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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.2022.887766</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>Underexpression of <italic>LINC00173</italic> in <italic>TCF3/PBX1</italic>-Positive Cases Is Associated With Poor Prognosis in Children With B-Cell Precursor Acute Lymphoblastic Leukemia</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>May-Hau</surname>
<given-names>Didier Ismael</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/1702386"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>B&#xe1;rcenas-L&#xf3;pez</surname>
<given-names>Diego Alberto</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1702533"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>N&#xfa;&#xf1;ez-Enr&#xed;quez</surname>
<given-names>Juan Carlos</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/980779"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bekker-M&#xe9;ndez</surname>
<given-names>Vilma Carolina</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/938627"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Beltr&#xe1;n-Anaya</surname>
<given-names>Fredy Omar</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jim&#xe9;nez-Hern&#xe1;ndez</surname>
<given-names>Elva</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/382198"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ort&#xed;z-Maganda</surname>
<given-names>M&#xf3;nica Patricia</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guerra-Castillo</surname>
<given-names>Francisco Xavier</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Medina-Sanson</surname>
<given-names>Aurora</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1045093"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Flores-Lujano</surname>
<given-names>Janet</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1012962"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mart&#xed;n-Trejo</surname>
<given-names>Jorge Alfonso</given-names>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pe&#xf1;aloza-Gonz&#xe1;lez</surname>
<given-names>Jos&#xe9; Gabriel</given-names>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Vel&#xe1;zquez-Avi&#xf1;a</surname>
<given-names>Martha Margarita</given-names>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Torres-Nava</surname>
<given-names>Jos&#xe9; Refugio</given-names>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hern&#xe1;ndez-Ech&#xe1;urregui</surname>
<given-names>Gabriela Alicia</given-names>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Espinosa-Elizondo</surname>
<given-names>Rosa Martha</given-names>
</name>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guti&#xe9;rrez-Rivera</surname>
<given-names>Mar&#xed;a de Lourdes</given-names>
</name>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1480059"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sanchez-Hernandez</surname>
<given-names>Rodrigo</given-names>
</name>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>P&#xe9;rez-Sald&#xed;var</surname>
<given-names>Mar&#xed;a Luisa</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1077194"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Flores-Villegas</surname>
<given-names>Luz Victoria</given-names>
</name>
<xref ref-type="aff" rid="aff14">
<sup>14</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Merino-Pasaye</surname>
<given-names>Laura Elizabeth</given-names>
</name>
<xref ref-type="aff" rid="aff14">
<sup>14</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Duarte-Rodr&#xed;guez</surname>
<given-names>David Aldebar&#xe1;n</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1578302"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mata-Rocha</surname>
<given-names>Minerva</given-names>
</name>
<xref ref-type="aff" rid="aff15">
<sup>15</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/635440"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sep&#xfa;lveda-Robles</surname>
<given-names>Omar Alejandro</given-names>
</name>
<xref ref-type="aff" rid="aff15">
<sup>15</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/939080"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Rosas-Vargas</surname>
<given-names>Hayde&#xe9;</given-names>
</name>
<xref ref-type="aff" rid="aff15">
<sup>15</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1076385"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hidalgo-Miranda</surname>
<given-names>Alfredo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/53581"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Mej&#xed;a-Arangur&#xe9;</surname>
<given-names>Juan Manuel</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff16">
<sup>16</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/758647"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Jim&#xe9;nez-Morales</surname>
<given-names>Silvia</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/959423"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Laboratorio de Gen&#xf3;mica del C&#xe1;ncer, Instituto Nacional de Medicina Gen&#xf3;mica</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Programa de Maestr&#xed;a en Investigaci&#xf3;n Cl&#xed;nica Experimental en Salud, Universidad Nacional Aut&#xf3;noma de Mexico</institution>, <addr-line>M&#xe9;xico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Programa de Doctorado, Posgrado en Ciencias Biol&#xf3;gicas, Universidad Nacional Aut&#xf3;noma de M&#xe9;xico</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Unidad de Investigaci&#xf3;n M&#xe9;dica en Epidemiolog&#xed;a Cl&#xed;nica, Hospital de Pediatr&#xed;a &#x201c;Dr. Silvestre Frenk Freund&#x201d;, Centro M&#xe9;dico Nacional &#x201c;Siglo XXI&#x201d;, Instituto Mexicano del Seguro Social</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Unidad de Investigaci&#xf3;n M&#xe9;dica en Inmunolog&#xed;a e Infectolog&#xed;a, Hospital de Infectolog&#xed;a &#x201c;Dr. Daniel M&#xe9;ndez Hern&#xe1;ndez&#x201d;, Centro M&#xe9;dico Nacional &#x201c;La Raza&#x201d;, Instituto Mexicano del Seguro Social</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Laboratorio de Epidemiolog&#xed;a Cl&#xed;nica y Molecular, Facultad de Ciencias Qu&#xed;mico Biol&#xf3;gicas, Universidad Aut&#xf3;noma de Guerrero</institution>, <addr-line>Chilpancingo</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Servicio de Hematolog&#xed;a Pedi&#xe1;trica, Hospital General &#x201c;Gaudencio Gonz&#xe1;lez Garza&#x201d;, Centro M&#xe9;dico Nacional &#x201c;La Raza&#x201d;, Instituto Mexicano del Seguro Social</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Departamento de Hemato-Oncolog&#xed;a, Hospital Infantil de M&#xe9;xico Federico G&#xf3;mez</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff9">
<sup>9</sup>
<institution>Servicio de Hematolog&#xed;a Pedi&#xe1;trica, Hospital de Pediatr&#xed;a &#x201c;Dr. Silvestre Frenk Freund&#x201d;, Centro M&#xe9;dico Nacional &#x201c;Siglo XXI&#x201d;, Instituto Mexicano del Seguro Social</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff10">
<sup>10</sup>
<institution>Servicio de Onco-Pediatria, Hospital Ju&#xe1;rez de M&#xe9;xico</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff11">
<sup>11</sup>
<institution>Servicio de Oncolog&#xed;a, Hospital Pedi&#xe1;trico de Moctezuma, Secretar&#xed;a de Salud de la Ciudad de M&#xe9;xico</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff12">
<sup>12</sup>
<institution>Servicio de Hematolog&#xed;a Pedi&#xe1;trica, Hospital General de M&#xe9;xico</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff13">
<sup>13</sup>
<institution>Servicio de Oncolog&#xed;a Pedi&#xe1;trica, Hospital de Pediatr&#xed;a &#x201c;Dr. Silvestre Frenk Freund&#x201d;, Centro M&#xe9;dico Nacional &#x201c;Siglo XXI&#x201d;, Instituto Mexicano del Seguro Social</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff14">
<sup>14</sup>
<institution>Servicio de Hematolog&#xed;a Pedi&#xe1;trica, Centro M&#xe9;dico Nacional &#x201c;20 de Noviembre&#x201d;, Instituto de Seguridad y Servicios Sociales de los Trabajadores del Estado</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff15">
<sup>15</sup>
<institution>Unidad de Investigaci&#xf3;n M&#xe9;dica en Gen&#xe9;tica Humana, Hospital de Pediatr&#xed;a &#x201c;Dr. Silvestre Frenk Freund&#x201d;, Centro M&#xe9;dico Nacional &#x201c;Siglo XXI&#x201d;, Instituto Mexicano del Seguro Social</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff16">
<sup>16</sup>
<institution>Medicine Faculty, Universidad Aut&#xf3;noma de M&#xe9;xico</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Jignesh D. Dalal, Case Western Reserve University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Divyaswathi Citla Sridhar, University of Arkansas for Medical Sciences, United States; Chintan Parekh, University of Southern California, United States; Jennifer Jaroscak, Medical University of South Carolina, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Silvia Jim&#xe9;nez-Morales, <email xlink:href="mailto:sjimenez@inmegen.gob.mx">sjimenez@inmegen.gob.mx</email>; Juan Manuel Mej&#xed;a-Arangur&#xe9;, <email xlink:href="mailto:jmejia@inmegen.gob.mx">jmejia@inmegen.gob.mx</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Hematologic Malignancies, a section of the journal Frontiers in Oncology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>06</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>12</volume>
<elocation-id>887766</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>03</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>04</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 May-Hau, B&#xe1;rcenas-L&#xf3;pez, N&#xfa;&#xf1;ez-Enr&#xed;quez, Bekker-M&#xe9;ndez, Beltr&#xe1;n-Anaya, Jim&#xe9;nez-Hern&#xe1;ndez, Ort&#xed;z-Maganda, Guerra-Castillo, Medina-Sanson, Flores-Lujano, Mart&#xed;n-Trejo, Pe&#xf1;aloza-Gonz&#xe1;lez, Vel&#xe1;zquez-Avi&#xf1;a, Torres-Nava, Hern&#xe1;ndez-Ech&#xe1;urregui, Espinosa-Elizondo, Guti&#xe9;rrez-Rivera, Sanchez-Hernandez, P&#xe9;rez-Sald&#xed;var, Flores-Villegas, Merino-Pasaye, Duarte-Rodr&#xed;guez, Mata-Rocha, Sep&#xfa;lveda-Robles, Rosas-Vargas, Hidalgo-Miranda, Mej&#xed;a-Arangur&#xe9; and Jim&#xe9;nez-Morales</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>May-Hau, B&#xe1;rcenas-L&#xf3;pez, N&#xfa;&#xf1;ez-Enr&#xed;quez, Bekker-M&#xe9;ndez, Beltr&#xe1;n-Anaya, Jim&#xe9;nez-Hern&#xe1;ndez, Ort&#xed;z-Maganda, Guerra-Castillo, Medina-Sanson, Flores-Lujano, Mart&#xed;n-Trejo, Pe&#xf1;aloza-Gonz&#xe1;lez, Vel&#xe1;zquez-Avi&#xf1;a, Torres-Nava, Hern&#xe1;ndez-Ech&#xe1;urregui, Espinosa-Elizondo, Guti&#xe9;rrez-Rivera, Sanchez-Hernandez, P&#xe9;rez-Sald&#xed;var, Flores-Villegas, Merino-Pasaye, Duarte-Rodr&#xed;guez, Mata-Rocha, Sep&#xfa;lveda-Robles, Rosas-Vargas, Hidalgo-Miranda, Mej&#xed;a-Arangur&#xe9; and Jim&#xe9;nez-Morales</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>Background</title>
<p>B-cell precursor acute lymphoblastic leukemia (BCP-ALL) is the most frequent pediatric cancer worldwide. Despite improvements in treatment regimens, approximately 20% of the cases cannot be cured, highlighting the necessity for identifying new biomarkers to improve the current clinical and molecular risk stratification schemes. We aimed to investigate whether <italic>LINC00173</italic> is a biomarker in ALL and to explore its expression level in other human cancer types.</p>
</sec>
<sec>
<title>Methods</title>
<p>A nested case&#x2013;control study including Mexican children with BCP-ALL was conducted. <italic>LINC00173</italic> expression was evaluated by qRT-PCR using hydrolysis probes. To validate our findings, RNA-seq expression data from BCP-ALL and normal tissues were retrieved from Therapeutically Applicable Research to Generate Effective Treatments (TARGET) and Genotype-Tissue Expression (GTEx) repositories, respectively. <italic>LINC00173</italic> expression was also evaluated in solid tumors by downloading available data from The Cancer Genome Atlas (TCGA).</p>
</sec>
<sec>
<title>Results</title>
<p>A lower expression of <italic>LINC00173</italic> in BCP-ALL cases compared to normal subjects was observed (<italic>p</italic> &lt; 0.05). ALL patients who carry the <italic>TCF3/PBX1</italic> fusion gene displayed lower expression of <italic>LINC00173</italic> in contrast to other BCP-ALL molecular subtypes (<italic>p</italic> &lt; 0.04). <italic>LINC00173</italic> underexpression was associated with a high risk to relapse (HR = 1.946, 95% CI = 1.213&#x2013;3.120) and die (HR = 2.073, 95% CI = 1.211&#x2013;3.547). Patients with <italic>TCF3/PBX1</italic> and underexpression of <italic>LINC00173</italic> had the worst prognosis (DFS: HR = 12.24, 95% CI = 5.04&#x2013;29.71; OS: HR = 11.19, 95% CI = 26&#x2013;32). TCGA data analysis revealed that underexpression of <italic>LINC00173</italic> is also associated with poor clinical outcomes in six new reported tumor types.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Our findings suggest that <italic>LINC00173</italic> is a biomarker of poor prognosis in BCP-ALL and other types of cancer. We observed an association between the expression of <italic>LINC00173</italic> and <italic>TCF3/PBX1</italic> and the risk to relapse and die in BCP-ALL, which is worse in <italic>TCF3/PBX1-</italic>positive cases displaying underexpression of <italic>LINC00173.</italic> Experimental studies are needed to provide insight into the <italic>LINC00173</italic> and <italic>TCF3/PBX</italic> relationship.</p>
</sec>
</abstract>
<kwd-group>
<kwd>
<italic>LINC00173</italic>
</kwd>
<kwd>acute lymphoblastic leukemia</kwd>
<kwd>
<italic>TCF3/PBX1</italic>
</kwd>
<kwd>relapse</kwd>
<kwd>biomarker</kwd>
<kwd>cancer</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="65"/>
<page-count count="14"/>
<word-count count="6333"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>B-cell precursor acute lymphoblastic leukemia (BCP-ALL) is the most common pediatric cancer and the leading cause of cancer-related death in children worldwide. Despite improvements in treatment regimens, the prognosis remains poor for patients with high risk to relapse and even worse in those who relapse (<xref ref-type="bibr" rid="B1">1</xref>). In developed countries, survival rates at 5 years and cure rates are more than 90% and 80%, respectively (<xref ref-type="bibr" rid="B2">2</xref>), but significantly lower in developing countries (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). For instance, in Mexico, mortality rate due to BCP-ALL has not been reduced regardless of the use of the same chemotherapy regimens as developed countries (<xref ref-type="bibr" rid="B5">5</xref>). Furthermore, approximately 50% of the Mexican children with ALL are classified into the high risk of relapse group and less than 20% are identified as positive for one of the four most common gene rearrangements associated with prognosis (<italic>ETV6/RUNX1</italic>, <italic>TCF3/PBX1</italic>, <italic>BCR/ABL1</italic>, and <italic>MLL/AF4</italic>) (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). Meanwhile, in developed countries, only one-third of patients are classified as high risk at diagnosis and over 32% of all cases are positive to one of these common translocations (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>). Notably, relapses occur in 26.2% of Mexican BCP-ALL pediatric patients and over a half of these relapses occur in the standard risk group, a higher rate than those reported in high-income countries (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B10">10</xref>). This highlights the necessity of identifying new biomarkers to improve the current clinical and molecular relapse risk stratification in Mexican children with BCP-ALL.</p>
<p>Gene expression profiles have been used to identify new potential genetic biomarkers associated with relapse (<xref ref-type="bibr" rid="B11">11</xref>&#x2013;<xref ref-type="bibr" rid="B14">14</xref>), most of them focused on coding RNAs profiles, although these genes represent only 2% of the total transcriptome in a human cell (<xref ref-type="bibr" rid="B15">15</xref>). The remaining 98% of transcriptome is represented by non-coding RNAs (ncRNAs) that might carry relevant biological and clinical information. Long non-coding RNAs (lncRNAs) are the largest set of ncRNAs that play roles as gene expression modulators at epigenetic, transcriptional, and post-transcriptional levels. LncRNAs could act as tumor suppressor genes or oncogenes by regulating directly or indirectly the expression of genes involved in cell proliferation, differentiation, apoptosis, metastasis, and multiple biological processes (<xref ref-type="bibr" rid="B16">16</xref>&#x2013;<xref ref-type="bibr" rid="B18">18</xref>). In recent years, some of these lncRNAs, as the long intergenic non-protein coding RNAs (lincRNA), have been identified as abnormally expressed in ALL and have been suggested as potential biomarkers to prognosis and molecular classification of this malignancy (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B19">19</xref>&#x2013;<xref ref-type="bibr" rid="B21">21</xref>). A study exploring the lncRNA landscape of human hematopoiesis and leukemia revealed a dysregulation of the <italic>LINC00173</italic> (also known as <italic>FLJ42957, MGC148154, MGC148155</italic>, and <italic>NCRNA00173)</italic> in leukemia (<xref ref-type="bibr" rid="B22">22</xref>). This gene participates in myeloid progenitor cell proliferation and differentiation processes (<xref ref-type="bibr" rid="B22">22</xref>). Additionally, data from diverse solid tumors reveal that <italic>LINC00173</italic> acts as a competitive endogenous RNA (ceRNA) and is associated with cancer-related processes and chemoresistance (<xref ref-type="bibr" rid="B23">23</xref>&#x2013;<xref ref-type="bibr" rid="B32">32</xref>). In fact, abnormal expression of <italic>LINC00173</italic> and its association with poor prognosis has also been reported in those tumors (<xref ref-type="bibr" rid="B33">33</xref>&#x2013;<xref ref-type="bibr" rid="B35">35</xref>). For instance, low expression of <italic>LINC00173</italic> was associated with worse disease-free survival (DFS) and poor overall survival (OS) in cervical cancer (CC) and esophageal squamous cell carcinoma (ESCC) (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B33">33</xref>&#x2013;<xref ref-type="bibr" rid="B35">35</xref>). In triple-negative breast cancer, <italic>LINC00173</italic> is overexpressed and associated with worse recurrence-free survival (RFS) and OS (<xref ref-type="bibr" rid="B25">25</xref>). These findings suggest that <italic>LINC00173</italic> plays distinct roles in different cancer types; however, its clinical relevance in ALL has not been investigated. The aim of the present study was to investigate whether <italic>LINC00173</italic> is as potential biomarker in BCP-ALL and to explore its expression in other tumor types by using publicly available data in The Cancer Genome Atlas (TCGA) repository.</p>
</sec>
<sec id="s2">
<title>2 Methods</title>
<sec id="s2_1">
<title>2.1 ALL Mexican Pediatric Cohort</title>
<p>The Mexican Inter-institutional Group for Identifying Childhood Leukemia Causes (MIGICCL) conducted a nested case&#x2013;control study including patients under 18 years old diagnosed with BCP-ALL. Bone marrow (BM) samples were obtained at diagnosis (pre-treatment). Children with &lt;50% in blast cell in BM by flow cytometry at diagnosis, Down syndrome, and T-cell and mixed lineage ALL were not eligible. BCP-ALL diagnosis confirmation was performed by a pediatric hematologist or an oncologist based on the morphology and immunophenotype of leukemic cells. Clinical data collected from patient&#x2019;s medical records included sex, age at diagnosis, white blood cell (WBC) count, immunophenotype, risk classification group, and detection of common gene rearrangements. According to the National Cancer Institute (NCI) criteria, patients were stratified as standard risk: from 1 to 9.99 years of age and WBC count &lt; 50 &#xd7; 10<sup>9</sup>/L, and high risk: &#x2264;1 or &#x2265;10 years of age and/or WBC &#x2265; 50 &#xd7; 10<sup>9</sup>/L. Relapse was defined when &#x2265;5% leukemic blasts were detected in a BM sample after patients achieved complete remission. Prior informed consent of parents and RNA of BM samples of two normal subjects treated for open fractures were available. The National Scientific Research and Ethics Committees of the Mexican Institute of Social Security approved the protocol (R-2013-785-068). Written informed consent was obtained from the children&#x2019;s parents, and patients &#x2265;8 years old gave their assent (when possible) to be enrolled in the present study.</p>
</sec>
<sec id="s2_2">
<title>2.2 Total RNA Isolation and Quantitative Real-Time PCR</title>
<p>Leukemic blasts were separated from BM and lysed with TRIzol reagent (Invitrogen Life Technologies, Carlsbad, CA, USA) before RNA isolation. RNA was extracted and purified using standard protocols and quantified by Nanodrop spectrophotometer ND1000 (Thermo Fisher Scientific, Waltham, MA, USA). RNA quality was verified using Agilent Bioanalyzer 2100 (Agilent Technologies, Santa Clara, CA, USA). Complementary DNA (cDNA) was synthesized from 200 ng of total RNA for each sample using OdT primers and the High-Capacity cDNA Reverse Transcription Kit (Applied Biosystems, Foster City, CA). Quantitative RT-PCR (qRT-PCR) was performed to evaluate the expression of <italic>LINC00173</italic> (ENSG00000196668) using predesigned hydrolysis probes, Gene Expression human assays (Hs00858479_g1), and Universal Master Mix II (Thermo Fisher Scientific, Waltham, MA, USA). Reactions were performed in a final volume of 10 &#x3bc;l under the following PCR amplification conditions: 95&#xb0;C for 10 min, followed by 45 cycles at 95&#xb0;C for 15 s and 60&#xb0;C for 1 min, and in a QuantStudio&#x2122; 5 Real-Time PCR System (Thermo Fisher Scientific, Waltham, MA, USA). Relative expression level of <italic>LINC00173</italic> was calculated by using the 2<sup>&#x2212;&#x394;&#x394;Ct</sup> and 2<sup>&#x2212;&#x394;Ct</sup> method. Data were normalized using <italic>SCARNA5</italic> (Hs03298717_s1) as a control reference gene.</p>
</sec>
<sec id="s2_3">
<title>2.3 Validation Independent Cohort: TARGET-cBioPortal and GTEx Datasets</title>
<p>To know whether <italic>LINC00173</italic> expression differs among BCP-ALL tumor and normal tissue, data generated by the Therapeutically Applicable Research to Generate Effective Treatments (TARGET) initiative, RNA-seq level 3 data from cBioPortal (<xref ref-type="bibr" rid="B36">36</xref>), and The Genotype-Tissue Expression (GTEx) project were downloaded (<uri xlink:href="https://gtexportal.org/home/">https://gtexportal.org/home/</uri>). TARGET is a repository of driver mutations identified in diverse childhood cancers to guide the development of effective and less toxic therapies. Data from BCP-ALL were obtained from Hispanic and non-Hispanic patients (<uri xlink:href="https://ocg.cancer.gov/programs/target">https://ocg.cancer.gov/programs/target</uri>). RNA-seq data of 463 BCP-ALL cases (TARGET Phase II, phs000464) and 407 non-cancerous patients from GTEx were compared using the TNMplot platform (<xref ref-type="bibr" rid="B37">37</xref>). To acquire insight into the potential clinical role of <italic>LINC00173</italic> in BCP-ALL, we included only those cases with clinical and molecular data. Patients over 18 years old of age and with congenital abnormalities were excluded. For DFS and OS analyses, we considered exclusively cases having follow-up data for &gt;18 months at diagnosis. Data were downloaded from cBioportal (<uri xlink:href="http://www.cbioportal.org">http://www.cbioportal.org</uri>).</p>
</sec>
<sec id="s2_4">
<title>2.4 Gene Set Enrichment Analyses</title>
<p>Enrichment analysis was performed with the software Gene Set Enrichment Analysis (GSEA, <uri xlink:href="http://www.gsea-msigdb.org/gsea/msigdb/collections.jsp">http://www.gsea-msigdb.org/gsea/msigdb/collections.jsp</uri>) and Kyoto Encyclopedia of Genes and Genomes (KEGG, <uri xlink:href="https://www.genome.jp/kegg/">https://www.genome.jp/kegg/</uri>) (<xref ref-type="bibr" rid="B38">38</xref>), based on the normalized microarray expression data derived from our discovery cohort (clinical data published previously) (<xref ref-type="bibr" rid="B14">14</xref>). According to the median of expression of <italic>LINC00173</italic>, two groups were identified: high-<italic>LINC00173</italic> and low-<italic>LINC00173</italic>. A fold discovery rate (FDR) value &lt; 0.03 was used as cutoff to identify significantly enriched gene sets between both groups.</p>
</sec>
<sec id="s2_5">
<title>2.5 <italic>LINC00173</italic> Expression Levels in Different Types of Cancer: The Cancer Genome Atlas</title>
<p>
<italic>LINC00173</italic> expression levels were screened and analyzed in 31 TCGA tumor datasets and their corresponding GTEx normal tissues using the Gene Expression profiling Interactive Analysis 2 (GEPIA2) platform (<ext-link ext-link-type="uri" xlink:href="http://gepia.cancer-pku.cn">http://gepia.cancer-pku.cn</ext-link>) (<xref ref-type="bibr" rid="B39">39</xref>). The 33 tumors included are enlisted as follows: adrenocortical carcinoma (ACC), bladder urothelial carcinoma (BLCA), breast invasive carcinoma (BRCA), cervical squamous cell carcinoma and endocervical adenocarcinoma (CESC), cholangiocarcinoma (CHOL), colon adenocarcinoma (COAD), diffuse large B-cell lymphoma (DLBC), esophageal carcinoma (ESCA), glioblastoma multiforme (GBM), head and neck squamous cell carcinoma (HNSC), kidney chromophobe (KICH), kidney renal clear cell carcinoma (KIRC), kidney renal papillary cell carcinoma (KIRP), acute myeloid leukemia (LAML), brain lower grade glioma (LGG), liver hepatocellular carcinoma (LIHC); lung adenocarcinoma (LUAD), lung squamous cell carcinoma (LUSC), mesothelioma (MESO), ovarian serous cystadenocarcinoma (OV), pancreatic adenocarcinoma (PAAD), pheochromocytoma and paraganglioma (PCPG), prostate adenocarcinoma (PRAD), rectum adenocarcinoma (READ), sarcoma (SARC), skin cutaneous melanoma (SKCM), stomach adenocarcinoma (STAD), testicular germ cell tumors (TGCT), thyroid carcinoma (THCA), thymoma (THYM), uterine corpus endometrial carcinoma (UCEC), uterine carcinosarcoma (UCS), and uveal melanoma (UVM). The association among <italic>LINC00173</italic> expression levels with clinical outcome was also evaluated.</p>
</sec>
<sec id="s2_6">
<title>2.6 Statistical Analysis</title>
<p>SPSS software, version 25.0 (IBM Corp., Armonk, N.Y., USA) and GraphPad Prism 8.0 software (GraphPad Inc., San Diego, CA, USA) were used for data analysis and presentation. We used chi-square test or Fisher exact tests when appropriate to compare demographic, clinical, and molecular characteristics between groups. <italic>LINC00173</italic> gene expression was considered low/high according to the cutoff value based on the median value. Data distribution were evaluated according to the Kolmogorov&#x2013;Smirnov test and the Shapiro&#x2013;Wilk test (<italic>p</italic> &lt; 0.05). Comparative analysis of expression values between groups was carried out by Mann&#x2013;Whitney <bold>
<italic>U</italic>
</bold> and Kruskal&#x2013;Wallis tests. DFS and OS were calculated using the Kaplan&#x2013;Meier method. Log-rank tests were obtained; <italic>p</italic>-value less than 0.05 was considered as statistically significant. Cox regression analyses were performed and hazard ratios, by adjusting with variables such as age, WCB, minimal residual disease (MRD), hyperdiploidy, and fusion genes, and 95% confidence intervals (CIs) were obtained. Adjusting variables were selected considering their well-known clinical prognostic relevance and their association with relapse in the univariate analysis. <italic>LINC00173</italic> expression levels were considered when log2 fold change (Log2FC) &gt; 1 and <italic>p</italic> &lt; 0.05 and associated with clinical outcome when log2HR &gt; 1 and <italic>p</italic> &lt; 0.05.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Results</title>
<sec id="s3_1">
<title>3.1 Studied Patients</title>
<sec id="s3_1_1">
<title>3.1.1 Discovery Cohort</title>
<p>Through data from Affymetrix Human Transcriptome Arrays 2.0 (HTA 2.0), we explored the <italic>LINC00173</italic> expression in Mexican children with ALL, which was downregulated in relapsed ALL cases. The clinical features of this cohort were published previously (<xref ref-type="bibr" rid="B14">14</xref>). As <italic>LINC00173</italic> dysregulation has been documented in different types of cancer, and based on the fact that it has not been previously investigated in ALL, we evaluated its expression in two independent cohorts of BCP-ALL pediatric patients, one consisting of Mexican children and one RNA-seq data retrieved from TARGET Phase II (phs000464) repository.</p>
</sec>
<sec id="s3_1_2">
<title>3.1.2 Clinical Features of the Two Independent Cohorts</title>
<p>A total of 83 BM samples at diagnosis were collected from children with <italic>de novo</italic> BCP-ALL recruited at Centro M&#xe9;dico Nacional &#x201c;La Raza&#x201d;, Instituto Mexicano del Seguro Social (IMSS) treated with the Dana Farber Cancer Institute 00-01 chemotherapy protocol. Forty-three (51.8%) patients were female and the median age of the population was 6 years (range: 1&#x2013;16 years). Seven (8.4%) patients had <italic>ETV6/RUNX1</italic>, seven (8.4%) had <italic>TCF3/PBX1</italic>, one (1.2%) had <italic>BCR/ABL1</italic>, one (1.2%) had <italic>MLL/AF4</italic>, and 67 (80.8%) were negative to these four common fusion genes. Relapse was present in 20 (24.1%) cases (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Besides this, BM samples were obtained from Mexican healthy children undergoing orthopedic surgery for open fracture. To explore <italic>LINC00173</italic> expression in BCP-ALL <italic>versus</italic> normal tissues, we used RNA-seq data from 463 BCP-ALL patients and 407 normal tissues that are available in TARGET and GTEx databases, respectively. However, to validate our findings regarding <italic>LINC00173</italic> expression and its potential clinical significance in BCP-ALL, only TARGETs&#x2019; cases having clinical and molecular data were used. The clinical characteristics of this independent validation dataset is displayed in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Clinical features of the studied cohorts.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" colspan="2" align="left">Variable</th>
<th valign="top" align="center">Mexican*<italic>n</italic> (%) </th>
<th valign="top" align="center">TARGET**<italic>n</italic> (%) </th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="2" align="left">Sex</td>
<td valign="top" align="center">Female</td>
<td valign="top" align="center">43 (51.8)</td>
<td valign="top" align="center">89 (50.3)</td>
</tr>
<tr>
<td valign="top" align="center">Male</td>
<td valign="top" align="center">40 (48.2)</td>
<td valign="top" align="center">88 (49.7)</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Age (years)</td>
<td valign="top" align="center">1&lt;10</td>
<td valign="top" align="center">56 (67.5)</td>
<td valign="top" align="center">117 (66.1)</td>
</tr>
<tr>
<td valign="top" align="center">&#x2265;10</td>
<td valign="top" align="center">27 (32.5)</td>
<td valign="top" align="center">60 (33.9)</td>
</tr>
<tr>
<td valign="top" rowspan="4" align="left">WBC at diagnosis (&#xd7;10<sup>9/</sup>L)</td>
<td valign="top" align="center">&lt;10</td>
<td valign="top" align="center">32 (38.6)</td>
<td valign="top" align="center">41 (23.2)</td>
</tr>
<tr>
<td valign="top" align="center">10&#x2013;49.99</td>
<td valign="top" align="center">33 (39.8)</td>
<td valign="top" align="center">70 (39.6)</td>
</tr>
<tr>
<td valign="top" align="center">50&#x2013;99.99</td>
<td valign="top" align="center">8 (9.6)</td>
<td valign="top" align="center">36 (20.3)</td>
</tr>
<tr>
<td valign="top" align="center">&gt;100</td>
<td valign="top" align="center">10 (12)</td>
<td valign="top" align="center">30 (16.9)</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">BM blasts (%) at diagnosis</td>
<td valign="top" align="center">&lt;90</td>
<td valign="top" align="center">7 (8.4)</td>
<td valign="top" align="center">NR</td>
</tr>
<tr>
<td valign="top" align="center">&#x2265; 90</td>
<td valign="top" align="center">76 (91.6)</td>
<td valign="top" align="center">NR</td>
</tr>
<tr>
<td valign="top" rowspan="8" align="left">Common gene rearrangements</td>
<td valign="top" align="center">
<italic>ETV6/RUNX1</italic>
</td>
<td valign="top" align="center">7 (8.4)</td>
<td valign="top" align="center">18 (10.2)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>TCF3/PBX1</italic>
</td>
<td valign="top" align="center">7 (8.4)</td>
<td valign="top" align="center">19 (10.8)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>BRC/ABL1</italic>
</td>
<td valign="top" align="center">1 (1.2)</td>
<td valign="top" align="center">4 (2.25)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>MLL/AF4</italic>
</td>
<td valign="top" align="center">1 (1.2)</td>
<td valign="top" align="center">4 (2.25)&#xb0;</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>TCF3/HLF</italic>
</td>
<td valign="top" align="center">ND</td>
<td valign="top" align="center">2 (1.1)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>iAMP21</italic>
</td>
<td valign="top" align="center">ND</td>
<td valign="top" align="center">6 (3.4)</td>
</tr>
<tr>
<td valign="top" align="center">Hyperdiploidy</td>
<td valign="top" align="center">ND</td>
<td valign="top" align="center">45 (25.4)</td>
</tr>
<tr>
<td valign="top" align="center">Negative</td>
<td valign="top" align="center">67 (80.8)</td>
<td valign="top" align="center">79 (44.6)</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">NCI risk classification</td>
<td valign="top" align="center">Standard risk</td>
<td valign="top" align="center">20 (24.1)</td>
<td valign="top" align="center">NR</td>
</tr>
<tr>
<td valign="top" align="center">High risk</td>
<td valign="top" align="center">63 (75.9)</td>
<td valign="top" align="center">NR</td>
</tr>
<tr>
<td valign="top" align="left">MRD at day 29</td>
<td valign="top" align="center">&lt;0.01%</td>
<td valign="top" align="center">ND</td>
<td valign="top" align="center">102 (57)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">&gt;0.01%</td>
<td valign="top" align="center">ND</td>
<td valign="top" align="center">72 (41)</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Relapse</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="center">20 (24.1)</td>
<td valign="top" align="center">141 (79.7)</td>
</tr>
<tr>
<td valign="top" align="center">No</td>
<td valign="top" align="center">63 (75.9)</td>
<td valign="top" align="center">36 (20.3)</td>
</tr>
<tr>
<td valign="top" align="left">Death</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="center">18 (21.7)</td>
<td valign="top" align="center">101 (57)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">No</td>
<td valign="top" align="center">65 (78.3)</td>
<td valign="top" align="center">76 (43)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>WCB, white blood cells; BM, bone marrow; NCI, National Cancer Institute, NIH, USA; MRD, minimal residual disease; ND, no determined; NR, non-reported. &#xb0; Including other MLL rearrangements. *N = 83, **N = 177.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s3_2">
<title>3.2 <italic>LINC00173</italic> Is Underexpressed in BCP-ALL in Contrast to Healthy Subjects</title>
<p>A small survey of Mexican children without ALL and with BCP-ALL suggested differences in the expression of <italic>LINC00173</italic> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;1</bold>
</xref>). The TARGET cohort analysis revealed that <italic>LINC00173</italic> was underexpressed in BCP-ALL cases by comparison with healthy subjects (<italic>p</italic> = 2.11<sup>-45</sup>, <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>
<italic>LINC00173</italic> is underexpressed in B-cell precursor acute lymphoblastic leukemia (BCP-ALL). <italic>LINC00173</italic> expression differs among normal peripheral blood (GTEX) and BM of BCP-ALL in the TARGET cohort (data obtained from TNMplot and modified).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-887766-g001.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>3.3 <italic>LINC00173</italic> Expression Do Not Differ Among BCP-ALL NCI-Risk Groups</title>
<p>To explore the potential role in the stratification risk of <italic>LINC00173</italic> expression in BCP-ALL, we included all Mexican patients and cases from TARGET repository, which had clinical and molecular data (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). We did not detect statistical differences in the expression of this lincRNA between standard and high-risk groups. Even though a <italic>LINC00173</italic> was underexpressed in children under 10 years old and in no-hyperleukocytosis cases in both studied cohorts (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures&#xa0;2A&#x2013;D</bold>
</xref>), the statistical significance was observed for age only in the Mexican group (<italic>p</italic> = 0.0178, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;2C</bold>
</xref>) and hyperleukocytosis in the TARGET cohort (<italic>p</italic> = 0.0017, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;2D</bold>
</xref>).</p>
</sec>
<sec id="s3_4">
<title>3.4 <italic>TCF3/PBX1</italic> Molecular Subtype Displays the Underexpression of <italic>LINC00173</italic>
</title>
<p>After comparing Mexican cases carrying the most common fusion genes (either <italic>TCF3/PBX1</italic> <bold>or</bold> <italic>ETV6-RUNX1) versus</italic> their counterparts, we discovered that <italic>LINC00173</italic> is underexpressed in <italic>TCF3/PBX1-</italic>positive BCP-ALL cases (<italic>p</italic> = 0.0395, <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). Our findings were validated in the TARGET cohort (<italic>p</italic> = 0.0042, <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). In addition, the analysis of <italic>LINC00173</italic> across molecular subtypes of BCP-ALL revealed that the <italic>TCF3/PBX1</italic> subtype displays the lowest expression level of <italic>LINC00173</italic> in contrast to other subtypes (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2C, D</bold>
</xref>). Furthermore, by analyzing patients from the TARGET database, we observed that <italic>BCR/ABL1</italic> cases have the highest expression level of <italic>LINC00173</italic> (<italic>p</italic> = 0.0129, <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2D</bold>
</xref>). Because only one Mexican patient carried the <italic>BCR/ABL</italic> fusion gene, the association between it and <italic>LINC00173</italic> was not evaluated in our cohort. To note, by analyzing five leukemia cell lines (HL60, K652, REH, SUPB15, and MOLT), we found that K562 displays the highest expression level of <italic>LINC00173</italic> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;3</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>
<italic>LINC00173</italic> expression analyses across molecular subtypes of B-cell precursor acute lymphoblastic leukemia (BCP-ALL). <bold>(A)</bold> <italic>LINC00173</italic> is underexpressed in BCP-ALL cases positive to <italic>TCF3/PBX</italic>1 fusion genes in the Mexican cohort and <bold>(B)</bold> TARGET cohort. <bold>(C)</bold> The <italic>TCF3/PBX</italic>1 molecular subtype displays the lowest expression levels of <italic>LINC00173</italic> in the Mexican and <bold>(D)</bold> TARGET cohorts, and the <italic>BCR/ABL</italic> subtype shows the highest expression levels of this lncRNA.*<italic>p</italic> &lt; 0.05, **<italic>p</italic> &lt; 0.01, ns, non significant.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-887766-g002.tif"/>
</fig>
</sec>
<sec id="s3_5">
<title>3.5 <italic>LINC00173</italic> as a Potential Biomarker to Minimal Residual Disease</title>
<p>The MRD values at the end of induction are known to be highly prognostic of treatment response. These data were only available for the TARGET cohort. We detected that <italic>LINC00173</italic> is overexpressed in children with MRD &gt; 0.01% compared to the rest at day 29 of treatment (<italic>p</italic> &lt; 0.0001, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;4</bold>
</xref>) . MRD is not currently performed in Mexican children with ALL.</p>
</sec>
<sec id="s3_6">
<title>3.6 <italic>LINC00173</italic> Reduces Disease-Free Survival and Overall Survival in BCP-ALL</title>
<p>In order to know the role of the <italic>LINC00173</italic> expression in the prognosis of BCP-ALL, we included only those cases who went into remission during the first month of chemotherapy and had at least 18 months of follow-up. Patients who had more than 18 months of follow-up and did not relapse were considered as controls. Overall, 75/83 Mexican cases and 122/177 samples from TARGET met these criteria (20 and 87 relapsed cases, respectively) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables&#xa0;1</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>2</bold>
</xref>). The median of the follow-up to the Mexican patients was 32 (range: 4 to 85) months after diagnosis. Relapses occurred from 4 to 59 (median = 14) months after first remission. In the Mexican BCP-ALL cohort, WBC displayed statistically significant differences between relapsed and no-relapsed cases (<italic>p</italic> = 0.023). We did not find a significant association between <italic>LINC00173</italic> expression with relapse (<italic>p</italic> = 0.320, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;5A</bold>
</xref>), death (<italic>p</italic> = 0.613, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;5B</bold>
</xref>), DFS (<italic>p</italic> = 0.498, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;6A</bold>
</xref>), and OS (<italic>p</italic> = 0.937, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;6B</bold>
</xref>) in the Mexican cohort with BCP-ALL.</p>
<p>The median follow-up time of the TARGET cohort was 45 (range: 3 to 145) months after diagnosis confirmation. Relapses occurred in a range from 3 to 86 (median = 23) months after achieving remission. Clinical features (WBC at diagnosis: <italic>p</italic> = 0.005, molecular subtypes: <italic>p</italic> = 0.023, and death percentage: <italic>p</italic> &lt; 0.0001, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;2</bold>
</xref>) and <italic>LINC00173</italic> expression (<italic>p</italic> = 0.0168; <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>) differ between relapsed and no-relapsed groups. As we observed in the relapsed set, <italic>LINC00173</italic> was expressed lower in cases who died than their counterparts (<italic>p</italic> = 0.0404, <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). Low levels of <italic>LINC00173</italic> expression confer decreased DFS (<italic>p</italic> = 0.001, <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>) and OS (<italic>p</italic> = 0.009, <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>), with higher risk of relapse (HR = 1.956; 95% CI = 1.282&#x2013;2.985, <italic>p</italic> = 0.002) and death (HR = 1.868; 95% CI = 1.159&#x2013;3.009, <italic>p</italic> = 0.010), respectively. Quartile (Q) analysis reproduces these observations; cases under Q1 have the highest risk to relapse and die (HR: 2.897, <italic>p</italic> = 0.001; HR: 2.274, <italic>p</italic> = 0.015, respectively; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;7</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>
<italic>LINC00173</italic> expression in B-cell precursor acute lymphoblastic leukemia patients with relapse or death from the TARGET cohort. <bold>(A)</bold> Patients with relapse <italic>versus</italic> no-relapse. <bold>(B)</bold> Patients with death <italic>versus</italic> alive at least 18 months after first remission. *<italic>p</italic> &lt; 0.05.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-887766-g003.tif"/>
</fig>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Underexpression of <italic>LINC00173</italic> is a maker for poor prognosis in B-cell precursor acute lymphoblastic leukemia patients. <bold>(A)</bold> Low expression of <italic>LINC00173</italic> is associated with decreased disease-free survival (Kaplan&#x2013;Meier) and <bold>(B)</bold> poor overall survival (Kaplan&#x2013;Meier), <bold>(C)</bold> higher risk of relapse (Cox regression), and <bold>(D)</bold> death (Cox regression). TARGET cohort data.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-887766-g004.tif"/>
</fig>
<p>Since we observed that <italic>LINC00173</italic> expression is related to several well-established prognostic factors such as age, WBC, MRD status, hyperdiploidy, and fusion genes, we conducted a Cox regression model adjusting for available prognosis factors. Based on the analysis of the TARGET cohort, multivariate analysis revealed that underexpression of <italic>LINC00173</italic> might act as an independent prognostic biomarker for relapse (HR = 1.946; 95% CI = 1.213&#x2013;3.120, <italic>p</italic> = 0.006, <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>) and death (HR = 2.073; 95% CI = 1.211&#x2013;3.547, <italic>p</italic> = 0.008, <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4D</bold>
</xref>). Notably, diagnosis and relapse sample analyses revealed that the expression level of <italic>LINC00173</italic> in relapsed tumor samples is lower than their matched sample obtained at diagnosis (<italic>p</italic> = 0.0010, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;8</bold>
</xref>).</p>
</sec>
<sec id="s3_7">
<title>3.7 <italic>TCF3/PBX1</italic> and <italic>LINC00173</italic> Together Increase the Risk to Relapse and Die</title>
<p>The analysis of our Mexican cohort suggested that cases with <italic>TCF3/PBX1</italic> and<italic> LINC00173</italic> underexpression had the lowest DFS and OS compared to those negative for this rearrangement and with overexpression of <italic>LINC00173</italic> (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5A, B</bold>
</xref>)<italic>.</italic> Multivariate statistical model allowed us to identify the expression of <italic>LINC00173</italic> as an independent risk factor for relapse (HR = 1.946, 95% CI = 1.213&#x2013;3.12, <italic>p</italic> = 0.006) and death (HR = 2.073, 95% CI = 1.211&#x2013;3.547, <italic>p</italic> = 0.008) in the TARGET cohort. In addition, we found an interaction between the <italic>TCF3/PBX1</italic> subtype and <italic>LINC00173</italic> expression; together, they increase the risk of relapse and death (HR = 4.985, <italic>p</italic> &lt; 0.001 and HR = 4.153, <italic>p</italic> &lt; 0.001, respectively, <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Notably, Cox regression analysis revealed that <italic>TCF3/PBX1</italic> and underexpression of <italic>LINC00173</italic> significantly increase the risk to relapse (HR: 12.242, <italic>p</italic> &lt; 0.0001 <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>) and die (HR= 11.190, <italic>p</italic> &lt; 0.0001, <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5D</bold>
</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Multivariate analyses of prognostic factors for disease-free survival and overall survival in the TARGET cohort.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left">Prognostic factors</th>
<th valign="top" colspan="2" align="center">Multivariate analysis for DFS</th>
<th valign="top" colspan="2" align="center">Multivariate analysis for OS</th>
</tr>
<tr>
<th valign="top" align="center">HR (95% CI)</th>
<th valign="top" align="center">
<italic>p</italic>
</th>
<th valign="top" align="center">HR (95% CI)</th>
<th valign="top" align="center">
<italic>p</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<italic>LINC00173</italic> expression </td>
<td valign="top" align="center">1.946 (1.213&#x2013;3.120)</td>
<td valign="top" align="center">0.006</td>
<td valign="top" align="center">2.073 (1.211&#x2013;3.547)</td>
<td valign="top" align="center">0.008</td>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="center">0.934 (0.550&#x2013;1.584)</td>
<td valign="top" align="center">0.799</td>
<td valign="top" align="center">1.371 (0.784&#x2013;2.399)</td>
<td valign="top" align="center">0.269</td>
</tr>
<tr>
<td valign="top" align="left">WBC</td>
<td valign="top" align="center">0.669 (0.398&#x2013;1.126)</td>
<td valign="top" align="center">0.130</td>
<td valign="top" align="center">1.023 (0.593&#x2013;1.766)</td>
<td valign="top" align="center">0.934</td>
</tr>
<tr>
<td valign="top" align="left">MDR </td>
<td valign="top" align="center">1.072 (0.649&#x2013;1.770)</td>
<td valign="top" align="center">0.787</td>
<td valign="top" align="center">1.280 (0.726&#x2013;2.259)</td>
<td valign="top" align="center">0.394</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>ETV6/RUNX1</italic>
</td>
<td valign="top" align="center">1.150 (0.527&#x2013;2.508)</td>
<td valign="top" align="center">0.726</td>
<td valign="top" align="center">0.446 (0.128&#x2013;1.555)</td>
<td valign="top" align="center">0.205</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>TCF3/PBX1</italic>
</td>
<td valign="top" align="center">4.985 (2.531&#x2013;9.818)</td>
<td valign="top" align="center">&lt;0.001</td>
<td valign="top" align="center">4.153 (2.112&#x2013;8.167)</td>
<td valign="top" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>BCR/ABL1</italic>
</td>
<td valign="top" align="center">1.372 (0.304&#x2013;6.181)</td>
<td valign="top" align="center">0.681</td>
<td valign="top" align="center">1.351 (0.379&#x2013;4.816)</td>
<td valign="top" align="center">0.643</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>MLL-r</italic>
</td>
<td valign="top" align="center">1.557 (0.344&#x2013;7.049)</td>
<td valign="top" align="center">0.566</td>
<td valign="top" align="center">0.667 (0.085&#x2013;5.263)</td>
<td valign="top" align="center">0.701</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>TCF3/HLF</italic>
</td>
<td valign="top" align="center">4.804 (0.607&#x2013;38.016)</td>
<td valign="top" align="center">0.137</td>
<td valign="top" align="center">6.944 (0.846&#x2013;57.019)</td>
<td valign="top" align="center">0.071</td>
</tr>
<tr>
<td valign="top" align="left">iAMP21</td>
<td valign="top" align="center">1.464 (0.421&#x2013;5.009)</td>
<td valign="top" align="center">0.549</td>
<td valign="top" align="center">0.902 (0.204&#x2013;3.996)</td>
<td valign="top" align="center">0.892</td>
</tr>
<tr>
<td valign="top" align="left">Hyperdiploidy</td>
<td valign="top" align="center">0.613 (0.321&#x2013;1.169)</td>
<td valign="top" align="center">0.137</td>
<td valign="top" align="center">0.682 (0.327&#x2013;1.418)</td>
<td valign="top" align="center">0.305</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Variables were composed of LINC00173 expression (high vs. low), age (&lt;10 years vs. &gt;10 years), WCB (&lt;50 &#xd7; 10<sup>9</sup>/L vs. &gt;50 &#xd7; 10<sup>9</sup>/L), MDR (&lt;0.01% vs. &gt;0.01% at day 29 of treatment), and subtypes (negative vs. molecular abnormality). WBC, white blood cells; MDR, minimal residual disease; HR, hazard ratio; CI, confidence interval; DFS, Disease-Free Survival; OS, Overall survival.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>
<italic>LINC00173</italic> underexpression with <italic>TCF3/PBX1</italic> expression in B-cell precursor acute lymphoblastic leukemia patients has the worst prognosis. Cox regression analysis of disease-free survival <bold>(A)</bold> and overall survival <bold>(B)</bold> in Mexican patients and the TARGET cohort <bold>(C, D)</bold>. Patients from the TARGET cohort having underexpression of <italic>LINC00173</italic> and <italic>TCF3/PBX1</italic> expression have the worst risk to relapse <bold>(C)</bold> and die <bold>(D)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-887766-g005.tif"/>
</fig>
</sec>
<sec id="s3_8">
<title>3.8 <italic>LINC00173</italic> Potentially Regulates Several Cancer-Related Pathways in BCP-ALL</title>
<p>To gain biological insights into the underlying mechanism of unfavorable prognosis related to <italic>LINC00173</italic> underexpression in BCP-ALL, we conducted a functional enrichment analysis by using microarray expression data obtained in our previous work (<xref ref-type="bibr" rid="B14">14</xref>). GSEA revealed that the most enriched gene sets were involved in biological processes such as coagulation, interferon-alpha response, and xenobiotic metabolism (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;9A</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;3</bold>
</xref>). Positive enrichment was seen for arachidonic acid metabolism, SNARE interactions in vesicular transport and lysosome pathways (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;9B</bold>
</xref>), and integrins, IL3, IL6, and PTEN pathways (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;9C</bold>
</xref>). Interestingly, the E2F target was the only pathway negatively enriched in patients with <italic>LINC00173</italic> overexpression (FDR = 0.236; NES = &#x2212;1.45; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;9D</bold>
</xref>). Among the genes negatively regulated are <italic>CDC25B, CCNB2, CHEK1, ESPL1</italic>, <italic>SMC1A</italic>, <italic>PRKDC</italic>, and <italic>CDC20</italic>, particularly those involved in the transition from the G1 to S phase of the cell cycle.</p>
</sec>
<sec id="s3_9">
<title>3.9 <italic>LINC00173</italic> Is Associated With Poor Prognosis in Multiple Types of Cancer</title>
<p>Due to our findings in ALL and because some studies have reported an abnormal expression of <italic>LINC00173</italic> in different malignancies, we screened the <italic>LINC00173</italic> expression in 33 tumor types and their correspondent normal tissues, whose data are available in the TCGA repository. We found that <italic>LINC00173</italic> expression is deregulated in all tumors, being underexpressed in 13 different tumor types (Log2FC &gt; 1, <italic>p</italic> &lt; 0.01, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;10</bold>
</xref>). Some of them have been reported previously (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B29">29</xref>&#x2013;<xref ref-type="bibr" rid="B31">31</xref>), but underexpression and overexpression of <italic>LINC00173</italic> were observed in six (DLBC, KICH, OV, THCA, UCEC, and UCS) and one (KIRC) non-reported tumor type, respectively (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>). After exploring the role of <italic>LINC00173</italic> expression status in DFS and OS in the unreported tumors, we found that this lincRNA is related to the risk of relapse and death in all these cancer types (log2HR &gt; 1, <italic>p</italic> &lt; 0.05, <xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6B</bold>, <bold>C</bold>
</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p> <italic>LINC00173</italic> expression is dysregulated in multiple human cancers. <bold>(A)</bold> Expression of <italic>LINC00173</italic> displays<italic/> differences<italic/> in DLBC, KICH, OV, THCA, UCEC, UCS, and KIRC tumors, which was not previously reported. <bold>(B)</bold> Disease free-survival and <bold>(C)</bold> overall survival analysis in these seven types of cancer. Green box: normal tissue samples, red box: tumor samples. Data obtained from GEPIA2 (<uri xlink:href="http://gepia2.cancer-pku.cn/#index">http://gepia2.cancer-pku.cn/#index</uri>). DLBC, diffuse large B-cell lymphoma; KICH, kidney chromophobe; OV, serous cystadenocarcinoma; THCA, thyroid carcinoma; UCEC, uterine corpus endometrial carcinoma; UCS, uterine carcinosarcoma; and KIRC, kidney renal clear cell carcinoma.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-887766-g006.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>4 Discussion</title>
<p>Over the last decade, the lncRNAs have emerged as potential biomarkers in diverse human diseases. LncRNAs exert diverse roles in human malignancies and have been associated with prognosis and chemoresistance. One of the best examples is <italic>HOTAIR</italic>, which is abnormally expressed in many cancer types, including acute leukemia, and consistently replicated across different cohorts (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B40">40</xref>&#x2013;<xref ref-type="bibr" rid="B43">43</xref>). However, information regarding the role of lncRNAs as biomarkers in ALL is still scarce. To investigate whether <italic>LINC00173</italic> is a biomarker in ALL, we studied BM of BCP-ALL from Mexican cases and retrieved RNA-seq data from the TARGET repository. Moreover, we explored the expression levels of this lincRNA in different human tumors by using public RNA-seq data that are available in TCGA. We found that <italic>LINC00173</italic> expression is significantly reduced in ALL patients in contrast to healthy subjects, together with an association among the expression of this gene with <italic>TCF3/PBX1</italic> and poor prognosis in BCP-ALL cases. In addition, an abnormal expression of <italic>LINC00173</italic> in many human cancer types and its association with reduced OS were noticed.</p>
<p>Our findings related to the underexpression of <italic>LINC00173</italic> in BCP-ALL cases in contrast to healthy subjects point this gene as a probable biomarker for BCP-ALL, as has been suggested for NSCLC diagnosis (<xref ref-type="bibr" rid="B44">44</xref>). However, the molecular function of <italic>LINC00173</italic> in ALL and its clinical relevance have not been explored. In an lncRNA expression portrait of hematopoiesis and leukemia reported by Schwarzer et&#xa0;al. (<xref ref-type="bibr" rid="B22">22</xref>), it was identified that <italic>LINC00173</italic> belongs to a unique fingerprint non-coding RNA of mature granulocytes. Furthermore, the authors demonstrated that this lincRNA is an early regulator of granulopoiesis and myeloid differentiation. It was documented that <italic>LINC00173</italic> controls the myeloid progenitor proliferation, as well as the differentiation and maturation of granulocytes (<xref ref-type="bibr" rid="B22">22</xref>). By using RNA immunoprecipitation and qRT-PCR techniques, studies in two different cell lines revealed that <italic>LINC00173</italic> interacts with the Enhancer of zeste homolog 2 gene (a central component of the Polycomb repressor complex 2 subunit), to silence a set of stemness genes, and suppresses alternative cell fates (<xref ref-type="bibr" rid="B22">22</xref>). By knocking down <italic>LINC00173</italic> in human CD34+ hematopoietic stem and progenitor cells, it was demonstrated that this lincRNA modifies the methylation patterns at the promoter regions of a set of stem cell genes, which include <italic>HOXA7</italic>, <italic>HOXA9</italic>, <italic>HOXA10</italic>, and <italic>SYDE1.</italic> All these genes are involved in hematopoiesis and cancer (<xref ref-type="bibr" rid="B45">45</xref>&#x2013;<xref ref-type="bibr" rid="B48">48</xref>). Localization studies showed that <italic>LINC00173</italic> is found within the nucleus, as the non-coding RNAs X-inactivating <italic>XIST</italic> and <italic>MALAT1</italic> (<xref ref-type="bibr" rid="B22">22</xref>). Hence, the downregulation of <italic>LINC00173</italic> might inhibit hematopoietic cell differentiation or promote proliferation in ALL cells. The restoration of its expression in pre-B ALL could have potential therapeutic implications as has been reported for other downregulated lincRNAs in ALL, including RP11-446E9 and linc-PINT, in which their induced expression promotes tumor suppressor phenotypes and reduces cell proliferation and migration in ALL cell lines (<xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B50">50</xref>). We cannot discount the fact that our results could be explained by the differences in the cell lineage composition between normal hematopoietic cells and B-ALL rather than a potential biological role of <italic>LINC00173</italic> in BCP-ALL (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B52">52</xref>). Further studies are needed to determine whether <italic>LINC00173</italic> underexpression contributes to the development of ALL.</p>
<p>Additionally, our work presents the first report showing an association between <italic>LINC00173</italic> and the <italic>TCF3/PBX1</italic> fusion gene. It has been reported that some lncRNAs are differentially expressed in the presence of certain rearrangements in ALL, highly predicting the cytogenetic abnormality (<xref ref-type="bibr" rid="B53">53</xref>&#x2013;<xref ref-type="bibr" rid="B55">55</xref>). For instance, in the <italic>MLL/AF4</italic> ALL subtype, <italic>BARL</italic>-2 and <italic>BARL</italic>-6 were found to be overexpressed, which correlated with worse OS and poor responsiveness to prednisone treatment (<xref ref-type="bibr" rid="B56">56</xref>). However, at the present time, there are no reports evaluating the expression of <italic>LINC00173</italic> in ALL molecular subtypes. According to the described role of <italic>LINC00173</italic> in myelopoiesis, it has been reported that <italic>TCF3/PBX1</italic> can also block myeloid differentiation and stimulates proliferation (<xref ref-type="bibr" rid="B57">57</xref>). Moreover, it has been shown that <italic>TCF3/PBX1</italic> negatively regulates the expression of genes involved in differentiation and cell cycle regulation processes (<xref ref-type="bibr" rid="B58">58</xref>). These findings could explain our results regarding the reduced OS observed in BCP-ALL cases carrying <italic>TCF3/PBX1</italic> and displaying underexpression of <italic>LINC00173.</italic> Furthermore, we discovered that the <italic>BCR/ABL1</italic> molecular subtype expressed the highest levels of <italic>LINC00173.</italic> According to these data, we observed that <italic>LINC00173</italic> is highly expressed in the K562 cell line (<italic>BCR/ABL1-</italic>positive); furthermore, a high expression of <italic>LINC00173</italic> has also been reported in the Philadelphia chromosome-like (Ph-like) subtype (<xref ref-type="bibr" rid="B59">59</xref>). <italic>In vitro</italic> and <italic>in vivo</italic> experiments have shown that <italic>LINC00173</italic> represses the expression of the EF2 target, sphingosine kinase 1 (SPHK1), suppressing cell proliferation and promoting apoptosis (<xref ref-type="bibr" rid="B32">32</xref>). To note, SPHK1 is an upregulated <italic>BRC/ABL1</italic> subtype of ALL (<xref ref-type="bibr" rid="B60">60</xref>). More experimental studies should be carried out to decipher the molecular mechanisms involving <italic>LINC00173</italic> and <italic>BCR/ABL1</italic> and their clinical significance in ALL. We cannot discard a direct interaction among <italic>LINC00173</italic> and <italic>BCR/ABL1</italic> in BCP-ALL, since it is widely known that certain proteins involved in cancer favor tumor progression through modulation of lncRNA expression (<xref ref-type="bibr" rid="B61">61</xref>). Although the multivariate analysis adjusted by variables with prognostic significance (age, WCB, hyperdiploidy, and common fusion genes) suggested that <italic>LINC00173</italic> is an independent biomarker (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>), the role of other potential confounding factors, such as the poor prognosis phenotype Ph-like (data not available to both cohorts) that occurs at different frequencies between populations, should be discarded (<xref ref-type="bibr" rid="B62">62</xref>). </p>
<p>Along with our BCP-ALL findings, we detected an abnormal expression of <italic>LINC00173</italic> in many human cancer types and an association with reduced OS. Since <italic>LINC00173</italic> was either under- or overexpressed in all human cancer types deposited in TCGA, it is likely that this gene could act as an oncogene and a tumor suppressor gene by controlling relevant processes in cancer. For example, the <italic>LINC00173</italic> silencing in ESCC cell lines induces an increased cell proliferation and cell cycle alteration (<xref ref-type="bibr" rid="B33">33</xref>). Likewise, other studies have shown that <italic>LINC00173</italic> is associated with cancer-related processes including proliferation, migration, invasion, metastasis, inhibition of apoptosis, and chemoresistance (<xref ref-type="bibr" rid="B23">23</xref>&#x2013;<xref ref-type="bibr" rid="B32">32</xref>). According to these reports, our pathway enrichment analysis showed that overexpression of <italic>LINC00173</italic> correlates with the expression of genes involved in several cancer-related pathways along with immune response (alpha interferon, gamma interferon, cytokine-related, and integrin) pathways. Interestingly, we found that underexpression of <italic>LINC00173</italic> was associated with an enrichment of pathways related to increased cell proliferation, which is in agreement with our findings regarding DFS and OS. Emerging data show the complex role of <italic>LINC00173</italic> in cancer. For instance, it is known that the <italic>locus</italic> of this lincRNA is located into a region co-occupied by RUNX1 transcription factor (<xref ref-type="bibr" rid="B63">63</xref>) and that <italic>LINC00173</italic> recruits the polycomb group of proteins leading to the condensation of chromatin (<xref ref-type="bibr" rid="B64">64</xref>). In CC, the underexpression of <italic>LINC00173</italic> increases miR-182-5p and decreases <italic>FBXW7</italic> expression, enhancing proliferation and invasion (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B34">34</xref>). In NSCLC, <italic>LINC00173</italic> induces miR-182-5p accumulation and increases proliferation, migration, and apoptosis inhibition <italic>via</italic> the AGER/NF-&#x3ba;B axis (<xref ref-type="bibr" rid="B26">26</xref>). Notably, miR-182-5p overexpression at the end of induction therapy for leukemia increases short-term relapses and death (<xref ref-type="bibr" rid="B65">65</xref>). The knowledge that <italic>LINC00173</italic> is abnormally expressed in most human cancer types exhibits this lincRNA as a relevant gene in the oncogenesis process; thus, we need to delve into the molecular mechanisms involving <italic>LINC00173</italic> in human malignancies. Otherwise, our findings in the Mexican cohort that were not validated in TARGET could be due to our small sample size, which, in addition to the molecular heterogeneity of ALL, might influence the statistical power of the present study. Furthermore, since we did not discard BM samples based on blast percentage, the lincRNA of normal hematopoietic cells, especially those previously associated with myeloid differentiation, could act as a confounding factor. Nevertheless, the association between <italic>LINC00173</italic> and <italic>TCF3/PBX1</italic> was noteworthy. <italic>LINC00173</italic> expression has been correlated with poor prognosis in many human solid cancers, supporting the potential role of this gene in ALL as a risk predictor of poor outcome. Thus, to gain a better understanding of the role of <italic>LINC00173</italic> as a biomarker associated with relapse and death in children with ALL in our population, issues such as the sample size, sorting of ALL cells, and validation in an independent cohort should be considered. Additionally, functional studies are needed to clarify both <italic>LINC00173</italic> and <italic>TCF3/PBX1</italic>, and <italic>LINC00173</italic> and <italic>BCR/ABL</italic> associations.</p>
</sec>
<sec id="s5">
<title>5 Conclusions</title>
<p>This analysis revealed that <italic>LINC00173</italic> expression is dysregulated in BCP-ALL and multiple cancer types, suggesting that this gene plays a relevant role in general processes of cancer. In addition, the association between <italic>LINC00173</italic>, <italic>TCF3/PBX1</italic>, and <italic>BCR/ABL1</italic> fusion genes in ALL needs to be further investigated to decipher the molecular mechanisms involved in relapse and death. More studies involving multi-ethnic cohorts are needed to endorse the value of <italic>LINC00173</italic> as a peripheral blood biomarker to identify BCP-ALL cases with poor prognosis and with chemoresistance, and/or to determine its potential use in targeted therapy. </p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>.</p>
</sec>
<sec id="s7" sec-type="Ethics">
<title>Ethics Statement</title>
<p>The National Scientific Research and Ethics Committees of the Mexican Institute of Social Security approved the protocol: R-2013-785-068. Written informed consent to participate in this study was provided by the participants&#x2019; legal guardian/next of kin.</p>
</sec>
<sec id="s8">
<title>Author Contributions</title>
<p>Conceptualization: SJ-M and DM-H. Methodology: DM-H, DB-L, JN-E, and VB-M. Formal Analysis: DM-H, DB-L, FB-A, and JN-E. Investigation: DM-H, DB-L, JN-E, and SJ-M. Resources: VB-M, EJ-H, MO-M, FG-C, AM-S, JF-L, JM-T, JP-G, MV-A, JT-N, GH-E, RE-E, MLG-R, RS-H, MP-S, LF-V, LM-P, DD-R, MM-R, OS-R, HV-R, AH-M, JM-A, and SJ-M. Writing&#x2014;Original Draft Preparation: DM-H and SJ-M. Writing&#x2014;Review and Editing: SJ-M and JM-A. Supervision: SJ-M. Funding Acquisition: SJ-M and JN-E. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the Consejo Nacional de Ciencia y Tecnolog&#xed;a (CONACyT; grant numbers Investigaci&#xf3;n en Fronteras de la Ciencia (IFC)-2016&#x2013;01&#x2013;2119; FORDECYT PRONACES 2019-02-303019) and by the National Institute of Genomic Medicine (19/2019/I). The funding body had no role in the design of the study; collection, analysis, and interpretation of the data; or preparation of the manuscript. DM-H and DB-L received a fellowship by Consejo Nacional de Ciencia y Tecnolog&#xed;a CONACyT (CVU 858577 and 737534, respectively).</p>
</sec>
<sec id="s10" 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="s11" 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="s12" 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.2022.887766/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fonc.2022.887766/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
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