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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.2023.1255555</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>Evaluation of factors leading to poor outcomes for pediatric acute lymphoblastic leukemia in Mexico: a multi-institutional report of 2,116 patients</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Moreira</surname>
<given-names>Daniel C.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1871016"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gonz&#xe1;lez-Ramella</surname>
<given-names>Oscar</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2362261"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Echavarr&#xed;a Valenzuela</surname>
<given-names>Maite</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2400032"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Carrillo</surname>
<given-names>Angela K.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/928680"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Faughnan</surname>
<given-names>Lane</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Job</surname>
<given-names>Godwin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2395467"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Yichen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Villegas</surname>
<given-names>Cesar</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2373446"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ellis Irigoyen</surname>
<given-names>Andrea</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1473242"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Barra Urbays</surname>
<given-names>Rosario</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ram&#xed;rez Martinez</surname>
<given-names>Maribel</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Altamirano Alvarez</surname>
<given-names>Eduardo</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Le&#xf3;n Espitia</surname>
<given-names>Jos&#xe9; Antonio</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/174152"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>L&#xf3;pez Facundo</surname>
<given-names>Norma Araceli</given-names>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2399323"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Colunga Pedraza</surname>
<given-names>Julia Esther</given-names>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2409071"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Reyes Gutierrez</surname>
<given-names>Flor de Mar&#xed;a</given-names>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Aguilar Rom&#xe1;n</surname>
<given-names>Ana Berenice</given-names>
</name>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tamez G&#xf3;mez</surname>
<given-names>Edna Liliana</given-names>
</name>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1516449"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Portillo Zavala</surname>
<given-names>Claudia Selene</given-names>
</name>
<xref ref-type="aff" rid="aff14">
<sup>14</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Negroe Ocampo</surname>
<given-names>Natalia del Carmen</given-names>
</name>
<xref ref-type="aff" rid="aff15">
<sup>15</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pulido Sanchez</surname>
<given-names>Sandra Guadalupe</given-names>
</name>
<xref ref-type="aff" rid="aff16">
<sup>16</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cort&#xe9;s Alva</surname>
<given-names>Deyanira</given-names>
</name>
<xref ref-type="aff" rid="aff17">
<sup>17</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Casillas Toral</surname>
<given-names>Paola</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Salas Villa</surname>
<given-names>Karime</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mendoza S&#xe1;nchez</surname>
<given-names>Patricia Judith</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>P&#xe9;rez Alvarado</surname>
<given-names>Carlos</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2403465"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tamayo Pedraza</surname>
<given-names>Gabriela</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gonz&#xe1;lez Zamorano</surname>
<given-names>Margarita</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>&#xc1;vila Alba</surname>
<given-names>Jos&#xe9; Manuel Ricardo</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Becerril Becerril</surname>
<given-names>Jocelyn</given-names>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ram&#xed;rez Dur&#xe1;n</surname>
<given-names>Hern&#xe1;n</given-names>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sandoval Cabrera</surname>
<given-names>Antonio</given-names>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/402186"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pineda Gordillo</surname>
<given-names>Adolfo</given-names>
</name>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>de la Rosa Alonso</surname>
<given-names>Dora Iveth</given-names>
</name>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mej&#xed;a Mar&#xed;n</surname>
<given-names>Leonardo Javier</given-names>
</name>
<xref ref-type="aff" rid="aff14">
<sup>14</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2399244"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ben&#xed;tez Can</surname>
<given-names>Leslie de los &#xc1;ngeles</given-names>
</name>
<xref ref-type="aff" rid="aff15">
<sup>15</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guti&#xe9;rrez Martinez</surname>
<given-names>Itzel</given-names>
</name>
<xref ref-type="aff" rid="aff16">
<sup>16</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2409215"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jim&#xe9;nez Osorio</surname>
<given-names>Mariana Isabel</given-names>
</name>
<xref ref-type="aff" rid="aff17">
<sup>17</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Echeandia</surname>
<given-names>Naomi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Casillas</surname>
<given-names>Erika</given-names>
</name>
<xref ref-type="aff" rid="aff18">
<sup>18</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guerrero-Gomez</surname>
<given-names>Karla</given-names>
</name>
<xref ref-type="aff" rid="aff18">
<sup>18</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Devidas</surname>
<given-names>Meenakshi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1367800"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Friedrich</surname>
<given-names>Paola</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/1555353"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Global Pediatric Medicine, St. Jude Children&#x2019;s Research Hospital</institution>, <addr-line>Memphis, TN</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Pediatric Hematology/Oncology, Hospital Civil de Guadalajara Juan I. Menchaca</institution>, <addr-line>Guadalajara</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Pediatric Oncology, Hospital Pedi&#xe1;trico de Sinaloa</institution>, <addr-line>Culiac&#xe1;n</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Pediatric Oncology, Hospital Infantil Telet&#xf3;n de Oncolog&#xed;a</institution>, <addr-line>Quer&#xe9;taro</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Pediatric Oncology, Centro Estatal de Cancerologia Dr. Miguel Dorantes Mesa</institution>, <addr-line>Xalapa</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Pediatric Oncology, Hospital General de Tijuana</institution>, <addr-line>Tijuana</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Department of Pediatric Hematology/Oncology, Hospital General con Especialidades &#x201c;Juan Mar&#xed;a Salvatierra&#x201d;</institution>, <addr-line>La Paz</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Department of Pediatric Oncology, Hospital General Leo&#xf3;n</institution>, <addr-line>Le&#xf3;n</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff9">
<sup>9</sup>
<institution>Department of Pediatric Oncology, Hospital Materno Infantil ISSEMYM Toluca</institution>, <addr-line>Toluca</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff10">
<sup>10</sup>
<institution>Department of Pediatric Hematology, Hospital Universitario &#x201c;Jos&#xe9; Eleuterio Gonz&#xe1;lez&#x201d;</institution>, <addr-line>Monterrey</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff11">
<sup>11</sup>
<institution>Department of Pediatric Hematology/Oncology, Hospital para el Ni&#xf1;o del IMIEM</institution>, <addr-line>Toluca</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff12">
<sup>12</sup>
<institution>Department of Pediatric Oncology, ONCOCREAN Tapachula, IMSS</institution>, <addr-line>Tapachula</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff13">
<sup>13</sup>
<institution>Department of Pediatric Hematology/Oncology, Hospital Infantil de Tamaulipas</institution>, <addr-line>Ciudad Victoria</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff14">
<sup>14</sup>
<institution>Department of Pediatric Oncology, Hospital Infantil de Especialidades de Chihuahua</institution>, <addr-line>Chihuahua</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff15">
<sup>15</sup>
<institution>Department of Pediatric Oncology, Hospital General Agust&#xed;n O&#xb4;Hor&#xe1;n</institution>, <addr-line>M&#xe9;rida</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff16">
<sup>16</sup>
<institution>Department of Pediatric Hematology, Hospital Infantil de Morelia &#x201c;Eva S&#xe1;mano de L&#xf3;pez Mateos&#x201d;</institution>, <addr-line>Morelia</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff17">
<sup>17</sup>
<institution>Department of Pediatric Oncology, Hospital del Ni&#xf1;o DIF Hidalgo</institution>, <addr-line>Pachuca</addr-line>, <country>Mexico</country>
</aff>
<aff id="aff18">
<sup>18</sup>
<institution>Casa de la Amistad</institution>, <addr-line>Mexico City</addr-line>, <country>Mexico</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Juan Carlos N&#xfa;&#xf1;ez-Enr&#xed;quez, Instituto Mexicano del Seguro Social, Mexico</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Elisa Dorantes, Federico G&#xf3;mez Children&#x2019;s Hospital, Mexico; Rosana Pelayo, Mexican Social Security Institute (IMSS), Mexico</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Paola Friedrich, <email xlink:href="mailto:paola.friedrich@stjude.org">paola.friedrich@stjude.org</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>09</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>13</volume>
<elocation-id>1255555</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>07</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>08</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Moreira, Gonz&#xe1;lez-Ramella, Echavarr&#xed;a Valenzuela, Carrillo, Faughnan, Job, Chen, Villegas, Ellis Irigoyen, Barra Urbays, Ram&#xed;rez Martinez, Altamirano Alvarez, Le&#xf3;n Espitia, L&#xf3;pez Facundo, Colunga Pedraza, Reyes Gutierrez, Aguilar Rom&#xe1;n, Tamez G&#xf3;mez, Portillo Zavala, Negroe Ocampo, Pulido Sanchez, Cort&#xe9;s Alva, Casillas Toral, Salas Villa, Mendoza S&#xe1;nchez, P&#xe9;rez Alvarado, Tamayo Pedraza, Gonz&#xe1;lez Zamorano, &#xc1;vila Alba, Becerril Becerril, Ram&#xed;rez Dur&#xe1;n, Sandoval Cabrera, Pineda Gordillo, de la Rosa Alonso, Mej&#xed;a Mar&#xed;n, Ben&#xed;tez Can, Guti&#xe9;rrez Martinez, Jim&#xe9;nez Osorio, Echeandia, Casillas, Guerrero-Gomez, Devidas and Friedrich</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Moreira, Gonz&#xe1;lez-Ramella, Echavarr&#xed;a Valenzuela, Carrillo, Faughnan, Job, Chen, Villegas, Ellis Irigoyen, Barra Urbays, Ram&#xed;rez Martinez, Altamirano Alvarez, Le&#xf3;n Espitia, L&#xf3;pez Facundo, Colunga Pedraza, Reyes Gutierrez, Aguilar Rom&#xe1;n, Tamez G&#xf3;mez, Portillo Zavala, Negroe Ocampo, Pulido Sanchez, Cort&#xe9;s Alva, Casillas Toral, Salas Villa, Mendoza S&#xe1;nchez, P&#xe9;rez Alvarado, Tamayo Pedraza, Gonz&#xe1;lez Zamorano, &#xc1;vila Alba, Becerril Becerril, Ram&#xed;rez Dur&#xe1;n, Sandoval Cabrera, Pineda Gordillo, de la Rosa Alonso, Mej&#xed;a Mar&#xed;n, Ben&#xed;tez Can, Guti&#xe9;rrez Martinez, Jim&#xe9;nez Osorio, Echeandia, Casillas, Guerrero-Gomez, Devidas and Friedrich</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 and aims</title>
<p>Pediatric acute lymphoblastic leukemia (ALL) survival rates in low- and middle-income countries are lower due to deficiencies in multilevel factors, including access to timely diagnosis, risk-stratified therapy, and comprehensive supportive care. This retrospective study aimed to analyze outcomes for pediatric ALL at 16 centers in Mexico.</p>
</sec>
<sec>
<title>Methods</title>
<p>Patients &lt;18 years of age with newly diagnosed B- and T-cell ALL treated between January 2011 and December 2019 were included. Clinical and biological characteristics and their association with outcomes were examined.</p>
</sec>
<sec>
<title>Results</title>
<p>Overall, 2,116 patients with a median age of 6.3 years were included. B-cell immunophenotype was identified in 1,889 (89.3%) patients. The median white blood cells at diagnosis were 11.2.5 &#xd7; 10<sup>3</sup>/mm<sup>3</sup>. CNS-1 status was reported in 1,810 (85.5%), CNS-2 in 67 (3.2%), and CNS-3 in 61 (2.9%). A total of 1,488 patients (70.4%) were classified as high-risk at diagnosis. However, in 52.5% (991/1,889) of patients with B-cell ALL, the reported risk group did not match the calculated risk group allocation based on National Cancer Institute (NCI) criteria. Fluorescence <italic>in situ</italic> hybridization (FISH) and PCR tests were performed for 407 (19.2%) and 736 (34.8%) patients, respectively. Minimal residual disease (MRD) during induction was performed in 1,158 patients (54.7%). The median follow-up was 3.7 years. During induction, 191 patients died (9.1%), and 45 patients (2.1%) experienced induction failure. A total of 365 deaths (17.3%) occurred, including 174 deaths after remission. Six percent (176) of patients abandoned treatment. The 5-year event-free survival (EFS) was 58.9% &#xb1; 1.7% for B-cell ALL and 47.4% &#xb1; 5.9% for T-cell ALL, while the 5-year overall survival (OS) was 67.5% &#xb1; 1.6% for B-cell ALL and 54.3% &#xb1; 0.6% for T-cell ALL. The 5-year cumulative incidence of central nervous system (CNS) relapse was 5.5% &#xb1; 0.6%. For the whole cohort, significantly higher outcomes were seen for patients aged 1&#x2013;10 years, with DNA index &gt;0.9, with hyperdiploid ALL, and without substantial treatment modifications. In multivariable analyses, age and Day 15 MRD continued to have a significant effect on EFS.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Outcomes in this multi-institutional cohort describe poor outcomes, influenced by incomplete and inconsistent risk stratification, early toxic death, high on-treatment mortality, and high CNS relapse rate. Adopting comprehensive risk-stratification strategies, evidence-informed de-intensification for favorable-risk patients and optimized supportive care could improve outcomes.</p>
</sec>
</abstract>
<kwd-group>
<kwd>acute lymphoblastic leukemia</kwd>
<kwd>Mexico</kwd>
<kwd>diagnostic capacity</kwd>
<kwd>low-and middle income countries</kwd>
<kwd>pediatric oncology</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="46"/>
<page-count count="12"/>
<word-count count="5377"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Hematologic Malignancies</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Pediatric acute lymphoblastic leukemia (ALL) is highly curable. Advances in the treatment of ALL embody one of the most successful examples of the progress of the field of pediatric oncology (<xref ref-type="bibr" rid="B1">1</xref>). An increased understanding of the biological underpinnings of ALL, the development of risk-stratified treatment, including response-based intensity, and the optimization of supportive care have led to a remarkable increase in cure rates (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B3">3</xref>). In high-income countries (HICs), survival rates for pediatric ALL have surpassed 90%, and much of the current research focuses on decreasing short- and long-term treatment-related morbidity (<xref ref-type="bibr" rid="B4">4</xref>). Nonetheless, the majority of the children diagnosed with ALL live in low- and middle-income countries (LMICs) and do not have access to the optimal care that permits these high cure rates (<xref ref-type="bibr" rid="B5">5</xref>). Thus, the success of curing pediatric ALL depends on improving access to quality care for children in LMICs.</p>
<p>Recent studies show that the survival of pediatric patients with ALL varies considerably, with appreciably worse outcomes in LMICs (<xref ref-type="bibr" rid="B6">6</xref>). Data from CONCORD-3, an analysis of cancer-related survival from population-based cancer registries, showed survival rates between 50% and 70% for many countries in Latin America, Africa, and Asia (<xref ref-type="bibr" rid="B7">7</xref>). A recent simulation-based study estimated the survival of ALL at 61% in Latin America and the Caribbean (<xref ref-type="bibr" rid="B6">6</xref>). Mexico is an upper-middle-income country with approximately 2,300 new cases of pediatric ALL each year (<xref ref-type="bibr" rid="B8">8</xref>). The estimated 5-year overall survival for ALL in Mexico is approximately 60% (<xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>). Adverse outcomes have been associated with late presentation, delayed diagnosis, malnutrition (<xref ref-type="bibr" rid="B12">12</xref>), infection-related deaths (<xref ref-type="bibr" rid="B13">13</xref>), and abandonment (<xref ref-type="bibr" rid="B14">14</xref>). In Mexico, between 2004 and 2019, <italic>Seguro Popular</italic> provided health coverage to the population without social security or private insurance, including financing care for children and adolescents with ALL. Since 2020, the Mexican health system has been in constant redesign. New health governance and financing strategies are being proposed, but their adoption, implementation, spread, and permanence remain to be determined.</p>
<p>In 2016, eight centers from eight different states in Mexico and St. Jude Children&#x2019;s Research Hospital (St. Jude) in Memphis, United States, joined to create, and in 2017 launch, &#x201c;Mexico in Alliance with St. Jude (MAS)&#x201d;, a collaborative group dedicated to increasing the survival and quality of care of children and adolescents with cancer in Mexico. Within the workstream to identify gaps in access and quality care for children with care, a retrospective study was developed to ascertain deficiencies and strengths of care for pediatric ALL. This multi-institutional study sought to characterize the outcomes of children with ALL diagnosed at institutions in Mexico, correlating the findings with clinical and biological factors and elements related to access to quality care. Preliminary results have been used to co-design and co-produce prospective interdisciplinary projects over the years, including an evidence-based, consensus-derived, adapted treatment guideline, which now serves as the standard of care at many MAS member institutions.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study context and oversight</title>
<p>This multicenter retrospective analysis was conducted across 16 pediatric cancer units in Mexico. St. Jude served as a coordinating center for the study, facilitating the electronic database, training for data abstraction, and data analysis. All centers are part of the cooperative group MAS. Institutional review board approval or exemption was obtained at St. Jude and each participating site.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Patient selection and data abstraction</title>
<p>All consecutive patients &lt;18 years of age with newly diagnosed B- and T-cell ALL diagnosed between January 2011 and December 2019 at 16 resource and geographically diverse participating healthcare institutions were included. Clinical information on demographics, treatment, laboratory tests, molecular characteristics, and follow-up was extracted from institutional medical records. For treatment, given that institutions treated ALL with different protocols, and there was variability even within institutions at different timepoints, general descriptors of treatment approach were collected, including chemotherapy doses during induction, use of radiotherapy, and modification to planned treatment. Records were both paper-based and electronic and entered into a single electronic database. The data were first collected in 2018&#x2013;2019, including inputs through 2015, and then expanded in 2021&#x2013;2022 to include inputs through 2019 (<xref ref-type="supplementary-material" rid="ST1">
<bold>Supplement 1</bold>
</xref>). Data collection was completed in December of 2022.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Statistical analyses</title>
<p>Descriptive statistics were used to summarize patient characteristics. Categorical data are presented as percentages, and continuous data as means (standard deviations) or medians (interquartile range (IQR)). Event-free survival (EFS) and overall survival (OS) were calculated by the Kaplan&#x2013;Meier method with standard errors by Peto et&#xa0;al. (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B16">16</xref>) EFS was defined as the time from diagnosis to first event (induction failure, induction death, relapse, and remission death) or date of last contact for those who were event-free. OS was defined as the time from diagnosis to death or last contact for those still alive. For abandonment-sensitive EFS (A-EFS) and OS (A-OS), treatment abandonment was also considered an event. Log-rank test was used to compare survival curves between groups. Cumulative incidence rates were computed using the cumulative incidence function for competing risks, and comparisons were made using the <italic>K</italic>-sample test (<xref ref-type="bibr" rid="B17">17</xref>). Univariate and multivariable Cox regression analyses were used to assess the effect of factors on EFS. For all analyses, a p-value &lt;0.05 was considered statistically significant. Analyses were conducted using SAS software, version 9.4, and R version 4.0.0.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>A total of 2,116 eligible patients were identified with a median age of 6.3 years (IQR, 7.5). Patient characteristics are presented in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. Most patients had B-cell ALL (1,889, 89.3%) and no central nervous system (CNS) involvement (1,810, 85.5%). Only 160 (7.6%) of patients presented with T-cell phenotype, and only 61 (2.9%) of the patients were reported to have trisomy 21 (Down syndrome). The diagnostic lumbar puncture was traumatic in 127 patients (6.0%). Data on CNS status, immunophenotype, and karyotype were not available in 130 (6.1%), 39 (1.8%), and 745 (35.2%) patients, respectively.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Patient characteristics.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="bottom" align="left">Characteristic</th>
<th valign="bottom" align="left">Value, n (%)</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="bottom" colspan="2" align="left">Treatment hospital city</th>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Guadalajara</italic>
</td>
<td valign="top" align="left">419 (19.8)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Toluca</italic>
</td>
<td valign="top" align="left">368 (17.4)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Pachuca</italic>
</td>
<td valign="top" align="left">282 (13.3)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Culiac&#xe1;n</italic>
</td>
<td valign="top" align="left">170 (8.0)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Toluca 2</italic>
</td>
<td valign="top" align="left">129 (6.1)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Xalapa</italic>
</td>
<td valign="top" align="left">120 (5.7)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Monterrey</italic>
</td>
<td valign="top" align="left">116 (5.5)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Tijuana</italic>
</td>
<td valign="top" align="left">114 (5.4)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Quer&#xe9;taro</italic>
</td>
<td valign="top" align="left">86 (4.1)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Le&#xf3;n</italic>
</td>
<td valign="top" align="left">68 (3.2)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>M&#xe9;rida</italic>
</td>
<td valign="top" align="left">68 (3.2)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Morelia</italic>
</td>
<td valign="top" align="left">59 (2.8)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Tapachula</italic>
</td>
<td valign="top" align="left">35 (1.7)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>La Paz</italic>
</td>
<td valign="top" align="left">34 (1.6)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Ciudad Victoria</italic>
</td>
<td valign="top" align="left">27 (1.3)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Chihuahua</italic>
</td>
<td valign="top" align="left">21 (1.0)</td>
</tr>
<tr>
<th valign="bottom" align="left">Sex <italic>(n, %)</italic>
</th>
<th valign="bottom" align="left"/>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Male</italic>
</td>
<td valign="bottom" align="left">1,188 (56.1)</td>
</tr>
<tr>
<th valign="bottom" colspan="2" align="left">Age (years)</th>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Median (SD)</italic>
</td>
<td valign="bottom" align="left">6.3 (4.6)</td>
</tr>
<tr>
<th valign="bottom" colspan="2" align="left">Age category (years)</th>
</tr>
<tr>
<td valign="bottom" align="left">&lt;1</td>
<td valign="bottom" align="left">59 (2.8)</td>
</tr>
<tr>
<td valign="bottom" align="left">1&#x2013;10</td>
<td valign="bottom" align="left">1,430 (67.6)</td>
</tr>
<tr>
<td valign="bottom" align="left">&#x2265;10</td>
<td valign="bottom" align="left">627 (29.6)</td>
</tr>
<tr>
<th valign="bottom" colspan="2" align="left">WBC at diagnosis (&#xd7;10<sup>3</sup>/mm<sup>3</sup>)</th>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Median (SD)</italic>
</td>
<td valign="bottom" align="left">11.2 (110.7)</td>
</tr>
<tr>
<th valign="bottom" colspan="2" align="left">CNS status</th>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>CNS-1</italic>
</td>
<td valign="bottom" align="left">1,810 (85.5)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>CNS-2</italic>
</td>
<td valign="bottom" align="left">67 (3.2)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>CNS-3</italic>
</td>
<td valign="bottom" align="left">61 (2.9)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Not evaluated</italic>
</td>
<td valign="bottom" align="left">47 (2.2)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Result not available</italic>
</td>
<td valign="bottom" align="left">130 (6.1)</td>
</tr>
<tr>
<th valign="bottom" colspan="2" align="left">Immunophenotype</th>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>B cell</italic>
</td>
<td valign="bottom" align="left">1,889 (89.3)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>T cell</italic>
</td>
<td valign="bottom" align="left">160 (7.6)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Test sent, not interpretable</italic>
</td>
<td valign="bottom" align="left">17 (0.8)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Test not sent/requested</italic>
</td>
<td valign="bottom" align="left">11 (0.5)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Result not available</italic>
</td>
<td valign="bottom" align="left">39 (1.8)</td>
</tr>
<tr>
<th valign="bottom" colspan="2" align="left">Karyotype</th>
</tr>
<tr>
<td valign="bottom" align="left">46</td>
<td valign="bottom" align="left">460 (21.7)</td>
</tr>
<tr>
<td valign="bottom" align="left">&#x2264;45</td>
<td valign="bottom" align="left">26 (1.2)</td>
</tr>
<tr>
<td valign="bottom" align="left">47&#x2013;50</td>
<td valign="bottom" align="left">46 (2.2)</td>
</tr>
<tr>
<td valign="bottom" align="left">&gt;50</td>
<td valign="bottom" align="left">82 (3.9)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Test sent, not interpretable</italic>
</td>
<td valign="bottom" align="left">203 (9.6)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Test not sent/requested</italic>
</td>
<td valign="bottom" align="left">554 (26.2)</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Result not available</italic>
</td>
<td valign="bottom" align="left">745 (35.2)</td>
</tr>
<tr>
<th valign="bottom" colspan="2" align="left">Trisomy 21</th>
</tr>
<tr>
<td valign="top" align="left">
<italic>No</italic>
</td>
<td valign="top" align="left">2,055 (97.1)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Yes</italic>
</td>
<td valign="top" align="left">61 (2.9)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>WBC, white blood cell; CNS, central nervous system.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<sec id="s3_1">
<label>3.1</label>
<title>Risk stratification and treatment</title>
<p>Of the 1,889 patients with B-cell ALL, 1,488 (70.4%) patients were assigned high-risk therapy at the beginning of treatment, while 593 (28.0%) were assigned standard-risk therapy. Based on National Cancer Institute (NCI) standard-risk criteria for pediatric B-cell ALL (age 1&#x2013;10 years and initial white blood cell (WBC) &lt;50,000/mm<sup>3</sup>), 52.5% (991/1,889) of patients were assigned a risk group at the start of treatment that differs from what would be obtained utilizing this standard. Distribution of age and initial WBC shows that only 28.5% (538/1,889) and 23.2% (439/1,889) of patients, respectively, would fall within high-risk criteria for these two parameters. After induction therapy, patients were assigned final risk groups: 447 patients (23.3%) were classified as standard-risk, 1,262 patients (65.9%) as high-risk, and 126 patients (6.6%) as very high-risk. Risk-stratification data were unavailable for 200 patients.</p>
<p>Regarding treatment, 148 patients (7.0%) had received treatment for ALL prior to transfer to one of the 16 institutions, with the majority being the initiation of systemic corticosteroids. The 16 institutions used treatment protocols adapted from BFM, St. Jude&#x2019;s Total XIIIB, or the Dana-Farber Cancer Institute (DFCI) 05-001 protocols. Prednisone, vincristine, asparaginase, and daunorubicin were the most used systemic chemotherapy agents during induction. The median doxorubicin equivalents during induction were 60 mg/m<sup>2</sup> (IQR, 25.0). The median number of intrathecal chemotherapy doses was 4.0 (IQR, 3.0), with triple therapy (methotrexate, cytarabine, and hydrocortisone) being the most used intrathecal chemotherapy (71.1%). Among the 74 patients with BCR-ABL translocation, 24 (32.4%) started imatinib during induction. Sixty patients (3.1%) received radiation as part of treatment: 34 (56.7%) with CNS-1 status, 6 (10%) with CNS-2, 17 (28.3%) with CNS-3, and 3 (5%) with unknown CNS status.</p>
<p>During therapy, 323 patients (15.3%) had a substantial change to treatment, defined as the elimination or substitution of a chemotherapy agent in more than half of the doses of a treatment phase. Modifications due to toxicity or infection were the most frequently cited reason (38.1%, 123/323). Furthermore, the mean number of times chemotherapy was held for more than 2 weeks was 1.5 times per patient. Infection (68.7%) and chemotherapy-related side effects (56.8%) were the most cited reasons for the interruption of chemotherapy.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Access to molecular diagnostics</title>
<p>Fluorescence <italic>in situ</italic> hybridization (FISH) and PCR tests were performed for 407 (19.2%) and 736 (34.8%) patients, respectively. The median times to obtain results for the characterization of ALL samples were as follows: 1.0 days for immunophenotype (standard deviation (SD), 6.8 days), 10.0 days for FISH (SD, 13.7 days), 10.0 days for cytogenetics (SD, 23.0 days), and 8.0 days for PCR (SD, 14.8 days). To evaluate the availability of molecular tests and the frequency of recurrent alterations, five common translocations were assessed in patients with B-cell ALL (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Considering the cases where these tests were performed and available, samples were positive in 10.8% (106/981) for ETV6-RUNX1, 6.5% (74/1,133) for BCR-ABL, 7.8% (74/953) for E2A/PBX, 4.3% (40/940) for MLL translocations, and 6.4% (14/220) for iAMP21.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Testing of recurrent translocations for B-cell ALL.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Characteristic</th>
<th valign="top" align="center">ETV6-RUNX/t(12,21)<break/>n (%)</th>
<th valign="top" align="center">BCR-ABL/t(9,22)<break/>n (%)</th>
<th valign="top" align="center">E2A/PBX/t(1,19)<break/>n (%)</th>
<th valign="top" align="center">MLL (4,11)<break/>n (%)</th>
<th valign="top" align="center">iAMP21<break/>n(%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Not done</td>
<td valign="top" align="center">716 (33.8)</td>
<td valign="top" align="center">566 (26.7)</td>
<td valign="top" align="center">786 (37.1)</td>
<td valign="top" align="center">796 (37.6)</td>
<td valign="top" align="center">1,472 (69.6)</td>
</tr>
<tr>
<td valign="top" align="left">Negative</td>
<td valign="top" align="center">872 (41.2)</td>
<td valign="top" align="center">1,054 (49.8)</td>
<td valign="top" align="center">873 (41.3)</td>
<td valign="top" align="center">894 (42.2)</td>
<td valign="top" align="center">200 (9.5)</td>
</tr>
<tr>
<td valign="top" align="left">Positive</td>
<td valign="top" align="center">106 (5.0)</td>
<td valign="top" align="center">74 (3.5)</td>
<td valign="top" align="center">74 (3.5)</td>
<td valign="top" align="center">40 (1.9)</td>
<td valign="top" align="center">14 (0.7)</td>
</tr>
<tr>
<td valign="top" align="left">Not available</td>
<td valign="top" align="center">419 (19.8)</td>
<td valign="top" align="center">417 (19.7)</td>
<td valign="top" align="center">377 (17.8)</td>
<td valign="top" align="center">380 (18.0)</td>
<td valign="top" align="center">424 (20.0)</td>
</tr>
<tr>
<td valign="top" align="left">Not interpretable</td>
<td valign="top" align="center">3 (0.1)</td>
<td valign="top" align="center">5 (0.2)</td>
<td valign="top" align="center">6 (0.3)</td>
<td valign="top" align="center">6 (0.3)</td>
<td valign="top" align="center">6 (0.3)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>ALL, acute lymphoblastic leukemia.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Minimal residual disease (MRD) was performed in 1,158 patients (54.7%) during induction (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). All MRD tests were performed from bone marrow aspirate samples. Days 15 (35.5%) and 29 (29.1%) were the most common timepoints for MRD evaluation. Considering negative MRD thresholds of &lt;1% on Days 8 and 15 and &lt;0.01% on Day 29, 87.1% (27/31), 84.8% (341/402), and 73.9% (235/318) of tested patients had negative MRD during these timepoints, respectively.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>MRD monitoring for B-cell ALL.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">MRD D8<break/>n (%)</th>
<th valign="top" align="center">MRD D15<break/>n (%)</th>
<th valign="top" align="center">MRD D29<break/>n (%)</th>
<th valign="top" align="center">MRD D42<break/>n (%)</th>
<th valign="top" align="center">MRD Other n (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<bold>Tested</bold>
</td>
<td valign="top" align="center">31 (2.7)</td>
<td valign="top" align="center">411 (35.5)</td>
<td valign="top" align="center">337 (29.1)</td>
<td valign="top" align="center">44 (3.8)</td>
<td valign="top" align="center">335 (15.2)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>&lt;0.01%</italic>
</td>
<td valign="top" align="center">24 (77.4)</td>
<td valign="top" align="center">282 (68.6)</td>
<td valign="top" align="center">235 (69.7)</td>
<td valign="top" align="center">24 (54.6)</td>
<td valign="top" align="center">216 (64.5)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>0.01%&#x2013;0.99%</italic>
</td>
<td valign="top" align="center">3 (9.7)</td>
<td valign="top" align="center">59 (14.4)</td>
<td valign="top" align="center">57 (16.9)</td>
<td valign="top" align="center">12 (27.3)</td>
<td valign="top" align="center">66 (19.7)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>&#x2265;1%</italic>
</td>
<td valign="top" align="center">4 (12.9)</td>
<td valign="top" align="center">59 (14.4)</td>
<td valign="top" align="center">23 (6.8)</td>
<td valign="top" align="center">2 (4.6)</td>
<td valign="top" align="center">37 (22.0)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Sent, not interpretable</italic>
</td>
<td valign="top" align="center">0 (0)</td>
<td valign="top" align="center">2 (0.5)</td>
<td valign="top" align="center">19 (5.6)</td>
<td valign="top" align="center">6 (13.6)</td>
<td valign="top" align="center">15 (4.5)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Data not found</italic>
</td>
<td valign="top" align="center">0 (0)</td>
<td valign="top" align="center">9 (2.2)</td>
<td valign="top" align="center">3 (0.9)</td>
<td valign="top" align="center">0 (0)</td>
<td valign="top" align="center">1 (0.3)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>MRD, minimal residual disease; ALL, acute lymphoblastic leukemia.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Early toxicity and death</title>
<p>During induction, there were 191 deaths (9.1%) reported: 142 in patients with B-cell ALL (7.5% of B-cell ALL patients) and 49 in patients with T-cell ALL (30.1% of T-cell ALL). Antibiotics were indicated for therapeutic purposes during induction in 1,536 patients (72.6%). Finally, clinical sepsis (542 patients), bacteremia (487 patients), pneumonia (276 patients), and meningitis (9 patients) were the most reported infections during induction.</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Outcomes</title>
<p>Median follow-up was 3.7 years and was available for 2,106 patients (99.5%). Forty-five patients (2.1%) had induction failure. A total of 365 deaths (17.3%) were reported, including 191 deaths during induction and 174 additional deaths after achieving remission. Of the patients, 176 (6%) abandoned treatment, and 416 (19.6%) relapsed. Among the relapses, 225 (54.1%) were isolated bone marrow, 111 (26.7%) isolated CNS, 63 (15.1%) mixed, and 17 (4.1%) extramedullary (non-CNS) relapses.</p>
<p>Five-year EFS and OS rates based on clinical and biological characteristics are given in <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref> and <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>. For the whole cohort, the 5-year EFS and OS were 57.6% &#xb1; 1.6% and 66.0%&#xb1; 1.5%, respectively. The 5-year A-EFS and A-OS for the whole cohort were 54.5% &#xb1; 1.6% and 62.1% &#xb1; 1.5, respectively. The 5-year EFS was 58.9% &#xb1; 1.7% for B-cell ALL and 47.4% &#xb1; 5.9% for T-cell ALL, while the 5-year OS was 67.5% &#xb1; 1.6% for B-cell ALL and 54.3% &#xb1; 5.9% for T-cell ALL (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). For the whole cohort, significantly higher outcomes were observed for patients aged 1&#x2013;10 years and patients without substantial treatment modifications. Outcomes from the geographic territories with the highest number of patients are included in <xref ref-type="supplementary-material" rid="ST1">
<bold>Supplement 2</bold>
</xref>.</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>EFS and OS by clinical and biological characteristics.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Characteristic</th>
<th valign="top" align="center">No. of patients</th>
<th valign="top" align="center">5-Year EFS% (95% CI)</th>
<th valign="middle" align="center">p</th>
<th valign="top" align="center">5-Year OS% (95% CI)</th>
<th valign="middle" align="center">p</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="top" colspan="6" align="left">All patients</th>
</tr>
<tr>
<td valign="top" align="left">
<italic>Overall EFS and OS</italic>
</td>
<td valign="top" align="center">2,106</td>
<td valign="top" align="center">57.6 &#xb1; 1.6</td>
<td valign="middle" align="center"/>
<td valign="top" align="center">66.0 &#xb1; 1.5</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="top" align="left">
<italic>Abandonment-sensitive EFS and OS</italic>
</td>
<td valign="top" align="center">2,106</td>
<td valign="top" align="center">54.5 &#xb1; 1.6</td>
<td valign="middle" align="center"/>
<td valign="top" align="center">62.1 &#xb1; 1.5</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<th valign="top" colspan="6" align="left">Age</th>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&lt;1 year</td>
<td valign="top" align="center">59</td>
<td valign="top" align="center">26.7 &#xb1; 9.3</td>
<td valign="middle" rowspan="3" align="center">&lt;0.0001</td>
<td valign="top" align="center">30.3 &#xb1; 8.8</td>
<td valign="middle" rowspan="3" align="center">&lt;0.0001</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;1&#x2013;10 years</td>
<td valign="top" align="center">1,422</td>
<td valign="top" align="center">64.1 &#xb1; 1.8</td>
<td valign="top" align="center">74.3 &#xb1; 1.6</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&gt;10 years</td>
<td valign="top" align="center">625</td>
<td valign="top" align="center">45.4 &#xb1; 3.3</td>
<td valign="top" align="center">49.8 &#xb1; 3.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Trisomy 21</italic>
</td>
<td valign="top" align="center">61</td>
<td valign="top" align="center">37.7 &#xb1; 9.4</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="top" align="center">53.8 &#xb1; 10.6</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<th valign="top" colspan="6" align="left">MRD performed</th>
</tr>
<tr>
<td valign="top" align="left">&#x2003;<italic>Yes</italic>
</td>
<td valign="top" align="center">1,151</td>
<td valign="top" align="center">66.3 &#xb1; 2.4</td>
<td valign="middle" rowspan="2" align="center">&lt;0.0001</td>
<td valign="top" align="center">75.3 &#xb1; 2.2</td>
<td valign="middle" rowspan="2" align="center">&lt;0.0001</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;<italic>No</italic>
</td>
<td valign="top" align="center">955</td>
<td valign="top" align="center">47.6 &#xb1; 2.0</td>
<td valign="top" align="center">55.3 &#xb1; 2.0</td>
</tr>
<tr>
<th valign="top" colspan="6" align="left">Treatment modification</th>
</tr>
<tr>
<td valign="top" align="left">&#x2003;No substantial change</td>
<td valign="top" align="center">1,784</td>
<td valign="top" align="center">59.2 &#xb1; 16.9</td>
<td valign="middle" rowspan="2" align="center">&lt;0.0001</td>
<td valign="top" align="center">68.0 &#xb1; 1.6</td>
<td valign="middle" rowspan="2" align="center">&lt;0.0001</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Substantial change</td>
<td valign="top" align="center">322</td>
<td valign="top" align="center">49.0 &#xb1; 4.3</td>
<td valign="top" align="center">55.3 &#xb1; 4.4</td>
</tr>
<tr>
<th valign="top" colspan="6" align="left">B-cell ALL</th>
</tr>
<tr>
<td valign="top" align="left">
<italic>All B-cell</italic>
</td>
<td valign="top" align="center">1,881</td>
<td valign="top" align="center">58.9 &#xb1; 1.7</td>
<td valign="middle" align="center"/>
<td valign="top" align="center">67.5 &#xb1; 1.6</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<th valign="top" colspan="6" align="left">CNS status</th>
</tr>
<tr>
<td valign="top" align="left">&#x2003;CNS-1</td>
<td valign="top" align="center">1,495</td>
<td valign="top" align="center">61.1 &#xb1; 1.8</td>
<td valign="middle" rowspan="4" align="center">0.038</td>
<td valign="top" align="center">69.6 &#xb1; 1.7</td>
<td valign="middle" rowspan="4" align="center">0.34</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;CNS-2</td>
<td valign="top" align="center">45</td>
<td valign="top" align="center">54.1 &#xb1; 11.1</td>
<td valign="top" align="center">67.2 &#xb1; 10.3</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;CNS-3</td>
<td valign="top" align="center">37</td>
<td valign="top" align="center">44.0 &#xb1; 10.4</td>
<td valign="top" align="center">58.7 &#xb1; 10.4</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Traumatic</td>
<td valign="top" align="center">11e5</td>
<td valign="top" align="center">57.3 &#xb1; 8.4</td>
<td valign="top" align="center">64.6 &#xb1; 7.9</td>
</tr>
<tr>
<th valign="top" colspan="6" align="left">WBC at diagnosis</th>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&lt;50,000/mm<sup>3</sup>
</td>
<td valign="top" align="center">1,556</td>
<td valign="top" align="center">62.9 &#xb1; 1.8</td>
<td valign="middle" rowspan="2" align="center">&lt;0.0001</td>
<td valign="top" align="center">70.9 &#xb1; 1.8</td>
<td valign="middle" rowspan="2" align="center">&lt;0.0001</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2265;50&#x2013;100,000/mm<sup>3</sup>
</td>
<td valign="top" align="center">467</td>
<td valign="top" align="center">42.3 &#xb1; 3.7</td>
<td valign="top" align="center">53.2 &#xb1; 3.8</td>
</tr>
<tr>
<th valign="top" colspan="6" align="left">Initial risk group</th>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Standard risk</td>
<td valign="top" align="center">591</td>
<td valign="top" align="center">70.5 &#xb1; 2.8</td>
<td valign="middle" rowspan="2" align="center">&lt;0.0001</td>
<td valign="top" align="center">79.8 &#xb1; 2.5</td>
<td valign="middle" rowspan="2" align="center">&lt;0.0001</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;High risk</td>
<td valign="top" align="center">1,480</td>
<td valign="top" align="center">54.6 &#xb1; 2.0</td>
<td valign="top" align="center">62.9 &#xb1; 2.0</td>
</tr>
<tr>
<th valign="top" colspan="6" align="left">Translocations</th>
</tr>
<tr>
<td valign="top" align="left">&#x2003;t(9;22)(BCR-ABL1)</td>
<td valign="top" align="center">71</td>
<td valign="top" align="center">40.5 &#xb1; 10.4</td>
<td valign="middle" rowspan="5" align="center">&lt;0.0001</td>
<td valign="top" align="center">45.6 &#xb1; 9.7</td>
<td valign="middle" rowspan="5" align="center">&lt;0.0001</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;t(12;21)(ETV6-RUNX1)</td>
<td valign="top" align="center">104</td>
<td valign="top" align="center">72.2 &#xb1; 8.1</td>
<td valign="top" align="center">81.2 &#xb1; 6.8</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;t(1;19)(E2A-PBX1)</td>
<td valign="top" align="center">69</td>
<td valign="top" align="center">68.9 &#xb1; 9.6</td>
<td valign="top" align="center">71.1 &#xb1; 9.0</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;KMT2A rearrangement</td>
<td valign="top" align="center">38</td>
<td valign="top" align="center">33.2 &#xb1; 12.1</td>
<td valign="top" align="center">38.1 &#xb1; 13.4</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;iAMP21</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">70.9 &#xb1; 19.1</td>
<td valign="top" align="center">67.5 &#xb1; 19.2</td>
</tr>
<tr>
<th valign="top" colspan="6" align="left">Ploidy</th>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&gt;50 chromosomes</td>
<td valign="top" align="center">82</td>
<td valign="top" align="center">84.4 &#xb1; 5.6</td>
<td valign="middle" rowspan="2" align="center">0.0046</td>
<td valign="top" align="center">91.4 &#xb1; 4.3</td>
<td valign="middle" rowspan="2" align="center">0.0085</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2264;50 chromosomes</td>
<td valign="top" align="center">490</td>
<td valign="top" align="center">65.0 &#xb1; 3.3</td>
<td valign="top" align="center">74.6 &#xb1; 3.0</td>
</tr>
<tr>
<th valign="top" colspan="6" align="left">MRD Day 15</th>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Negative</td>
<td valign="top" align="center">267</td>
<td valign="top" align="center">74.5 &#xb1; 4.3</td>
<td valign="middle" rowspan="2" align="center">&lt;0.0001</td>
<td valign="top" align="center">79.2 &#xb1; 3.0</td>
<td valign="middle" rowspan="2" align="center">0.0002</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Positive</td>
<td valign="top" align="center">109</td>
<td valign="top" align="center">56.2 &#xb1; 9.3</td>
<td valign="top" align="center">64.4 &#xb1; 8.6</td>
</tr>
<tr>
<th valign="top" colspan="6" align="left">MRD Day 29</th>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Negative</td>
<td valign="top" align="center">216</td>
<td valign="top" align="center">75.7 &#xb1; 5.1</td>
<td valign="middle" rowspan="2" align="center">0.093</td>
<td valign="top" align="center">83.4 &#xb1; 4.3</td>
<td valign="middle" rowspan="2" align="center">0.254</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Positive</td>
<td valign="top" align="center">72</td>
<td valign="top" align="center">66.6 &#xb1; 7.9</td>
<td valign="top" align="center">80.0 &#xb1; 6.6</td>
</tr>
<tr>
<th valign="top" colspan="6" align="left">T-cell ALL</th>
</tr>
<tr>
<td valign="top" align="left">
<italic>All T-cell</italic>
</td>
<td valign="top" align="center">158</td>
<td valign="top" align="center">47.4 &#xb1; 5.9</td>
<td valign="middle" align="center"/>
<td valign="top" align="center">54.3 &#xb1; 5.9</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<th valign="top" colspan="6" align="left">CNS status</th>
</tr>
<tr>
<td valign="top" align="left">&#x2003;CNS-1</td>
<td valign="top" align="center">107</td>
<td valign="top" align="center">51.8 &#xb1; 6.8</td>
<td valign="middle" rowspan="4" align="center">0.85</td>
<td valign="top" align="center">60.5 &#xb1; 6.7</td>
<td valign="middle" rowspan="4" align="center">0.73</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;CNS-2</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">50.0 &#xb1; 35.4</td>
<td valign="top" align="center">50.0 &#xb1; 35.4</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;CNS-3</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">50.8 &#xb1; 20.6</td>
<td valign="top" align="center">50.8 &#xb1; 20.6</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Traumatic</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">64.8 &#xb1; 38.5</td>
<td valign="top" align="center">64.8 &#xb1; 38.5</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>EFS, event-free survival; OS, overall survival; MRD, minimal residual disease; CNS, central nervous system; WBC, white blood cell; ALL, acute lymphoblastic leukemia.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Outcome of pediatric ALL in Mexico. <bold>(A)</bold> EFS and OS for B-cell and T-cell ALL. <bold>(B)</bold> EFS for CNS status for B-cell ALL. <bold>(C)</bold> Cumulative incidence of CNS relapse for B-cell and T-cell ALL. <bold>(D)</bold> EFS for standard-risk and high-risk B-cell ALL. <bold>(E)</bold> EFS for B-cell ALL based on MRD status tested on Day 15. <bold>(F)</bold> EFS for B-cell and T-cell ALL based on substantial change to treatment. ALL, acute lymphoblastic leukemia; EFS, event-free survival; OS, overall survival; CNS, central nervous system; MRD, minimal residual disease.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-13-1255555-g001.tif"/>
</fig>
<p>Translocations also showed varying outcomes for B-cell ALL, with patients with t(9;22) (BCR-ABL1) having a 5-year EFS of 40.5% &#xb1; 10.4%. The 5-year EFS for B-cell ALL with CNS-1, CNS-2, and CNS-3 was 61.1% &#xb1; 1.8%, 54.1% &#xb1; 11.1%, and 44.0% &#xb1; 10.4%, respectively (p = 0.038) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). The 5-year cumulative incidence of CNS relapse was 5.5% &#xb1; 0.6% (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>). The 5-year EFS for B-cell ALL was 70.5% &#xb1; 2.8% for the standard-risk group and 54.6% &#xb1; 2.0% for the high-risk group (p &lt; 0.0001) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1D</bold>
</xref>). In patients with B-cell ALL and MRD performed on Day 15, the 5-year EFS was 74.5% &#xb1; 4.3% for patients with negative MRD and 56.2% &#xb1; 9.3% for patients with positive MRD (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1E</bold>
</xref>, p&lt;0.001). For patients with substantial modifications to treatment (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1F</bold>
</xref>), 5-year EFS was also lower (p &lt; 0.0001).</p>
<p>Univariate and multivariable Cox regression analyses of EFS were performed for B-ALL (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>). In univariate analyses, age (1&#x2013;10 years), initial risk group (standard risk), and Day 15 MRD (negative) were significantly associated with lower EFS. In multivariable analyses, age and Day 15 MRD continued to have a significant effect on EFS.</p>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>Univariate and multivariable Cox regression analyses of EFS for B-cell ALL limited to patients with Day 15 MRD data.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left">Effect</th>
<th valign="middle" colspan="3" align="center">Univariate analysis</th>
<th valign="middle" colspan="2" align="center">Multivariable analysis<break/>(N = 367)</th>
</tr>
<tr>
<th valign="middle" align="center">N</th>
<th valign="middle" align="center">Hazard ratio</th>
<th valign="middle" align="center">p-value</th>
<th valign="middle" align="center">Hazard ratio</th>
<th valign="middle" align="center">p-value</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="bottom" align="left">Age</th>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="middle" rowspan="4" align="center">
<bold>0.0013</bold>
</td>
<td valign="bottom" align="center"/>
<td valign="middle" rowspan="4" align="center">
<bold>0.0064</bold>
</td>
</tr>
<tr>
<td valign="bottom" align="right">
<italic>&lt;1</italic>
</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">2.19 (0.80&#x2013;6.02)</td>
<td valign="bottom" align="center">1.93 (0.69&#x2013;5.34)</td>
</tr>
<tr>
<td valign="bottom" align="right">
<italic>1&#x2013;10</italic>
</td>
<td valign="top" align="center">264</td>
<td valign="top" align="center">Ref</td>
<td valign="bottom" align="center">Ref</td>
</tr>
<tr>
<td valign="bottom" align="right">
<italic>&#x2265;10</italic>
</td>
<td valign="top" align="center">111</td>
<td valign="top" align="center">1.97 (1.34&#x2013;2.89)</td>
<td valign="bottom" align="center">1.91 (1.27&#x2013;2.87)</td>
</tr>
<tr>
<th valign="bottom" align="left">Sex</th>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="middle" rowspan="3" align="center">0.4770</td>
<td valign="bottom" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="bottom" align="right">
<italic>Male</italic>
</td>
<td valign="top" align="center">206</td>
<td valign="top" align="center">0.87 (0.60&#x2013;1.27)</td>
<td valign="bottom" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="bottom" align="right">
<italic>Female</italic>
</td>
<td valign="top" align="center">179</td>
<td valign="top" align="center">Ref</td>
<td valign="bottom" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<th valign="bottom" align="left">WBC (&#xd7;10<sup>3</sup>/mm<sup>3</sup>)</th>
<td valign="bottom" align="center"/>
<td valign="bottom" align="center"/>
<td valign="middle" rowspan="3" align="center">0.4733</td>
<td valign="bottom" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="bottom" align="right">&lt;50</td>
<td valign="top" align="center">296</td>
<td valign="top" align="center">Ref</td>
<td valign="bottom" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="bottom" align="right">&#x2265;50</td>
<td valign="top" align="center">74</td>
<td valign="top" align="center">1.18 (0.75&#x2013;1.86)</td>
<td valign="bottom" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<th valign="bottom" align="left">CNS status</th>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="middle" rowspan="4" align="center">0.2824</td>
<td valign="bottom" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="right">
<italic>CNS-1</italic>
</td>
<td valign="top" align="center">315</td>
<td valign="top" align="center">Ref</td>
<td valign="bottom" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="right">
<italic>CNS-2</italic>
</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">0.45 (0.06&#x2013;3.24)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="right">
<italic>CNS-3</italic>
</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">1.75 (0.76&#x2013;4.00)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<th valign="bottom" align="left">Molecular biology</th>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="middle" rowspan="4" align="center">0.8230</td>
<td valign="bottom" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="bottom" align="right">
<italic>Favorable</italic>
</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">Ref</td>
<td valign="bottom" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="bottom" align="right">
<italic>Neutral</italic>
</td>
<td valign="top" align="center">60</td>
<td valign="top" align="center">1.28 (0.37&#x2013;4.41)</td>
<td valign="bottom" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="bottom" align="right">
<italic>Unfavorable</italic>
</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">1.50 (0.41&#x2013;5.53)</td>
<td valign="bottom" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<th valign="bottom" align="left">Initial risk group</th>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="middle" rowspan="3" align="center">
<bold>0.0103</bold>
</td>
<td valign="bottom" align="center"/>
<td valign="middle" rowspan="3" align="center">0.0992</td>
</tr>
<tr>
<td valign="bottom" align="right">
<italic>Standard</italic>
</td>
<td valign="top" align="center">82</td>
<td valign="top" align="center">Ref</td>
<td valign="bottom" align="center">Ref</td>
</tr>
<tr>
<td valign="bottom" align="right">
<italic>High</italic>
</td>
<td valign="top" align="center">294</td>
<td valign="top" align="center">2.15 (1.18&#x2013;3.93)</td>
<td valign="bottom" align="center">1.73 (0.90&#x2013;3.32)</td>
</tr>
<tr>
<th valign="bottom" align="left">Final risk group</th>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="middle" rowspan="4" align="center">0.0813</td>
<td valign="bottom" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="bottom" align="right">
<italic>Standard</italic>
</td>
<td valign="top" align="center">68</td>
<td valign="top" align="center">Ref</td>
<td valign="bottom" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="bottom" align="right">
<italic>High</italic>
</td>
<td valign="top" align="center">272</td>
<td valign="top" align="center">1.75 (0.93&#x2013;3.28)</td>
<td valign="bottom" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="bottom" align="right">
<italic>Very High</italic>
</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">3.26 (1.04&#x2013;10.23)</td>
<td valign="bottom" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<th valign="bottom" align="left">MRD Day 15 status</th>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="middle" rowspan="3" align="center">
<bold>&lt;0.0001</bold>
</td>
<td valign="bottom" align="center"/>
<td valign="middle" rowspan="3" align="center">
<bold>&lt;0.0001</bold>
</td>
</tr>
<tr>
<td valign="bottom" align="right">
<italic>Positive</italic>
</td>
<td valign="top" align="center">109</td>
<td valign="top" align="center">2.15 (1.47&#x2013;3.15)</td>
<td valign="bottom" align="center">2.16 (1.47&#x2013;3.18)</td>
</tr>
<tr>
<td valign="bottom" align="right">
<italic>Negative</italic>
</td>
<td valign="top" align="center">267</td>
<td valign="top" align="center">Ref</td>
<td valign="bottom" align="center">Ref</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>EFS, event-free survival; ALL, acute lymphoblastic leukemia; MRD, minimal residual disease; WBC, white blood cell; CNS, central nervous system.</p>
</fn>
<fn>
<p>Bold values are those that have a p value of  less than 0.05.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>This detailed review of a large cohort of patients diagnosed and treated in Mexico has allowed for the evaluation of multiple elements of pediatric ALL care and outcomes. Our study analyzed data from 2,116 patients across 16 centers and suggests outcomes are lower than desirable, with a high frequency of treatment-related toxicity and relapse, and inconsistent access to diagnostic tests, both at diagnosis to characterize ALL samples and for disease monitoring through MRD.</p>
<p>Consistent with prior institutional and population-based cancer registry reports from Mexico (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>), our study describes lower OS and EFS for pediatric ALL than reported in HICs. Furthermore, regional variability can also be seen in our study, similar to published reports (<xref ref-type="bibr" rid="B9">9</xref>). Compared to reports from collaborative studies from North America and Europe, the outcomes from our report are close to 20% to 30% lower. High rates of death in induction, abandonment, death in remission, and relapse are the main contributing factors to these poor outcomes. Nonetheless, factors associated with outcomes from high-resource settings such as age, WBC count at diagnosis, ploidy, presence of translocation, and response to therapy (MRD) continue to portend prognostic significance.</p>
<p>We report an abandonment rate of 6%, like prior reports from Mexico (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>) During the time that this cohort was treated, government-funded healthcare existed for children and adolescents with ALL. Despite coverage, treatment abandonment is a complex phenomenon, and it has been associated with social, economic, and treatment-related factors (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>). Social inequalities and social determinants of health continue to impact cancer outcomes even when direct costs for cancer care are covered (<xref ref-type="bibr" rid="B22">22</xref>). This study did not collect data on social determinants of health for the cohort; hence, additional analyses would be necessary to further describe factors that increase the risk of treatment abandonment in Mexico.</p>
<p>Induction has the highest risk of infectious complications due to prolonged immunosuppression from disease and the intensity of induction chemotherapy (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>). In our study, close to 10% mortality was seen during induction, with most deaths from infectious processes. This rate is markedly above reports not only of the clinical trials of cooperative groups in high-resource settings where &lt;2% is usually reported (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>) but also in pediatric oncology units in Central America (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>). The risk of death in induction was not associated with treatment intensity (anthracycline dose), suggesting that earlier diagnosis of ALL and improved management of infectious complications may be the most valuable intervention. Importantly, the MAS centers are participating in a project to implement a pediatric early warning system (PEWS) (<xref ref-type="bibr" rid="B29">29</xref>) and timely antibiotic administration in febrile patients (<xref ref-type="bibr" rid="B30">30</xref>) as mechanisms to improve treatment-related mortality. Additional interventions such as prophylactic antibiotics during induction (<xref ref-type="bibr" rid="B31">31</xref>) could be considered as strategies to decrease infectious mortality early in treatment. Interventions that mitigate unplanned toxicities could also impact the financial aspects of pediatric cancer care (<xref ref-type="bibr" rid="B32">32</xref>).</p>
<p>Contrary to most pediatric ALL studies, our study reports that most patients were classified as high-risk, including 70% at the beginning of induction. The NCI standard-risk criteria are effective risk stratification criteria (<xref ref-type="bibr" rid="B33">33</xref>), especially when access to molecular tests is inconsistent. Based on these two variables, we describe how close to 50% of patients were inappropriately assigned risk groups. Although other variables are used for risk assignment, such as steroid response and DNA index, this is unlikely to explain the large disparity. Ultimately, these data suggest that a large proportion of patients were over-treated, increasing the risk of treatment-related mortality and long-term morbidity. This is especially worrisome, as it is known that close to 40% of patients can be cured with minimally intensive therapy (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B35">35</xref>). Standardized approach to risk stratification would optimize the intensity of therapy based on the risk of relapse.</p>
<p>In our report, the frequency of CNS-2 status was 3.2%. This is lower than recently published studies from North America, where St. Jude&#x2019;s Total XVI had 33% (<xref ref-type="bibr" rid="B24">24</xref>) and COG&#x2019;s standard-risk trial, AALL0331, had 8% (<xref ref-type="bibr" rid="B25">25</xref>). On further investigation, some centers included in the study did not have the capacity to perform cytospin to evaluate for leukemic blasts, hence likely under-reporting CNS-2 status. Given these elements and the previously mentioned discordance in risk stratification, the association of CNS status and outcomes in this cohort was likely confounded due to these factors.</p>
<p>Over the past decades, the molecular characterization of ALL has transformed the field of pediatric leukemia care (<xref ref-type="bibr" rid="B36">36</xref>). Access to advanced diagnostic tests to characterize ALL samples are essential to provide risk-adapted therapy, seeking to maximize cure rates and minimize therapy-associated toxicities. Our data suggested limited access to advanced diagnostics like FISH and PCR. Furthermore, uninterpretable tests were also reported, highlighting the need to improve the quality of testing also. Strategies to achieve increased access to quality diagnostics could be the identification of centralized, regional testing centers with adequate validation processes.</p>
<p>Response to treatment and MRD has been the most important prognostic factor for pediatric ALL (<xref ref-type="bibr" rid="B37">37</xref>&#x2013;<xref ref-type="bibr" rid="B40">40</xref>). The role of MRD in risk stratification has already been used in LMICs for close to two decades, confirming its relevance in resource-limited settings even when simplified flow cytometry-based assays are utilized (<xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B42">42</xref>). In our study, 55% of patients had MRD performed during different points of therapy. Importantly, in univariate and multivariable analyses, negative MRD was associated with EFS. Furthermore, patients whose MRD was performed, regardless of results, had better survival, suggesting that access to comprehensive testing can influence outcomes. Based on these data, consistent access to timely and high-quality MRD would optimize therapy for patients with ALL. Increasing access to MRD could be achieved by identifying regional centers to process samples for treatment response.</p>
<p>Pediatric ALL is a heterogeneous disease, with recurrent genetic alterations conferring treatment prognosis. Some studies have described a lower frequency of favorable translocations, like ETV6-RUNX1, in Hispanic populations within the United States (<xref ref-type="bibr" rid="B43">43</xref>). The frequency of ETV6-RUNX1 in our cohort is consistent with Hispanic patients in the United States, which is lower than other populations. Of the patients with ALL and BCR-ABL fusions, the 5-year OS was 45.6%, consistent with the outcomes seen before the use of ABL-class tyrosine kinase inhibitors (<xref ref-type="bibr" rid="B44">44</xref>). In our study, of the 74 patients identified with BCR-ABL1 fusions, only 24 received targeted therapy, likely hindering the possibility of early remission. It is important to note that an important fraction of the cohort does not have alterations frequently seen in pediatric ALL. It is unclear if this is related to a true variation or inherently a marker of inadequate access to comprehensive, validated molecular testing. Ultimately, the size of the cohort with complete molecular characterizations is insufficient to comprehensively describe variations of genetic alterations in ALL for the Mexican population.</p>
<p>Our study has limitations. As a retrospective study, the availability of all details of care was absent for some patients, especially as we sought to extract granular features of diagnostic evaluations and therapy. Nonetheless, given the size of the cohort and explicit mention of when data elements were absent, relevant conclusions can still be reached. Furthermore, as patients were treated with different protocols, the impact of specific treatment phases and chemotherapy strategies cannot be concluded from this study.</p>
<p>In Mexico, cancer is the leading cause of death in children aged 5&#x2013;14 (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B46">46</xref>); hence, investment in the care of children with ALL and pediatric cancer is imperative. The results from this study highlight areas that are relevant for interventions to improve quality care for children with ALL not only in Mexico but also in other LMICs. Based on these data, the MAS group has developed an evidence-based consensus-derived treatment guideline for ALL currently being used in more than 10 pediatric cancer units in Mexico. Furthermore, these data informed a peer-reviewed grant-funded prospective project to improve access to a consensus-derived diagnostic panel and support comprehensive risk stratification. Some of the outputs of these interventions are included in other manuscripts of this <italic>Frontiers in Oncology Research Topic</italic>. With these data-driven approaches, improved outcomes are anticipated.</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" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by St. Jude Children&#x2019;s Research Hospital and each participating site. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation was not required from the participants or the participants&#x2019; legal guardians/next of kin. Exemption is due to retrospective nature of study.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>DM: Formal Analysis, Supervision, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. OG-R: Investigation, Supervision, Writing &#x2013; review &amp; editing. ME: Investigation, Supervision, Writing &#x2013; review &amp; editing. AC: Data curation, Project administration, Writing &#x2013; review &amp; editing. LF: Project administration, Writing &#x2013; review &amp; editing. GJ: Formal Analysis, Writing &#x2013; review &amp; editing. YC: Formal Analysis, Writing &#x2013; review &amp; editing. CV: Supervision, Writing &#x2013; review &amp; editing. AI: Investigation, Writing &#x2013; review &amp; editing. RB: Investigation, Writing &#x2013; review &amp; editing. MR: Data curation, Investigation, Writing &#x2013; review &amp; editing. EA: Investigation, Writing &#x2013; review &amp; editing. JE: Investigation, Writing &#x2013; review &amp; editing. NL: Investigation, Writing &#x2013; review &amp; editing. JC: Investigation, Writing &#x2013; review &amp; editing. FR: Investigation, Writing &#x2013; review &amp; editing. AA: Investigation, Writing &#x2013; review &amp; editing. ET: Investigation, Writing &#x2013; review &amp; editing. CPZ: Investigation, Writing &#x2013; review &amp; editing. NN: Investigation, Writing &#x2013; review &amp; editing. SP: Investigation, Writing &#x2013; review &amp; editing. DC: Investigation, Writing &#x2013; review &amp; editing. PC: Data curation, Writing &#x2013; review &amp; editing. KS: Data curation, Writing &#x2013; review &amp; editing. PM: Data curation, Writing &#x2013; review &amp; editing. CPA: Data curation, Writing &#x2013; review &amp; editing. GT: Data curation, Writing &#x2013; review &amp; editing. MG: Data curation, Writing &#x2013; review &amp; editing. J&#xc1;: Data curation, Writing &#x2013; review &amp; editing. JB: Data curation, Writing &#x2013; review &amp; editing. HR: Data curation, Writing &#x2013; review &amp; editing. AS: Data curation, Writing &#x2013; review &amp; editing. AP: Data curation, Writing &#x2013; review &amp; editing. DA: Data curation, Writing &#x2013; review &amp; editing. LM: Data curation, Writing &#x2013; review &amp; editing. LB: Data curation, Writing &#x2013; review &amp; editing. IG: Data curation, Writing &#x2013; review &amp; editing. MJ: Data curation, Writing &#x2013; review &amp; editing. NE: Data curation, Writing &#x2013; review &amp; editing. EC: Data curation, Supervision, Writing &#x2013; review &amp; editing. KG: Supervision, Writing &#x2013; review &amp; editing. MD: Formal Analysis, Writing &#x2013; review &amp; editing. PF: Conceptualization, Investigation, Methodology, Project administration, Resources, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>Funding was provided by ALSAC.</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>
<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.2023.1255555/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fonc.2023.1255555/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.docx" id="ST1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Table_2.docx" id="ST2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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