</xref>]. A meta-analysis of the ORs from these studies identified no interstudy heterogeneity (<italic>I</italic><sup>2</sup>=0%; Q statistic=1.67; <italic>df</italic>=3; Figure 3A [<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref30">30</xref>]). The pooled fixed and random effects ORs for DP related to delayed motor milestones were both 2.56 (95% CI 1.66-3.96; <italic>P</italic>&lt;.001). Asymmetry analysis of the funnel plot excluded publication bias (<italic>P</italic>=.18; <xref rid="figure3" ref-type="fig">Figure 3</xref>B).</p>
          <fig id="figure3" position="float">
            <label>Figure 3</label>
            <caption>
              <p>Meta-analysis and funnel plot for reaching fewer motor milestones by age 6 months. (A) Forest plot of odds ratios for deformational plagiocephaly related to reaching fewer motor milestones by age 6 months with fixed and random effects. (B) Funnel plot with linear regression test of asymmetry. The blue line indicates fixed effects. *Adjusted OR (aOR) for deformational plagiocephaly (DP; multivariate analysis); **odds ratio (OR) for mild to moderate DP (only univariate analysis available); ***aOR for severe DP (multivariate analysis).</p>
            </caption>
            <graphic xlink:href="ijmr_v13i1e55695_fig3.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
          </fig>
        </sec>
        <sec>
          <title>Overweight and Underweight</title>
          <p>Being overweight at diagnosis of DP was investigated as a risk factor for DP by Kim et al [<xref ref-type="bibr" rid="ref30">30</xref>], who reported that being overweight at diagnosis was not associated with DP. The same study reported that being underweight at diagnosis was also not associated with DP.</p>
        </sec>
      </sec>
      <sec>
        <title>Dietary Factors</title>
        <sec>
          <title>Bottle-Only Feeding</title>
          <p>Bottle-only feeding was investigated by Kim et al [<xref ref-type="bibr" rid="ref30">30</xref>], who demonstrated that bottle-only feeding was associated with DP (aOR 4.65, 95% CI 2.70-8.00).</p>
        </sec>
        <sec>
          <title>Breast Feeding</title>
          <p>The duration of exclusive breast feeding was investigated by Aarnivala et al [<xref ref-type="bibr" rid="ref27">27</xref>], who demonstrated that the duration of exclusive breast feeding was not associated with DP.</p>
        </sec>
        <sec>
          <title>Formula Feeding</title>
          <p>Formula feeding was investigated by Weernink et al [<xref ref-type="bibr" rid="ref43">43</xref>], who reported that children who developed DP by age 2 to 4 months were more likely to be formula fed (aOR 1.51, 95% CI 1.00-2.27).</p>
        </sec>
        <sec>
          <title>Vitamin D Intake</title>
          <p>Vitamin D intake in infants was investigated by Weernink et al [<xref ref-type="bibr" rid="ref43">43</xref>], who reported that children who developed DP by age 2 to 4 months were more likely to have insufficient vitamin D intake (aOR 7.15, 95% CI 3.77-13.54).</p>
        </sec>
      </sec>
      <sec>
        <title>Maternal Factors</title>
        <sec>
          <title>Maternal Age</title>
          <p>Of the 19 included studies, 3 (16%) demonstrated an association between maternal age and DP [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref43">43</xref>]. However, 3 (16%) of the 19 studies reported no association [<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref40">40</xref>]. Only 1 (17%) of these 6 studies reported an OR indicating that increased maternal age was a protective factor for the development of DP (OR 0.94, 95% CI 0.91-0.97) [<xref ref-type="bibr" rid="ref43">43</xref>].</p>
        </sec>
        <sec>
          <title>Maternal Education Level</title>
          <p>Of the 19 included studies, 3 (16%) demonstrated an association between maternal education level and DP [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref43">43</xref>], and 1 (5%) reported no significant association [<xref ref-type="bibr" rid="ref28">28</xref>]. Only 2 (67%) of the 3 studies reported ORs [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref43">43</xref>]. Of these 2 studies, 1 (50%) indicated that low maternal education level was an adverse factor in the development of DP (aOR 1.97, 95% CI 1.19-3.26) [<xref ref-type="bibr" rid="ref43">43</xref>], while 1 (50%) suggested that postsecondary education was not a protective factor (OR 0.71, 95% CI 0.43-1.16) [<xref ref-type="bibr" rid="ref33">33</xref>]. The OR from the former was used in a meta-analysis with the inverse OR from the latter, which demonstrated no interstudy heterogeneity (<italic>I</italic><sup>2</sup>=0%; Q statistic=0.86; <italic>df</italic>=1; <xref rid="figure4" ref-type="fig">Figure 4</xref> [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref43">43</xref>]). The pooled fixed effects OR for DP related to low education level was 1.66 (95% CI 1.17-2.37; <italic>P</italic>&lt;.005).</p>
          <fig id="figure4" position="float">
            <label>Figure 4</label>
            <caption>
              <p>Meta-analysis for maternal education level. *Reciprocal odds ratio (OR) for postsecondary education.</p>
            </caption>
            <graphic xlink:href="ijmr_v13i1e55695_fig4.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
          </fig>
        </sec>
        <sec>
          <title>Maternal Language Barriers</title>
          <p>The study by Ballardini et al [<xref ref-type="bibr" rid="ref28">28</xref>] investigated whether infants with mothers who experience a language barrier when receiving medical advice had a higher rate of DP. The study suggested that maternal language barrier was not associated with DP in the infant.</p>
        </sec>
        <sec>
          <title>Maternal Race and Country of Origin</title>
          <p>Of the 19 included studies, 3 (16%) investigated whether DP was associated with maternal race and country of origin [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref43">43</xref>]. All 3 studies suggested that maternal race and country of origin was not associated with DP in the infant.</p>
        </sec>
        <sec>
          <title>Length of Time in the Country of Study</title>
          <p>The study by Mawji et al [<xref ref-type="bibr" rid="ref33">33</xref>] investigated whether the length of time spent by mothers in the country in which the study was conducted was associated with DP. The study reported that length of time in the country of study was not associated with DP.</p>
        </sec>
        <sec>
          <title>Pacifier Use</title>
          <p>Pacifier use by mothers in healthy infants was investigated as a risk factor for DP by Aarnivala et al [<xref ref-type="bibr" rid="ref27">27</xref>], who reported that pacifier use was not associated with DP.</p>
        </sec>
        <sec>
          <title>Tummy Time Instructions</title>
          <p>The study by Ballardini et al [<xref ref-type="bibr" rid="ref28">28</xref>] investigated whether DP was associated with mothers receiving instructions about tummy time. The study reported that receiving instructions about tummy time was not associated with DP.</p>
        </sec>
      </sec>
      <sec>
        <title>Medical and Surgical Factors</title>
        <sec>
          <title>Bronchopulmonary Dysplasia</title>
          <p>Bronchopulmonary dysplasia was investigated as a risk factor for DP by Ifflaender et al [<xref ref-type="bibr" rid="ref29">29</xref>], who included a cohort of infants born prematurely. The study reported that bronchopulmonary dysplasia was not associated with DP.</p>
        </sec>
        <sec>
          <title>Chronic Lung Disease</title>
          <p>Chronic lung disease grade II was investigated by Launonen et al [<xref ref-type="bibr" rid="ref34">34</xref>], who also assessed DP risk factors in infants born prematurely. The study reported that chronic lung disease grade II was associated with DP.</p>
        </sec>
        <sec>
          <title>Family History of DP</title>
          <p>Family history of DP was investigated by van Cruchten et al [<xref ref-type="bibr" rid="ref9">9</xref>]. The study suggested that family history of DP was not associated with DP.</p>
        </sec>
        <sec>
          <title>History of Illness</title>
          <p>History of illness was investigated by Aarnivala et al [<xref ref-type="bibr" rid="ref27">27</xref>]. The study suggested that history of illness was not associated with DP.</p>
        </sec>
        <sec>
          <title>Intracranial Hemorrhage</title>
          <p>Intracranial hemorrhage was investigated by Ifflaender et al [<xref ref-type="bibr" rid="ref29">29</xref>], who assessed DP risk factors in infants born prematurely. The study reported that intracranial hemorrhage was not associated with DP.</p>
        </sec>
        <sec>
          <title>Macrocephaly</title>
          <p>Macrocephaly at birth was investigated by Kim et al [<xref ref-type="bibr" rid="ref30">30</xref>]. The study suggested that macrocephaly at birth was not associated with DP. Macrocephaly at diagnosis of DP was also investigated, and it was found that this factor too was not associated with DP (OR 1.38, 95% CI 0.63-3.04) [<xref ref-type="bibr" rid="ref30">30</xref>]. A lack of association was reported for subgroups with mild to moderate DP (OR 1.48, 95% CI 0.62-3.53) and severe DP (OR 1.19, 95% CI 0.04-3.58) [<xref ref-type="bibr" rid="ref30">30</xref>].</p>
        </sec>
        <sec>
          <title>Mechanical Ventilation</title>
          <p>Of the 19 included studies, 2 (11%) demonstrated an association between mechanical ventilation and the development of DP in preterm infants [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref34">34</xref>]. Of these 2 studies, 1 (50%) reported an OR of 1.10 (95% CI 1.00-1.14) for mechanical ventilation [<xref ref-type="bibr" rid="ref34">34</xref>]. The other study also suggested that the duration of total respiratory support (continuous positive airway pressure and intermittent mandatory ventilation) and the duration of continuous positive airway pressure alone were associated with DP, while intermittent mandatory ventilation alone was not associated with DP [<xref ref-type="bibr" rid="ref29">29</xref>].</p>
        </sec>
        <sec>
          <title>Necrotizing Enterocolitis</title>
          <p>Necrotizing enterocolitis was investigated by Ifflaender et al [<xref ref-type="bibr" rid="ref29">29</xref>], who included a cohort of infants born prematurely. The study reported that necrotizing enterocolitis was not associated with DP.</p>
        </sec>
        <sec>
          <title>Obesity</title>
          <p>Obesity at diagnosis of DP was investigated by Kim et al [<xref ref-type="bibr" rid="ref30">30</xref>]. Obesity at diagnosis of DP was defined as BMI &gt;97th percentile. The study concluded that obesity at diagnosis of DP was associated with DP (aOR 2.45, 95% CI 1.02-5.90). The study also suggested that obesity at diagnosis of DP was associated with severe DP (aOR 4.10, 95% CI 1.42-11.90) but was not associated with mild to moderate DP (aOR 2.29, 95% CI 0.86-6.05).</p>
        </sec>
        <sec>
          <title>Occipital Shunt Placement</title>
          <p>Occipital shunt placement was investigated by Roberts et al [<xref ref-type="bibr" rid="ref37">37</xref>], who concluded that occipital shunt placement was associated with DP compared to frontal shunt placement.</p>
        </sec>
        <sec>
          <title>Torticollis</title>
          <p>Torticollis was investigated by 3 (16%) of the 19 included studies, all of which reported no association between torticollis and DP [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref38">38</xref>].</p>
        </sec>
      </sec>
      <sec>
        <title>Positional and Environmental Factors</title>
        <sec>
          <title>Carriers, Bouncers, Car Seats, and Headrests</title>
          <p>Time spent in carriers, bouncers, and car seats was investigated by Aarnivala et al [<xref ref-type="bibr" rid="ref27">27</xref>], who reported that time spent in carriers, bouncers, and car seats was not associated with DP. Firmness of headrest was investigated by Solani et al [<xref ref-type="bibr" rid="ref39">39</xref>], who reported that firmness of headrest was not associated with DP (OR 1.31, 95% CI 0.72-2.37).</p>
        </sec>
        <sec>
          <title>Change of Crib End</title>
          <p>Change of crib end (ie, alternating the infant’s sleeping position by placing their head at different ends of the crib) was investigated as a risk factor for DP by 2 (11%) of the 19 included studies [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref42">42</xref>]. Both studies suggested that change of crib end was not associated with DP.</p>
        </sec>
        <sec>
          <title>Feeding Position</title>
          <p>Feeding position was investigated as a risk factor for DP by 2 (11%) of the 19 included studies [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref42">42</xref>]; both demonstrated that feeding position was not associated with DP.</p>
        </sec>
        <sec>
          <title>Latency in Head Turning</title>
          <p>Latency in head turning was investigated by Leung et al [<xref ref-type="bibr" rid="ref31">31</xref>], who concluded that latency in head turning was not associated with DP.</p>
        </sec>
        <sec>
          <title>Playing Position</title>
          <p>Playing position was investigated by van Vlimmeren et al [<xref ref-type="bibr" rid="ref42">42</xref>], who demonstrated that playing position was not associated with DP.</p>
        </sec>
        <sec>
          <title>Head Position Preference</title>
          <p>Head position preference was investigated by 6 (32%) of the 19 included studies, all of which demonstrated an association between head position preference and DP [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref42">42</xref>]. Of these 6 studies, 2 (33%) [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref34">34</xref>] reported ORs, and a meta-analysis of these ORs revealed negligible interstudy heterogeneity (<italic>I</italic><sup>2</sup>=27.6%; Q statistic=2.76; <italic>df</italic>=3) (<xref rid="figure5" ref-type="fig">Figure 5</xref>A [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref34">34</xref>]). The pooled fixed and random effects ORs for DP related to head position preference were 4.75 (95% CI 3.36-6.73; <italic>P</italic>&lt;.001) and 4.96 (95% CI 3.10-7.93; <italic>P</italic>&lt;.001), respectively. Asymmetry analysis of the funnel plot excluded publication bias (<italic>P</italic>=.28; <xref rid="figure5" ref-type="fig">Figure 5</xref>B).</p>
          <fig id="figure5" position="float">
            <label>Figure 5</label>
            <caption>
              <p>Meta-analysis and funnel plot for head position preference. (A) Forest plot of odds ratios for deformational plagiocephaly related to head position preference with fixed and random effects. (B) Funnel plot with linear regression test of asymmetry. The blue line indicates fixed effects.</p>
            </caption>
            <graphic xlink:href="ijmr_v13i1e55695_fig5.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
          </fig>
        </sec>
        <sec>
          <title>Sleeping Position</title>
          <p>Sleeping position (supine vs prone) was investigated by 3 (16%) of the 19 included studies [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref39">39</xref>]. Of these 3 studies, 2 (67%) demonstrated an association between supine sleeping and DP [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref39">39</xref>], while 1 (33%) reported a protective effect from prone sleeping (OR 0.13, 95% CI 0.03-0.40) or side sleeping (OR 0.22, 95% CI 0.05-0.71) [<xref ref-type="bibr" rid="ref28">28</xref>]. The ORs from 2 (67%) [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref39">39</xref>] of the 3 studies were used with the inverse OR from the third study [<xref ref-type="bibr" rid="ref28">28</xref>] in a meta-analysis, which demonstrated negligible interstudy heterogeneity (<italic>I</italic><sup>2</sup>=19.1%; Q statistic=2.47; <italic>df</italic>=3; <xref rid="figure6" ref-type="fig">Figure 6</xref>A [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref39">39</xref>]). The pooled fixed and random effects ORs for DP related to sleeping position were 3.12 (95% CI 2.21-4.39; <italic>P</italic>&lt;.001) and 3.22 (95% CI 2.14-4.84; <italic>P</italic>&lt;.001), respectively. Asymmetry analysis of the funnel plot excluded publication bias (<italic>P</italic>=.20; <xref rid="figure6" ref-type="fig">Figure 6</xref>B).</p>
          <fig id="figure6" position="float">
            <label>Figure 6</label>
            <caption>
              <p>Meta-analysis and funnel plot for supine sleeping position. (A) Forest plot of odds ratios for deformational plagiocephaly related to supine sleeping position with fixed and random effects. (B) Funnel plot with linear regression test of asymmetry. The blue line indicates fixed effects. *Supine versus prone; **reciprocal prone versus supine; ***reciprocal side versus supine.</p>
            </caption>
            <graphic xlink:href="ijmr_v13i1e55695_fig6.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
          </fig>
        </sec>
        <sec>
          <title>Time Spent Prone on the Floor</title>
          <p>The study by Aarnivala et al [<xref ref-type="bibr" rid="ref27">27</xref>] investigated time spent prone on the floor and reported no association with DP.</p>
        </sec>
        <sec>
          <title>Tummy Time</title>
          <p>Tummy time was investigated by 4 (21%) of the 19 included studies [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref42">42</xref>]. Of these 4 studies, 1 (25%) reported an association between reduced tummy time when awake and DP (aOR 3.51, 95% CI 1.71-7.21) [<xref ref-type="bibr" rid="ref30">30</xref>]. The remaining studies (3/4, 75%) reported that tummy time was not associated with DP but provided no ORs [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref42">42</xref>].</p>
        </sec>
        <sec>
          <title>Time Spent Outdoors</title>
          <p>Time spent outdoors was investigated by Weernink et al [<xref ref-type="bibr" rid="ref43">43</xref>], who reported no association with DP.</p>
        </sec>
        <sec>
          <title>Time Spent Supine on the Floor</title>
          <p>Time spent supine on the floor was investigated as a risk factor for DP by Aarnivala et al [<xref ref-type="bibr" rid="ref27">27</xref>], who reported that children with DP at age 12 months spent more time supine on the floor at age 6 months.</p>
        </sec>
      </sec>
      <sec>
        <title>Summary of Nonobstetric Factors Associated With DP</title>
        <p>A summary of 16 nonobstetric factors associated with DP is presented in <xref ref-type="table" rid="table2">Table 2</xref>. ORs are provided for 12 (75%) of these 16 nonobstetric factors.</p>
        <table-wrap position="float" id="table2">
          <label>Table 2</label>
          <caption>
            <p>Odds ratios (ORs) for factors associated with deformational plagiocephaly. ORs are reported from single studies unless marked with a superscript (“a” or “b”) indicating pooled ORs from fixed or random effects meta-analyses.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="500"/>
            <col width="250"/>
            <col width="250"/>
            <thead>
              <tr valign="top">
                <td>Factors</td>
                <td>OR (95% CI)</td>
                <td>References</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Insufficient vitamin D intake</td>
                <td>7.15 (3.77-13.54)</td>
                <td>[<xref ref-type="bibr" rid="ref42">42</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Head position preference</td>
                <td>4.75<sup>a</sup> (3.36-6.73)</td>
                <td>[<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref34">34</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Bottle-only feeding</td>
                <td>4.65 (2.70-8.00)</td>
                <td>[<xref ref-type="bibr" rid="ref30">30</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Reduced tummy time</td>
                <td>3.51 (1.71-7.21)</td>
                <td>[<xref ref-type="bibr" rid="ref30">30</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Sleeping position</td>
                <td>3.12 (2.21-4.39)</td>
                <td>[<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref39">39</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Fewer motor milestones by age 6 mo</td>
                <td>2.56<sup>a</sup> (1.66-3.96)</td>
                <td>[<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref30">30</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Obesity (BMI &gt;97th percentile)</td>
                <td>2.45 (1.02-5.90)</td>
                <td>[<xref ref-type="bibr" rid="ref30">30</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Maternal education level</td>
                <td>1.66<sup>a</sup> (1.17-2.37)</td>
                <td>[<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref43">43</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Male sex</td>
                <td>1.51<sup>b</sup> (1.07-2.12)</td>
                <td>[<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref43">43</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Formula feeding</td>
                <td>1.51 (1.00-2.27)</td>
                <td>[<xref ref-type="bibr" rid="ref43">43</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Head circumference</td>
                <td>1.22 (1.06-1.40)</td>
                <td>[<xref ref-type="bibr" rid="ref39">39</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Mechanical ventilation</td>
                <td>1.10 (1.00-1.14)</td>
                <td>[<xref ref-type="bibr" rid="ref34">34</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Chronic lung disease grade II</td>
                <td>NR<sup>c</sup></td>
                <td>[<xref ref-type="bibr" rid="ref34">34</xref>]</td>
              </tr>
              <tr valign="top">
                <td>DDH<sup>d</sup></td>
                <td>NR</td>
                <td>[<xref ref-type="bibr" rid="ref41">41</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Maternal age</td>
                <td>NR</td>
                <td>[<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref43">43</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Time spent supine</td>
                <td>NR</td>
                <td>[<xref ref-type="bibr" rid="ref27">27</xref>]</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table2fn1">
              <p><sup>a</sup>OR from a fixed effects meta-analysis where interstudy heterogeneity was &lt;50%.</p>
            </fn>
            <fn id="table2fn2">
              <p><sup>b</sup>OR from a random effects meta-analysis where interstudy heterogeneity was ≥50%.</p>
            </fn>
            <fn id="table2fn3">
              <p><sup>c</sup>NR: not reported.</p>
            </fn>
            <fn id="table2fn4">
              <p><sup>d</sup>DDH: developmental dysplasia of the hip.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Findings</title>
        <p>This study assessed evidence of association with DP for 43 nonobstetric factors (demographic factors: n=3, 7%; developmental factors: n=6, 14%; dietary factors: n=4, 9%; maternal factors: n=8, 19%; medical and surgical factors: n=11, 26%; and positional and environmental factors: n=11, 26%). Of these 43 factors, 16 (37%) were associated with DP (demographic factors [male sex]: n=1, 6%; developmental factors [DDH, head circumference, and delay in motor milestones]: n=3, 19%; dietary factors [bottle-only feeding, formula feeding, and vitamin D intake]: n=3, 19%; maternal factors [maternal age and maternal education level]: n=2, 12%; medical and surgical factors [chronic lung disease grade II, mechanical ventilation, and obesity at diagnosis of DP]: n=3, 19%; and positional and environmental factors [head position preference, sleeping position, reduced tummy time, and time spent supine on the floor]: n=4, 25%). With the notable exceptions of maternal age, mechanical ventilation, and tummy time, these associations were either supported by nonconflicting evidence or a meta-analysis that resolved conflicting evidence into an association. Of the 16 factors, 12 (75%) had ORs that ranged from 1.10 (mechanical ventilation) to 7.15 (insufficient vitamin D intake). Of the 5 factors assessed by meta-analysis (male sex, reaching fewer motor milestones by age 6 months, maternal education level, head position preference, and sleeping position), only 1 (20%; male sex) was associated with interstudy heterogeneity (≥50%). No evidence of publication bias was detected.</p>
      </sec>
      <sec>
        <title>Evidence-Based Recommendations</title>
        <p>Strategies to reduce the prevalence of DP have included guidance about the infant’s environment, positioning, and handling, with the goal of creating a nonrestrictive environment that promotes spontaneous and unhindered physical movement and symmetrical motor development [<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref45">45</xref>].</p>
        <p>On the basis of the evidence presented in this study, the following 11 recommendations, presented in order of importance, are offered with the aim of reducing the prevalence of DP.</p>
        <p>First, to ensure bone health in infants, it is critical that vitamin D intake is adequate [<xref ref-type="bibr" rid="ref46">46</xref>]. Vitamin D level should be assessed regularly during development, and dietary supplementation should be considered if vitamin D level is low.</p>
        <p>Second, during the first months of life, babies develop a head position preference [<xref ref-type="bibr" rid="ref47">47</xref>], and this preference is more often to the right [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref48">48</xref>]. The increased compressive forces on one side of the head for prolonged periods causes flattening on the side being compressed. It has been proposed that the position of the fetus in the later stages of pregnancy may, in part, be responsible for position preference [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref49">49</xref>]. However, there is also evidence that position preference can be modified by varying head position during sleep to encourage equal distribution of pressure [<xref ref-type="bibr" rid="ref50">50</xref>]. Other strategies to mitigate head position preference should be used, such as gently moving the infant’s head to the unfavored side when asleep or physical therapy with or without kinesiological tape to reduce tightness in the neck muscles to facilitate easier neck turning [<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref52">52</xref>].</p>
        <p>Third, sufficient tummy time should be provided to strengthen the infant’s head, neck, and arms and reduce time spent supine when awake.</p>
        <p>Fourth, as infants tend to turn away from windows and toward the center of a room, it is recommended to alternate the infant’s sleeping position by placing their head at different ends of the crib. This concept is supported by 2 studies suggesting no association between crib end change and DP [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref42">42</xref>]. However, it is important to state that the lack of association between crib end change and DP does not necessarily mean that changing the crib end will provide an effective treatment for established DP; it may merely help to reduce the risk of DP developing.</p>
        <p>Fifth, although bottle-only feeding should not be discouraged, it is recommended to alternate feeding positions, using both the dominant and nondominant sides when holding the infant. Bottle feeding, as opposed to exclusively breast feeding, may be positively associated with obesity (which has also been identified as a risk factor for DP) [<xref ref-type="bibr" rid="ref53">53</xref>]. This coassociation may, in part, explain the association of bottle-only feeding with DP.</p>
        <p>Sixth, although formula feeding should also not be discouraged, it is recommended to alternate feeding positions. It has been suggested by Weernink et al [<xref ref-type="bibr" rid="ref43">43</xref>] that this particular risk factor is associated with lower maternal education level. Similar to bottle feeding, formula feeding, as opposed to exclusively breast feeding, may be positively associated with obesity (itself a risk factor for DP) [<xref ref-type="bibr" rid="ref53">53</xref>].</p>
        <p>Seventh, if motor milestones are delayed, infants should be referred for specialist assessment by a pediatrician. Similarly, obesity (BMI &gt;97th percentile) should be identified and managed by a specialist pediatrician.</p>
        <p>Eighth, to mitigate the impact of low maternal education level, educational resources and face-to-face education outlining factors associated with DP, as well as recommendations to reduce their impact, should be provided to all families at the 6-week postnatal infant check-up, with particular emphasis on those with low educational levels. A lower maternal education level results in worse health outcomes in infancy and later life [<xref ref-type="bibr" rid="ref54">54</xref>]; although improving the education level of future mothers should be a national priority, there are other factors associated with low education level that may be immediately modifiable. These include access to information and access to resources [<xref ref-type="bibr" rid="ref55">55</xref>].</p>
        <p>Ninth, Information should be provided to families that male infants are at higher risk of DP. Losee et al [<xref ref-type="bibr" rid="ref49">49</xref>] suggested that male infants tend to have larger, less flexible heads at birth, which are more likely to become deformed by compressive forces in utero and in the birth canal. Families should be particularly encouraged to engage with strategies to mitigate DP in male infants.</p>
        <p>Tenth, information should be provided to families that infants with greater head circumference are at higher risk of DP. Families should be particularly encouraged to engage with strategies to mitigate DP in these infants. </p>
        <p>Eleventh, information should also be provided to families that infants who have had mechanical ventilation are at higher risk of DP. Families and care teams of infants requiring mechanical ventilation should be encouraged to engage with strategies to mitigate DP in these infants.</p>
        <p>Alternative strategies for mitigating the impact of DP, such as helmet therapy, although costly for individuals and health care systems, may help avoid more invasive strategies [<xref ref-type="bibr" rid="ref56">56</xref>]. It has been demonstrated that education provided by health care professionals, such as health visitors, midwives, and nurses, can successfully reduce the prevalence of DP [<xref ref-type="bibr" rid="ref57">57</xref>]. Adopting these recommendations may lead to a reduction in the prevalence of DP.</p>
      </sec>
      <sec>
        <title>Strengths of This Study</title>
        <p>The strengths of this study include a robust methodology. The protocol was registered with PROSPERO, and the reporting was in line with the PRISMA 2020 guidelines [<xref ref-type="bibr" rid="ref22">22</xref>]. The databases searched provided &gt;97.5% coverage [<xref ref-type="bibr" rid="ref23">23</xref>]. Standardized data extraction was performed to minimize errors. Meta-analysis was performed where data allowed. Funnel plots suggested that publication bias did not impact the results; thus, a trim-and-fill analysis was not necessary to correct for asymmetry [<xref ref-type="bibr" rid="ref58">58</xref>].</p>
        <p>This study represents the most comprehensive analysis of nonobstetric factors associated with DP published to date. A systematic review by Bialocerkowski et al [<xref ref-type="bibr" rid="ref59">59</xref>] only identified 5 factors associated with DP, of which 3 (60%) were nonobstetric factors (male sex, supine position, and neck problems) [<xref ref-type="bibr" rid="ref59">59</xref>]. Another systematic review by De Bock et al [<xref ref-type="bibr" rid="ref60">60</xref>] identified male sex, supine sleeping position, limited neck rotation, head position preference, lower level of activity, and reduced tummy time as the most important risk factors [<xref ref-type="bibr" rid="ref60">60</xref>]. By contrast, our study provides evidence of association for 16 factors and confirms the association of male sex, supine sleeping position, head position preference, and reduced tummy time with DP.</p>
        <p>A more recent systematic review by Inchingolo et al [<xref ref-type="bibr" rid="ref61">61</xref>] provided only 2 recommendations to mitigate the impact of nonobstetric risk factors for DP: at least 30 minutes of tummy time and the use of a passive sleep curve mattress to improve harmonious skull growth. In addition, it did not include meta-analyses to support these recommendations. By contrast, our study makes 11 recommendations for nonobstetric factors to reduce the prevalence of DP. The systematic review by Inchingolo et al [<xref ref-type="bibr" rid="ref61">61</xref>] also did not assess publication bias. Our review suggested that none of the recommendations were influenced by publication bias.</p>
      </sec>
      <sec>
        <title>Limitations of This Study</title>
        <p>To ensure the completion of the study, additional databases were not searched, and hand searching and gray literature searches were also not performed. This inevitably limited the comprehensiveness of this study, although no systematic review can claim to be truly comprehensive because this would necessitate continual inclusion of newly published studies. The search terms were designed to be specific yet pragmatic to ensure the completion of the work with limited resources; thus, some studies may have been overlooked. Due to resource limitations, it was not possible to record more detailed reasons for the exclusion of screened articles other than not reporting risk factors for DP. Resource constraints also prevented the screening process from being conducted by 2 independent reviewers. Instead, abstract and full-text screening was performed by a single reviewer. This impacts the reproducibility of the study due to the increased potential for errors in study selection when screening is undertaken by a single reviewer. That said, because the selection criteria were clearly set out, errors due to the application of these criteria during the screening process are likely to have had minimal impact on the study outcomes. In addition, it was not feasible, due to resource limitations, to contact study authors to attempt to collect raw data if a study did not report ORs for a risk factor. This may have limited the data that could have been used in meta-analysis. If contacting authors had been feasible, more factors could potentially have been analyzed quantitively to resolve discrepancies between the included studies. This represents a significant limitation of our study.</p>
        <p>These factors may, in part, account for the apparent disparities reported in our results compared to other literature. These disparities include the apparent lack of association between developmental delay and DP [<xref ref-type="bibr" rid="ref9">9</xref>], while demonstrating a significant association between reaching fewer motor milestones and DP [<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref30">30</xref>]. A recent systematic review by Martinuik et al [<xref ref-type="bibr" rid="ref62">62</xref>] included 19 studies that assessed the association between developmental delay and DP. Notwithstanding the fact that the authors included multiple studies that used the same study population more than once, a positive association between developmental delay and DP was reported in a majority of the studies [<xref ref-type="bibr" rid="ref62">62</xref>]. The fact that our study did not demonstrate a similar association may, in part, be due to the inclusion of studies that assessed different populations, as well as methodological limitations in our search strategy that limited the identification of studies that may have met our eligibility criteria. Another study of a large primary care cohort of 77,108 patients has provided further evidence in support of an association between developmental delay and DP [<xref ref-type="bibr" rid="ref63">63</xref>]. That said, the literature remains conflicting, with other studies unable to demonstrate an association between presence or degree of developmental delay and DP [<xref ref-type="bibr" rid="ref64">64</xref>]. Commentators have highlighted the fact that most studies are retrospective and observational by design, and this limits conclusions about the correlative versus causative relationship between developmental delay and DP [<xref ref-type="bibr" rid="ref65">65</xref>].</p>
        <p>Another disparity reported in our study is that torticollis was not associated with DP [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref38">38</xref>]. A number of literature reviews have previously reported an association between congenital muscular torticollis and DP [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref59">59</xref>]. Although these studies were published a decade or so ago, it logically follows that if other positional factors, such as head position preference and sleeping position, have been found in more contemporaneous studies to be significantly associated with DP [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref39">39</xref>], then torticollis would also be expected to be found to be associated with DP. These conflicts reported in the literature may be due to the limitations of individual study design or differences between different study populations. Therefore, we recommend interpreting with caution the lack of association between torticollis and DP reported in our study, given the lack of a mechanistic explanation that reconciles this result with other positional factors that were found to be associated with DP.</p>
        <p>In this review, we have included a study involving patients who developed plagiocephaly after ventriculoperitoneal shunt insertion [<xref ref-type="bibr" rid="ref37">37</xref>]. Although the authors characterized the plagiocephaly as “positional,” implying that external forces had caused the skull deformity, an alternative hypothesis is that shunt-associated plagiocephaly is a different disease entity from DP [<xref ref-type="bibr" rid="ref37">37</xref>]. This study has been included for comprehensiveness [<xref ref-type="bibr" rid="ref37">37</xref>], but the results should be interpreted with caution alongside those of other studies.</p>
        <p>Finally, another limitation includes the lack of a Grading of Recommendations Assessment, Development, and Evaluation (GRADE) assessment of evidence quality, which impacts the certainty of the conclusions and recommendations set out in this study.</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>In summary, this study provides the most comprehensive meta-analytic assessment of nonobstetric factors associated with DP published to date. It offers 11 evidence-based recommendations that can be adopted by health care systems globally to reduce the prevalence of DP. Future research should focus on investigating factors for which the literature is conflicting but quantitative data are lacking to enable meta-analyses to be performed; for example, maternal age was the only factor reported to be protective against DP, but conflicting studies reported that there was no association without providing quantitative data. Thus, maternal age as a protective factor for DP should be investigated further to provide quantitative data for meta-analytic approaches to determine its protective effect. Further research should also address the nature of specific relationships between risk factors and DP; for example, both bottle-only feeding and formula feeding have been associated with DP. Studies should focus on understanding the nature of this relationship, that is, whether this relationship is due to mechanical forces associated with bottle-feeding or whether a reduction in, or lack of, breast milk intake or a lack of complimentary foods alongside breast milk results in nutritional differences that impact skull development [<xref ref-type="bibr" rid="ref66">66</xref>]. As our study also highlighted an association between obesity and DP, research on other early-life or environmental exposures should be conducted to elucidate their effects on growth and development, particularly skull growth and head shape [<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref68">68</xref>]. Finally, randomized controlled trials, although considered the gold standard study design for obtaining reliable evidence of an intervention’s effectiveness, should not be conducted for the interventions herein that relate to risk factors for DP development that have already been assessed through meta-analysis. However, randomized controlled trials could provide further evidence for an intervention—if ethically appropriate—where the evidence for a particular risk factor is relatively weak, such as when only a single cohort study has provided the evidence for a risk factor’s influence on the development of DP.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <p>PRISMA 2020 checklist.</p>
        <media xlink:href="ijmr_v13i1e55695_app1.pdf" xlink:title="PDF File  (Adobe PDF File), 66 KB"/>
      </supplementary-material>
    </app-group>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">aOR</term>
          <def>
            <p>adjusted odds ratio</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">DDH</term>
          <def>
            <p>developmental dysplasia of the hip</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">DP</term>
          <def>
            <p>deformational plagiocephaly</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">GRADE</term>
          <def>
            <p>Grading of Recommendations Assessment, Development, and Evaluation</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">OR</term>
          <def>
            <p>odds ratio</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb6">PRISMA</term>
          <def>
            <p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb7">RR</term>
          <def>
            <p>risk ratio</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <notes>
      <sec>
        <title>Data Availability</title>
        <p>All data generated or analyzed during this study are included in this paper.</p>
      </sec>
    </notes>
    <fn-group>
      <fn fn-type="con">
        <p>CRTH developed the methodology, performed screening and data extraction, performed data analysis, interpreted the results, and wrote and edited the manuscript. NB performed screening and data extraction, interpreted the results, and wrote and edited the manuscript. AN performed screening and data extraction, interpreted the results, and edited the manuscript. FJBD interpreted the results and edited the manuscript. JO conceived of the study, interpreted the results, and edited the manuscript.</p>
      </fn>
      <fn fn-type="conflict">
        <p>CRTH and AN received consultancy fees from Advanced Orthomolecular Research in Calgary, Alberta, and their family members work for the aforementioned company, which, although not directly connected to this research, produces nutraceutical compounds, including vitamin D, which is part of the subject matter of this research. All other authors declare no other conflicts of interest.</p>
      </fn>
    </fn-group>
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