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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Oncol.</journal-id>
<journal-title>Frontiers in Oncology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Oncol.</abbrev-journal-title>
<issn pub-type="epub">2234-943X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fonc.2021.667655</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oncology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Three-Tier Prognostic Index in Young Adults With Advanced Gastric Cancer</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Guang-Liang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1233035"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Yan</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Wen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pan</surname>
<given-names>Xu</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Feng</surname>
<given-names>Wan-Jing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Xiao-Ying</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhu</surname>
<given-names>Xiao-Dong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1438422"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Wen-Hua</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Mingzhu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/788767"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Zhi-Yu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guo</surname>
<given-names>Wei-Jian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1418745"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Medical Oncology, Fudan University Shanghai Cancer Center</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Oncology, Shanghai Medical College Fudan University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Oncology and Chemotherapy, Red Cross Hospital of Yulin City</institution>, <addr-line>Yulin</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Medical Oncology, Yixing Traditional Chinese Medicine Hospital</institution>, <addr-line>Wuxi</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Alberto Biondi, Catholic University of the Sacred Heart, Italy</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Rafael Medrano, Oncology Hospital National Medical Center Siglo XXI IMSS, Mexico; Jian Li, Mianyang Third People&#x2019;s Hospital, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Wen Zhang, <email xlink:href="mailto:Zhangwen65242@163.com">Zhangwen65242@163.com</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work and share first authorship</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Gastrointestinal Cancers, a section of the journal Frontiers in Oncology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>09</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>11</volume>
<elocation-id>667655</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>02</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>08</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Chen, Huang, Zhang, Pan, Feng, Zhao, Zhu, Li, Huang, Chen and Guo</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Chen, Huang, Zhang, Pan, Feng, Zhao, Zhu, Li, Huang, Chen and Guo</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>
<title>Purpose</title>
<p>To characterize clinical features and identify baseline prognostic factors for survival in young adults with advanced gastric cancer (YAAGC).</p>
</sec>
<sec>
<title>Materials and Methods</title>
<p>A total of 220 young inpatients (age less than or equal to 40 years) with an initial diagnosis of advanced gastric cancer were retrospectively enrolled in this study.</p>
</sec>
<sec>
<title>Results</title>
<p>Of a consecutive cohort of 220 patients with YAAGC, the median overall survival (OS) time was 16.3 months. One-year survival rate was 43.6% (95% CI: 36.5 to 50.7). In this cohort, a female (71.4%, <italic>n</italic> = 157) predominance and a number of patients with poorly differentiated tumors (95.9%, <italic>n</italic> = 211) were observed. In the univariate analysis, OS was significantly associated with neutrophil&#x2013;lymphocyte ratio (NLR) (&#x2265;3.12), hypoproteinemia (&lt;40 g/L), presence of peritoneal or bone metastases, and previous gastrectomy of primary tumor or radical gastrectomy. In multivariate Cox regression analysis, hypoproteinemia [hazard ratio (HR) 1.522, 95% CI 1.085 to 2.137, <italic>p</italic> = 0.015] and high NLR level (HR 1.446, 95% CI 1.022 to 2.047, <italic>p</italic> = 0.021) were two independent poor prognostic factors, while previous radical gastrectomy was associated with a favorable OS (HR 0.345, 95% CI 0.205 to 0.583, <italic>p</italic> = 0.000). A three-tier prognostic index was constructed dividing patients into good-, intermediate-, or poor-risk groups. Median OS for good-, intermediate-, and poor-risk groups was 36.43, 17.87, and 11.27 months, respectively.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>Three prognostic factors were identified, and a three-tier prognostic index was devised. The reported prognostic index may aid clinical decision-making, patient risk stratification, and planning of future clinical studies on YAAGC.</p>
</sec>
</abstract>
<kwd-group>
<kwd>advanced gastric cancer</kwd>
<kwd>young adults</kwd>
<kwd>prognostic factors</kwd>
<kwd>albumin</kwd>
<kwd>neutrophil&#x2013;lymphocyte ratio</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="36"/>
<page-count count="7"/>
<word-count count="2992"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Gastric cancer (GC) is an aggressive malignancy with significant prevalence and mortality rate in Asia (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Young adults with GC are regarded as a different clinical entity from carcinogenesis to prognosis (<xref ref-type="bibr" rid="B1">1</xref>). The OS of GC in young adults remains poor (<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B5">5</xref>). Considering a significant loss of life-years in young patients with GC, decreasing GC mortality needs more extensive studies on this disease.</p>
<p>Clinical stage and treatment are two strong predictors of OS in young patients with GC (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B5">5</xref>&#x2013;<xref ref-type="bibr" rid="B8">8</xref>). Despite many attempts to characterize the clinical differences between younger and older people with GC (<xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B12">12</xref>), few studies focused on young adults with GC who were initially diagnosed with advanced GC (YAAGC). One believes that young patients with less comorbidity can tolerate more aggressive treatment (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B7">7</xref>); however, the prognostic factors are poorly understood. The survival benefit of early detection of GC in young people has come to a consensus (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B3">3</xref>&#x2013;<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B8">8</xref>); however, near-universal findings in young patients with GC have seen a female predominance, higher frequency of advanced lesions, and poor-differentiated tumors at presentation in comparison with older patients (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B3">3</xref>&#x2013;<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B8">8</xref>). Surgical resection (radical or palliative gastrectomy) is often performed for patients with potentially resectable lesions in practice, which is associated with a favorable outcome in advanced GC (<xref ref-type="bibr" rid="B13">13</xref>). Nevertheless, the role of survival benefits after surgical resection remains unknown in general treatment practice for advanced GC in young adults. In addition, laboratory findings (<xref ref-type="bibr" rid="B14">14</xref>) such as alkaline phosphatase (ALP) and hemoglobin (Hb), and some well-known prognostic markers (<xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B17">17</xref>), such as neutrophil&#x2013;lymphocyte ratio (NLR), still need to be validated in the population of YAAGC.</p>
<p>In this study, we aimed to identify baseline patient- or tumor-related prognostic factors and to devise a prediction model for survival and risk stratification in a large sample size of YAAGC. The devised applicable prognostic index for YAAGC would be valuable for assessing survival prognosis of individual patients, aiding in risk stratification, and guiding decisions for optimal treatment strategies.</p>
</sec>
<sec id="s2">
<title>Patients and Methods</title>
<sec id="s2_1">
<title>Participants and Study Design</title>
<p>Between January 2006 and December 2019, a total of 282 young patients (age less than or equal to 40 years) with GC were treated in the Department of Medical Oncology, Fudan University Shanghai Cancer Center (FUSCC). Previously untreated, unresectable, locally advanced, or metastatic adenocarcinoma of the stomach and gastro-esophageal junction was defined as advanced GC. According to the eighth edition of the AJCC/TNM classification issued in 2018, a cohort of 220 patients with an initial diagnosis of advanced GC and complete data were included in this study (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Two hundred and six patients and 14 patients had stage IVB and IVA disease, respectively. One hundred forty-five young patients were diagnosed and treated in our hospital initially. One patient with liver oligometastasis underwent surgery after chemotherapy. Data were collected retrospectively. An independent researcher who was not involved in the care of patients conducted the construction of the database. Electronic medical records were used to obtain demographic variables (age and gender), clinical variables, laboratory values, and medications. Mortality data and timing of death were obtained from the Department of Cancer Prevention, FUSCC. Eighteen patients (8.2%) were considered lost to follow-up if the last visit was &gt;6 months before the end of the study. The primary outcome was OS that was measured as the time from the diagnosis of advanced GC disease to death, date of last follow-up, or December 30, 2019. This study was conducted in accordance with the ethical principles originating in the Declaration of Helsinki, good clinical practices, and all applicable laws and regulations. The Institutional Review Board of FUSCC approved the study.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>CONSORT diagram.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-11-667655-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<title>Statistical Analysis</title>
<p>The description of continuous variables and categorical variables is indicated in tables. Continuous variables with normal distribution were compared with the analysis of <italic>t</italic>-tests, while those with non-normal distribution were assessed with nonparametric tests; categorical variables were compared with the chi-square test. Univariate and multivariate Cox regression models were used to assess the association between clinical or laboratory variables and the primary outcome. We reported adjusted hazard ratios (HRs) with their 95% confidence intervals (CIs). The Kaplan&#x2013;Meier method was used to estimate the overall survival from the time of diagnosis in each group. Differences between the survival curves in both groups were analyzed by the log-rank test. The survival curves were plotted in the software of GraphPad Prism 8.</p>
<p>The construction of the prognostic model started with a univariate assessment of the prognostic effect of each factor. Multivariate analysis was then performed using stepwise Cox proportional hazards regression modeling (entry and exit significance level = 0.01). Then, the final prognostic factors were identified based on a multivariable Cox model. Based on the relative magnitude of each factor&#x2019;s effect on OS (i.e., HR), a prognostic index was devised and grouped into three levels: good, intermediate, and high risk. A two-sided <italic>p</italic>-value of less than 0.05 was considered significant, and 95% CIs were quoted. All statistical analyses were two-sided and conducted using SPSS version 24.0 for Windows.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<p>Between January 2006 and December 2019, we identified a consecutive cohort of 282 young inpatients with GC treated at our institution. After the exclusion criteria were applied, a total of 220 YAAGC patients were included in the analysis (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). After a median of 10.5 months follow-up, 143 (65%) patients died (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The estimated median OS time was 16.3 months, ranging from 0.5 to 102.7 months. One-year survival and 2-year survival rate was 43.6% (95% CI: 36.5 to 50.7) and 18.2% (95% CI: 11.1 to 25.3), respectively. <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> shows the OS for the whole group.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Overall survival for the whole group (<italic>N</italic> = 220).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-11-667655-g002.tif"/>
</fig>
<p>
<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> summarizes patient baseline characteristics and the results of the univariate analyses for patient- and tumor-related factors. There was a female predominance (71.4%, <italic>n</italic> = 157) in young patients with advanced GC. One-fifth of the patients (<italic>n</italic>&#xa0;=&#xa0;46) reported a family history of any cancer (<italic>p</italic> = 0.070). Few patients presented with a poor performance status (ECOG &#x2265;2) at admission. The median NLR ratio was 3.12 (range 0.81 to 21.33). A significant number of this population included patients with peritoneal metastasis (60.5%, <italic>n</italic> = 133), poorly differentiated tumors (95.9%, <italic>n</italic> = 211), and bone metastasis (12.7%, <italic>n</italic> = 28). Indeed, high NLR level (&#x2265;3.12), hypoproteinemia (albumin &lt; 40 g/L), presence of peritoneal or bone metastases, and previous gastrectomy of primary site or radical gastrectomy were significant for OS in univariate analyses.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Patient characteristics and univariate analysis.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left">Characteristics</th>
<th valign="top" colspan="2" align="center">Overall (<italic>N</italic> = 220)</th>
<th valign="top" colspan="3" align="center">Univariate Cox model</th>
</tr>
<tr>
<th valign="top" align="center">No. of patients</th>
<th valign="top" align="center">%</th>
<th valign="top" align="center">HR</th>
<th valign="top" align="center">95% CI</th>
<th valign="top" align="center">
<italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">157</td>
<td valign="top" align="center">71.4</td>
<td valign="top" align="center">1.222</td>
<td valign="top" align="center">0.835 to 1.788</td>
<td valign="top" align="center">0.301</td>
</tr>
<tr>
<td valign="top" align="left">Married</td>
<td valign="top" align="center">201</td>
<td valign="top" align="center">91.4</td>
<td valign="top" align="center">0.715</td>
<td valign="top" align="center">0.393 to 1.300</td>
<td valign="top" align="center">0.272</td>
</tr>
<tr>
<td valign="top" align="left">Family history</td>
<td valign="top" align="center">46</td>
<td valign="top" align="center">20.9</td>
<td valign="top" align="center">1.449</td>
<td valign="top" align="center">0.970 to 2.165</td>
<td valign="top" align="center">0.070</td>
</tr>
<tr>
<td valign="top" align="left">Smoker</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">12.3</td>
<td valign="top" align="center">0.798</td>
<td valign="top" align="center">0.459 to 1.388</td>
<td valign="top" align="center">0.425</td>
</tr>
<tr>
<td valign="top" align="left">EOCG performance status &#x2265; 2</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">5.9</td>
<td valign="top" align="center">0.833</td>
<td valign="top" align="center">0.337 to 2.059</td>
<td valign="top" align="center">0.692</td>
</tr>
<tr>
<td valign="top" align="left">Blood Infusion history</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">12.3</td>
<td valign="top" align="center">1.058</td>
<td valign="top" align="center">0.607 to 1.845</td>
<td valign="top" align="center">0.842</td>
</tr>
<tr>
<td valign="top" align="left">Neutrophil&#x2013;lymphocyte ratio &#x2265; 3.12</td>
<td valign="top" align="center">110</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">1.855</td>
<td valign="top" align="center">1.324 to 2.600</td>
<td valign="top" align="center">0.000</td>
</tr>
<tr>
<td valign="top" align="left">Platelets &#x2265; 350 &#xd7; 10<sup>9</sup>/L</td>
<td valign="top" align="center">39</td>
<td valign="top" align="center">17.7</td>
<td valign="top" align="center">0.971</td>
<td valign="top" align="center">0.597 to 1.579</td>
<td valign="top" align="center">0.906</td>
</tr>
<tr>
<td valign="top" align="left">Hemoglobin &lt; 10 g/L</td>
<td valign="top" align="center">54</td>
<td valign="top" align="center">25.9</td>
<td valign="top" align="center">1.007</td>
<td valign="top" align="center">0.687 to 1.476</td>
<td valign="top" align="center">0.972</td>
</tr>
<tr>
<td valign="top" align="left">Alkaline phosphatase &gt; 135 U/L</td>
<td valign="top" align="center">25</td>
<td valign="top" align="center">11.4</td>
<td valign="top" align="center">1.446</td>
<td valign="top" align="center">0.855 to 2.445</td>
<td valign="top" align="center">0.168</td>
</tr>
<tr>
<td valign="top" align="left">Albumin &lt; 40 g/L</td>
<td valign="top" align="center">105</td>
<td valign="top" align="center">47.7</td>
<td valign="top" align="center">1.630</td>
<td valign="top" align="center">1.169 to 2.272</td>
<td valign="top" align="center">0.004</td>
</tr>
<tr>
<td valign="top" align="left">Lactate dehydrogenase &#x2265; 260 IU/L</td>
<td valign="top" align="center">41</td>
<td valign="top" align="center">18.6</td>
<td valign="top" align="center">1.067</td>
<td valign="top" align="center">0.671 to 1.696</td>
<td valign="top" align="center">0.784</td>
</tr>
<tr>
<td valign="top" align="left">Poor tumor differentiation</td>
<td valign="top" align="center">211</td>
<td valign="top" align="center">95.9</td>
<td valign="top" align="center">1.566</td>
<td valign="top" align="center">0.640 to 3.833</td>
<td valign="top" align="center">0.326</td>
</tr>
<tr>
<td valign="top" align="left">Peritoneal metastases</td>
<td valign="top" align="center">133</td>
<td valign="top" align="center">60.5</td>
<td valign="top" align="center">1.778</td>
<td valign="top" align="center">1.256 to 2.517</td>
<td valign="top" align="center">0.001</td>
</tr>
<tr>
<td valign="top" align="left">Liver metastases</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">18.2</td>
<td valign="top" align="center">0.674</td>
<td valign="top" align="center">0.408 to 1.115</td>
<td valign="top" align="center">0.124</td>
</tr>
<tr>
<td valign="top" align="left">Bone metastases</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">12.7</td>
<td valign="top" align="center">1.722</td>
<td valign="top" align="center">1.045 to 2.838</td>
<td valign="top" align="center">0.033</td>
</tr>
<tr>
<td valign="top" align="left">Previous gastrectomy of primary site</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">22.7</td>
<td valign="top" align="center">0.407</td>
<td valign="top" align="center">0.269 to 0.615</td>
<td valign="top" align="center">0.000</td>
</tr>
<tr>
<td valign="top" align="left">Radical gastrectomy</td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">15.0</td>
<td valign="top" align="center">0.314</td>
<td valign="top" align="center">0.188 to 0.524</td>
<td valign="top" align="center">0.000</td>
</tr>
<tr>
<td valign="top" align="left">Palliative chemotherapy</td>
<td valign="top" align="center">211</td>
<td valign="top" align="center">95.9</td>
<td valign="top" align="center">0.975</td>
<td valign="top" align="center">0.397 to 2.392</td>
<td valign="top" align="center">0.956</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>HR, hazard ratio; ECOG, Eastern Cooperative Oncology Group.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The final multivariable stepwise Cox regression with age, gender, and all significant univariate predictors identified three independent prognostic factors (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Although abnormally low blood levels of albumin (HR 1.522, 95% CI 1.085 to 2.137, <italic>p</italic>&#xa0;= 0.015) and abnormally high levels of NLR (HR 1.446, 95% CI 1.022 to 2.047, <italic>p</italic> = 0.021) were two independent predictive factors of poor prognosis, a previous radical gastrectomy was associated with a significant OS benefit (HR 0.345, 95% CI 0.205 to 0.583, <italic>p</italic> = 0.000).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Multivariable Cox regression analysis.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Factors</th>
<th valign="top" align="center">Hazard Ratio</th>
<th valign="top" align="center">95% CI</th>
<th valign="top" align="center">
<italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Albumin &lt; 40 g/L</td>
<td valign="top" align="center">1.522</td>
<td valign="top" align="center">1.085 to 2.137</td>
<td valign="top" align="center">0.015</td>
</tr>
<tr>
<td valign="top" align="left">NLR &#x2265; 3.12</td>
<td valign="top" align="center">1.446</td>
<td valign="top" align="center">1.022 to 2.047</td>
<td valign="top" align="center">0.021</td>
</tr>
<tr>
<td valign="top" align="left">Radical gastrectomy</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Yes</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;No</td>
<td valign="top" align="center">2.895</td>
<td valign="top" align="center">1.716 to 4.884</td>
<td valign="top" align="center">0.000</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>CI, confidence intervals; NLR, neutrophil&#x2013;lymphocyte ratio.</p>
</fn>
<fn>
<p>Adjusted covariates include age (as continuous variable), gender, family history, bone metastases, and peritoneal metastases.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Since the risks (as measured by HRs) of these three independent prognostic factors had a similar magnitude, except radical gastrectomy, which was counted twice due to its relative size of HR being the square of others, we then created a simple prognostic score without losing too much information for each patient by calculating the score of prognostic factors. Accordingly, the prognostic score ranged from 0 to 4 (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). A prognostic index was devised using prognostic scores as follows: good-risk group, that is, YAAGC patients with zero to one prognostic score; intermediate-risk group, that is, YAAGC patients with two prognostic scores; and poor-risk group, that is, YAAGC patients with three to four prognostic scores. Of 220 YAAGC patients with complete data for the three variables, 30 YAAGC patients were categorized as good-risk group, 54 YAAGC patients as intermediate-risk group, and 136 YAAGC patients as poor-risk group. The Kaplan&#x2013;Meier survival curves according to the prognostic model are provided in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>. Median OS for good-, intermediate-, and poor-risk groups were 36.43 months (95% CI 22.80&#x2013;49.99), 17.87 months (95% CI 10.63&#x2013;25.16), and 11.27 months (95% CI 9.41&#x2013;13.18), respectively. Survival differences among groups achieved statistical significance (<italic>p</italic> &lt; 0.0001).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Prognostic index.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Index</th>
<th valign="top" align="center">Score</th>
<th valign="top" align="center">Events</th>
<th valign="top" align="center">Total no. of included patients (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Good risk</td>
<td valign="top" align="center">0&#x2013;1</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">30 (13.6%)</td>
</tr>
<tr>
<td valign="top" align="left">Moderate risk</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">39</td>
<td valign="top" align="center">54 (24.5%)</td>
</tr>
<tr>
<td valign="top" align="left">Poor risk</td>
<td valign="top" align="center">3&#x2013;4</td>
<td valign="top" align="center">89</td>
<td valign="top" align="center">136 (61.8%)</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>The Kaplan&#x2013;Meier curves showing overall survival for each of the three risk groups determined by the prognostic factors. The median survival and the patients at risk for each of these groups are also presented.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-11-667655-g003.tif"/>
</fig>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>In this analysis, to the best of our knowledge, we focused so far on the largest series of YAAGC. In multivariate analysis, we identified previous radical gastrectomy, serum albumin level, and NLR as significant prognostic factors. Of note, we devised a simple prognostic index for YAAGC based on easily available variables. In this model, patients in different risk groups had varying survival.</p>
<p>In our cohort, the positive prognostic role of previous radical gastrectomy on primary tumor is probably linked to a more favorable disease course, even though they already have had a stage IV disease. In the current knowledge, surgery is still the only chance for long-term survival for GC that can be curatively resected (<xref ref-type="bibr" rid="B7">7</xref>). Indeed, some reports suggested that young GC patients would benefit from curative resection or palliative debulking surgery (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B18">18</xref>&#x2013;<xref ref-type="bibr" rid="B20">20</xref>). Recently, a study by Medrano-Guzm&#xe1;n et&#xa0;al. consisting of a cohort of 588 consecutive cases supported the idea that young patients aged under 45 years who have undergone complete resection of their cancer have a better survival rate after two disease-free years, despite advanced presentation of the disease (<xref ref-type="bibr" rid="B18">18</xref>). Similarly, Park et&#xa0;al. reported a significantly higher 5-year survival rate in curatively resected young patients than older groups with GC (<xref ref-type="bibr" rid="B21">21</xref>). In addition, a retrospective cohort study suggested surgery as independent covariates associated with OS in young patients with non-metastatic GC (<xref ref-type="bibr" rid="B22">22</xref>). Furthermore, the positive status of resection margins is an unfavorable independent prognostic factor of GC in the young group (<xref ref-type="bibr" rid="B23">23</xref>). In fact, immediate surgery may significantly reduce the tumor burden and avoid otherwise frequent complications in YAAGC, such as obstruction, bleeding, and perforation, thus favorably affecting patient conditions and treatment tolerability (<xref ref-type="bibr" rid="B1">1</xref>). Given the advantage of less comorbidities, young GC patients may be better candidates to receive aggressive surgery following chemoradiation (<xref ref-type="bibr" rid="B1">1</xref>). Interestingly, the prognosis of young GC patients may be better than that in older patients after radical gastrectomy when matched for baseline characteristics (<xref ref-type="bibr" rid="B24">24</xref>). Nevertheless, whether a radical gastrectomy on primary tumor would benefit YAAGC is worth verifying in future prospective clinical research.</p>
<p>The NLR is a cost-effective method and a potential inflammation-based prognostic indicator for several types of cancer (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>). In this study, NLR was an independent prognostic factor affecting the survival in YAAGC. Indeed, NLR was considered as a prognostic indicator in resectable (<xref ref-type="bibr" rid="B27">27</xref>), unresectable (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B28">28</xref>), and advanced clinical stage in GC (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B29">29</xref>). NLR is also related to more aggressive tumor characteristics. In line with other study (<xref ref-type="bibr" rid="B29">29</xref>), NLR is associated with the occurrence of peritoneal metastases and bone metastases, as well as other markers of platelet&#x2013;lymphocyte ratio (PLR) in YAAGC (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Table 1</bold>
</xref>). This ratio thus may be used to assist in individualized follow-up and treatment (<xref ref-type="bibr" rid="B25">25</xref>), with a better diagnostic value than the traditional tumor markers CA19-9 and CEA (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B29">29</xref>). However, we did not observe any correlation between tumor differentiation (<xref ref-type="bibr" rid="B16">16</xref>) and NLR for YAAGC. In contrast to previous findings (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B29">29</xref>), we proposed that NLR is also a valuable predictor of prognoses in young female patients with advanced GC.</p>
<p>In this study, multivariate analysis indicated that hypo-albuminemia was an independent prognostic factor for YAAGC. Indeed, it is known that preoperative low serum albumin is an independent negative prognostic factor for resectable (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B30">30</xref>) or advanced clinical stage in GC (<xref ref-type="bibr" rid="B31">31</xref>). In our cohort, a significant number of YAAGC with peritoneal metastases were included, and the accumulation of albumin in peritoneum activity may thus have a role in hypoalbuminemia. Indeed, serum albumin level was correlated to the occurrence of peritoneal metastases in YAAGC (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Table 1</bold>
</xref>). We found that the serum albumin level was negatively correlated to both the systemic inflammatory markers NLR and PLR (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Table 1</bold>
</xref>). Controversially, the relation between hypoalbuminemia and poor survival may be secondary to that of the systemic inflammatory response (<xref ref-type="bibr" rid="B32">32</xref>). Additionally, studies on the mechanism of hypoproteinemia in GC found that a massive leakage of serum albumin into the stomach occurs often in GC as well as other gastric disease (<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B34">34</xref>). Besides, hypoalbuminemia is reported to predict venous thromboembolism in metastatic GC patients (<xref ref-type="bibr" rid="B35">35</xref>) and postoperative complications after GC surgery (<xref ref-type="bibr" rid="B36">36</xref>). Though those are beyond the aim of this study, the relation of hypoalbuminemia and venous thromboembolisms seems a good project for a future study.</p>
<p>However, some limitations exist in our study. In statistical methods, dichotomization and categorization of continuous variables cause loss of information, but simplify the implementation of the analyses and interpretation of the results. In addition, the simple prognostic index based on retrospective data did require validation in an external cohort of YAAGC. Furthermore, an analysis of confounding variables may be needed to exclude possible interference in the relevant prognostic factors. Moreover, relevant histopathological parameters that affect the laboratory parameters may need to be considered for clinical application of this model.</p>
<p>In conclusion, three prognostic factors have been identified in young patients with advanced GC. A simple prognostic index has been developed with distinct survival rates among the different risk groups. This simple prognostic model may help in designing future trials.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s6">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by Fudan University Shanghai Cancer Center (1503144-8). The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>Conceptualization, data curation and collection, and manuscript review and editing: WZ and G-LC. Investigation, methodology, data analysis, and original draft preparation: G-LC and YH. Data collection and investigation: G-LC, YH, XP, W-JF, X-YZ, X-DZ, W-HL, MH, Z-YC, W-JG, and WZ. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This study was supported by a grant from the National Natural Science Foundation of China (No. 81802362).</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<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 id="s10" sec-type="disclaimer">
<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>
</body>
<back>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fonc.2021.667655/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fonc.2021.667655/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.docx" id="SF1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document">
<label>Supplementary Table&#xa0;1</label>
<caption>
<p>Correlation analysis.</p>
</caption>
</supplementary-material>
</sec>
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