Cells (Jul 2023)
Intermediate Molecular Phenotypes to Identify Genetic Markers of Anthracycline-Induced Cardiotoxicity Risk
- Aurora Gómez-Vecino,
- Roberto Corchado-Cobos,
- Adrián Blanco-Gómez,
- Natalia García-Sancha,
- Sonia Castillo-Lluva,
- Ana Martín-García,
- Marina Mendiburu-Eliçabe,
- Carlos Prieto,
- Sara Ruiz-Pinto,
- Guillermo Pita,
- Alejandro Velasco-Ruiz,
- Carmen Patino-Alonso,
- Purificación Galindo-Villardón,
- María Linarejos Vera-Pedrosa,
- José Jalife,
- Jian-Hua Mao,
- Guillermo Macías de Plasencia,
- Andrés Castellanos-Martín,
- María del Mar Sáez-Freire,
- Susana Fraile-Martín,
- Telmo Rodrigues-Teixeira,
- Carmen García-Macías,
- Julie Milena Galvis-Jiménez,
- Asunción García-Sánchez,
- María Isidoro-García,
- Manuel Fuentes,
- María Begoña García-Cenador,
- Francisco Javier García-Criado,
- Juan Luis García-Hernández,
- María Ángeles Hernández-García,
- Juan Jesús Cruz-Hernández,
- César Augusto Rodríguez-Sánchez,
- Alejandro Martín García-Sancho,
- Estefanía Pérez-López,
- Antonio Pérez-Martínez,
- Federico Gutiérrez-Larraya,
- Antonio J. Cartón,
- José Ángel García-Sáenz,
- Ana Patiño-García,
- Miguel Martín,
- Teresa Alonso-Gordoa,
- Christof Vulsteke,
- Lieselot Croes,
- Sigrid Hatse,
- Thomas Van Brussel,
- Diether Lambrechts,
- Hans Wildiers,
- Hang Chang,
- Marina Holgado-Madruga,
- Anna González-Neira,
- Pedro L. Sánchez,
- Jesús Pérez Losada
Affiliations
- Aurora Gómez-Vecino
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Roberto Corchado-Cobos
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Adrián Blanco-Gómez
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Natalia García-Sancha
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Sonia Castillo-Lluva
- Departamento de Bioquímica y Biología Molecular, Facultad de Ciencias Químicas, Universidad Complutense, 28040 Madrid, Spain
- Ana Martín-García
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
- Marina Mendiburu-Eliçabe
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Carlos Prieto
- Servicio de Bioinformática, Nucleus, Universidad de Salamanca, 37007 Salamanca, Spain
- Sara Ruiz-Pinto
- Human Genotyping Unit-CeGen, Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), 28029 Madrid, Spain
- Guillermo Pita
- Human Genotyping Unit-CeGen, Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), 28029 Madrid, Spain
- Alejandro Velasco-Ruiz
- Human Genotyping Unit-CeGen, Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), 28029 Madrid, Spain
- Carmen Patino-Alonso
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
- Purificación Galindo-Villardón
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
- María Linarejos Vera-Pedrosa
- Centro Nacional de Investigaciones Cardiovasculares (CNIC) Carlos III, 28029 Madrid, Spain
- José Jalife
- Centro Nacional de Investigaciones Cardiovasculares (CNIC) Carlos III, 28029 Madrid, Spain
- Jian-Hua Mao
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
- Guillermo Macías de Plasencia
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
- Andrés Castellanos-Martín
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- María del Mar Sáez-Freire
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Susana Fraile-Martín
- Servicio de Patología Molecular Comparada, Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca, 37007 Salamanca, Spain
- Telmo Rodrigues-Teixeira
- Servicio de Patología Molecular Comparada, Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca, 37007 Salamanca, Spain
- Carmen García-Macías
- Servicio de Patología Molecular Comparada, Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca, 37007 Salamanca, Spain
- Julie Milena Galvis-Jiménez
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Asunción García-Sánchez
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
- María Isidoro-García
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
- Manuel Fuentes
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- María Begoña García-Cenador
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
- Francisco Javier García-Criado
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
- Juan Luis García-Hernández
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- María Ángeles Hernández-García
- Servicio de Hematología, Hospital Universitario de Salamanca, CIBERONC, 37007 Salamanca, Spain
- Juan Jesús Cruz-Hernández
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- César Augusto Rodríguez-Sánchez
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Alejandro Martín García-Sancho
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Estefanía Pérez-López
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Antonio Pérez-Martínez
- Department of Paediatric Hemato-Oncology, Hospital Universitario La Paz, 28046 Madrid, Spain
- Federico Gutiérrez-Larraya
- Department of Paediatric Cardiology, Hospital Universitario La Paz, 28046 Madrid, Spain
- Antonio J. Cartón
- Department of Paediatric Cardiology, Hospital Universitario La Paz, 28046 Madrid, Spain
- José Ángel García-Sáenz
- Medical Oncology Service, Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), Hospital Clínico San Carlos, 28040 Madrid, Spain
- Ana Patiño-García
- Department of Pediatrics, Solid Tumor Program, Centro de Investigación Médica Aplicada (CIMA), Universidad de Navarra, IdisNA, 31008 Pamplona, Spain
- Miguel Martín
- Department of Medicine, Gregorio Marañón Health Research Institute (IISGM), Centro de Investigación Biomédica en Red Oncológica (CIBERONC), Universidad Complutense, 28007 Madrid, Spain
- Teresa Alonso-Gordoa
- Department of Medical Oncology, Hospital Universitario Ramón y Cajal, 28034 Madrid, Spain
- Christof Vulsteke
- Department of Molecular Imaging, Pathology, Radiotherapy and Oncology (MIPRO), Center for Oncological Research (CORE), Antwerp University, 2610 Antwerp, Belgium
- Lieselot Croes
- Department of Molecular Imaging, Pathology, Radiotherapy and Oncology (MIPRO), Center for Oncological Research (CORE), Antwerp University, 2610 Antwerp, Belgium
- Sigrid Hatse
- Laboratory of Experimental Oncology (LEO), Department of Oncology, Department of General Medical Oncology, University Hospitals Leuven, Leuven Cancer Institute, Katholieke Universiteit (KU) Leuven, 3000 Leuven, Belgium
- Thomas Van Brussel
- VIB Center for Cancer Biology, VIB, 3000 Leuven, Belgium
- Diether Lambrechts
- VIB Center for Cancer Biology, VIB, 3000 Leuven, Belgium
- Hans Wildiers
- Department of General Medical Oncology and Multidisciplinary Breast Unit, Leuven Cancer Institute, and Laboratory of Experimental Oncology (LEO), Department of Oncology, Leuven Cancer Institute and University Hospital Leuven, Katholieke Universiteit (KU) Leuven, 3000 Leuven, Belgium
- Hang Chang
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
- Marina Holgado-Madruga
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
- Anna González-Neira
- Human Genotyping Unit-CeGen, Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), 28029 Madrid, Spain
- Pedro L. Sánchez
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Jesús Pérez Losada
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- DOI
- https://doi.org/10.3390/cells12151956
- Journal volume & issue
-
Vol. 12,
no. 15
p. 1956
Abstract
Cardiotoxicity due to anthracyclines (CDA) affects cancer patients, but we cannot predict who may suffer from this complication. CDA is a complex trait with a polygenic component that is mainly unidentified. We propose that levels of intermediate molecular phenotypes (IMPs) in the myocardium associated with histopathological damage could explain CDA susceptibility, so variants of genes encoding these IMPs could identify patients susceptible to this complication. Thus, a genetically heterogeneous cohort of mice (n = 165) generated by backcrossing were treated with doxorubicin and docetaxel. We quantified heart fibrosis using an Ariol slide scanner and intramyocardial levels of IMPs using multiplex bead arrays and QPCR. We identified quantitative trait loci linked to IMPs (ipQTLs) and cdaQTLs via linkage analysis. In three cancer patient cohorts, CDA was quantified using echocardiography or Cardiac Magnetic Resonance. CDA behaves as a complex trait in the mouse cohort. IMP levels in the myocardium were associated with CDA. ipQTLs integrated into genetic models with cdaQTLs account for more CDA phenotypic variation than that explained by cda-QTLs alone. Allelic forms of genes encoding IMPs associated with CDA in mice, including AKT1, MAPK14, MAPK8, STAT3, CAS3, and TP53, are genetic determinants of CDA in patients. Two genetic risk scores for pediatric patients (n = 71) and women with breast cancer (n = 420) were generated using machine-learning Least Absolute Shrinkage and Selection Operator (LASSO) regression. Thus, IMPs associated with heart damage identify genetic markers of CDA risk, thereby allowing more personalized patient management.
Keywords
- anthracyclines
- cardiotoxicity
- complex genetic disease
- intermediate molecular phenotypes
- quantitative trait loci