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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
- Llera, Andrea Sabina;
- Abdelhay, Eliana Saul Furquim Werneck;
- Artagaveytia, Nora;
- Daneri-Navarro, Adrián;
- Müller, Bettina;
- Velazquez, Carlos;
- Alcoba, Elsa B;
- Alonso, Isabel;
- da Quinta, Daniela B Alves;
- 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;
- Network, States-Latin American Cancer Research;
- Podhajcer, Osvaldo L;
- Abarca, Juan;
- Acevedo, Pamela;
- Acosta, Graciela;
- Acosta, Gissel;
- Haab, Gabriela Acosta;
- Silva, Ana Lilian Acosta;
- Aghazarian, Marta;
- Aguayo, Carola;
- Aizen, Bernardo;
- Lopez, Gustavo Alarcon;
- Almeida, Liz;
- Alvarez, Ana;
- Andrade, Viviane;
- Angeles-Bueno, Wenceslao;
- Arai, Roberto;
- Barreras, Priscila Elvira Arambula;
- Rubio, Ma Isabel Aramburo;
- Ardao, Gonzalo;
- Arellano-Jimenez, Lilia A;
- Arias, Claudia;
- Armisen, Ricardo;
- Aspee, Mauricio;
- Assar, Rodrigo;
- Rascón, Itzel Rene xe9 Astiazar xe1 N;
- Astorga, Sebastian;
- Rodriguez, Maxwell Aviles;
- Bailão, Ant xf4 nio;
- Barragan-Curiel, Adolfo E;
- Barragan-Ruiz, Adelfo;
- Bermudez, Fernanda;
- Bernachin, Julia;
- Herrera, Wilfrido Bernal;
- Bonet, Mara;
- Brnich, Sarah;
- Bustamante, Claudio;
- Bustamante, Miguel Angel;
- Bustos-Gomez, Julio;
- de J Bustos-Rodriguez, Felipe;
- Jasso, Janett Caballero;
- Calfuman, Angie;
- Marques, Antonio Hugo Jos xe9 Froes;
- Campos, M xf3 nica;
- Cano, Soledad;
- Canton-Romero, Juan C;
- Cappetta, Ricardo;
- Carmona, Paulina;
- Carrizo, Fernando;
- Carvalho, Andr xe9 Lopes;
- Carvallo, Erika;
- Carzoglio, Julio;
- Casalnuovo, Monica;
- Caserta, Benedicta;
- Castillo, Alvaro;
- Castillo, C xe9 sar;
- Chammas, Roger;
- Zamudio, Mario Alberto Chavez;
- Chia, Loreto;
- Chiarello, Elisa;
- Chirico, Daniela;
- Cisneros-Quirarter, Esther;
- Bautista, Minor Raul Cordero;
- Cornejo, Valeria;
- Villegas, Baldemar Corral;
- Cortés, Andr xe9 S;
- Cortés, Sandra;
- Cortes-Sanabria, Laura;
- Zamorano, German Salvador Cortez;
- Corvalan, Alejandro;
- Cruz, Adolfo;
- d'Aurora, Alba;
- De la Fuente, Sandra;
- De la Peña, Soledad;
- de Leon Caballero, Roberto;
- de Souza, Mirian;
- Del Castillo, C xe9 sar;
- Del-Toro-Valero, Azucena;
- Di Pretoro, Mirtha;
- Digonzelli, Andrea;
- Ters, Jose El;
- Escobar, Paula;
- Estolaza, Marcela;
- Evangelista, Adriane Feijo;
- Fanelli, Marcelo;
- Farias, Paulo;
- Fernandez, Graciela;
- Filassi, Jos xe9 R;
- Filgueiras, Natalia;
- Flaks, Diego;
- Flores-Ayala, Edgar G;
- Flores-Marquez, Maria R;
- Hughes, David Franco;
- Franco-Topete, Karina;
- Freire, Jimena;
- Fresno, Cristobal;
- Gabrielli, Romina;
- Gallegos, Mario;
- Gamboa, Jorge;
- Ganiewich, Daiana;
- Garbovesky, Carlos;
- Munguia, Ruben Alejandro Garcia;
- Garcia-Gaeta, Ricardo;
- Garcia-Martinez, Alma C;
- Gimenez, Liliana;
- Silveira, Hector G xf3 mez;
- Toro, Mariana M Gomez-Del;
- Gonzalez, Marcela;
- Gonzalez, Alicia;
- González, Germ xe1 N;
- Mondaca, Cesar Osbaldo Gonzalez;
- Gonzalez-Ramirez, Leivy P;
- Gonzalez-Ulloa, Beatriz;
- Gorostidy, Susana;
- Grass, Mariela;
- Torres, Alfonso G Guevara;
- Gutierrez, Lorena;
- Gutierrez-Rubio, Susan A;
- Hannois, Adri xe1 N;
- Hart, Andrew;
- Härtel, Steffen;
- Henriquez, Marcos;
- Guevara, Rafael Hernandez;
- Hernandez-Franco, Miriam E;
- Herrera-Miramontes, Manuel I;
- Horton, Graciela;
- Ibañez, Gladys;
- Ipiña, Mart xed N;
- Jalfin, Beatriz;
- Jara, Lilian;
- Jara, Raul;
- Jaramillo, Maria Luisa;
- Javalera-Castro, David;
- Jimenez, Maria Eugenia;
- Ju, Hugo;
- Rusjan, Nazareth Ju xe1 rez;
- Juneman, Karen;
- Kerr, Ligia Maria;
- Krupelis, Alejandra;
- Larios-Jimenez, Flor Esmeralda;
- Latorre, Jose Domingo;
- Laviña, Guillermo;
- Lavista, Fernando;
- Duarte, Irma Leticia Le xf3 N;
- Lescano, Alberto;
- Lezano, Ver xf3 nica;
- Lopez, Rossana Mendoza;
- Cervantes, Jose Guillermo Lopez;
- Muñoz, Miguel Enrique Lopez;
- Loria, Dora;
- Luque, Alejandra;
- Maass, Alejandro;
- do Socorro Maciel, Maria;
- Mangone, Flavia Rotea;
- Mansilla, Jorge;
- Marcelain, Katherine;
- Mariani, Carolina;
- Marques, Marcia Maria Chiquitelli;
- Martinez-Arriaga, Reyna J;
- Martinez-Ramirez, Hector R;
- Martins, Marcela;
- Maya-Gonzalez, Alma G;
- Mazzaferri, Brenda;
- Medina-Mora, Yadira;
- Menini, Mariana;
- Míguez, Silvia;
- Milans, Soledad;
- Montes, Soledad;
- Hernández, Ana Ver xf3 nica Morales;
- Morga-Villela, Giberto;
- Morong, Carla;
- Muñoz, Homero;
- Muse, Ignacio Miguel;
- Mussetti, Carina;
- Mussetti, Eduardo;
- Najar-Acosta, Luis J;
- Napolitano e Ferreira, Elisa;
- Navarro-Ruiz, Nancy E;
- Noblía, Cristina;
- Nunes, Jo xe3 O Soares;
- Núñez, Daniela;
- Núñez, Fabiola;
- Onari, Nilton;
- Anda, Emma M Oropeza-De;
- Tirado, David Ortega;
- de Toledo Osório, Cynthia Aparecida Bueno;
- Paiva, Carlos Eduardo;
- Peñaloza, Paulina;
- Peredo-Navarro, Miguel;
- Pereira, David;
- Michel, Laura Perez;
- Pino, Francisca;
- Pino, Tania;
- Pinto, Natalia;
- Pizarro, Jessica;
- Pressa, Carlos;
- Ramirez, Enrique;
- Ramirez-Rosales, Gladys E;
- Ramis, Claudia;
- Ramos-Ramirez, Maritza;
- Alcantar, Adela Rascon;
- Ravaglio, Silvana;
- Richard, Francois;
- Méndez, Omar Rios;
- Zepeda, Ram xf3 N Enrique Robles;
- Rocha, Iara Santana;
- Rodriguez, Natalia;
- Rodriguez, Vilma;
- Rodriguez, Maria Teresa;
- Rodriguez-Gonzalez, Diego;
- Roela, Rosemeire A;
- Romero-Gomez, Ana M;
- Rosales-Sandoval, Ana M;
- Rubio-Plascencia, Omar V;
- Russo, Florencia;
- Sabini, Gaciela;
- Saffie, Isabel;
- Dias, Helena Salina;
- Soto, Brenda Guadalupe Samaniego;
- San Martino, Julio;
- Sanchez-Llamas, Benito;
- Sat-Muñoz, Daniel;
- Savignano, Mariana;
- Neto, Cristovam Scapulatempo;
- Senna, Max Mano;
- Silva, Carolina;
- Silvera, Jaime;
- Small, Isabele;
- Soares, Fernando;
- Soares, Iber xea;
- dos Santos, Silvana Soares;
- de Mello, Evandro Sobrosa;
- Sola, Jos xe9 Antonio;
- Sorín, Irene;
- Sosa, Alejandra;
- Sosa, Anabella;
- Sosa, Claudio;
- Soto, Sandra;
- de Pádua Souza, Cristiano;
- Spangenberg, Luc xed A;
- Steffanof, Gustavo;
- Straminsky, Florencia;
- Tapia, M xf3 nica;
- Tapia-Llanos, Raziel O;
- Tavares-Macias, Geronimo M;
- Temperley, Guillermo;
- Terzieff, Veronica;
- Teti, Vicente;
- Tognarelli, Javier;
- Toledo, Ver xf3 nica;
- Toro, Paulina;
- Torres, Roberto;
- Torres-Palomares, Mariana;
- Roman, Rogelio Troyo-San;
- Urbano, Hernan;
- Vacca, Nicolas;
- Vaimberg, Daniel;
- Peña, Mar xed A Lourdes Valencia;
- Vaselevich, Maria Lujan;
- Vazquez-Nares, Jaime;
- Velez-Gomez, Ezequiel;
- Venegas-Godinez, Laura N;
- Vercelli, Patricia;
- Verdugo, Ricardo;
- da Costa Vieira, Ren xe9 Aloisio;
- Vilensky, Marta;
- Villarubias, Mar xed A Jos xe9;
- Gómez, Manuel Isaac Villegas;
- Viña, Stella;
- Vornetti, Silvia;
- Watanabe, Anapaula Hidemi Uema;
- Zamorano, Carlos;
- Zapata, Luis;
- Zlatar, Zdenka
- et al.
Abstract
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).Many UC-authored scholarly publications are freely available on this site because of the UC's open access policies. Let us know how this access is important for you.
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