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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Nutr.</journal-id>
<journal-title>Frontiers in Nutrition</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Nutr.</abbrev-journal-title>
<issn pub-type="epub">2296-861X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnut.2024.1497509</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Nutrition</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Parental depression and emotional feeding practices are associated with a tendency towards overeating in preadolescents</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Sarkkola</surname> <given-names>Catharina</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author"><name><surname>Lepp&#x00E4;nen</surname> <given-names>Marja H.</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="aff" rid="aff3"><sup>3</sup></xref><xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author"><name><surname>Eloranta</surname> <given-names>Aino-Maija</given-names></name><xref ref-type="aff" rid="aff4"><sup>4</sup></xref><xref ref-type="aff" rid="aff5"><sup>5</sup></xref><xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
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<contrib contrib-type="author"><name><surname>R&#x00E4;is&#x00E4;nen</surname> <given-names>Laura</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="aff" rid="aff7"><sup>7</sup></xref><xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
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<contrib contrib-type="author"><name><surname>M&#x00E4;nnist&#x00F6;</surname> <given-names>Satu</given-names></name><xref ref-type="aff" rid="aff9"><sup>9</sup></xref>
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<contrib contrib-type="author" corresp="yes"><name><surname>Viljakainen</surname> <given-names>Heli</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="aff" rid="aff3"><sup>3</sup></xref><xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Folkh&#x00E4;lsan Research Center</institution>, <addr-line>Helsinki</addr-line>, <country>Finland</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Public Health, Faculty of Medicine, University of Helsinki</institution>, <addr-line>Helsinki</addr-line>, <country>Finland</country></aff>
<aff id="aff3"><sup>3</sup><institution>Faculty of Medicine, University of Helsinki</institution>, <addr-line>Helsinki</addr-line>, <country>Finland</country></aff>
<aff id="aff4"><sup>4</sup><institution>Institute of Biomedicine, School of Medicine, University of Eastern Finland</institution>, <addr-line>Kuopio</addr-line>, <country>Finland</country></aff>
<aff id="aff5"><sup>5</sup><institution>Institute of Public Health and Clinical Nutrition, University of Eastern Finland</institution>, <addr-line>Kuopio</addr-line>, <country>Finland</country></aff>
<aff id="aff6"><sup>6</sup><institution>Department of Medicine, Endocrinology and Clinical Nutrition, Kuopio University Hospital</institution>, <addr-line>Kuopio</addr-line>, <country>Finland</country></aff>
<aff id="aff7"><sup>7</sup><institution>Faculty of Medicine and Health Technology (MET), Tampere University</institution>, <addr-line>Tampere</addr-line>, <country>Finland</country></aff>
<aff id="aff8"><sup>8</sup><institution>Department of Pediatrics, Tampere University Hospital</institution>, <addr-line>Tampere</addr-line>, <country>Finland</country></aff>
<aff id="aff9"><sup>9</sup><institution>Finnish Institute for Health and Welfare (THL)</institution>, <addr-line>Helsinki</addr-line>, <country>Finland</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Agnieszka Kozio&#x0142;-Kozakowska, Jagiellonian University Medical College, Poland</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Claudia Hunot-Alexander, University of Guadalajara, Mexico</p>
<p>Octavian Vasiliu, Dr. Carol Davila University Emergency Military Central Hospital, Romania</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Heli Viljakainen, <email>heli.viljakainen@helsinki.fi</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>01</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1497509</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>09</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Sarkkola, Lepp&#x00E4;nen, Eloranta, R&#x00E4;is&#x00E4;nen, M&#x00E4;nnist&#x00F6; and Viljakainen.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Sarkkola, Lepp&#x00E4;nen, Eloranta, R&#x00E4;is&#x00E4;nen, M&#x00E4;nnist&#x00F6; and Viljakainen</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Background</title>
<p>Children&#x2019;s eating behaviors, including a tendency towards overeating, are strongly influenced by the family. Children prone to overeating are at a high risk of excessive weight gain, which can lead to further adverse health outcomes. Therefore, identifying factors that contribute to overeating is crucial for promoting healthy weight development. Given the inconsistencies in previous research, mostly involving young children, we investigated the child and parental characteristics associated with overeating in preadolescence.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>The cross-sectional study included 5,973 preadolescents aged 9&#x2013;12&#x202F;years from the Finnish Health in Teens (Fin-HIT) cohort. A tendency towards overeating was based on a parent-reported question. We utilized extensive parent questionnaire and Medical Birth Register data, and used ordinal and stepwise logistic regression to identify the independent determinants of overeating.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>The proportion of preadolescents with a parent-reported tendency towards overeating was 10% (<italic>n</italic>&#x202F;=&#x202F;606). In the multivariable model, boys had higher odds of overeating (OR 1.30, 95% CI 1.06&#x2013;1.58) compared with girls. Preadolescents with overweight and obesity had 9- and 30-fold odds (95% CI 7.31&#x2013;11.29 and 20.07&#x2013;44.54, respectively) of overeating compared with healthy-weight preadolescents. Furthermore, parental depression and emotional feeding increased the odds of overeating in the preadolescent (OR 1.48, 95% CI 1.08&#x2013;2.02 and OR 1.27, 95% CI 1.03&#x2013;1.57).</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>Along with child weight status and sex, parental depression and emotional feeding were independently associated with overeating in preadolescence. Therefore, it is important to support parents&#x2019; mental health and their healthy feeding practices. Our findings can be targeted to manage overeating and prevent overweight in children and adolescents.</p>
</sec>
</abstract>
<kwd-group>
<kwd>overeating</kwd>
<kwd>eating behavior</kwd>
<kwd>children and adolescents</kwd>
<kwd>overweight and obesity</kwd>
<kwd>parental depression</kwd>
<kwd>emotional feeding</kwd>
<kwd>parental feeding practices</kwd>
<kwd>family</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="58"/>
<page-count count="9"/>
<word-count count="6597"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Nutritional Epidemiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>Children&#x2019;s eating behavior is influenced by genetics, environmental factors, and neural mechanisms (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref2">2</xref>). Particularly the family plays a crucial role in shaping eating behaviors during childhood (<xref ref-type="bibr" rid="ref3">3</xref>). Overeating, i.e., consuming food beyond nutritional needs increases the risk of excessive weight gain in children and has become a topical concern (<xref ref-type="bibr" rid="ref4">4</xref>). This behavior may result from low satiety responsiveness (SR), which indicates poor regulation of food intake based on feelings of fullness, high food responsiveness (FR), characterized by eating in response to food cues, or a combination of both (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref6">6</xref>). Other closely related dimensions include emotional overeating (EOE) and external eating, i.e., eating in response to external cues rather than internal hunger cues. Parental questionnaires are often used to assess these eating behaviors in children.</p>
<p>There is limited knowledge on the frequency of overeating among children. In a Portuguese study involving 6&#x2013;18-year-olds, 24% were considered overeaters (<xref ref-type="bibr" rid="ref7">7</xref>). The evidence on factors associated with overeating and its different aspects in children is inconsistent. For example, some studies link early-life factors like breastfeeding to better eating control (high SR, low SR or low EOE) later in childhood (<xref ref-type="bibr" rid="ref8 ref9 ref10">8&#x2013;10</xref>), while others found no such associations (<xref ref-type="bibr" rid="ref11 ref12 ref13 ref14 ref15">11&#x2013;15</xref>). Being born preterm has been linked to SR but not to other aspects of overeating in preadolescence (<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref16">16</xref>).</p>
<p>Similarly, results on family factors such as parental education, body mass index (BMI), depression, and presence of siblings are contradictory, with studies showing varied outcomes depending on the child&#x2019;s age and study methodology (<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref16 ref17 ref18 ref19 ref20 ref21">16&#x2013;21</xref>). Only one study showed a link between maternal depressive symptoms and child overeating (<xref ref-type="bibr" rid="ref21">21</xref>). Parental feeding practices may either foster or undermine children&#x2019;s ability to self-regulate their eating (<xref ref-type="bibr" rid="ref22">22</xref>). These practices include emotional feeding (using food to calm or cheer up the child) and using food as a reward (<xref ref-type="bibr" rid="ref23">23</xref>). Some (<xref ref-type="bibr" rid="ref24">24</xref>, <xref ref-type="bibr" rid="ref25">25</xref>) studies demonstrate a link between parental emotional feeding and aspects of overeating, but not all (<xref ref-type="bibr" rid="ref26">26</xref>). In a clinical study of preadolescents living with overweight, maternal emotional feeding was the key predictor of child emotional eating (<xref ref-type="bibr" rid="ref27">27</xref>). In addition, several parenting factors, such as low maternal support, but high psychological and behavioral control (<xref ref-type="bibr" rid="ref28">28</xref>), as well as non-authoritative and emotionally non-responsive parenting (<xref ref-type="bibr" rid="ref29">29</xref>) have been linked to child emotional eating. Associations regarding food as a reward have also been reported, although the results have not been confirmed for all aspects of overeating in longitudinal study settings (<xref ref-type="bibr" rid="ref24">24</xref>, <xref ref-type="bibr" rid="ref30 ref31 ref32 ref33">30&#x2013;33</xref>).</p>
<p>Previous studies have identified several early-life and family characteristics that may contribute to overeating in children. However, only a few studies have assessed these factors simultaneously to investigate their hierarchy and independent associations. Most studies have focused on children under school age, leaving a gap in research on preadolescents approaching or experiencing puberty&#x2014;a unique developmental stage characterized by rapid physical growth, hormonal changes, and emotional shifts that can influence eating behaviors. Our study aimed to determine the prevalence of a parent-reported tendency towards overeating (hereafter, simply &#x2018;overeating&#x2019;) in Finnish 9&#x2013;12-year-old preadolescents, and to investigate the associated child and parental characteristics.</p>
</sec>
<sec sec-type="materials|methods" id="sec6">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec7">
<label>2.1</label>
<title>Study population</title>
<p>The study included participants from the prospective Finnish Health in Teens cohort (Fin-HIT), a school-based study conducted in 2011&#x2013;2014 (<xref ref-type="bibr" rid="ref34">34</xref>). This study consists of 11,407 preadolescent children aged 9&#x2013;12&#x202F;years and their 6,046 parents, 87% of them mothers, from Finland&#x2019;s largest cities and their surrounding areas. In this cross-sectional study, we used a subsample of 5,973 preadolescents with available parental-reported data on overeating. The preadolescents&#x2019; mean age, sex distribution, prevalence of overweight and obesity, and maternal socioeconomic status (SES) in the subsample were consistent with those of the entire cohort (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Seventy-nine percent of the preadolescents in the subsample participated at their schools, the rest from home. The participants from school and home recruitment had similar characteristics (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>) and were therefore analyzed together. No one in the cohort has been diagnosed with any rare syndrome (Cushing, Prader-Willi, Bardet-Biedl, Alstr&#x00F6;m) that may influence BMI, according to data from the national Register of Primary Health Care visits (<xref ref-type="bibr" rid="ref35">35</xref>).</p>
<p>This study was conducted according to the guidelines in the Declaration of Helsinki, and all procedures were approved by the Coordinating Ethics Committee of the Hospital District of Helsinki and Uusimaa (169/13/03/00/10; August 10, 2010). Written informed consent was obtained from the children and one parent per child.</p>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>Overeating</title>
<p>One of the parents filled in a questionnaire, mostly online. Overeating was assessed with a question based on The Avon Longitudinal Study of Parents and Children (ALSPAC, UK) questionnaire at 10.5&#x202F;years (<xref ref-type="bibr" rid="ref36">36</xref>). The question was: <italic>Do you agree or disagree with this statement: &#x2018;If I did not guide or regulate my child&#x2019;s eating, s/he would eat too much.&#x2019;</italic> Answers were scored on a five-point Likert scale: <italic>agree, slightly agree, neither agree nor disagree, slightly disagree, disagree</italic>. The two first and two last response options were combined for the analyses composing three overeating categories (groups): overeating, possible overeating, no overeating.</p>
</sec>
<sec id="sec9">
<label>2.3</label>
<title>Child determinants</title>
<p>The parent reported whether the child had two homes or families, siblings living in the main home, or food allergies. Trained fieldworkers measured the preadolescents&#x2019; height and weight at school. The preadolescents participating at home provided self-reported measures with an adult&#x2019;s assistance, which have proven to be accurate for epidemiological studies (<xref ref-type="bibr" rid="ref37">37</xref>). BMI was calculated (kg/m<sup>2</sup>) and the preadolescents were classified with thinness, healthy weight, overweight or obesity according to the International Obesity Task Force age-and sex-specific cutoffs (<xref ref-type="bibr" rid="ref38">38</xref>).</p>
<p>Data from birth and early childhood were also included. Information on gestational age at birth was obtained from the Medical Birth Register maintained by the Finnish Institute for Health and Welfare (<xref ref-type="bibr" rid="ref39">39</xref>). Gestational age was classified as preterm (&#x003C;37&#x202F;weeks), full-term (37&#x202F;+&#x202F;0&#x2013;42&#x202F;+&#x202F;0&#x202F;weeks) and post-term (&#x003E;42&#x202F;+&#x202F;0&#x202F;weeks). Since the development of oral feeding skills has been reported to be delayed among early preterm infants (<xref ref-type="bibr" rid="ref40">40</xref>), additional analyses for this subgroup were performed using the cutoff &#x003C;34&#x202F;weeks (<xref ref-type="bibr" rid="ref41">41</xref>). In addition, the parent reported whether the child received breastmilk, infant formula or both during the first 6&#x202F;months of her/his life, and the child&#x2019;s age when breastfeeding was stopped. Breastfeeding duration was categorized into &#x003C;1&#x202F;month, 1&#x2013;5&#x202F;months, 6&#x2013;11&#x202F;months and &#x2265;12&#x202F;months based on Finnish breastfeeding recommendations at the time when the children were born (<xref ref-type="bibr" rid="ref42">42</xref>, <xref ref-type="bibr" rid="ref43">43</xref>). Lastly, the parent was also asked about the age at which the child entered daycare.</p>
</sec>
<sec id="sec10">
<label>2.4</label>
<title>Parental determinants</title>
<p>Maternal SES at the time of the child&#x2019;s birth was obtained from the Medical Birth Register and used as a five-class variable (upper-level employees, lower-level employees, manual workers, students and others) as previously reported (<xref ref-type="bibr" rid="ref44">44</xref>). This register includes information only about the mother giving birth, not the father. The parent (either the mother or father) reported her/his own current height and weight in the questionnaire. BMI was calculated and categorized as thinness (&#x003C;18.5&#x202F;kg/m<sup>2</sup>), healthy weight (18.5&#x2013;24.9&#x202F;kg/m<sup>2</sup>), overweight (25.0&#x2500;29.9&#x202F;kg/m<sup>2</sup>) and obesity (&#x2265;30.0&#x202F;kg/m<sup>2</sup>). The parent also reported whether s/he had been diagnosed or treated for depression or exhaustion/burnout at any time, and whether s/he had experienced an eating disorder, such as anorexia nervosa, bulimia nervosa, or an atypical eating disorder.</p>
<p>The questions on current parental feeding practices included emotional feeding (<italic>&#x2018;I cheer her/him up with something to eat if s/he is sad or upset&#x2019;</italic> with the answer scale <italic>always, sometimes, never</italic>, <italic>not applicable</italic>) and food as a reward (<italic>&#x2018;It is OK to offer sweets as a reward for good behavior,&#x2019;</italic> scored with the five-point Likert scale from <italic>&#x2018;agree&#x2019;</italic> to <italic>&#x2018;disagree&#x2019;</italic>). In the analyses, the categories always and sometimes were combined. For the item &#x2018;food as reward&#x2019;, the first two and the last two categories were combined to create a three-class variable: yes, no opinion, and no. These two question items were adopted from the ALSPAC Study (<xref ref-type="bibr" rid="ref36">36</xref>).</p>
</sec>
<sec id="sec11">
<label>2.5</label>
<title>Statistical analyses</title>
<p>The child and parental characteristics were compared between the three overeating categories (overeating, possible overeating, no overeating) with the <italic>&#x03C7;</italic><sup>2</sup> test for categorical variables and ANOVA for continuous variables. The unadjusted associations of each determinant with overeating were tested with ordinal logistic regression, resulting in odds ratios (OR) with 95% confidence intervals (CI) for overeating in comparison to the reference categories. All statistically significant (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05) determinants were selected for the stepwise multinomial logistic regression analysis, to define their hierarchy and independent associations with overeating. All these determinants were added in the multivariable model concurrently as stepwise terms with forward entry. The associations were presented with ORs. The third category (no overeating) was used as a reference. There was no interaction by sex between any of the determinants and overeating, so girls and boys were analyzed together. We also tested whether participation at home versus school modified the association between child BMI category and overeating, but we found no proof for interaction. All statistical analyses were performed using the software package IBM SPSS Statistics version 24.0.</p>
</sec>
<sec id="sec12">
<label>2.6</label>
<title>Sensitivity analysis</title>
<p>For the sensitivity analysis we considered medications likely having side effects on appetite and/or BMI, i.e., Methylphenidate, Prednisolone, Mirtazapine, Aripiprazole, Risperidone, Chlorpromazine, Olanzapine, Quetiapine, and other antipsychotics, if the medication was ongoing or was estimated to have been finished within 1&#x202F;month prior to participation. In addition, Thyroxine purchases within 4&#x202F;months after participation were considered a proxy for latent hypothyroidism. Data on drug purchases were collected from the national Drug Purchase Register, maintained by the Finnish Social Insurance Institution. We also used information on the child&#x2019;s possible eating disorder, i.e., anorexia nervosa, bulimia nervosa, or an atypical eating disorder, which was obtained from the parents&#x2019; questionnaire.</p>
<p>The sensitivity analysis was conducted in a subset of 5,789 participants, after excluding preadolescents with medication (<italic>n</italic>&#x202F;=&#x202F;154), eating disorder (<italic>n</italic>&#x202F;=&#x202F;28), or their combinations (<italic>n</italic>&#x202F;=&#x202F;2). Since the determinants of overeating were the same in the subsample and the whole sample, we used the whole sample of 5,973 preadolescents throughout the analyses.</p>
</sec>
</sec>
<sec sec-type="results" id="sec13">
<label>3</label>
<title>Results</title>
<sec id="sec14">
<label>3.1</label>
<title>Participant characteristics</title>
<p>In the study population of 5,973 preadolescents, 51% were girls (<xref ref-type="table" rid="tab1">Table 1</xref>). The mean age was 11.2&#x202F;years (standard deviation [SD] 0.8), and 12.1 and 2.4% of the preadolescents were living with overweight and obesity, respectively. The proportion of preadolescents with overeating was 10.1% (<italic>n</italic>&#x202F;=&#x202F;606), of which 56% were boys. Overweight and obesity were more common within the overeating group than in the possible overeating or no overeating groups. One-third of the preadolescents had a mother with high SES (<xref ref-type="table" rid="tab2">Table 2</xref>), while maternal SES did not differ between the overeating groups. Of the parents, 41% presented as living with overweight or obesity, and this was more common in the overeating group.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Child characteristics for the total sample and overeating categories are reported as <italic>n</italic> (%), unless noted otherwise, along with their associations with overeating in the unadjusted model.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th/>
<th align="center" valign="middle">Total</th>
<th align="center" valign="middle">Overeating</th>
<th align="center" valign="middle">Possible overeating</th>
<th align="center" valign="middle">No overeating</th>
<th align="center" valign="top" rowspan="2"><italic>&#x03C7;</italic><sup>2</sup> <italic>p</italic></th>
<th align="center" valign="middle" colspan="4">Overeating</th>
</tr>
<tr>
<th/>
<th align="center" valign="middle">Missing</th>
<th align="center" valign="middle"><italic>n</italic> =&#x202F;5,973</th>
<th align="center" valign="middle"><italic>n</italic> =&#x202F;606</th>
<th align="center" valign="middle"><italic>n</italic> =&#x202F;236</th>
<th align="center" valign="middle"><italic>n</italic> =&#x202F;5,131</th>
<th align="center" valign="middle">OR&#x002A;</th>
<th align="center" valign="middle" colspan="2">95% CI</th>
<th align="center" valign="middle">
<italic>p</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Sex</td>
<td align="center" valign="middle">0</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.001</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Girls</td>
<td/>
<td align="center" valign="middle">3,072 (51.4)</td>
<td align="center" valign="middle">269 (44.4)</td>
<td align="center" valign="middle">119 (50.4)</td>
<td align="center" valign="middle">2,684 (52.3)</td>
<td/>
<td align="center" valign="middle">Ref.</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Boys</td>
<td/>
<td align="center" valign="middle">2,901 (48.6)</td>
<td align="center" valign="middle">337 (55.6)</td>
<td align="center" valign="middle">117 (49.6)</td>
<td align="center" valign="middle">2,447 (47.7)</td>
<td/>
<td align="center" valign="middle">1.29</td>
<td align="center" valign="middle">1.12</td>
<td align="center" valign="middle">1.50</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">Mean (SD) age, years</td>
<td align="center" valign="middle">34</td>
<td align="center" valign="middle">11.2 (0.8)</td>
<td align="center" valign="middle">11.2 (0.7)</td>
<td align="center" valign="middle">11.1 (0.7)</td>
<td align="center" valign="middle">11.2 (0.8)</td>
<td align="center" valign="middle">0.656&#x2020;</td>
<td align="center" valign="middle">1.02</td>
<td align="center" valign="middle">0.92</td>
<td align="center" valign="middle">1.12</td>
<td align="center" valign="middle">0.741</td>
</tr>
<tr>
<td align="left" valign="middle">Number of homes</td>
<td align="center" valign="middle">13</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.104</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">1</td>
<td/>
<td align="center" valign="middle">5,070 (85.1)</td>
<td align="center" valign="middle">496 (82.4)</td>
<td align="center" valign="middle">196 (83.4)</td>
<td align="center" valign="middle">4,378 (85.5)</td>
<td/>
<td align="center" valign="middle">Ref.</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">2</td>
<td/>
<td align="center" valign="middle">890 (14.9)</td>
<td align="center" valign="middle">106 (17.6)</td>
<td align="center" valign="middle">39 (16.6)</td>
<td align="center" valign="middle">745 (14.5)</td>
<td/>
<td align="center" valign="middle">1.23</td>
<td align="center" valign="middle">1.02</td>
<td align="center" valign="middle">1.50</td>
<td align="center" valign="middle">0.035</td>
</tr>
<tr>
<td align="left" valign="middle">Living with siblings</td>
<td align="center" valign="middle">0</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.361</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td/>
<td align="center" valign="middle">5,282 (88.4)</td>
<td align="center" valign="middle">531 (87.6)</td>
<td align="center" valign="middle">215 (91.1)</td>
<td align="center" valign="middle">4,536 (88.4)</td>
<td/>
<td align="center" valign="middle">Ref.</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td/>
<td align="center" valign="middle">691 (11.6)</td>
<td align="center" valign="middle">75 (12.4)</td>
<td align="center" valign="middle">21 (8.9)</td>
<td align="center" valign="middle">595 (11.6)</td>
<td/>
<td align="center" valign="middle">0.99</td>
<td align="center" valign="middle">0.79</td>
<td align="center" valign="middle">1.25</td>
<td align="center" valign="middle">0.946</td>
</tr>
<tr>
<td align="left" valign="middle">Food allergy</td>
<td align="center" valign="middle">71</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.911</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td/>
<td align="center" valign="middle">943 (16.0)</td>
<td align="center" valign="middle">98 (16.5)</td>
<td align="center" valign="middle">36 (15.4)</td>
<td align="center" valign="middle">809 (15.9)</td>
<td/>
<td align="center" valign="middle">1.02</td>
<td align="center" valign="middle">0.84</td>
<td align="center" valign="middle">1.25</td>
<td align="center" valign="middle">0.841</td>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td/>
<td align="center" valign="middle">4,959 (84.0)</td>
<td align="center" valign="middle">496 (83.5)</td>
<td align="center" valign="middle">198 (84.6)</td>
<td align="center" valign="middle">4,265 (84.1)</td>
<td/>
<td align="center" valign="middle">Ref.</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">BMI category&#x2021;</td>
<td align="center" valign="middle">172</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">&#x003C;0.001</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Thinness</td>
<td/>
<td align="center" valign="middle">632 (10.9)</td>
<td align="center" valign="middle">9 (1.5)</td>
<td align="center" valign="middle">8 (3.5)</td>
<td align="center" valign="middle">615 (12.3)</td>
<td/>
<td align="center" valign="middle">0.27</td>
<td align="center" valign="middle">0.16</td>
<td align="center" valign="middle">0.44</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">Healthy weight</td>
<td/>
<td align="center" valign="middle">4,326 (74.6)</td>
<td align="center" valign="middle">259 (43.9)</td>
<td align="center" valign="middle">147 (63.9)</td>
<td align="center" valign="middle">3,920 (78.7)</td>
<td/>
<td align="center" valign="middle">Ref.</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Overweight</td>
<td/>
<td align="center" valign="middle">702 (12.1)</td>
<td align="center" valign="middle">237 (40.2)</td>
<td align="center" valign="middle">65 (28.3)</td>
<td align="center" valign="middle">400 (8.0)</td>
<td/>
<td align="center" valign="middle">7.45</td>
<td align="center" valign="middle">6.24</td>
<td align="center" valign="middle">8.91</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">Obesity</td>
<td/>
<td align="center" valign="middle">141 (2.4)</td>
<td align="center" valign="middle">85 (14.4)</td>
<td align="center" valign="middle">10 (4.3)</td>
<td align="center" valign="middle">46 (0.9)</td>
<td/>
<td align="center" valign="middle">21.88</td>
<td align="center" valign="middle">15.51</td>
<td align="center" valign="middle">30.88</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="11">Birth and early childhood</td>
</tr>
<tr>
<td align="left" valign="middle">Gestational age</td>
<td align="center" valign="middle">206</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.693</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Preterm&#x00A7;</td>
<td/>
<td align="center" valign="middle">311 (5.4)</td>
<td align="center" valign="middle">35 (6.1)</td>
<td align="center" valign="middle">15 (6.6)</td>
<td align="center" valign="middle">261 (5.3)</td>
<td/>
<td align="center" valign="middle">1.19</td>
<td align="center" valign="middle">0.87</td>
<td align="center" valign="middle">1.63</td>
<td align="center" valign="middle">0.263</td>
</tr>
<tr>
<td align="left" valign="middle">Full-term</td>
<td/>
<td align="center" valign="middle">5,295 (91.8)</td>
<td align="center" valign="middle">522 (90.6)</td>
<td align="center" valign="middle">207 (91.2)</td>
<td align="center" valign="middle">4,566 (92.0)</td>
<td/>
<td align="center" valign="middle">Ref.</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Post-term</td>
<td/>
<td align="center" valign="middle">161 (2.8)</td>
<td align="center" valign="middle">19 (3.3)</td>
<td align="center" valign="middle">5 (2.2)</td>
<td align="center" valign="middle">137 (2.8)</td>
<td/>
<td align="center" valign="top">1.11</td>
<td align="center" valign="top">0.72</td>
<td align="center" valign="top">1.72</td>
<td align="center" valign="top">0.636</td>
</tr>
<tr>
<td align="left" valign="top">Milk type when &#x003C;6&#x202F;months</td>
<td align="center" valign="top">8</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">0.007</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Breastmilk only</td>
<td/>
<td align="center" valign="top">2,627 (44.0)</td>
<td align="center" valign="top">256 (42.5)</td>
<td align="center" valign="top">108 (45.8)</td>
<td align="center" valign="top">2,263 (44.1)</td>
<td/>
<td align="center" valign="top">Ref.</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Both</td>
<td/>
<td align="center" valign="top">3,163 (53.0)</td>
<td align="center" valign="top">322 (53.4)</td>
<td align="center" valign="top">119 (50.4)</td>
<td align="center" valign="top">2,722 (53.1)</td>
<td/>
<td align="center" valign="top">1.01</td>
<td align="center" valign="top">0.87</td>
<td align="center" valign="top">1.17</td>
<td align="center" valign="top">0.880</td>
</tr>
<tr>
<td align="left" valign="top">Infant formula only</td>
<td/>
<td align="center" valign="top">138 (2.3)</td>
<td align="center" valign="top">14 (2.3)</td>
<td align="center" valign="top">8 (3.4)</td>
<td align="center" valign="top">116 (2.3)</td>
<td/>
<td align="center" valign="top">1.16</td>
<td align="center" valign="top">0.73</td>
<td align="center" valign="top">1.86</td>
<td align="center" valign="top">0.529</td>
</tr>
<tr>
<td align="left" valign="top">Unknown</td>
<td/>
<td align="center" valign="top">37 (0.6)</td>
<td align="center" valign="top">11 (1.8)</td>
<td align="center" valign="top">1 (0.4)</td>
<td align="center" valign="top">25 (0.5)</td>
<td/>
<td align="center" valign="top">3.22</td>
<td align="center" valign="top">1.63</td>
<td align="center" valign="top">6.35</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Breastfed, months</td>
<td align="center" valign="top">681</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">0.336</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x202F;&#x003C;&#x202F;1</td>
<td/>
<td align="center" valign="top">227 (4.3)</td>
<td align="center" valign="top">24 (4.6)</td>
<td align="center" valign="top">11 (5.2)</td>
<td align="center" valign="top">192 (4.2)</td>
<td/>
<td align="center" valign="top">1.14</td>
<td align="center" valign="top">0.77</td>
<td align="center" valign="top">1.69</td>
<td align="center" valign="top">0.509</td>
</tr>
<tr>
<td align="left" valign="top">1&#x2013;5</td>
<td/>
<td align="center" valign="top">1,160 (21.9)</td>
<td align="center" valign="top">127 (24.2)</td>
<td align="center" valign="top">41 (19.3)</td>
<td align="center" valign="top">992 (21.8)</td>
<td/>
<td align="center" valign="top">1.07</td>
<td align="center" valign="top">0.86</td>
<td align="center" valign="top">1.34</td>
<td align="center" valign="top">0.533</td>
</tr>
<tr>
<td align="left" valign="top">6&#x2013;11</td>
<td/>
<td align="center" valign="top">2,400 (45.4)</td>
<td align="center" valign="top">221 (42.2)</td>
<td align="center" valign="top">97 (45.8)</td>
<td align="center" valign="top">2,082 (45.7)</td>
<td/>
<td align="center" valign="top">0.96</td>
<td align="center" valign="top">0.79</td>
<td align="center" valign="top">1.16</td>
<td align="center" valign="top">0.669</td>
</tr>
<tr>
<td align="left" valign="top">&#x202F;&#x2265;&#x202F;12</td>
<td/>
<td align="center" valign="top">1,391 (26.3)</td>
<td align="center" valign="top">134 (25.6)</td>
<td align="center" valign="top">57 (26.9)</td>
<td align="center" valign="top">1,200 (26.3)</td>
<td/>
<td align="center" valign="top">Ref.</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Unknown</td>
<td/>
<td align="center" valign="top">114 (2.2)</td>
<td align="center" valign="top">18 (3.4)</td>
<td align="center" valign="top">6 (2.8)</td>
<td align="center" valign="top">90 (2.0)</td>
<td/>
<td align="center" valign="top">1.69</td>
<td align="center" valign="top">1.05</td>
<td align="center" valign="top">2.71</td>
<td align="center" valign="top">0.030</td>
</tr>
<tr>
<td align="left" valign="top">Entered daycare, years</td>
<td align="center" valign="top">11</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">0.091</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Not at all</td>
<td/>
<td align="center" valign="top">508 (8.5)</td>
<td align="center" valign="top">43 (7.1)</td>
<td align="center" valign="top">13 (5.5)</td>
<td align="center" valign="top">452 (8.8)</td>
<td/>
<td align="center" valign="top">0.80</td>
<td align="center" valign="top">0.58</td>
<td align="center" valign="top">1.10</td>
<td align="center" valign="top">0.171</td>
</tr>
<tr>
<td align="left" valign="top">&#x202F;&#x003C;&#x202F;1</td>
<td/>
<td align="center" valign="top">705 (11.8)</td>
<td align="center" valign="top">80 (13.3)</td>
<td align="center" valign="top">21 (8.9)</td>
<td align="center" valign="top">604 (11.8)</td>
<td/>
<td align="center" valign="top">1.08</td>
<td align="center" valign="top">0.83</td>
<td align="center" valign="top">1.41</td>
<td align="center" valign="top">0.545</td>
</tr>
<tr>
<td align="left" valign="top">1&#x2013;3</td>
<td/>
<td align="center" valign="top">3,493 (58.6)</td>
<td align="center" valign="top">354 (58.8)</td>
<td align="center" valign="top">158 (66.9)</td>
<td align="center" valign="top">2,981 (58.2)</td>
<td/>
<td align="center" valign="top">1.10</td>
<td align="center" valign="top">0.91</td>
<td align="center" valign="top">1.32</td>
<td align="center" valign="top">0.338</td>
</tr>
<tr>
<td align="left" valign="top">&#x202F;&#x003E;&#x202F;3</td>
<td/>
<td align="center" valign="top">1,256 (21.1)</td>
<td align="center" valign="top">125 (20.8)</td>
<td align="center" valign="top">44 (18.6)</td>
<td align="center" valign="top">1,087 (21.2)</td>
<td/>
<td align="center" valign="top">Ref.</td>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;Ordinal logistic regression.</p>
<p>&#x2020;ANOVA.</p>
<p>&#x2021;International Obesity Task Force (<xref ref-type="bibr" rid="ref38">38</xref>).</p>
<p>&#x00A7;Gestational weeks &#x003C;37, early preterms considered.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Parental characteristics for the total sample and overeating categories are reported as <italic>n</italic> (%), unless noted otherwise, along with their associations with overeating in the unadjusted model.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th/>
<th align="center" valign="top">Total</th>
<th align="center" valign="top">Overeating</th>
<th align="center" valign="top">Possible overeating</th>
<th align="center" valign="top">No overeating</th>
<th align="center" valign="top" rowspan="2"><italic>&#x03C7;</italic><sup>2</sup> <italic>p</italic></th>
<th align="center" valign="top" colspan="4">Overeating</th>
</tr>
<tr>
<th/>
<th align="center" valign="top">Missing</th>
<th align="center" valign="top"><italic>n</italic>&#x202F;=&#x202F;5,973</th>
<th align="center" valign="top"><italic>n</italic>&#x202F;=&#x202F;606</th>
<th align="center" valign="top"><italic>n</italic>&#x202F;=&#x202F;236</th>
<th align="center" valign="top"><italic>n</italic>&#x202F;=&#x202F;5,131</th>
<th align="center" valign="top">OR&#x002A;</th>
<th align="center" valign="top" colspan="2">95% CI</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom">Mean (SD) age, years</td>
<td align="center" valign="middle">9</td>
<td align="center" valign="middle">42.4 (5.4)</td>
<td align="center" valign="middle">42.0 (5.4)</td>
<td align="center" valign="middle">42.5 (6.0)</td>
<td align="center" valign="middle">42.5 (5.4)</td>
<td align="center" valign="middle">0.103&#x2020;</td>
<td align="center" valign="middle">0.99</td>
<td align="center" valign="middle">0.97</td>
<td align="center" valign="middle">1.00</td>
<td align="center" valign="middle">0.072</td>
</tr>
<tr>
<td align="left" valign="bottom">Socioeconomic status&#x2021;</td>
<td align="center" valign="middle">283</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.244</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Upper-level employees</td>
<td/>
<td align="center" valign="middle">1,885 (33.1)</td>
<td align="center" valign="middle">178 (31.6)</td>
<td align="center" valign="middle">66 (29.2)</td>
<td align="center" valign="middle">1,641 (33.5)</td>
<td/>
<td align="center" valign="middle">Ref.</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Lower-level employees</td>
<td/>
<td align="center" valign="middle">2,338 (41.1)</td>
<td align="center" valign="middle">226 (40.1)</td>
<td align="center" valign="middle">91 (40.3)</td>
<td align="center" valign="middle">2,021 (41.2)</td>
<td/>
<td align="center" valign="middle">1.05</td>
<td align="center" valign="middle">0.88</td>
<td align="center" valign="middle">1.26</td>
<td align="center" valign="middle">0.578</td>
</tr>
<tr>
<td align="left" valign="bottom">Manual workers</td>
<td/>
<td align="center" valign="middle">576 (10.1)</td>
<td align="center" valign="middle">66 (11.7)</td>
<td align="center" valign="middle">32 (14.2)</td>
<td align="center" valign="middle">478 (9.8)</td>
<td/>
<td align="center" valign="middle">1.36</td>
<td align="center" valign="middle">1.06</td>
<td align="center" valign="middle">1.76</td>
<td align="center" valign="middle">0.018</td>
</tr>
<tr>
<td align="left" valign="bottom">Students</td>
<td/>
<td align="center" valign="middle">545 (9.6)</td>
<td align="center" valign="middle">57 (10.1)</td>
<td align="center" valign="middle">27 (11.9)</td>
<td align="center" valign="middle">461 (9.4)</td>
<td/>
<td align="center" valign="middle">1.21</td>
<td align="center" valign="middle">0.93</td>
<td align="center" valign="middle">1.59</td>
<td align="center" valign="middle">0.157</td>
</tr>
<tr>
<td align="left" valign="bottom">Others&#x00A7;</td>
<td/>
<td align="center" valign="middle">346 (6.1)</td>
<td align="center" valign="middle">36 (6.4)</td>
<td align="center" valign="middle">10 (4.4)</td>
<td align="center" valign="middle">300 (6.1)</td>
<td/>
<td align="center" valign="middle">1.04</td>
<td align="center" valign="middle">0.74</td>
<td align="center" valign="middle">1.46</td>
<td align="center" valign="middle">0.821</td>
</tr>
<tr>
<td align="left" valign="bottom">BMI category</td>
<td align="center" valign="middle">107</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">&#x003C;0.001</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Thinness</td>
<td/>
<td align="center" valign="middle">106 (1.8)</td>
<td align="center" valign="middle">7 (1.2)</td>
<td align="center" valign="middle">3 (1.3)</td>
<td align="center" valign="middle">96 (1.9)</td>
<td/>
<td align="center" valign="middle">0.79</td>
<td align="center" valign="middle">0.41</td>
<td align="center" valign="middle">1.53</td>
<td align="center" valign="middle">0.486</td>
</tr>
<tr>
<td align="left" valign="middle">Healthy weight</td>
<td/>
<td align="center" valign="middle">3,332 (56.8)</td>
<td align="center" valign="middle">280 (47.0)</td>
<td align="center" valign="middle">107 (46.7)</td>
<td align="center" valign="middle">2,945 (58.4)</td>
<td/>
<td align="center" valign="middle">Ref.</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Overweight</td>
<td/>
<td align="center" valign="middle">1,690 (28.8)</td>
<td align="center" valign="middle">192 (32.2)</td>
<td align="center" valign="middle">86 (37.6)</td>
<td align="center" valign="middle">1,412 (28.0)</td>
<td/>
<td align="center" valign="middle">1.49</td>
<td align="center" valign="middle">1.26</td>
<td align="center" valign="middle">1.76</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">Obesity</td>
<td/>
<td align="center" valign="middle">738 (12.6)</td>
<td align="center" valign="middle">117 (19.6)</td>
<td align="center" valign="middle">33 (14.4)</td>
<td align="center" valign="middle">588 (11.7)</td>
<td/>
<td align="center" valign="middle">1.96</td>
<td align="center" valign="middle">1.59</td>
<td align="center" valign="middle">2.41</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">Depression</td>
<td align="center" valign="middle">156</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.012</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td/>
<td align="center" valign="middle">539 (9.3)</td>
<td align="center" valign="middle">74 (12.5)</td>
<td align="center" valign="middle">23 (10.1)</td>
<td align="center" valign="middle">442 (8.8)</td>
<td/>
<td align="center" valign="middle">1.40</td>
<td align="center" valign="middle">1.11</td>
<td align="center" valign="middle">1.77</td>
<td align="center" valign="middle">0.005</td>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td/>
<td align="center" valign="middle">5,278 (90.7)</td>
<td align="center" valign="middle">516 (87.5)</td>
<td align="center" valign="middle">204 (89.9)</td>
<td align="center" valign="middle">4,558 (91.2)</td>
<td/>
<td align="center" valign="middle">Ref.</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Exhaustion or burnout</td>
<td align="center" valign="middle">156</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.839</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Yes</td>
<td/>
<td align="center" valign="middle">287 (4.9)</td>
<td align="center" valign="middle">28 (4.7)</td>
<td align="center" valign="middle">13 (5.7)</td>
<td align="center" valign="middle">246 (4.9)</td>
<td/>
<td align="center" valign="middle">1.01</td>
<td align="center" valign="middle">0.72</td>
<td align="center" valign="middle">1.42</td>
<td align="center" valign="middle">0.936</td>
</tr>
<tr>
<td align="left" valign="bottom">No</td>
<td/>
<td align="center" valign="middle">5,530 (95.1)</td>
<td align="center" valign="middle">562 (95.3)</td>
<td align="center" valign="middle">214 (94.3)</td>
<td align="center" valign="middle">4,754 (95.1)</td>
<td/>
<td align="center" valign="middle">Ref.</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Eating disorder</td>
<td align="center" valign="middle">210</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom">Yes</td>
<td/>
<td align="center" valign="middle">319 (5.5)</td>
<td align="center" valign="middle">49 (8.3)</td>
<td align="center" valign="middle">13 (5.8)</td>
<td align="center" valign="middle">257 (5.2)</td>
<td align="center" valign="middle">0.007</td>
<td align="center" valign="middle">1.53</td>
<td align="center" valign="middle">1.15</td>
<td align="center" valign="middle">2.04</td>
<td align="center" valign="middle">0.003</td>
</tr>
<tr>
<td align="left" valign="bottom">No</td>
<td/>
<td align="center" valign="middle">5,444 (94.5)</td>
<td align="center" valign="middle">539 (91.7)</td>
<td align="center" valign="middle">211 (94.2)</td>
<td align="center" valign="middle">4,694 (94.8)</td>
<td/>
<td align="center" valign="middle">Ref.</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom" colspan="11">Feeding practices</td>
</tr>
<tr>
<td align="left" valign="bottom">Emotional feeding</td>
<td align="center" valign="middle">10</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">&#x003C;0.001</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Always or sometimes</td>
<td/>
<td align="center" valign="top">1,998 (33.5)</td>
<td align="center" valign="top">245 (40.6)</td>
<td align="center" valign="top">93 (39.4)</td>
<td align="center" valign="top">1,660 (32.4)</td>
<td/>
<td align="center" valign="top">1.41</td>
<td align="center" valign="top">1.21</td>
<td align="center" valign="top">1.65</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Never</td>
<td/>
<td align="center" valign="top">3,653 (61.3)</td>
<td align="center" valign="top">336 (55.6)</td>
<td align="center" valign="top">123 (52.1)</td>
<td align="center" valign="top">3,194 (62.3)</td>
<td/>
<td align="center" valign="top">Ref.</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Not applicable</td>
<td/>
<td align="center" valign="top">312 (5.2)</td>
<td align="center" valign="top">23 (3.8)</td>
<td align="center" valign="top">20 (8.5)</td>
<td align="center" valign="top">269 (5.3)</td>
<td/>
<td align="center" valign="top">1.08</td>
<td align="center" valign="top">0.77</td>
<td align="center" valign="top">1.51</td>
<td align="center" valign="top">0.663</td>
</tr>
<tr>
<td align="left" valign="top">Sweets as reward</td>
<td align="center" valign="top">1</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x003C;0.001</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td/>
<td align="center" valign="top">787 (13.2)</td>
<td align="center" valign="top">86 (14.2)</td>
<td align="center" valign="top">39 (16.5)</td>
<td align="center" valign="top">662 (12.9)</td>
<td/>
<td align="center" valign="top">1.22</td>
<td align="center" valign="top">0.99</td>
<td align="center" valign="top">1.50</td>
<td align="center" valign="top">0.061</td>
</tr>
<tr>
<td align="left" valign="top">No opinion</td>
<td/>
<td align="center" valign="top">567 (9.5)</td>
<td align="center" valign="top">58 (9.6)</td>
<td align="center" valign="top">47 (19.9)</td>
<td align="center" valign="top">462 (9.0)</td>
<td/>
<td align="center" valign="top">1.42</td>
<td align="center" valign="top">1.13</td>
<td align="center" valign="top">1.79</td>
<td align="center" valign="top">0.003</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td/>
<td align="center" valign="top">4,618 (77.3)</td>
<td align="center" valign="top">462 (76.2)</td>
<td align="center" valign="top">150 (63.6)</td>
<td align="center" valign="top">4,006 (78.1)</td>
<td/>
<td align="center" valign="top">Ref.</td>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;Ordinal logistic regression.</p>
<p>&#x2020;ANOVA.</p>
<p>&#x2021;Maternal socioeconomic status.</p>
<p>&#x00A7;Self-employed, stay-at-home-mothers, unemployed, pensioners.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec15">
<label>3.2</label>
<title>Determinants of overeating</title>
<p>In the unadjusted model, being a boy, having two homes or families, and living with overweight or obesity were associated with overeating (<xref ref-type="table" rid="tab1">Table 1</xref>). Having a parent with lower SES, overweight or obesity, depression or eating disorder were also linked to overeating (<xref ref-type="table" rid="tab2">Table 2</xref>). Additionally, having a parent either practicing emotional feeding or with a liberal attitude toward sweets as a reward had higher odds of overeating compared with those whose parents were against emotional feeding and sweets as a reward.</p>
<p>In the stepwise multivariable model, boys had higher odds of overeating (OR 1.30, 95% CI 1.06&#x2013;1.58) than girls (<xref ref-type="fig" rid="fig1">Figure 1</xref>). Preadolescents living with overweight and obesity had 9- and 30-fold odds (95% CI 7.31&#x2013;11.29 and 20.07&#x2013;44.54, respectively) of overeating, compared with preadolescents with healthy weight. Parental history of depression increased the odds of overeating in the preadolescent (OR 1.48, 95% CI 1.08&#x2013;2.02). Preadolescents whose parents practiced emotional feeding had higher odds of overeating than preadolescents whose parents did not engage in such practices (OR 1.27, 95% CI 1.03&#x2013;1.57).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Statistically significant associations (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05) with overeating in the stepwise multivariable model.</p>
</caption>
<graphic xlink:href="fnut-11-1497509-g001.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec16">
<label>4</label>
<title>Discussion</title>
<p>We simultaneously evaluated various early-life and family determinants of a parent-reported tendency towards overeating in a large cohort of Finnish preadolescents. This is the first study to investigate these relationships, and it fulfils the gap of knowledge concerning eating behaviors in preadolescents. There is sparse data on the frequency of overeating among children and adolescents. In our sample, overeating was reported in 10%, which is less than in a Portuguese study with 6&#x2500;18-year-olds (24%) (<xref ref-type="bibr" rid="ref7">7</xref>).</p>
<p>Overeating was strongly linked to preadolescent&#x2019;s overweight and obesity in this study, consistent with previous reports (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref45">45</xref>). Overeating and its various aspects are considered mediating factors for overweight and obesity (<xref ref-type="bibr" rid="ref5">5</xref>). For example, low SR is likely to contribute to higher energy intake and it is also one of the mechanisms through which genetic predisposition leads to weight gain (<xref ref-type="bibr" rid="ref46">46</xref>, <xref ref-type="bibr" rid="ref47">47</xref>). In fact, determinants such as parental emotional feeding and rewarding practices have also been connected with overweight (<xref ref-type="bibr" rid="ref48">48</xref>).</p>
<p>In addition to weight, we identified several independent determinants of overeating. In our study, boys were more prone to overeating than girls. This may be partly explained by differences in parental feeding practices towards sons and daughters (<xref ref-type="bibr" rid="ref49">49</xref>). Sons are encouraged to eat more and are served larger portions (<xref ref-type="bibr" rid="ref50">50</xref>, <xref ref-type="bibr" rid="ref51">51</xref>), while daughters are taught food avoidant strategies, and parents are in general more concerned about their daughters&#x2019; than their sons&#x2019; weight status (<xref ref-type="bibr" rid="ref52">52</xref>, <xref ref-type="bibr" rid="ref53">53</xref>).</p>
<p>The finding that parental depression increased the odds of overeating is both interesting and concerning. This might reflect preadolescents&#x2019; response to parent ill-health through overeating. Moreover, parents with depression may have altered feeding behaviors and give their children less autonomy in eating (<xref ref-type="bibr" rid="ref54">54</xref>). Our findings align with results from the ALSPAC study, UK, where maternal depressive symptoms during the first 5&#x202F;years of the child&#x2019;s life predicted greater parental worry about child overeating at age 8, and greater self-reported emotional and external eating at age 14 among 3,887 participants (<xref ref-type="bibr" rid="ref21">21</xref>). The question on overeating in that study was different from ours, as it specifically covered parental worry about child overeating. Moreover, mothers completed a questionnaire on postnatal depression (<xref ref-type="bibr" rid="ref55">55</xref>), while our question addressed any history of diagnosed and/or treated depression. Contrasting our findings, a Danish study (<italic>n</italic>&#x202F;=&#x202F;1,939) demonstrated that maternal psychiatric disorders were not associated with child-reported emotional or external eating at ages 11&#x2013;12 (<xref ref-type="bibr" rid="ref16">16</xref>). Register data on psychiatric disorders, and The Eating Pattern Inventory for children (EPI-C) (<xref ref-type="bibr" rid="ref56">56</xref>) were used in the Danish study. No association was found between parental depression and SR or FR either, as measured with the Children&#x2019;s Eating Behavior Questionnaire (CEBQ) (<xref ref-type="bibr" rid="ref6">6</xref>) in 2&#x2013;5-year-old Australian children (<italic>n</italic>&#x202F;=&#x202F;977) (<xref ref-type="bibr" rid="ref11">11</xref>). Given that all studies rely on different methodologies, future research should replicate these findings.</p>
<p>Furthermore, we observed that parental emotional feeding was linked to overeating. This finding is plausible, since receiving food for other purposes than hunger might disturb the natural satiety signals, resulting in overeating (<xref ref-type="bibr" rid="ref57">57</xref>). However, this aspect has been sparsely studied with conflicting results. Previous studies are based on rather small samples with less than 550 children (<xref ref-type="bibr" rid="ref24 ref25 ref26">24&#x2013;26</xref>), and most included much younger children than our study. In line with our findings, an Australian study reported a link between maternal emotional feeding at age 2 and a tendency to overeat at age 3 (<xref ref-type="bibr" rid="ref24">24</xref>). The researchers used a factor called &#x2018;tendency to overeat&#x2019; based on items from the parent version of the Dutch Eating Behavior Questionnaire (<xref ref-type="bibr" rid="ref58">58</xref>) and CEBQ (<xref ref-type="bibr" rid="ref6">6</xref>). A US study using CEBQ and including children from low-income and minority households also observed a longitudinal association between emotional feeding and FR, but the results on SR were opposite at different ages (<xref ref-type="bibr" rid="ref25">25</xref>). Higher emotional feeding at the age of 3&#x202F;years predicted higher SR 1&#x202F;year later, but higher emotional feeding at the age of 4&#x202F;years was associated with lower SR 1&#x202F;year later. On the other hand, a Chinese study involving 7&#x2013;12-year-old children did not find associations between emotional feeding and any of these eating behaviors measured by the CEBQ (<xref ref-type="bibr" rid="ref26">26</xref>).</p>
<p>The main strength of the Fin-HIT study is its large sample size. The sample is representative of school children in urban and semi-urban areas of Finland. Thus, the findings may be generalized to similar populations in areas with moderate population density in Western countries. We included a wide variety of variables from several data sources: parent-reported questionnaire, anthropometric measures made mainly by trained fieldworkers, and objective register data. This allowed us to cover multiple aspects of the topic and address their hierarchy in a systematic way. In addition, a sensitivity analysis was conducted, and it confirmed our findings.</p>
<p>The main limitation relates to the cross-sectional study design: we were unable to indicate causality between the determinants and outcomes. Moreover, we used a single question to assess overeating, instead of a validated questionnaire such as the CEBQ with mean scores for the SR, FR and EOE subscales (<xref ref-type="bibr" rid="ref6">6</xref>). Our measure did not give a continuous ranking for the children on a scale, but divided them into groups, which might affect the results.</p>
<p>Many determinants were not measured objectively since reported by the parents. We do not have verified diagnoses of parental depression, nor do we know when it manifested. However, our question is considered easy to answer and suitable for epidemiological study purposes. Breastfeeding was reported retrospectively and reflects the situation on average 11&#x202F;years before estimating overeating. However, it has been proved that breastfeeding can be reliably reported several years later (<xref ref-type="bibr" rid="ref14">14</xref>). The register data on maternal SES was from the time of the child&#x2019;s birth. We assume the SES to be similar or higher at the time of data collection; higher in particular among the tenth of the mothers who were previously studying.</p>
<p>Future research should explore the mechanisms underlying the associations between parental depression, emotional feeding, and overeating in preadolescents. Longitudinal studies would allow to establish causal relationships and examine how these factors interact over time. A crucial next step is to investigate how interventions aimed at improving parental mental health, and promoting healthy feeding practices, impact children&#x2019;s eating behaviors and weight trajectories.</p>
</sec>
<sec sec-type="conclusions" id="sec17">
<label>5</label>
<title>Conclusion</title>
<p>Our findings highlighted that along with weight status, sex, parental depression, and emotional feeding are linked to a parent-reported tendency towards overeating in preadolescence. Since overeating predisposes to obesity, and childhood obesity is a substantial public health issue, all efforts to recognize the causes of obesity and to prevent it are needed. To promote health, parents should be taught to use other ways than food to console their child. Finally, it is important to support parental mental health since this might affect the child&#x2019;s eating behavior.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec18">
<title>Data availability statement</title>
<p>The data analyzed in this study is subject to the following licenses/restrictions: the datasets are available from the corresponding author on reasonable request. Requests to access these datasets should be directed to Heli Viljakainen, <email>heli.viljakainen@helsinki.fi</email>.</p>
</sec>
<sec sec-type="ethics-statement" id="sec19">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Coordinating Ethics Committee of the Hospital District of Helsinki and Uusimaa. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation in this study was provided by the participants&#x2019; legal guardians/next of kin.</p>
</sec>
<sec sec-type="author-contributions" id="sec20">
<title>Author contributions</title>
<p>CS: Conceptualization, Formal analysis, Investigation, Methodology, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. ML: Conceptualization, Formal analysis, Methodology, Writing &#x2013; review &#x0026; editing. A-ME: Conceptualization, Methodology, Writing &#x2013; review &#x0026; editing. LR: Conceptualization, Methodology, Writing &#x2013; review &#x0026; editing. SM: Conceptualization, Methodology, Supervision, Writing &#x2013; review &#x0026; editing. HV: Conceptualization, Funding acquisition, Methodology, Project administration, Supervision, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec21">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. Funding for this study was provided by Folkh&#x00E4;lsan Research Foundation and the University of Helsinki. Marja H. Lepp&#x00E4;nen was supported by the Research Council of Finland (grant number 350820). The funders had no role in the study design, collection, analysis or interpretation of the data, writing the manuscript, or the decision to submit the paper for publication.</p>
</sec>
<ack>
<p>We thank the children and their parents for participating in the Fin-HIT study, as well as the school personnel, fieldworkers and research coordinators who contributed to the data collection. We also thank Kris Elomaa for data management, and Sohvi Lommi for help with the figure.</p>
</ack>
<sec sec-type="COI-statement" id="sec22">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="sec23">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec24">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fnut.2024.1497509/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fnut.2024.1497509/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr">
<p>CEBQ, Children&#x2019;s Eating Behavior Questionnaire; EOE, Emotional Overeating; FR, Food Responsiveness; SR, Satiety Responsiveness.</p>
</fn>
</fn-group>
<ref-list>
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