<?xml version="1.0" encoding="utf-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "http://jats.nlm.nih.gov/publishing/1.3/JATS-journalpublishing1-3.dtd">
<article article-type="research-article" dtd-version="1.3" xml:lang="en" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<processing-meta>
<custom-meta-group content-type="composition">
<custom-meta specific-use="newgen" xlink:href="https://www.newgen.co/">
<meta-name>Composition Vendor</meta-name>
<meta-value>Newgen KnowledgeWorks (P) Ltd.</meta-value>
</custom-meta>
</custom-meta-group>
</processing-meta>
<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">PLoS ONE</journal-id>
<journal-id journal-id-type="publisher-id">plos</journal-id>
<journal-id journal-id-type="pmc">plosone</journal-id>
<journal-title-group>
<journal-title>PLOS ONE</journal-title>
</journal-title-group>
<issn pub-type="epub">1932-6203</issn>
<publisher>
<publisher-name>Public Library of Science</publisher-name>
<publisher-loc>San Francisco, CA USA</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.1371/journal.pone.0320767</article-id>
<article-id pub-id-type="publisher-id">PONE-D-24-45603</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Research Article</subject>
</subj-group>
<subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Developmental biology</subject><subj-group><subject>Neonates</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Physiology</subject><subj-group><subject>Physiological parameters</subject><subj-group><subject>Body weight</subject><subj-group><subject>Birth weight</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Epidemiology</subject><subj-group><subject>Medical risk factors</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Hematology</subject><subj-group><subject>Anemia</subject><subj-group><subject>Hemolytic anemia</subject><subj-group><subject>Glucose-6-phosphate dehydrogenase deficiency</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>People and places</subject><subj-group><subject>Population groupings</subject><subj-group><subject>Age groups</subject><subj-group><subject>Children</subject><subj-group><subject>Infants</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>People and places</subject><subj-group><subject>Population groupings</subject><subj-group><subject>Families</subject><subj-group><subject>Children</subject><subj-group><subject>Infants</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Anatomy</subject><subj-group><subject>Body fluids</subject><subj-group><subject>Bile</subject><subj-group><subject>Bilirubin</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Anatomy</subject><subj-group><subject>Body fluids</subject><subj-group><subject>Bile</subject><subj-group><subject>Bilirubin</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Physiology</subject><subj-group><subject>Body fluids</subject><subj-group><subject>Bile</subject><subj-group><subject>Bilirubin</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Women's health</subject><subj-group><subject>Maternal health</subject><subj-group><subject>Birth</subject><subj-group><subject>Preterm birth</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Women's health</subject><subj-group><subject>Obstetrics and gynecology</subject><subj-group><subject>Birth</subject><subj-group><subject>Preterm birth</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Women's health</subject><subj-group><subject>Maternal health</subject><subj-group><subject>Pregnancy</subject><subj-group><subject>Pregnancy complications</subject><subj-group><subject>Preterm birth</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Women's health</subject><subj-group><subject>Obstetrics and gynecology</subject><subj-group><subject>Pregnancy</subject><subj-group><subject>Pregnancy complications</subject><subj-group><subject>Preterm birth</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Epidemiology</subject><subj-group><subject>Medical risk factors</subject><subj-group><subject>Cancer risk factors</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Oncology</subject><subj-group><subject>Cancer risk factors</subject></subj-group></subj-group></subj-group></article-categories>
<title-group>
<article-title>Predictive factors for readmission due to neonatal hyperbilirubinemia: A retrospective case-control study</article-title>
<alt-title alt-title-type="running-head">Predictive factors for readmission due to neonatal hyperbilirubinemia: A retrospective case-control study</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0001-5666-1201</contrib-id>
<name name-style="western">
<surname>Cai</surname>
<given-names>Yueju</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<xref ref-type="fn" rid="econtrib001"><sup>☯</sup></xref>
<xref ref-type="corresp" rid="cor001">*</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Li</surname>
<given-names>Xiaolan</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
<xref ref-type="fn" rid="econtrib001"><sup>☯</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Wang</surname>
<given-names>Ping</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Song</surname>
<given-names>Yanyan</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
</contrib>
</contrib-group>
<aff id="aff001"><label>1</label> <addr-line>Department of Neonatology, Guangzhou Wowen and Children’s Medical Center, Guangzhou Medical University, Guangzhou, China</addr-line></aff>
<aff id="aff002"><label>2</label> <addr-line>Department of Child Health, Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, Guangzhou, China</addr-line></aff>
<contrib-group>
<contrib contrib-type="editor" xlink:type="simple">
<name name-style="western">
<surname>Tekleab</surname>
<given-names>Atnafu Mekonnen</given-names>
</name>
<role>Editor</role>
<xref ref-type="aff" rid="edit1"/></contrib>
</contrib-group>
<aff id="edit1"><addr-line>St Paul's Hospital Millennium Medical College, ETHIOPIA</addr-line></aff>
<author-notes>
<fn fn-type="conflict" id="coi001">
<p>The authors have declared that no competing interests exist.</p>
</fn>
<fn fn-type="other" id="econtrib001">
<p>☯ These authors contributed equally to this work and should be considered as co-first authors.</p>
</fn>
<corresp id="cor001">* E-mail: <email xlink:type="simple">caiyueju0323@163.com</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>1</day><month>4</month><year>2025</year></pub-date>
<pub-date pub-type="collection"><year>2025</year></pub-date>
<volume>20</volume>
<issue>4</issue>
<elocation-id>e0320767</elocation-id>
<history>
<date date-type="received"><day>14</day><month>10</month><year>2024</year></date>
<date date-type="accepted"><day>24</day><month>2</month><year>2025</year></date>
</history>
<permissions>
<copyright-year>2025</copyright-year>
<copyright-holder>Cai et al</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p></license>
</permissions>
<self-uri content-type="pdf" xlink:href="info:doi/10.1371/journal.pone.0320767">
</self-uri>
<abstract>
<sec id="sec001">
<title>
Objective
</title>
<p>Hyperbilirubinemia is a common cause of hospital readmission among neonates, but the factors contributing to post-discharge readmission remain unclear. Our study aimed to identify predictive factors associated with readmission for neonatal hyperbilirubinemia.</p>
</sec>
<sec id="sec002">
<title>
Methods
</title>
<p>This retrospective case-control study included 421 neonates born at ≥ 35 weeks of gestation with hyperbilirubinemia between January and December 2021. The neonates were divided into a readmission group and a control group, and logistic regression was used to identify predictive factors associated with readmission.</p>
</sec>
<sec id="sec003">
<title>
Results
</title>
<p>Among the 421 neonates studied, 32 (7.6%) were readmitted. Logistic regression analysis identified preterm birth (&lt;37 weeks), ABO hemolysis, Glucose-6-Phosphate Dehydrogenase (G6PD) deficiency, and Total Serum Bilirubin (TSB) level at discharge as significant predictive factors for readmission due to hyperbilirubinemia in newborns. Additionally, a decrease in birth weight was significantly linked to an increased risk of readmission (OR = 0.998, P = 0.013), although the effect size was relatively small.</p>
</sec>
<sec id="sec004">
<title>
Conclusions
</title>
<p>Prolonging hospitalization and implementing robust post-discharge monitoring may be essential for neonates with prematurity, ABO hemolysis, G6PD deficiency, or elevated TSB levels at discharge.</p>
</sec>
</abstract>
<funding-group>
<award-group id="award001">
<funding-source><institution>Guangzhou Health Science and Technology Project</institution>
</funding-source><award-id>20241A011025</award-id>
<principal-award-recipient><contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0001-5666-1201</contrib-id><name name-style="western">
<surname>Cai</surname><given-names>Yueju</given-names></name></principal-award-recipient></award-group>
<award-group id="award002">
<funding-source><institution>Guangdong Medical Science and Technology Research Foundation</institution>
</funding-source><award-id>A2023164</award-id>
<principal-award-recipient><contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0001-5666-1201</contrib-id><name name-style="western">
<surname>Cai</surname><given-names>Yueju</given-names></name></principal-award-recipient></award-group>
<award-group id="award003">
<funding-source><institution>Liuzhou Science and Technology Planning Project</institution>
</funding-source><award-id>2024SB0104A002</award-id>
<principal-award-recipient><contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0001-5666-1201</contrib-id><name name-style="western">
<surname>Cai</surname><given-names>Yueju</given-names></name></principal-award-recipient></award-group>
<funding-statement>This study was supported by the Guangzhou Health Science and Technology Project (Grant No. 20241A011025), the Guangdong Medical Science and Technology Research Foundation (Grant No. A2023164), and the Liuzhou Science and Technology Planning Project (Grant No. 2024SB0104A002). The recipient of the funding awards listed above was Cai Yueju. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</funding-statement>
</funding-group>
<counts>
<fig-count count="1"/>
<table-count count="3"/>
<page-count count="8"/>
</counts>
<custom-meta-group>
<custom-meta id="data-availability">
<meta-name>Data Availability</meta-name>
<meta-value>All relevant data are within the manuscript and its <xref ref-type="sec" rid="sec014">Supporting Information</xref> files.</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="sec005" sec-type="intro">
<title>Introduction</title>
<p>Hyperbilirubinemia is a common cause of readmission in neonates, with approximately 60% of full-term and 80% of preterm infants presenting with jaundice within the first few days after birth [<xref ref-type="bibr" rid="pone.0320767.ref001">1</xref>]. While most cases are effectively managed without significant complications, severe hyperbilirubinemia can result in permanent neurological disorders such as acute bilirubin encephalopathy and Kernicterus, resulting in limited treatment options [<xref ref-type="bibr" rid="pone.0320767.ref002">2</xref>]. Early discontinuation of phototherapy may increase the risk of rebound hyperbilirubinemia and subsequent readmission, while prolonged use of phototherapy can result in increased hospital costs and maternal-infant separation [<xref ref-type="bibr" rid="pone.0320767.ref003">3</xref>]. Additionally, studies have indicated a potential correlation between phototherapy and melanocyte nevus as well as tumors in infants [<xref ref-type="bibr" rid="pone.0320767.ref004">4</xref>,<xref ref-type="bibr" rid="pone.0320767.ref005">5</xref>]. Previous studies have reported the risk factors of rebound hyperbilirubinemia during hospitalization and predicting its occurrence [<xref ref-type="bibr" rid="pone.0320767.ref006">6</xref>–<xref ref-type="bibr" rid="pone.0320767.ref008">8</xref>]. Nevertheless, research concerning the risk factors related to readmission after discharge remains inadequate. The study by Xiao et al [<xref ref-type="bibr" rid="pone.0320767.ref009">9</xref>]. demonstrated that low gestational age, younger age at initial admission, and G6PD deficiency were independent risk factors for the readmission of neonates with hyperbilirubinemia. Hence, this study is designed to explore the predictive factors for readmission of neonates with hyperbilirubinemia after discharge.</p>
</sec>
<sec id="sec006">
<title>Participants and methods</title>
<sec id="sec007">
<title>Participants</title>
<p>A retrospective case-control study was conducted on neonates with hyperbilirubinemia who were admitted to the Women and Children’s Medical Center of Guangzhou Medical University from January to December 2021. The inclusion criteria encompassed newborns with a gestational age of no less than 35 weeks and a confirmed diagnosis of hyperbilirubinemia (refer to <xref ref-type="fig" rid="pone.0320767.g001">Fig 1</xref>).</p>
<fig id="pone.0320767.g001" position="float"><object-id pub-id-type="doi">10.1371/journal.pone.0320767.g001</object-id><label>Fig 1</label><caption><title>Flow of participation for the neonates with hyperbilirubinemia.</title></caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0320767.g001" xlink:type="simple"/></fig>
</sec>
<sec id="sec008">
<title>Inclusion criteria</title>
<p>The inclusion criteria are as follows: 1) a gestational age of 35 weeks or greater; 2) predominance of indirect bilirubin; 3) the necessity for phototherapy or exchange transfusion; and 4) first hospitalization due to jaundice.</p>
</sec>
<sec id="sec009">
<title>Exclusion criteria</title>
<p>The exclusion criteria for this study include congenital malformations, metabolic disorders, conjugated hyperbilirubinemia, and conditions such as hypoxia or infectious diseases. Additionally, infants who have received phototherapy for neonatal hyperbilirubinemia at other institutions are also excluded.</p>
</sec>
</sec>
<sec id="sec010" sec-type="materials|methods">
<title>Methods</title>
<p>Data collection was completed between October and December 2021, and we also had access to information that could identify individual participants during or after data collection. Perinatal data were collected from for all infants included in the study, who were subsequently categorized into two groups based on readmission status: a readmission group and a control group. A comparative analysis was conducted between the two groups on various factors, including basic demographic characteristics (sex, gestational age, birth weight, mode of delivery, maternal complications, etc.), time at first admission, jaundice within 24 hours of birth, total serum bilirubin (TSB) at first admission, duration of phototherapy, TSB at first discharge, blood group incompatibility (both ABO and Rh), immunoglobulin administration, glucose-6 -phosphate dehydrogenase (G6PD) status, cephalohematoma occurrence, polycythemia incidence, exchange transfusion necessity, age at first discharge and length of initial hospitalization.</p>
<p>Phototherapy and exchange transfusion are performed in accordance with established guidelines [<xref ref-type="bibr" rid="pone.0320767.ref010">10</xref>]. Transcutaneous bilirubin (TcB) is utilized for the screening of neonatal jaundice. However, in instances where TcB reaches or exceeds the hour-specific threshold, or when there is a risk of hemolysis and sepsis, or if jaundice is progressing,TSB levels are measured. If the infant’s TSB level reaches or exceeds the escalation-of-care threshold, defined as 2 mg/dL below the exchange transfusion threshold, TSB measurements are performed at intervals of no less than two hours until the end of the escalation-of-care period. Discontinuing phototherapy is an option when the TSB has decreased by at least 2 mg/dL below the hour-specific threshold at the initiation of phototherapy. Infants who received phototherapy prior to 48 hours of age, exhibited a positive direct antiglobulin test (DAT), or had known or suspected hemolytic disease should have their TSB levels measured 6 to 12 hours following the discontinuation of phototherapy, with a repeat bilirubin assessment conducted on the day subsequent to phototherapy cessation. For all other infants, bilirubin levels are assessed on the day after phototherapy discontinuation.If the TSB levels of the infants remain below the hour-specific threshold for a duration of 24 hours following the discontinuation of phototherapy, they will be eligible for discharge.</p>
<p>The current study received approval from the Ethics Committee of Women and Children Medical Center of Guangzhou Medical University (No. 178A01) in accordance with ethical guidelines. For this retrospective study, informed consent was waived as sanctioned.</p>
<sec id="sec011">
<title>Statistical analysis</title>
<p>The statistical analysis was conducted using IBM Corp.‘s SPSS software, version 25.0, in Armonk, NY. The data were presented either as mean and standard deviation or median and interquartile range (IQR), depending on their distribution. Frequency measures were expressed as numbers (n) and percentages (%). A comparison was made between the readmission group and control groups based on demographic characteristics and outcomes. The independent sample t-test was utilized for normally distributed variables, while the Mann–Whitney U-test was employed for non-normally distributed variables to assess group differences. The Chi-square test was used to analyze categorical variables. Logistic regression analysis was performed to determine the risks of readmission. A significance level of p &lt; .05 was considered statistically significant.</p>
<p>In this study, we initially attempted to categorize birth weight into three groups: low birth weight (&lt;2500g), normal weight (2500–4000g), and high birth weight (&gt;4000g) for clinical interpretability. However, due to the extremely small sample sizes in the low birth weight and high birth weight groups (4 cases each), we decided to include birth weight as a continuous variable in the regression model to ensure robust and reliable statistical results.</p>
<p>Gestational age was initially included in the regression model in both continuous (in weeks) and categorical (preterm &lt; 37 weeks vs. term ≥ 37 weeks) forms to explore its impact on the risk of readmission. However, the use of both forms in the model raised concerns about multicollinearity and model stability. Given that clinicians are more focused on preterm infants as an independent high-risk group rather than subtle weekly changes in gestational age, we decided to retain only the categorical form. After this adjustment, multicollinearity tests were re-conducted for other independent variables to ensure the robustness of the final model.</p>
</sec>
</sec>
<sec id="sec012" sec-type="results">
<title>Results</title>
<p>A total of 421 infants diagnosed with hyperbilirubinemia between 35<sup> + 0</sup> and 41<sup> + 6</sup> weeks of gestational age were included in the study. Among these, 208 infants (49.4%) were male and 213 (50.6%) were female. Within this cohort, 18 infants (4.3%) were preterm, with a median gestational age of 36.5 weeks (interquartile range: 35.2 to 36.6) and a birth weight of 2,855 grams (interquartile range: 2,290 to 3,280). Of the total population studied, 32 newborns (7.6%) required readmission, constituting the readmission group; the remaining 389 neonates comprised the control group. The median interval for readmission was found to be 5.0 days (interquartile range: 3.0 to 6.0). Notably, both gestational age and birth weight were significantly lower in the readmission group compared to those in the control group (p &lt; .05). Furthermore, the readmission group exhibited a higher proportion of premature infants relative to the control group (p &lt; .05) (<xref ref-type="table" rid="pone.0320767.t001">Table 1</xref>).</p>
<table-wrap id="pone.0320767.t001" position="float"><object-id pub-id-type="doi">10.1371/journal.pone.0320767.t001</object-id><label>Table 1</label><caption><title>Comparison of demographic features.</title></caption>
<alternatives><graphic id="pone.0320767.t001g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0320767.t001" xlink:type="simple"/><table><colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left">Variables</th>
<th align="left">All patients<break/>(n = 421)</th>
<th align="left">Readmitted group (n = 32)</th>
<th align="left">Control group (n = 389)</th>
<th align="left">P values</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Male Sex, n (%)</td>
<td align="left">208 (49.4)</td>
<td align="left">19 (59.4)</td>
<td align="left">189 (48.6)</td>
<td align="left">0.241</td>
</tr>
<tr>
<td align="left">Gestational age (w), mean (SD)</td>
<td align="left">39.0 (1.2)</td>
<td align="left">38.1 (1.5)</td>
<td align="left">39.0 (1.1)</td>
<td align="left">0.002</td>
</tr>
<tr>
<td align="left">Preterm, n (%)</td>
<td align="left">18 (4.3)</td>
<td align="left">7 (21.9)</td>
<td align="left">11 (2.8)</td>
<td align="left">0.000</td>
</tr>
<tr>
<td align="left">Multiple pregnancy, n (%)</td>
<td align="left">18 (4.3)</td>
<td align="left">2 (6.3)</td>
<td align="left">16 (4.1)</td>
<td align="left">0.404</td>
</tr>
<tr>
<td align="left">Birth weight (g), mean (SD)</td>
<td align="left">3186 (356)</td>
<td align="left">2981 (295)</td>
<td align="left">3202 (356)</td>
<td align="left">0.001</td>
</tr>
<tr>
<td align="left">Caesarean Delivery, n (%)</td>
<td align="left">103 (24.5)</td>
<td align="left">6 (18.8)</td>
<td align="left">97 (24.9)</td>
<td align="left">0.434</td>
</tr>
<tr>
<td align="left">Stained amniotic fluid, n (%)</td>
<td align="left">76 (18.1)</td>
<td align="left">6 (18.8)</td>
<td align="left">70 (18.0)</td>
<td align="left">0.915</td>
</tr>
<tr>
<td align="left">Exclusive Breastfeeding, n (%)</td>
<td align="left">155 (36.8)</td>
<td align="left">10 (31.3)</td>
<td align="left">145 (37.3)</td>
<td align="left">0.497</td>
</tr>
<tr>
<td align="left">Maternal complications, n (%)</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"> PROM</td>
<td align="left">114 (27.1)</td>
<td align="left">8 (25.0)</td>
<td align="left">106 (27.2)</td>
<td align="left">0.783</td>
</tr>
<tr>
<td align="left"> GDM</td>
<td align="left">85 (20.2)</td>
<td align="left">6 (18.8)</td>
<td align="left">79 (20.3)</td>
<td align="left">0.833</td>
</tr>
<tr>
<td align="left"> ICP</td>
<td align="left">6 (1.4)</td>
<td align="left">1 (3.1)</td>
<td align="left">5 (1.3)</td>
<td align="left">0.380</td>
</tr>
<tr>
<td align="left"> Length of first hospitalization (IQR), days</td>
<td align="left">5.0 (4.0-6.0)</td>
<td align="left">5.0 (4.0-7.0)</td>
<td align="left">5.0 (4.0-6.0)</td>
<td align="left">0.311</td>
</tr>
</tbody>
</table>
</alternatives><table-wrap-foot>
<fn id="t001fn001"><p>PROM: Premature Rupture of Membranes; GDM: Gestational Diabetes Mellitus; ICP: Intrahepatic Cholestasis of Pregnancy.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Compared to the control group, the readmission group exhibited an earlier time of first admission, with median hours of 48.5 (interquartile range: 26.0 to 61.5) and 53.0 (interquartile range: 39.5 to 87.0), respectively (p = 0.03). Jaundice onset occurred within 24 hours of birth in 173 infants (41.1%), with a significantly higher proportion in the readmission group (p = 0.045). The readmission group also demonstrated a greater incidence of ABO hemolysis compared to controls: 14 out of 32 infants (43.8%) versus 94 out of 389 infants (24.2%), respectively (p = 0.015), as well as a higher incidence of glucose-6-phosphate dehydrogenase (G6PD) deficiency:12 out of 32 infants (37.5%) versus 83 out of 389 infants(21.3%), respectively(p = 0.036). Additionally, infants in the readmission group required a longer duration of phototherapy: 30.0 hours (interquartile range: 24.0 to 48.0) versus 24.0 hours (interquartile range:18.0 to 36.0),respectively(p = 0.013). Upon initial discharge, TSB levels were significantly elevated in the readmission group (p = 0.000). No significant differences were observed between groups regarding TSB at first admission, immunoglobulin administration, cephalohematoma occurrence, polycythemia incidence, age at first discharge or length of initial hospitalization. (<xref ref-type="table" rid="pone.0320767.t002">Table 2</xref>).</p>
<table-wrap id="pone.0320767.t002" position="float"><object-id pub-id-type="doi">10.1371/journal.pone.0320767.t002</object-id><label>Table 2</label><caption><title>Comparison of examination test and treatment.</title></caption>
<alternatives><graphic id="pone.0320767.t002g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0320767.t002" xlink:type="simple"/><table><colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left">Variables</th>
<th align="left">All patients <break/>(n = 421)</th>
<th align="left">Readmitted group (n = 32)</th>
<th align="left">Control group (n = 389)</th>
<th align="left">P values</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Time at first admission (IQR), hours</td>
<td align="left">53.0 (38.5-84.0)</td>
<td align="left">48.5 (26.0-61.5)</td>
<td align="left">53.0 (39.5-87.0)</td>
<td align="left">0.03</td>
</tr>
<tr>
<td align="left">Jaundice within 24 hours of birth, n (%)</td>
<td align="left">173 (41.1)</td>
<td align="left">19 (59.4)</td>
<td align="left">154 (39.6)</td>
<td align="left">0.029</td>
</tr>
<tr>
<td align="left">TSB at first admission (IQR), umol/L</td>
<td align="left">231.0 (192.8-296.3)</td>
<td align="left">239.5 (207.0-308.6)</td>
<td align="left">230.5 (192.5-296.3)</td>
<td align="left">0.384</td>
</tr>
<tr>
<td align="left">Duration of phototherapy (IQR), hours</td>
<td align="left">24.0 (18.0-38.0)</td>
<td align="left">30.0 (24.0-48.0)</td>
<td align="left">24.0 (18.0-36.0)</td>
<td align="left">0.013</td>
</tr>
<tr>
<td align="left">TSB at first discharge (IQR), umol/L</td>
<td align="left">187.6 (166.5-206.7)</td>
<td align="left">203.8 (192.6-232.6)</td>
<td align="left">185.9 (164.2-204.3)</td>
<td align="left">0.000</td>
</tr>
<tr>
<td align="left">ABO hemolysis, n (%)</td>
<td align="left">109 (25.9)</td>
<td align="left">15 (46.9)</td>
<td align="left">94 (24.2)</td>
<td align="left">0.005</td>
</tr>
<tr>
<td align="left">Immunoglobulin administration, n (%)</td>
<td align="left">15 (3.6)</td>
<td align="left">2 (6.3)</td>
<td align="left">13 (3.3)</td>
<td align="left">0.318</td>
</tr>
<tr>
<td align="left">G6PD deficiency, n (%)</td>
<td align="left">95 (22.6)</td>
<td align="left">12 (37.5)</td>
<td align="left">83 (21.3)</td>
<td align="left">0.036</td>
</tr>
<tr>
<td align="left">Cephalohematoma, n (%)</td>
<td align="left">21 (5.0)</td>
<td align="left">1 (3.1)</td>
<td align="left">20 (5.1)</td>
<td align="left">0.514</td>
</tr>
<tr>
<td align="left">Polycythemia, n (%)</td>
<td align="left">17 (4.0)</td>
<td align="left">2 (6.3)</td>
<td align="left">15 (3.9)</td>
<td align="left">0.376</td>
</tr>
<tr>
<td align="left">Age of first discharge (IQR), days</td>
<td align="left">7.0 (6.0-9.0)</td>
<td align="left">8.0 (6.0-10.0)</td>
<td align="left">7.0 (6.0-9.0)</td>
<td align="left">0.175</td>
</tr>
</tbody>
</table>
</alternatives></table-wrap>
<p>After excluding the continuous form of gestational age from the model, multicollinearity tests were re-conducted for the remaining independent variables. The final model showed no evidence of significant multicollinearity, ensuring robust and reliable results. As presented in <xref ref-type="table" rid="pone.0320767.t003">Table 3</xref>, the logistic regression analysis identified preterm birth ( &lt; 37 weeks), ABO hemolysis, G6PD deficiency, and elevated TSB levels at discharge as independent risk factors significantly associated with readmission for neonatal hyperbilirubinemia. Additionally, a decrease in birth weight was significantly linked to an increased risk of readmission (OR = 0.998, P = 0.013), although the effect size was relatively small.</p>
<table-wrap id="pone.0320767.t003" position="float"><object-id pub-id-type="doi">10.1371/journal.pone.0320767.t003</object-id><label>Table 3</label><caption><title>Logistic regression model to predict readmission risk factors.</title></caption>
<alternatives><graphic id="pone.0320767.t003g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0320767.t003" xlink:type="simple"/><table><colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left">Variables</th>
<th align="left">B</th>
<th align="left">SE</th>
<th align="left">P values</th>
<th align="left">OR</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Preterm birth (&lt;37)</td>
<td align="left">2.256</td>
<td align="left">0.645</td>
<td align="left">&lt;0.001</td>
<td align="left">9.541 (2.693-33.796)</td>
</tr>
<tr>
<td align="left">Birth weight</td>
<td align="left">-0.002</td>
<td align="left">0.001</td>
<td align="left">0.013</td>
<td align="left">0.998 (0.997-1.000)</td>
</tr>
<tr>
<td align="left">Onset age at phototherapy</td>
<td align="left">-0.020</td>
<td align="left">0.011</td>
<td align="left">0.077</td>
<td align="left">0.981 (0.959-1.002)</td>
</tr>
<tr>
<td align="left">Jaundice within 24 hours of birth</td>
<td align="left">-0.149</td>
<td align="left">0.548</td>
<td align="left">0.786</td>
<td align="left">0.861 (0.294-2.523)</td>
</tr>
<tr>
<td align="left">Duration of phototherapy</td>
<td align="left">-0.001</td>
<td align="left">0.010</td>
<td align="left">0.931</td>
<td align="left">0.999 (0.980-1.019)</td>
</tr>
<tr>
<td align="left">TSB level at discharge</td>
<td align="left">0.032</td>
<td align="left">0.008</td>
<td align="left">&lt;0.001</td>
<td align="left">1.032 (1.016-1.049)</td>
</tr>
<tr>
<td align="left">ABO hemolysis</td>
<td align="left">1.103</td>
<td align="left">0.498</td>
<td align="left">0.027</td>
<td align="left">3.013 (1.135-7.998)</td>
</tr>
<tr>
<td align="left">G6PD deficiency</td>
<td align="left">1.188</td>
<td align="left">0.484</td>
<td align="left">0.014</td>
<td align="left">3.281 (1.270-8.472)</td>
</tr>
</tbody>
</table>
</alternatives></table-wrap>
</sec>
<sec id="sec013" sec-type="conclusions">
<title>Discussion</title>
<p>In this study, we observed a readmission rate of 7.6% for neonatal hyperbilirubinemia following discharge.Logistic regression analysis identified preterm birth( &lt; 37 weeks), ABO hemolysis, G6PD deficiency, and elevated TSB levels at first discharge as significant independent risk factors for readmission due to neonatal hyperbilirubinemia. Additionally, a decrease in birth weight was significantly associated with an increased risk of readmission (OR = 0.998, P = 0.013), although the effect size was relatively small.</p>
<p>In the study conducted by Belide et al., preterm birth (gestational age &lt;  37 weeks) and lower birth weight were identified as significant risk factors for rebound hyperbilirubinemia [<xref ref-type="bibr" rid="pone.0320767.ref011">11</xref>]. This study found that preterm birth is one of the most significant predictors of readmission for neonatal hyperbilirubinemia. Compared to term infants, the risk of readmission is significantly higher in preterm infants (OR = 9.541). This may be attributed to the insufficient bilirubin metabolism capacity in preterm infants, such as the immaturity of the UDPGT enzyme and reduced hepatic clearance. Therefore, stricter monitoring and management of bilirubin levels in preterm infants are essential in clinical practice. Regarding birth weight, we initially considered categorizing it to enhance clinical interpretability. However, the low sample sizes in the low birth weight group (&lt;2500g) and high birth weight group (&gt;4000g) rendered the statistical analysis of categorized data insufficiently meaningful. As a result, we opted to treat birth weight as a continuous variable, which provided more robust and reliable results. Our analysis revealed a significant association between decreased birth weight and an increased risk of readmission (OR = 0.998, P = 0.013), though the effect size is small. The increased risk of readmission in low birth weight infants may be attributed to their overall lower developmental levels.</p>
<p>Although jaundice occurring within the first 24 hours of life may not have an identifiable cause, when a cause is determined, it is most likely attributable to a hemolytic process. Our study found that a greater proportion of infants in the readmission group experienced jaundice within this timeframe, potentially linked to lower gestational age or factors such as ABO hemolysis. Furthermore, several studies have established a correlation between rebound hyperbilirubinemia in neonates and hemolytic diseases, particularly ABO hemolytic, which may prolong hospitalization and extend the duration of phototherapy [<xref ref-type="bibr" rid="pone.0320767.ref012">12</xref>,<xref ref-type="bibr" rid="pone.0320767.ref013">13</xref>]. In our study, ABO hemolysis was identified as a risk factor for readmission, which is consistent with the findings of Xu et al. [<xref ref-type="bibr" rid="pone.0320767.ref013">13</xref>] who reported a readmission rate of 12.4% (36/291) in neonates with ABO hemolytic disease. Consequently, TSB or TcB levels should be promptly measured in infants exhibiting jaundice within the first 24 hours after birth, particularly in those with a gestational age of less than 37 weeks or suspected ABO hemolysis.</p>
<p>G6PD deficiency is now widely acknowledged as a significant contributor to severe hyperbilirubinemia [<xref ref-type="bibr" rid="pone.0320767.ref014">14</xref>]. Research indicates that approximately 13% of African American males and 4% of African American females are affected by G6PD deficiency [<xref ref-type="bibr" rid="pone.0320767.ref015">15</xref>]. Infants with G6PD deficiency face an elevated risk of readmission and retreatment for hyperbilirubinemia [<xref ref-type="bibr" rid="pone.0320767.ref016">16</xref>]. Our research demonstrates that G6PD deficiency independently elevates the likelihood of readmission due to hyperbilirubinemia, consistent with findings from previous studies [<xref ref-type="bibr" rid="pone.0320767.ref017">17</xref>]. In regions such as Guangdong Province in China, where G6PD deficiency is prevalent, practices like Chinese herbal baths or oral herbal medicine may precipitate hemolysis in affected children. Therefore, comprehensive education is essential at discharge for children at risk of or diagnosed with G6PD deficiency, emphasizing the avoidance of herbal remedies for jaundice treatment to mitigate the risk of G6PD-induced hemolysis.</p>
<p>Higher TSB levels at first discharge were identified as a significant risk factor for readmission in this study, consistent with findings by Chang et al [<xref ref-type="bibr" rid="pone.0320767.ref018">18</xref>]. Some neonates experience elevated bilirubin levels within 72 hours of phototherapy cessation, necessitating re-initiation of treatment [<xref ref-type="bibr" rid="pone.0320767.ref019">19</xref>,<xref ref-type="bibr" rid="pone.0320767.ref020">20</xref>]. However, Jodiery et al. found no significant differences in bilirubin levels between the time of phototherapy termination and 24-48 hours post-termination [<xref ref-type="bibr" rid="pone.0320767.ref021">21</xref>].</p>
<p>Our study has limitations, including its design as a single-center retrospective cohort study with a relatively small sample size. Additionally, the lack of comprehensive tracking of all discharged infants may mean that some individuals with rebound hyperbilirubinemia sought treatment at other healthcare facilities, potentially affecting the outcomes. Based on our results, we recommend prolonging hospitalization and implementing robust post-discharge monitoring for neonates with prematurity, ABO hemolysis, G6PD deficiency, or elevated total serum bilirubin levels at discharge.</p>
</sec>
<sec id="sec014" sec-type="supplementary-material">
<title>Supporting information</title>
<supplementary-material id="pone.0320767.s001" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" position="float" xlink:href="info:doi/10.1371/journal.pone.0320767.s001" xlink:type="simple">
<label>S1 File</label>
<caption>
<title>Data.</title>
<p>(XLSX)</p>
</caption>
</supplementary-material>
</sec>
</body>
<back>
<ref-list>
<title>References</title>
<ref id="pone.0320767.ref001"><label>1</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Olusanya</surname> <given-names>BO</given-names></name>, <name name-style="western"><surname>Kaplan</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Hansen</surname> <given-names>TWR</given-names></name>. <article-title>Neonatal hyperbilirubinaemia: a global perspective</article-title>. <source>Lancet Child Adolesc Health</source>. <year>2018</year>;<volume>2</volume>(<issue>8</issue>):<fpage>610</fpage>–<lpage>20</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/S2352-4642(18)30139-1" xlink:type="simple">10.1016/S2352-4642(18)30139-1</ext-link></comment> <object-id pub-id-type="pmid">30119720</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref002"><label>2</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Bhutani</surname> <given-names>VK</given-names></name>, <name name-style="western"><surname>Wong</surname> <given-names>R</given-names></name>. <article-title>Bilirubin-induced neurologic dysfunction (BIND)</article-title>. <source>Semin Fetal Neonatal Med</source>. <year>2015</year>;<volume>20</volume>(<issue>1</issue>):<fpage>1</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.siny.2014.12.010" xlink:type="simple">10.1016/j.siny.2014.12.010</ext-link></comment> <object-id pub-id-type="pmid">25577656</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref003"><label>3</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Berkwitt</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Osborn</surname> <given-names>R</given-names></name>, <name name-style="western"><surname>Grossman</surname> <given-names>M</given-names></name>. <article-title>The utility of inpatient rebound bilirubin levels in infants readmitted after birth hospitalization for hyperbilirubinemia</article-title>. <source>Hosp Pediatr</source>. <year>2015</year>;<volume>5</volume>(<issue>2</issue>):<fpage>74</fpage>–<lpage>8</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1542/hpeds.2014-0074" xlink:type="simple">10.1542/hpeds.2014-0074</ext-link></comment> <object-id pub-id-type="pmid">25646199</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref004"><label>4</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Csoma</surname> <given-names>Z</given-names></name>, <name name-style="western"><surname>Tóth-Molnár</surname> <given-names>E</given-names></name>, <name name-style="western"><surname>Balogh</surname> <given-names>K</given-names></name>, <name name-style="western"><surname>Polyánka</surname> <given-names>H</given-names></name>, <name name-style="western"><surname>Orvos</surname> <given-names>H</given-names></name>, <name name-style="western"><surname>Ocsai</surname> <given-names>H</given-names></name>, <etal>et al</etal>. <article-title>Neonatal blue light phototherapy and melanocytic nevi: a twin study</article-title>. <source>Pediatrics</source>. <year>2011</year>;<volume>128</volume>(<issue>4</issue>):<fpage>e856-64</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1542/peds.2011-0292" xlink:type="simple">10.1542/peds.2011-0292</ext-link></comment> <object-id pub-id-type="pmid">21930537</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref005"><label>5</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Wickremasinghe</surname> <given-names>AC</given-names></name>, <name name-style="western"><surname>Kuzniewicz</surname> <given-names>MW</given-names></name>, <name name-style="western"><surname>Grimes</surname> <given-names>BA</given-names></name>, <name name-style="western"><surname>McCulloch</surname> <given-names>CE</given-names></name>, <name name-style="western"><surname>Newman</surname> <given-names>TB</given-names></name>. <article-title>Neonatal Phototherapy and Infantile Cancer</article-title>. <source>Pediatrics</source>. <year>2016</year>;<volume>137</volume>(<issue>6</issue>):<fpage>e20151353</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1542/peds.2015-1353" xlink:type="simple">10.1542/peds.2015-1353</ext-link></comment> <object-id pub-id-type="pmid">27217478</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref006"><label>6</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Chang</surname> <given-names>PW</given-names></name>, <name name-style="western"><surname>Newman</surname> <given-names>TB</given-names></name>. <article-title>A Simpler Prediction Rule for Rebound Hyperbilirubinemia</article-title>. <source>Pediatrics</source>. <year>2019</year>;<volume>144</volume>(<issue>1</issue>):<fpage>e20183712</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1542/peds.2018-3712" xlink:type="simple">10.1542/peds.2018-3712</ext-link></comment> <object-id pub-id-type="pmid">31196939</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref007"><label>7</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>So</surname> <given-names>V</given-names></name>, <name name-style="western"><surname>Coo</surname> <given-names>H</given-names></name>, <name name-style="western"><surname>Khurshid</surname> <given-names>F</given-names></name>. <article-title>Validation of published rebound hyperbilirubinemia risk prediction scores during birth hospitalization after initial phototherapy: a retrospective chart review</article-title>. <source>Pediatr Res</source>. <year>2022</year>;<volume>91</volume>(<issue>4</issue>):<fpage>888</fpage>–<lpage>95</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/s41390-021-01478-7" xlink:type="simple">10.1038/s41390-021-01478-7</ext-link></comment> <object-id pub-id-type="pmid">33824457</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref008"><label>8</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Yadav</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Maini</surname> <given-names>B</given-names></name>, <name name-style="western"><surname>Gaur</surname> <given-names>BK</given-names></name>, <name name-style="western"><surname>Singh</surname> <given-names>RR</given-names></name>. <article-title>Risk Factors for Serum Bilirubin Rebound After Stopping Phototherapy in Neonatal Hyperbilirubinemia</article-title>. <source>Journal of Neonatology</source>. <year>2021</year>;<volume>35</volume>(<issue>4</issue>):<fpage>198</fpage>–<lpage>202</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1177/09732179211048395" xlink:type="simple">10.1177/09732179211048395</ext-link></comment></mixed-citation></ref>
<ref id="pone.0320767.ref009"><label>9</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Xiao</surname> <given-names>W-X</given-names></name>, <name name-style="western"><surname>Yang</surname> <given-names>T</given-names></name>, <name name-style="western"><surname>Zhang</surname> <given-names>L</given-names></name>. <article-title>Current status of readmission of neonates with hyperbilirubinemia and risk factors for readmission</article-title>. <source>Zhongguo Dang Dai Er Ke Za Zhi</source>. <year>2020</year>;<volume>22</volume>(<issue>9</issue>):<fpage>948</fpage>–<lpage>52</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.7499/j.issn.1008-8830.2005003" xlink:type="simple">10.7499/j.issn.1008-8830.2005003</ext-link></comment> <object-id pub-id-type="pmid">32933624</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref010"><label>10</label><mixed-citation publication-type="journal" xlink:type="simple"><collab>American Academy of Pediatrics Subcommittee on Hyperbilirubinemia</collab>. <article-title>Management of hyperbilirubinemia in the newborn infant 35 or more weeks of gestation</article-title>. <source>Pediatrics</source>. <year>2004</year>;<volume>114</volume>(<issue>1</issue>):<fpage>297</fpage>–<lpage>316</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1542/peds.114.1.297" xlink:type="simple">10.1542/peds.114.1.297</ext-link></comment> <object-id pub-id-type="pmid">15231951</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref011"><label>11</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Belide</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Uddin</surname> <given-names>MW</given-names></name>, <name name-style="western"><surname>Kumar</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Sethi</surname> <given-names>RK</given-names></name>, <name name-style="western"><surname>Diwakar</surname> <given-names>K</given-names></name>, <name name-style="western"><surname>Jhajra</surname> <given-names>S</given-names></name>. <article-title>Clinical study to determine the predictability of significant rebound hyperbilirubinemia in neonates after phototherapy and conditions likely to be associated with it: Prospective observational study in a teaching hospital in Eastern India</article-title>. <source>J Family Med Prim Care</source>. <year>2023</year>;<volume>12</volume>(<issue>12</issue>):<fpage>3362</fpage>–<lpage>7</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4103/jfmpc.jfmpc_1148_23" xlink:type="simple">10.4103/jfmpc.jfmpc_1148_23</ext-link></comment> <object-id pub-id-type="pmid">38361853</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref012"><label>12</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Elhawary</surname> <given-names>IM</given-names></name>, <name name-style="western"><surname>Abdel Ghany</surname> <given-names>EAG</given-names></name>, <name name-style="western"><surname>Aboelhamed</surname> <given-names>WA</given-names></name>, <name name-style="western"><surname>Ibrahim</surname> <given-names>SGE</given-names></name>. <article-title>Incidence and risk factors of post-phototherapy neonatal rebound hyperbilirubinemia</article-title>. <source>World J Pediatr</source>. <year>2018</year>;<volume>14</volume>(<issue>4</issue>):<fpage>350</fpage>–<lpage>6</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s12519-018-0119-9" xlink:type="simple">10.1007/s12519-018-0119-9</ext-link></comment> <object-id pub-id-type="pmid">29464578</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref013"><label>13</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Xu</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Bao</surname> <given-names>Y</given-names></name>, <name name-style="western"><surname>He</surname> <given-names>Y</given-names></name>, <name name-style="western"><surname>Wu</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Zhu</surname> <given-names>J</given-names></name>. <article-title>Risk factors for readmission for hyperbilirubinemia in neonates with ABO hemolytic disease: a single-center retrospective cohort study</article-title>. <source>J Matern Fetal Neonatal Med</source>. <year>2023</year>;<volume>36</volume>(<issue>2</issue>):<fpage>2238106</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/14767058.2023.2238106" xlink:type="simple">10.1080/14767058.2023.2238106</ext-link></comment> <object-id pub-id-type="pmid">37487760</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref014"><label>14</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Kuzniewicz</surname> <given-names>MW</given-names></name>, <name name-style="western"><surname>Wickremasinghe</surname> <given-names>AC</given-names></name>, <name name-style="western"><surname>Wu</surname> <given-names>YW</given-names></name>, <name name-style="western"><surname>McCulloch</surname> <given-names>CE</given-names></name>, <name name-style="western"><surname>Walsh</surname> <given-names>EM</given-names></name>, <name name-style="western"><surname>Wi</surname> <given-names>S</given-names></name>, <etal>et al</etal>. <article-title>Incidence, etiology, and outcomes of hazardous hyperbilirubinemia in newborns</article-title>. <source>Pediatrics</source>. <year>2014</year>;<volume>134</volume>(<issue>3</issue>):<fpage>504</fpage>–<lpage>9</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1542/peds.2014-0987" xlink:type="simple">10.1542/peds.2014-0987</ext-link></comment> <object-id pub-id-type="pmid">25092943</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref015"><label>15</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Okolie</surname> <given-names>F</given-names></name>, <name name-style="western"><surname>South-Paul</surname> <given-names>JE</given-names></name>, <name name-style="western"><surname>Watchko</surname> <given-names>JF</given-names></name>. <article-title>Combating the Hidden Health Disparity of Kernicterus in Black Infants: A Review</article-title>. <source>JAMA Pediatr</source>. <year>2020</year>;<volume>174</volume>(<issue>12</issue>):<fpage>1199</fpage>–<lpage>205</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1001/jamapediatrics.2020.1767" xlink:type="simple">10.1001/jamapediatrics.2020.1767</ext-link></comment> <object-id pub-id-type="pmid">32628268</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref016"><label>16</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Nock</surname> <given-names>ML</given-names></name>, <name name-style="western"><surname>Johnson</surname> <given-names>EM</given-names></name>, <name name-style="western"><surname>Krugman</surname> <given-names>RR</given-names></name>, <name name-style="western"><surname>Di Fiore</surname> <given-names>JM</given-names></name>, <name name-style="western"><surname>Fitzgerald</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Sandhaus</surname> <given-names>LM</given-names></name>, <etal>et al</etal>. <article-title>Implementation and analysis of a pilot in-hospital newborn screening program for glucose-6-phosphate dehydrogenase deficiency in the United States</article-title>. <source>J Perinatol</source>. <year>2011</year>;<volume>31</volume>(<issue>2</issue>):<fpage>112</fpage>–<lpage>7</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/jp.2010.69" xlink:type="simple">10.1038/jp.2010.69</ext-link></comment> <object-id pub-id-type="pmid">20539275</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref017"><label>17</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Al-Omran</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Al-Abdi</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Al-Salam</surname> <given-names>Z</given-names></name>. <article-title>Readmission for neonatal hyperbilirubinemia in an area with a high prevalence of glucose-6-phosphate dehydrogenase deficiency: A hospital-based retrospective study</article-title>. <source>J Neonatal Perinatal Med</source>. <year>2017</year>;<volume>10</volume>(<issue>2</issue>):<fpage>181</fpage>–<lpage>9</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3233/NPM-171696" xlink:type="simple">10.3233/NPM-171696</ext-link></comment> <object-id pub-id-type="pmid">28409762</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref018"><label>18</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Chang</surname> <given-names>PW</given-names></name>, <name name-style="western"><surname>Kuzniewicz</surname> <given-names>MW</given-names></name>, <name name-style="western"><surname>McCulloch</surname> <given-names>CE</given-names></name>, <name name-style="western"><surname>Newman</surname> <given-names>TB</given-names></name>. <article-title>A Clinical Prediction Rule for Rebound Hyperbilirubinemia Following Inpatient Phototherapy</article-title>. <source>Pediatrics</source>. <year>2017</year>;<volume>139</volume>(<issue>3</issue>):<fpage>e20162896</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1542/peds.2016-2896" xlink:type="simple">10.1542/peds.2016-2896</ext-link></comment> <object-id pub-id-type="pmid">28196932</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref019"><label>19</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Bansal</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Jain</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Parmar</surname> <given-names>VR</given-names></name>, <name name-style="western"><surname>Chawla</surname> <given-names>D</given-names></name>. <article-title>Bilirubin rebound after intensive phototherapy for neonatal jaundice</article-title>. <source>Indian Pediatr</source>. <year>2010</year>;<volume>47</volume>(<issue>7</issue>):<fpage>607</fpage>–<lpage>9</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s13312-010-0133-z" xlink:type="simple">10.1007/s13312-010-0133-z</ext-link></comment> <object-id pub-id-type="pmid">20019393</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref020"><label>20</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Okwundu</surname> <given-names>CI</given-names></name>, <name name-style="western"><surname>Okoromah</surname> <given-names>CAN</given-names></name>, <name name-style="western"><surname>Shah</surname> <given-names>PS</given-names></name>. <article-title>Cochrane Review: Prophylactic phototherapy for preventing jaundice in preterm or low birth weight infants</article-title>. <source>Evid Based Child Health</source>. <year>2013</year>;<volume>8</volume>(<issue>1</issue>):<fpage>204</fpage>–<lpage>49</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1002/ebch.1898" xlink:type="simple">10.1002/ebch.1898</ext-link></comment> <object-id pub-id-type="pmid">23878128</object-id></mixed-citation></ref>
<ref id="pone.0320767.ref021"><label>21</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Javaherizadeh</surname> <given-names>H</given-names></name>, <name name-style="western"><surname>Jodeiry</surname> <given-names>B</given-names></name>, <name name-style="western"><surname>Fakhraee</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Kazemian</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Afjeiee</surname> <given-names>S</given-names></name>: <article-title>Rebound hyperbilirubinaemia in neonates admitted to Mofid Children’s Hospital, Tehran, Iran</article-title>. <source>S Afr J Child Health</source> <year>2013</year>;<volume>7</volume>(<issue>1</issue>):<fpage>null</fpage>.</mixed-citation></ref>
</ref-list>
</back>
<sub-article article-type="author-comment" id="pone.0320767.r001" specific-use="rebutted-decision-letter-unavailable">
<front-stub>
<article-id pub-id-type="doi">10.1371/journal.pone.0320767.r001</article-id>
<title-group>
<article-title>Author response to Decision Letter 0</article-title>
</title-group>
<custom-meta-group>
<custom-meta>
<meta-name>Submission Version</meta-name>
<meta-value>0</meta-value>
</custom-meta>
</custom-meta-group>
</front-stub>
<body>
<p><named-content content-type="author-response-date">14 Oct 2024</named-content></p>
</body>
</sub-article>
<sub-article article-type="aggregated-review-documents" id="pone.0320767.r002" specific-use="decision-letter">
<front-stub>
<article-id pub-id-type="doi">10.1371/journal.pone.0320767.r002</article-id>
<title-group>
<article-title>Decision Letter 0</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name name-style="western"><surname>Tekleab</surname>
<given-names>Atnafu Mekonnen</given-names>
</name>
<role>Academic Editor</role>
</contrib>
</contrib-group>
<permissions>
<copyright-year>2025</copyright-year>
<copyright-holder>Atnafu Mekonnen Tekleab</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link> , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p></license>
</permissions>
<related-object document-id="10.1371/journal.pone.0320767" document-id-type="doi" document-type="article" id="rel-obj002" link-type="peer-reviewed-article"/>
<custom-meta-group>
<custom-meta>
<meta-name>Submission Version</meta-name>
<meta-value>0</meta-value>
</custom-meta>
</custom-meta-group>
</front-stub>
<body>
<p><named-content content-type="letter-date">2 Jan 2025</named-content></p>
<p>PONE-D-24-45603Analysis of readmission risk factors for neonatal hyperbilirubinemia</p>
<p>PLOS ONE</p>
<p>Dear Dr. cai,</p>
<p>Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process.</p>
<p><bold>ACADEMIC EDITOR: </bold></p>
<p>In addition to addressing the comments given by the reviewers, I would like to ask you address the following important issues: </p>
<p>Abstract section:</p>
<p><list list-type="bullet"><list-item><p>Write abbreviations in full in their first use in the text. Eg. Total Serum Bilirubin (TSB)</p>
</list-item>
</list>
</p>
<p>Introduction section:</p>
<p><list list-type="bullet"><list-item><p>Which is the appropriate term, “nuclear jaundice Vs Kernicterus”.  Page- 1, paragraph -1, line -4.</p>
</list-item>
<list-item>
<p>I appreciate the conciseness of the introduction section. However, it will be good if the authors mention findings of previous similar studies.</p>
</list-item>
</list>
</p>
<p>Participants and methods section:</p>
<p><list list-type="bullet"><list-item><p>Why gestational age of 35 weeks is taken as cut-off point for inclusion in the study? Why not 34 weeks or 37 weeks?</p>
</list-item>
<list-item>
<p>Babies born at 35 weeks do not have the same bilirubin metabolism capacity to that of babies born at term. Have you controlled for the variable “gestational age” in the analysis when you are comparing for the effect of other variables between the two groups?</p>
</list-item>
<list-item>
<p>The authors used the term “Retrospective” to describe their study design. However, the term “retrospective” doesn’t describe type of study design and it only tells us that the data used in the study is past time event. Therefore, it is better to use terms such as “retrospective cross-sectional study” or “retrospective cohort study” or “case-control study” design as deemed necessary.</p>
</list-item>
<list-item>
<p>Provide explanation why you excluded babies with congenital malformation, hypoxia, infectious disease…. from the study while you included babies with G6PD deficiency and ABO hemolytic disease.</p>
</list-item>
<list-item>
<p>In the introduction section, the authors have stated that the aim of the study was to determine “…risk factors for readmission…”. However, it appears that the authors implemented a “Retrospective cross-sectional” study design which is not suitable to determine temporal relationship between variables which is important to determine “risk factors”. Cross-sectional study allows to determine “association” between two variables and doesn’t allow determination of “risk factors”. Moreover, “risk” is calculated by using “incidence rate” which not assessed in the current study. Therefore, I recommend the authors to think about the appropriateness of the use of the term “…risk factor…”. Also, think about the title; which one is appropriate title for the data set you have used: “analysis of readmission risk factors” Vs “Predictors of readmission”?</p>
</list-item>
<list-item>
<p>The authors mentioned that “Phototherapy and exchange transfusion are performed in accordance with established guidelines.” I advise the authors to cite these guidelines so that readers can refer them.</p>
</list-item>
<list-item>
<p>Move the “ethical approval statement” to the end of the methods section.</p>
</list-item>
</list>
</p>
<p>Table 1:</p>
<p><list list-type="bullet"><list-item><p>Abbreviations used the table should be written in full or should be written in expanded form as foot note</p>
</list-item>
<list-item>
<p>The variable “Resuscitation at Birth” has “zero value” in all the cells in the table. Therefore, there is no need to list this variable in the table.</p>
</list-item>
</list>
</p>
<p>Table 2:</p>
<p><list list-type="bullet"><list-item><p>The variables “Exchange transfusion” and “Rh hemolysis” have “zero value” in all the cells in the table. Therefore, there is no need to list these variables in the table.</p>
</list-item>
</list>
</p>
<p>Table 3:</p>
<p><list list-type="bullet"><list-item><p>Table-3 lacks clarity since it is not clear how some of the variables are categorized. For example, how is the variable “Birth weight” is categorized and its Odds Ratio is calculated?</p>
</list-item>
<list-item>
<p>The variable “Gestational age” is included in the regression model twice (as continuous variable and as a categorical variable). Such inclusion of a single variable in different form distorts the regression model and the authors either have to remove one form of the variable or provide plausible explanation for doing so.</p>
</list-item>
<list-item>
<p>The variables “Gestational age” and “birth weight” appears to have collinearity. However, the authors included both variables in the model while collinear variables shouldn’t be included without checking that they are no collinear.</p>
</list-item>
<list-item>
<p>What is the basis of comparing the variables “preterm birth &lt;37 wks” vs “Term birth”? We know that preterm babies are at increased risk of hyperbilirubinemia due to immaturity of UDGT enzyme.</p>
</list-item>
</list>
</p>
<p>Please submit your revised manuscript by Feb 16 2025 11:59PM. If you will need more time than this to complete your revisions, please reply to this message or contact the journal office at <email xlink:type="simple">plosone@plos.org</email> . When you're ready to submit your revision, log on to <ext-link ext-link-type="uri" xlink:href="https://www.editorialmanager.com/pone/" xlink:type="simple">https://www.editorialmanager.com/pone/</ext-link> and select the 'Submissions Needing Revision' folder to locate your manuscript file.</p>
<p>Please include the following items when submitting your revised manuscript:</p>
<p><list list-type="bullet"><list-item><p>A rebuttal letter that responds to each point raised by the academic editor and reviewer(s). You should upload this letter as a separate file labeled 'Response to Reviewers'.</p>
</list-item>
<list-item>
<p>A marked-up copy of your manuscript that highlights changes made to the original version. You should upload this as a separate file labeled 'Revised Manuscript with Track Changes'.</p>
</list-item>
<list-item>
<p>An unmarked version of your revised paper without tracked changes. You should upload this as a separate file labeled 'Manuscript'.</p>
</list-item>
</list>
</p>
<p>If you would like to make changes to your financial disclosure, please include your updated statement in your cover letter. Guidelines for resubmitting your figure files are available below the reviewer comments at the end of this letter.</p>
<p>If applicable, we recommend that you deposit your laboratory protocols in protocols.io to enhance the reproducibility of your results. Protocols.io assigns your protocol its own identifier (DOI) so that it can be cited independently in the future. For instructions see: <ext-link ext-link-type="uri" xlink:href="https://journals.plos.org/plosone/s/submission-guidelines#loc-laboratory-protocols" xlink:type="simple">https://journals.plos.org/plosone/s/submission-guidelines#loc-laboratory-protocols</ext-link> . Additionally, PLOS ONE offers an option for publishing peer-reviewed Lab Protocol articles, which describe protocols hosted on protocols.io. Read more information on sharing protocols at <ext-link ext-link-type="uri" xlink:href="https://plos.org/protocols?utm_medium=editorial-email&amp;utm_source=authorletters&amp;utm_campaign=protocols" xlink:type="simple">https://plos.org/protocols?utm_medium=editorial-email&amp;utm_source=authorletters&amp;utm_campaign=protocols</ext-link> .</p>
<p>We look forward to receiving your revised manuscript.</p>
<p>Kind regards,</p>
<p>Atnafu Mekonnen Tekleab, M.D</p>
<p>Academic Editor</p>
<p>PLOS ONE</p>
<p>Journal requirements:</p>
<p>1. When submitting your revision, we need you to address these additional requirements.</p>
<p>Please ensure that your manuscript meets PLOS ONE's style requirements, including those for file naming. The PLOS ONE style templates can be found at</p>
<p><ext-link ext-link-type="uri" xlink:href="https://journals.plos.org/plosone/s/file?id=wjVg/PLOSOne_formatting_sample_main_body.pdf" xlink:type="simple">https://journals.plos.org/plosone/s/file?id=wjVg/PLOSOne_formatting_sample_main_body.pdf</ext-link> and</p>
<p><ext-link ext-link-type="uri" xlink:href="https://journals.plos.org/plosone/s/file?id=ba62/PLOSOne_formatting_sample_title_authors_affiliations.pdf" xlink:type="simple">https://journals.plos.org/plosone/s/file?id=ba62/PLOSOne_formatting_sample_title_authors_affiliations.pdf</ext-link></p>
<p>2. In the online submission form, you indicated that [The datasets used and/or analysed during the current study available from the corresponding author on reasonable request].</p>
<p>All PLOS journals now require all data underlying the findings described in their manuscript to be freely available to other researchers, either 1. In a public repository, 2. Within the manuscript itself, or 3. Uploaded as supplementary information.</p>
<p>This policy applies to all data except where public deposition would breach compliance with the protocol approved by your research ethics board. If your data cannot be made publicly available for ethical or legal reasons (e.g., public availability would compromise patient privacy), please explain your reasons on resubmission and your exemption request will be escalated for approval.</p>
<p>[Note: HTML markup is below. Please do not edit.]</p>
<p>Reviewers' comments:</p>
<p>Reviewer's Responses to Questions</p>
<p><bold>Comments to the Author</bold></p>
<p>1. Is the manuscript technically sound, and do the data support the conclusions?</p>
<p>The manuscript must describe a technically sound piece of scientific research with data that supports the conclusions. Experiments must have been conducted rigorously, with appropriate controls, replication, and sample sizes. The conclusions must be drawn appropriately based on the data presented. </p>
<p>Reviewer #1: Yes</p>
<p>**********</p>
<p>2. Has the statistical analysis been performed appropriately and rigorously? </p>
<p>Reviewer #1: Yes</p>
<p>**********</p>
<p>3. Have the authors made all data underlying the findings in their manuscript fully available?</p>
<p>The <ext-link ext-link-type="uri" xlink:href="http://www.plosone.org/static/policies.action#sharing" xlink:type="simple">PLOS Data policy</ext-link> requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception (please refer to the Data Availability Statement in the manuscript PDF file). The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified.</p>
<p>Reviewer #1: Yes</p>
<p>**********</p>
<p>4. Is the manuscript presented in an intelligible fashion and written in standard English?</p>
<p>PLOS ONE does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here.</p>
<p>Reviewer #1: Yes</p>
<p>**********</p>
<p>5. Review Comments to the Author</p>
<p>Please use the space provided to explain your answers to the questions above. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. (Please upload your review as an attachment if it exceeds 20,000 characters)</p>
<p>Reviewer #1: It is important to pick such kind of topics which is not uncommon to see newborn readmitted for after receiving treatment for neonatal hyperbilirubinemia. The research also reflects what common seen in our daily clinical activities.</p>
<p>The tittle, objectives, methodology, data analysis and conclusion are clearly stated and acceptable. The only concern that I have in this paper is small sample size( the readmission group), that make difficult to generalized the finding and draw strong recommendation.</p>
<p>**********</p>
<p>6. PLOS authors have the option to publish the peer review history of their article (<ext-link ext-link-type="uri" xlink:href="https://journals.plos.org/plosone/s/editorial-and-peer-review-process#loc-peer-review-history" xlink:type="simple">what does this mean?</ext-link> ). If published, this will include your full peer review and any attached files.</p>
<p>If you choose “no”, your identity will remain anonymous but your review may still be made public.</p>
<p><bold>Do you want your identity to be public for this peer review?</bold> For information about this choice, including consent withdrawal, please see our <ext-link ext-link-type="uri" xlink:href="https://www.plos.org/privacy-policy" xlink:type="simple">Privacy Policy</ext-link> .</p>
<p>Reviewer #1: No</p>
<p>**********</p>
<p>[NOTE: If reviewer comments were submitted as an attachment file, they will be attached to this email and accessible via the submission site. Please log into your account, locate the manuscript record, and check for the action link "View Attachments". If this link does not appear, there are no attachment files.]</p>
<p>While revising your submission, please upload your figure files to the Preflight Analysis and Conversion Engine (PACE) digital diagnostic tool, <ext-link ext-link-type="uri" xlink:href="https://pacev2.apexcovantage.com/" xlink:type="simple">https://pacev2.apexcovantage.com/</ext-link> . PACE helps ensure that figures meet PLOS requirements. To use PACE, you must first register as a user. Registration is free. Then, login and navigate to the UPLOAD tab, where you will find detailed instructions on how to use the tool. If you encounter any issues or have any questions when using PACE, please email PLOS at <email xlink:type="simple">figures@plos.org</email> . Please note that Supporting Information files do not need this step.</p>
</body>
</sub-article>
<sub-article article-type="author-comment" id="pone.0320767.r003">
<front-stub>
<article-id pub-id-type="doi">10.1371/journal.pone.0320767.r003</article-id>
<title-group>
<article-title>Author response to Decision Letter 1</article-title>
</title-group>
<related-object document-id="10.1371/journal.pone.0320767" document-id-type="doi" document-type="peer-reviewed-article" id="rel-obj003" link-type="rebutted-decision-letter" object-id="10.1371/journal.pone.0320767.r002" object-id-type="doi" object-type="decision-letter"/>
<custom-meta-group>
<custom-meta>
<meta-name>Submission Version</meta-name>
<meta-value>1</meta-value>
</custom-meta>
</custom-meta-group>
</front-stub>
<body>
<p><named-content content-type="author-response-date">20 Feb 2025</named-content></p>
<p>In response to your feedback, we have carefully revised the manuscript and provided detailed responses to each of the reviewers' comments in the file of response to reviewers. We truly appreciate your efforts and thoughtful recommendations, and we hope the revisions meet your expectations.</p>
<supplementary-material id="pone.0320767.s003" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0320767.s003" xlink:type="simple">
<label>Attachment</label>
<caption>
<p>Submitted filename: <named-content content-type="submitted-filename">Response to Reviewers.docx</named-content></p>
</caption>
</supplementary-material>
</body>
</sub-article>
<sub-article article-type="editor-report" id="pone.0320767.r004" specific-use="decision-letter">
<front-stub>
<article-id pub-id-type="doi">10.1371/journal.pone.0320767.r004</article-id>
<title-group>
<article-title>Decision Letter 1</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name name-style="western"><surname>Tekleab</surname>
<given-names>Atnafu Mekonnen</given-names>
</name>
<role>Academic Editor</role>
</contrib>
</contrib-group>
<permissions>
<copyright-year>2025</copyright-year>
<copyright-holder>Atnafu Mekonnen Tekleab</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link> , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p></license>
</permissions>
<related-object document-id="10.1371/journal.pone.0320767" document-id-type="doi" document-type="article" id="rel-obj004" link-type="peer-reviewed-article"/>
<custom-meta-group>
<custom-meta>
<meta-name>Submission Version</meta-name>
<meta-value>1</meta-value>
</custom-meta>
</custom-meta-group>
</front-stub>
<body>
<p><named-content content-type="letter-date">25 Feb 2025</named-content></p>
<p>Predictive Factors for Readmission Due to Neonatal Hyperbilirubinemia: A Retrospective Case-Control Study</p>
<p>PONE-D-24-45603R1</p>
<p>Dear Dr. Cai,</p>
<p>We’re pleased to inform you that your manuscript has been judged scientifically suitable for publication and will be formally accepted for publication once it meets all outstanding technical requirements.</p>
<p>Within one week, you’ll receive an e-mail detailing the required amendments. When these have been addressed, you’ll receive a formal acceptance letter and your manuscript will be scheduled for publication.</p>
<p>An invoice will be generated when your article is formally accepted. Please note, if your institution has a publishing partnership with PLOS and your article meets the relevant criteria, all or part of your publication costs will be covered. Please make sure your user information is up-to-date by logging into Editorial Manager at <ext-link ext-link-type="uri" xlink:href="https://www.editorialmanager.com/pone/" xlink:type="simple">Editorial Manager®</ext-link>  and clicking the ‘Update My Information' link at the top of the page. If you have any questions relating to publication charges, please contact our Author Billing department directly at authorbilling@plos.org.</p>
<p>If your institution or institutions have a press office, please notify them about your upcoming paper to help maximize its impact. If they’ll be preparing press materials, please inform our press team as soon as possible -- no later than 48 hours after receiving the formal acceptance. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information, please contact onepress@plos.org.</p>
<p>Kind regards,</p>
<p>Atnafu Mekonnen Tekleab, M.D, MPH</p>
<p>Academic Editor</p>
<p>PLOS ONE</p>
<p>Additional Editor Comments (optional):</p>
<p>Reviewers' comments:</p>
</body>
</sub-article>
<sub-article article-type="editor-report" id="pone.0320767.r005" specific-use="acceptance-letter">
<front-stub>
<article-id pub-id-type="doi">10.1371/journal.pone.0320767.r005</article-id>
<title-group>
<article-title>Acceptance letter</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name name-style="western"><surname>Tekleab</surname>
<given-names>Atnafu</given-names>
</name>
<role>Academic Editor</role>
</contrib>
</contrib-group>
<permissions>
<copyright-year>2025</copyright-year>
<copyright-holder>Atnafu Mekonnen Tekleab</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link> , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p></license>
</permissions>
<related-object document-id="10.1371/journal.pone.0320767" document-id-type="doi" document-type="article" id="rel-obj005" link-type="peer-reviewed-article"/>
</front-stub>
<body>
<p>PONE-D-24-45603R1</p>
<p>PLOS ONE</p>
<p>Dear Dr. cai,</p>
<p>I'm pleased to inform you that your manuscript has been deemed suitable for publication in PLOS ONE. Congratulations! Your manuscript is now being handed over to our production team.</p>
<p>At this stage, our production department will prepare your paper for publication. This includes ensuring the following:</p>
<p>* All references, tables, and figures are properly cited</p>
<p>* All relevant supporting information is included in the manuscript submission,</p>
<p>* There are no issues that prevent the paper from being properly typeset</p>
<p>If revisions are needed, the production department will contact you directly to resolve them. If no revisions are needed, you will receive an email when the publication date has been set. At this time, we do not offer pre-publication proofs to authors during production of the accepted work. Please keep in mind that we are working through a large volume of accepted articles, so please give us a few weeks to review your paper and let you know the next and final steps.</p>
<p>Lastly, if your institution or institutions have a press office, please let them know about your upcoming paper now to help maximize its impact. If they'll be preparing press materials, please inform our press team within the next 48 hours. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information, please contact onepress@plos.org.</p>
<p>If we can help with anything else, please email us at customercare@plos.org.</p>
<p>Thank you for submitting your work to PLOS ONE and supporting open access.</p>
<p>Kind regards,</p>
<p>PLOS ONE Editorial Office Staff</p>
<p>on behalf of</p>
<p>Dr. Atnafu Mekonnen Tekleab</p>
<p>Academic Editor</p>
<p>PLOS ONE</p>
</body>
</sub-article>
</article>