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The Transcriptomic Portrait of Locally Advanced Breast Cancer and Its Prognostic Value in a Multi-Country Cohort of Latin American Patients

PURPOSES: Most molecular-based published studies on breast cancer do not adequately represent the unique and diverse genetic admixture of the Latin American population. Searching for similarities and differences in molecular pathways associated with these tumors and evaluating its impact on prognosi...

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Autores principales: Llera, Andrea Sabina, Abdelhay, Eliana Saul Furquim Werneck, Artagaveytia, Nora, Daneri-Navarro, Adrián, Müller, Bettina, Velazquez, Carlos, Alcoba, Elsa B., Alonso, Isabel, Alves da Quinta, Daniela B., Binato, Renata, Bravo, Alicia Inés, Camejo, Natalia, Carraro, Dirce Maria, Castro, Mónica, Castro-Cervantes, Juan M., Cataldi, Sandra, Cayota, Alfonso, Cerda, Mauricio, Colombo, Alicia, Crocamo, Susanne, Del Toro-Arreola, Alicia, Delgadillo-Cisterna, Raúl, Delgado, Lucía, Dreyer-Breitenbach, Marisa, Fejerman, Laura, Fernández, Elmer A., Fernández, Jorge, Fernández, Wanda, Franco-Topete, Ramón A., Gabay, Carolina, Gaete, Fancy, Garibay-Escobar, Adriana, Gómez, Jorge, Greif, Gonzalo, Gross, Thomas G., Guerrero, Marisol, Henderson, Marianne K., Lopez-Muñoz, Miguel E., Lopez-Vazquez, Alejandra, Maldonado, Silvina, Morán-Mendoza, Andrés J., Nagai, Maria Aparecida, Oceguera-Villanueva, Antonio, Ortiz-Martínez, Miguel A., Quintero, Jael, Quintero-Ramos, Antonio, Reis, Rui M., Retamales, Javier, Rivera-Claisse, Ernesto, Rocha, Darío, Rodríguez, Robinson, Rosales, Cristina, Salas-González, Efrain, Sanchotena, Verónica, Segovia, Laura, Sendoya, Juan Martín, Silva-García, Aida A., Trinchero, Alejandra, Valenzuela, Olivia, Vedham, Vidya, Zagame, Livia, Podhajcer, Osvaldo L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9007037/
https://www.ncbi.nlm.nih.gov/pubmed/35433488
http://dx.doi.org/10.3389/fonc.2022.835626
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author Llera, Andrea Sabina
Abdelhay, Eliana Saul Furquim Werneck
Artagaveytia, Nora
Daneri-Navarro, Adrián
Müller, Bettina
Velazquez, Carlos
Alcoba, Elsa B.
Alonso, Isabel
Alves da Quinta, Daniela B.
Binato, Renata
Bravo, Alicia Inés
Camejo, Natalia
Carraro, Dirce Maria
Castro, Mónica
Castro-Cervantes, Juan M.
Cataldi, Sandra
Cayota, Alfonso
Cerda, Mauricio
Colombo, Alicia
Crocamo, Susanne
Del Toro-Arreola, Alicia
Delgadillo-Cisterna, Raúl
Delgado, Lucía
Dreyer-Breitenbach, Marisa
Fejerman, Laura
Fernández, Elmer A.
Fernández, Jorge
Fernández, Wanda
Franco-Topete, Ramón A.
Gabay, Carolina
Gaete, Fancy
Garibay-Escobar, Adriana
Gómez, Jorge
Greif, Gonzalo
Gross, Thomas G.
Guerrero, Marisol
Henderson, Marianne K.
Lopez-Muñoz, Miguel E.
Lopez-Vazquez, Alejandra
Maldonado, Silvina
Morán-Mendoza, Andrés J.
Nagai, Maria Aparecida
Oceguera-Villanueva, Antonio
Ortiz-Martínez, Miguel A.
Quintero, Jael
Quintero-Ramos, Antonio
Reis, Rui M.
Retamales, Javier
Rivera-Claisse, Ernesto
Rocha, Darío
Rodríguez, Robinson
Rosales, Cristina
Salas-González, Efrain
Sanchotena, Verónica
Segovia, Laura
Sendoya, Juan Martín
Silva-García, Aida A.
Trinchero, Alejandra
Valenzuela, Olivia
Vedham, Vidya
Zagame, Livia
Podhajcer, Osvaldo L.
author_facet Llera, Andrea Sabina
Abdelhay, Eliana Saul Furquim Werneck
Artagaveytia, Nora
Daneri-Navarro, Adrián
Müller, Bettina
Velazquez, Carlos
Alcoba, Elsa B.
Alonso, Isabel
Alves da Quinta, Daniela B.
Binato, Renata
Bravo, Alicia Inés
Camejo, Natalia
Carraro, Dirce Maria
Castro, Mónica
Castro-Cervantes, Juan M.
Cataldi, Sandra
Cayota, Alfonso
Cerda, Mauricio
Colombo, Alicia
Crocamo, Susanne
Del Toro-Arreola, Alicia
Delgadillo-Cisterna, Raúl
Delgado, Lucía
Dreyer-Breitenbach, Marisa
Fejerman, Laura
Fernández, Elmer A.
Fernández, Jorge
Fernández, Wanda
Franco-Topete, Ramón A.
Gabay, Carolina
Gaete, Fancy
Garibay-Escobar, Adriana
Gómez, Jorge
Greif, Gonzalo
Gross, Thomas G.
Guerrero, Marisol
Henderson, Marianne K.
Lopez-Muñoz, Miguel E.
Lopez-Vazquez, Alejandra
Maldonado, Silvina
Morán-Mendoza, Andrés J.
Nagai, Maria Aparecida
Oceguera-Villanueva, Antonio
Ortiz-Martínez, Miguel A.
Quintero, Jael
Quintero-Ramos, Antonio
Reis, Rui M.
Retamales, Javier
Rivera-Claisse, Ernesto
Rocha, Darío
Rodríguez, Robinson
Rosales, Cristina
Salas-González, Efrain
Sanchotena, Verónica
Segovia, Laura
Sendoya, Juan Martín
Silva-García, Aida A.
Trinchero, Alejandra
Valenzuela, Olivia
Vedham, Vidya
Zagame, Livia
Podhajcer, Osvaldo L.
author_sort Llera, Andrea Sabina
collection PubMed
description PURPOSES: Most molecular-based published studies on breast cancer do not adequately represent the unique and diverse genetic admixture of the Latin American population. Searching for similarities and differences in molecular pathways associated with these tumors and evaluating its impact on prognosis may help to select better therapeutic approaches. PATIENTS AND METHODS: We collected clinical, pathological, and transcriptomic data of a multi-country Latin American cohort of 1,071 stage II-III breast cancer patients of the Molecular Profile of Breast Cancer Study (MPBCS) cohort. The 5-year prognostic ability of intrinsic (transcriptomic-based) PAM50 and immunohistochemical classifications, both at the cancer-specific (OSC) and disease-free survival (DFS) stages, was compared. Pathway analyses (GSEA, GSVA and MetaCore) were performed to explore differences among intrinsic subtypes. RESULTS: PAM50 classification of the MPBCS cohort defined 42·6% of tumors as LumA, 21·3% as LumB, 13·3% as HER2E and 16·6% as Basal. Both OSC and DFS for LumA tumors were significantly better than for other subtypes, while Basal tumors had the worst prognosis. While the prognostic power of traditional subtypes calculated with hormone receptors (HR), HER2 and Ki67 determinations showed an acceptable performance, PAM50-derived risk of recurrence best discriminated low, intermediate and high-risk groups. Transcriptomic pathway analysis showed high proliferation (i.e. cell cycle control and DNA damage repair) associated with LumB, HER2E and Basal tumors, and a strong dependency on the estrogen pathway for LumA. Terms related to both innate and adaptive immune responses were seen predominantly upregulated in Basal tumors, and, to a lesser extent, in HER2E, with respect to LumA and B tumors. CONCLUSIONS: This is the first study that assesses molecular features at the transcriptomic level in a multicountry Latin American breast cancer patient cohort. Hormone-related and proliferation pathways that predominate in PAM50 and other breast cancer molecular classifications are also the main tumor-driving mechanisms in this cohort and have prognostic power. The immune-related features seen in the most aggressive subtypes may pave the way for therapeutic approaches not yet disseminated in Latin America. CLINICAL TRIAL REGISTRATION: ClinicalTrials.gov (Identifier: NCT02326857).
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spelling pubmed-90070372022-04-14 The Transcriptomic Portrait of Locally Advanced Breast Cancer and Its Prognostic Value in a Multi-Country Cohort of Latin American Patients Llera, Andrea Sabina Abdelhay, Eliana Saul Furquim Werneck Artagaveytia, Nora Daneri-Navarro, Adrián Müller, Bettina Velazquez, Carlos Alcoba, Elsa B. Alonso, Isabel Alves da Quinta, Daniela B. Binato, Renata Bravo, Alicia Inés Camejo, Natalia Carraro, Dirce Maria Castro, Mónica Castro-Cervantes, Juan M. Cataldi, Sandra Cayota, Alfonso Cerda, Mauricio Colombo, Alicia Crocamo, Susanne Del Toro-Arreola, Alicia Delgadillo-Cisterna, Raúl Delgado, Lucía Dreyer-Breitenbach, Marisa Fejerman, Laura Fernández, Elmer A. Fernández, Jorge Fernández, Wanda Franco-Topete, Ramón A. Gabay, Carolina Gaete, Fancy Garibay-Escobar, Adriana Gómez, Jorge Greif, Gonzalo Gross, Thomas G. Guerrero, Marisol Henderson, Marianne K. Lopez-Muñoz, Miguel E. Lopez-Vazquez, Alejandra Maldonado, Silvina Morán-Mendoza, Andrés J. Nagai, Maria Aparecida Oceguera-Villanueva, Antonio Ortiz-Martínez, Miguel A. Quintero, Jael Quintero-Ramos, Antonio Reis, Rui M. Retamales, Javier Rivera-Claisse, Ernesto Rocha, Darío Rodríguez, Robinson Rosales, Cristina Salas-González, Efrain Sanchotena, Verónica Segovia, Laura Sendoya, Juan Martín Silva-García, Aida A. Trinchero, Alejandra Valenzuela, Olivia Vedham, Vidya Zagame, Livia Podhajcer, Osvaldo L. Front Oncol Oncology PURPOSES: Most molecular-based published studies on breast cancer do not adequately represent the unique and diverse genetic admixture of the Latin American population. Searching for similarities and differences in molecular pathways associated with these tumors and evaluating its impact on prognosis may help to select better therapeutic approaches. PATIENTS AND METHODS: We collected clinical, pathological, and transcriptomic data of a multi-country Latin American cohort of 1,071 stage II-III breast cancer patients of the Molecular Profile of Breast Cancer Study (MPBCS) cohort. The 5-year prognostic ability of intrinsic (transcriptomic-based) PAM50 and immunohistochemical classifications, both at the cancer-specific (OSC) and disease-free survival (DFS) stages, was compared. Pathway analyses (GSEA, GSVA and MetaCore) were performed to explore differences among intrinsic subtypes. RESULTS: PAM50 classification of the MPBCS cohort defined 42·6% of tumors as LumA, 21·3% as LumB, 13·3% as HER2E and 16·6% as Basal. Both OSC and DFS for LumA tumors were significantly better than for other subtypes, while Basal tumors had the worst prognosis. While the prognostic power of traditional subtypes calculated with hormone receptors (HR), HER2 and Ki67 determinations showed an acceptable performance, PAM50-derived risk of recurrence best discriminated low, intermediate and high-risk groups. Transcriptomic pathway analysis showed high proliferation (i.e. cell cycle control and DNA damage repair) associated with LumB, HER2E and Basal tumors, and a strong dependency on the estrogen pathway for LumA. Terms related to both innate and adaptive immune responses were seen predominantly upregulated in Basal tumors, and, to a lesser extent, in HER2E, with respect to LumA and B tumors. CONCLUSIONS: This is the first study that assesses molecular features at the transcriptomic level in a multicountry Latin American breast cancer patient cohort. Hormone-related and proliferation pathways that predominate in PAM50 and other breast cancer molecular classifications are also the main tumor-driving mechanisms in this cohort and have prognostic power. The immune-related features seen in the most aggressive subtypes may pave the way for therapeutic approaches not yet disseminated in Latin America. CLINICAL TRIAL REGISTRATION: ClinicalTrials.gov (Identifier: NCT02326857). Frontiers Media S.A. 2022-03-22 /pmc/articles/PMC9007037/ /pubmed/35433488 http://dx.doi.org/10.3389/fonc.2022.835626 Text en Copyright © 2022 Llera, Abdelhay, Artagaveytia, Daneri-Navarro, Müller, Velazquez, Alcoba, Alonso, Alves da Quinta, Binato, Bravo, Camejo, Carraro, Castro, Castro-Cervantes, Cataldi, Cayota, Cerda, Colombo, Crocamo, Del Toro-Arreola, Delgadillo-Cisterna, Delgado, Dreyer-Breitenbach, Fejerman, Fernández, Fernández, Fernández, Franco-Topete, Gabay, Gaete, Garibay-Escobar, Gómez, Greif, Gross, Guerrero, Henderson, Lopez-Muñoz, Lopez-Vazquez, Maldonado, Morán-Mendoza, Nagai, Oceguera-Villanueva, Ortiz-Martínez, Quintero, Quintero-Ramos, Reis, Retamales, Rivera-Claisse, Rocha, Rodríguez, Rosales, Salas-González, Sanchotena, Segovia, Sendoya, Silva-García, Trinchero, Valenzuela, Vedham, Zagame, United States-Latin American Cancer Research Network (US-LACRN) and Podhajcer https://creativecommons.org/licenses/by/4.0/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.
spellingShingle Oncology
Llera, Andrea Sabina
Abdelhay, Eliana Saul Furquim Werneck
Artagaveytia, Nora
Daneri-Navarro, Adrián
Müller, Bettina
Velazquez, Carlos
Alcoba, Elsa B.
Alonso, Isabel
Alves da Quinta, Daniela B.
Binato, Renata
Bravo, Alicia Inés
Camejo, Natalia
Carraro, Dirce Maria
Castro, Mónica
Castro-Cervantes, Juan M.
Cataldi, Sandra
Cayota, Alfonso
Cerda, Mauricio
Colombo, Alicia
Crocamo, Susanne
Del Toro-Arreola, Alicia
Delgadillo-Cisterna, Raúl
Delgado, Lucía
Dreyer-Breitenbach, Marisa
Fejerman, Laura
Fernández, Elmer A.
Fernández, Jorge
Fernández, Wanda
Franco-Topete, Ramón A.
Gabay, Carolina
Gaete, Fancy
Garibay-Escobar, Adriana
Gómez, Jorge
Greif, Gonzalo
Gross, Thomas G.
Guerrero, Marisol
Henderson, Marianne K.
Lopez-Muñoz, Miguel E.
Lopez-Vazquez, Alejandra
Maldonado, Silvina
Morán-Mendoza, Andrés J.
Nagai, Maria Aparecida
Oceguera-Villanueva, Antonio
Ortiz-Martínez, Miguel A.
Quintero, Jael
Quintero-Ramos, Antonio
Reis, Rui M.
Retamales, Javier
Rivera-Claisse, Ernesto
Rocha, Darío
Rodríguez, Robinson
Rosales, Cristina
Salas-González, Efrain
Sanchotena, Verónica
Segovia, Laura
Sendoya, Juan Martín
Silva-García, Aida A.
Trinchero, Alejandra
Valenzuela, Olivia
Vedham, Vidya
Zagame, Livia
Podhajcer, Osvaldo L.
The Transcriptomic Portrait of Locally Advanced Breast Cancer and Its Prognostic Value in a Multi-Country Cohort of Latin American Patients
title The Transcriptomic Portrait of Locally Advanced Breast Cancer and Its Prognostic Value in a Multi-Country Cohort of Latin American Patients
title_full The Transcriptomic Portrait of Locally Advanced Breast Cancer and Its Prognostic Value in a Multi-Country Cohort of Latin American Patients
title_fullStr The Transcriptomic Portrait of Locally Advanced Breast Cancer and Its Prognostic Value in a Multi-Country Cohort of Latin American Patients
title_full_unstemmed The Transcriptomic Portrait of Locally Advanced Breast Cancer and Its Prognostic Value in a Multi-Country Cohort of Latin American Patients
title_short The Transcriptomic Portrait of Locally Advanced Breast Cancer and Its Prognostic Value in a Multi-Country Cohort of Latin American Patients
title_sort transcriptomic portrait of locally advanced breast cancer and its prognostic value in a multi-country cohort of latin american patients
topic Oncology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9007037/
https://www.ncbi.nlm.nih.gov/pubmed/35433488
http://dx.doi.org/10.3389/fonc.2022.835626
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AT delgadillocisternaraul transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT delgadolucia transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT dreyerbreitenbachmarisa transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT fejermanlaura transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT fernandezelmera transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT fernandezjorge transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT fernandezwanda transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT francotopeteramona transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT gabaycarolina transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT gaetefancy transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT garibayescobaradriana transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT gomezjorge transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT greifgonzalo transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT grossthomasg transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT guerreromarisol transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT hendersonmariannek transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT lopezmunozmiguele transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT lopezvazquezalejandra transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT maldonadosilvina transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT moranmendozaandresj transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT nagaimariaaparecida transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT ocegueravillanuevaantonio transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT ortizmartinezmiguela transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT quinterojael transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT quinteroramosantonio transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT reisruim transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT retamalesjavier transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT riveraclaisseernesto transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT rochadario transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT rodriguezrobinson transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT rosalescristina transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT salasgonzalezefrain transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT sanchotenaveronica transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT segovialaura transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT sendoyajuanmartin transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT silvagarciaaidaa transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT trincheroalejandra transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT valenzuelaolivia transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT vedhamvidya transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT zagamelivia transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients
AT podhajcerosvaldol transcriptomicportraitoflocallyadvancedbreastcanceranditsprognosticvalueinamulticountrycohortoflatinamericanpatients