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Rodrigo-Faus M, Vincelle-Nieto A, Vidal N, Puente J, Saiz-Pardo M, Lopez-Garcia A, Mendiburu-Eliçabe M, Palao N, Baquero C, Linzoain-Agos P, Cuesta AM, Qu HQ, Hakonarson H, Musteanu M, Reyes-Palomares A, Porras A, Bragado P, Gutierrez-Uzquiza A. CRISPR/Cas9 screenings unearth protein arginine methyltransferase 7 as a novel essential gene in prostate cancer metastasis. Cancer Lett 2024; 588:216776. [PMID: 38432581 DOI: 10.1016/j.canlet.2024.216776] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Revised: 02/19/2024] [Accepted: 02/29/2024] [Indexed: 03/05/2024]
Abstract
Due to the limited effectiveness of current treatments, the survival rate of patients with metastatic castration-resistant prostate cancer (mCRPC) is significantly reduced. Consequently, it is imperative to identify novel therapeutic targets for managing these patients. Since the invasive ability of cells is crucial for establishing and maintaining metastasis, the aim of this study was to identify the essential regulators of invasive abilities of mCRPC cells by conducting two independent high-throughput CRISPR/Cas9 screenings. Furthermore, some of the top hits were validated using siRNA technology, with protein arginine methyltransferase 7 (PRMT7) emerging as the most promising candidate. We demonstrated that its inhibition or depletion via genetic or pharmacological approaches significantly reduces invasive, migratory and proliferative abilities of mCRPC cells in vitro. Moreover, we confirmed that PRMT7 ablation reduces cell dissemination in chicken chorioallantoic membrane and mouse xenograft assays. Molecularly, PRMT7 reprograms the expression of several adhesion molecules by methylating various transcription factors, such as FoxK1, resulting in the loss of adhesion from the primary tumor and increased motility of mCRPC cells. Furthermore, PRMT7 higher expression correlates with tumor aggressivity and poor overall survival in prostate cancer patients. Thus, this study demonstrates that PRMT7 is a potential therapeutic target and potential biomarker for mPCa.
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Affiliation(s)
- Maria Rodrigo-Faus
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain
| | - Africa Vincelle-Nieto
- Department of Biochemistry and Molecular Biology, Veterinary Faculty, Complutense Univeristy of Madrid, Madrid, Spain
| | - Natalia Vidal
- Department of Medical Oncology, Health Research Institute of the Clínico San Carlos Hospital (IdISSC), CIBERONC, Madrid, Spain
| | - Javier Puente
- Department of Medical Oncology, Health Research Institute of the Clínico San Carlos Hospital (IdISSC), CIBERONC, Madrid, Spain
| | - Melchor Saiz-Pardo
- Department of Medical Oncology, Health Research Institute of the Clínico San Carlos Hospital (IdISSC), CIBERONC, Madrid, Spain
| | - Alejandra Lopez-Garcia
- Experimental Oncology, Molecular Oncology Program, Spanish National Cancer Research Center (CNIO), Madrid, Spain
| | | | - Nerea Palao
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain
| | - Cristina Baquero
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain
| | - Paula Linzoain-Agos
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain
| | - Angel M Cuesta
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain
| | - Hui-Qi Qu
- Center for Applied Genomics (CAG), Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA
| | - Hakon Hakonarson
- Center for Applied Genomics (CAG), Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA; Department of Pediatrics, The Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Monica Musteanu
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Experimental Oncology, Molecular Oncology Program, Spanish National Cancer Research Center (CNIO), Madrid, Spain; Cancer and Obesity Group, Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain
| | - Armando Reyes-Palomares
- Department of Biochemistry and Molecular Biology, Veterinary Faculty, Complutense Univeristy of Madrid, Madrid, Spain
| | - Almudena Porras
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain
| | - Paloma Bragado
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain
| | - Alvaro Gutierrez-Uzquiza
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain.
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2
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García-Sancha N, Corchado-Cobos R, Blanco-Gómez A, Cunillera Puértolas O, Marzo-Castillejo M, Castillo-Lluva S, Alonso-López D, De Las Rivas J, Pozo J, Orfao A, Valero-Juan L, Patino-Alonso C, Perera D, Venkitaraman AR, Mao JH, Chang H, Mendiburu-Eliçabe M, González-García P, Caleiras E, Peset I, Cenador MBG, García-Criado FJ, Pérez-Losada J. Cabergoline as a Novel Strategy for Post-Pregnancy Breast Cancer Prevention in Mice and Human. Res Sq 2024:rs.3.rs-3854490. [PMID: 38405932 PMCID: PMC10889045 DOI: 10.21203/rs.3.rs-3854490/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/27/2024]
Abstract
Post-pregnancy breast cancer often carries a poor prognosis, posing a major clinical challenge. The increasing trend of later-life pregnancies exacerbates this risk, highlighting the need for effective chemoprevention strategies. Current options, limited to selective estrogen receptor modulators, aromatase inhibitors, or surgical procedures, offer limited efficacy and considerable side effects. Here, we report that cabergoline, a dopaminergic agonist, reduces the risk of breast cancer post-pregnancy in a Brca1/P53-deficient mouse model, with implications for human breast cancer prevention. We show that a single dose of cabergoline administered post-pregnancy significantly delayed the onset and reduced the incidence of breast cancer in Brca1/P53-deficient mice. Histological analysis revealed a notable acceleration in post-lactational involution over the short term, characterized by increased apoptosis and altered gene expression related to ion transport. Over the long term, histological changes in the mammary gland included a reduction in the ductal component, decreased epithelial proliferation, and a lower presence of recombinant Brca1/P53 target cells, which are precursors of tumors. These changes serve as indicators of reduced breast cancer susceptibility. Additionally, RNA sequencing identified gene expression alterations associated with decreased proliferation and mammary gland branching. Our findings highlight a mechanism wherein cabergoline enhances the protective effect of pregnancy against breast cancer by potentiating postlactational involution. Notably, a retrospective cohort study in women demonstrated a markedly lower incidence of post-pregnancy breast cancer in those treated with cabergoline compared to a control group. Our work underscores the importance of enhancing postlactational involution as a strategy for breast cancer prevention, and identifies cabergoline as a promising, low-risk option in breast cancer chemoprevention. This strategy has the potential to revolutionize breast cancer prevention approaches, particularly for women at increased risk due to genetic factors or delayed childbirth, and has wider implications beyond hereditary breast cancer cases.
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Affiliation(s)
| | | | | | - Oriol Cunillera Puértolas
- Unitat de Suport a la Recerca Metropolitana Sud, Fundació Institut Universitari per a la recerca a l'Atenció Primària de Salut Jordi Gol i Gurina (IDIAPJGol), L'Hospitalet de LL
| | - Mercè Marzo-Castillejo
- Unitat de Suport a la Recerca - IDIAP Jordi Gol. Direcció d'Atenció Primària Costa de Ponent, Institut Català de la Salut
| | | | - Diego Alonso-López
- Cancer Research Center (CIC-IBMCC, CSIC/USAL), Consejo Superior de Investigaciones Científicas (CSIC) and University of Salamanca (USAL)
| | - Javier De Las Rivas
- Cancer Research Center (IBMCC, CSIC/USAL), Consejo Superior de Investigaciones Cientificas & University of Salamanca
| | - Julio Pozo
- Servicio de Citometría, Departamento de Medicina, Biomedical Research Networking Centre on Cancer CIBER-CIBERONC (CB16/12/00400), Institute of Health Carlos III, and Instituto de Biolog
| | | | - Luis Valero-Juan
- Departamento de Ciencias Biomédicas y del Diagnóstico. Universidad de Salamanca
| | | | - David Perera
- The Medical Research Council Cancer Unit, University of Cambridge
| | | | | | | | | | | | | | - Isabel Peset
- Spanish National Cancer Research Centre (CNIO), Madrid
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Mendiburu-Eliçabe M, García-Sancha N, Corchado-Cobos R, Martínez-López A, Chang H, Mao JH, Blanco-Gómez A, García-Casas A, Castellanos-Martín A, Salvador N, Jiménez-Navas A, Pérez-Baena MJ, Sánchez-Martín MA, Abad-Hernández MDM, Del Carmen S, Claros-Ampuero J, Cruz-Hernández JJ, Rodríguez-Sánchez CA, García-Cenador MB, García-Criado FJ, Vicente RS, Castillo-Lluva S, Pérez-Losada J. NCAPH Drives Breast Cancer Progression and Identifies a Gene Signature that Predicts Luminal A Tumor Recurrence. Res Sq 2023:rs.3.rs-3231230. [PMID: 37886490 PMCID: PMC10602143 DOI: 10.21203/rs.3.rs-3231230/v2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/28/2023]
Abstract
Despite their generally favorable prognosis, luminal A tumors paradoxically pose the highest ten-year recurrence risk among breast cancers. From those that relapse, a quarter of them do it within five years after diagnosis. Identifying such patients is crucial, as long-term relapsers could benefit from extended hormone therapy, whereas early relapsers may require aggressive treatment. In this study, we demonstrate that NCAPH plays a role in the pathogenesis of luminal A breast cancer, contributing to its adverse progression in vitro and in vivo. Furthermore, we reveal that a signature of intratumoral gene expression, associated with elevated levels of NCAPH, serves as a potential marker to identify patients facing unfavorable progression of luminal A breast cancer. Indeed, transgenic mice overexpressing NCAPH generated breast tumors with long latency, and in MMTV-NCAPH/ErbB2+ double-transgenic mice, the luminal tumors formed were more aggressive. In addition, high intratumoral levels of Ncaph were associated with worse breast cancer evolution and poor response to chemotherapy in a cohort of genetically heterogeneous transgenic mice generated by backcrossing. In this cohort of mice, we identified a series of transcripts associated with elevated intratumoral levels of NCAPH, which were linked to adverse progression of breast cancer in both mice and humans. Utilizing the Least Absolute Shrinkage and Selection Operator (LASSO) multivariate regression analysis on this series of transcripts, we derived a ten-gene risk score. This score is defined by a gene signature (termed Gene Signature for Luminal A 10 or GSLA10) that correlates with unfavorable progression of luminal A breast cancer. The GSLA10 signature surpassed the Oncotype DX signature in discerning tumors with unfavorable outcomes (previously categorized as Luminal A by PAM50) across three independent human cohorts. This GSLA10 signature aids in identifying patients with Luminal A tumors displaying adverse prognosis, who could potentially benefit from personalized treatment strategies.
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Affiliation(s)
- Marina Mendiburu-Eliçabe
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
| | - Natalia García-Sancha
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
| | - Roberto Corchado-Cobos
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
| | - Angélica Martínez-López
- Departamento de Bioquímica y Biología Molecular, Facultad de Ciencias Químicas, Universidad Complutense, Madrid, Spain
- Instituto de Investigaciones Sanitarias San Carlos (IdISSC), Madrid, Spain
| | - Hang Chang
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
- Berkeley Biomedical Data Science Center, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Jian Hua Mao
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
- Berkeley Biomedical Data Science Center, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Adrián Blanco-Gómez
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
| | - Ana García-Casas
- Departamento de Bioquímica y Biología Molecular, Facultad de Ciencias Químicas, Universidad Complutense, Madrid, Spain
- Instituto de Investigaciones Sanitarias San Carlos (IdISSC), Madrid, Spain
| | - Andrés Castellanos-Martín
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
| | - Nélida Salvador
- Departamento de Bioquímica y Biología Molecular, Facultad de Ciencias Químicas, Universidad Complutense, Madrid, Spain
- Instituto de Investigaciones Sanitarias San Carlos (IdISSC), Madrid, Spain
| | - Alejandro Jiménez-Navas
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
| | - Manuel Jesús Pérez-Baena
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
| | - Manuel Adolfo Sánchez-Martín
- Departamento de Medicina, Universidad de Salamanca, Salamanca, Spain
- Servicio de Transgénesis, Plataforma Nucleus, Universidad de Salamanca, Salamanca, Spain
| | - María Del Mar Abad-Hernández
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
- Departamento de Anatomía Patológica, Universidad de Salamanca, Salamanca, Spain
- Servicio de Anatomía Patológica, Hospital Universitario de Salamanca, Spain
| | - Sofía Del Carmen
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
- Departamento de Anatomía Patológica, Universidad de Salamanca, Salamanca, Spain
- Servicio de Anatomía Patológica, Hospital Universitario de Salamanca, Spain
| | - Juncal Claros-Ampuero
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
- Servicio de Oncología, Hospital Universitario de Salamanca, Salamanca, Spain
| | - Juan Jesús Cruz-Hernández
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
- Departamento de Medicina, Universidad de Salamanca, Salamanca, Spain
- Servicio de Oncología, Hospital Universitario de Salamanca, Salamanca, Spain
| | - César Augusto Rodríguez-Sánchez
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
- Departamento de Medicina, Universidad de Salamanca, Salamanca, Spain
- Servicio de Oncología, Hospital Universitario de Salamanca, Salamanca, Spain
| | - María Begoña García-Cenador
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
- Departamento de Cirugía, Universidad de Salamanca, Salamanca, Spain
| | - Francisco Javier García-Criado
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
- Departamento de Cirugía, Universidad de Salamanca, Salamanca, Spain
| | | | - Sonia Castillo-Lluva
- Departamento de Bioquímica y Biología Molecular, Facultad de Ciencias Químicas, Universidad Complutense, Madrid, Spain
- Instituto de Investigaciones Sanitarias San Carlos (IdISSC), Madrid, Spain
| | - Jesús Pérez-Losada
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
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4
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Gómez-Vecino A, Corchado-Cobos R, Blanco-Gómez A, García-Sancha N, Castillo-Lluva S, Martín-García A, Mendiburu-Eliçabe M, Prieto C, Ruiz-Pinto S, Pita G, Velasco-Ruiz A, Patino-Alonso C, Galindo-Villardón P, Vera-Pedrosa ML, Jalife J, Mao JH, Macías de Plasencia G, Castellanos-Martín A, Sáez-Freire MDM, Fraile-Martín S, Rodrigues-Teixeira T, García-Macías C, Galvis-Jiménez JM, García-Sánchez A, Isidoro-García M, Fuentes M, García-Cenador MB, García-Criado FJ, García-Hernández JL, Hernández-García MÁ, Cruz-Hernández JJ, Rodríguez-Sánchez CA, García-Sancho AM, Pérez-López E, Pérez-Martínez A, Gutiérrez-Larraya F, Cartón AJ, García-Sáenz JÁ, Patiño-García A, Martín M, Alonso-Gordoa T, Vulsteke C, Croes L, Hatse S, Van Brussel T, Lambrechts D, Wildiers H, Chang H, Holgado-Madruga M, González-Neira A, Sánchez PL, Pérez Losada J. Intermediate Molecular Phenotypes to Identify Genetic Markers of Anthracycline-Induced Cardiotoxicity Risk. Cells 2023; 12:1956. [PMID: 37566035 PMCID: PMC10417374 DOI: 10.3390/cells12151956] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Revised: 07/14/2023] [Accepted: 07/21/2023] [Indexed: 08/12/2023] Open
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.
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Affiliation(s)
- Aurora Gómez-Vecino
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (A.G.-V.); (R.C.-C.); (A.B.-G.); (N.G.-S.); (M.M.-E.); (A.C.-M.); (M.d.M.S.-F.); (J.M.G.-J.); (M.F.); (J.L.G.-H.); (J.J.C.-H.); (C.A.R.-S.); (A.M.G.-S.); (E.P.-L.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
| | - Roberto Corchado-Cobos
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (A.G.-V.); (R.C.-C.); (A.B.-G.); (N.G.-S.); (M.M.-E.); (A.C.-M.); (M.d.M.S.-F.); (J.M.G.-J.); (M.F.); (J.L.G.-H.); (J.J.C.-H.); (C.A.R.-S.); (A.M.G.-S.); (E.P.-L.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
| | - Adrián Blanco-Gómez
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (A.G.-V.); (R.C.-C.); (A.B.-G.); (N.G.-S.); (M.M.-E.); (A.C.-M.); (M.d.M.S.-F.); (J.M.G.-J.); (M.F.); (J.L.G.-H.); (J.J.C.-H.); (C.A.R.-S.); (A.M.G.-S.); (E.P.-L.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
| | - Natalia García-Sancha
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (A.G.-V.); (R.C.-C.); (A.B.-G.); (N.G.-S.); (M.M.-E.); (A.C.-M.); (M.d.M.S.-F.); (J.M.G.-J.); (M.F.); (J.L.G.-H.); (J.J.C.-H.); (C.A.R.-S.); (A.M.G.-S.); (E.P.-L.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
| | - Sonia Castillo-Lluva
- Departamento de Bioquímica y Biología Molecular, Facultad de Ciencias Químicas, Universidad Complutense, 28040 Madrid, Spain;
- Instituto de Investigaciones Sanitarias San Carlos (IdISSC), 24040 Madrid, Spain
| | - Ana Martín-García
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
- Servicio de Cardiología, Hospital Universitario de Salamanca, Universidad de Salamanca (CIBER.CV), 37007 Salamanca, Spain
| | - Marina Mendiburu-Eliçabe
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (A.G.-V.); (R.C.-C.); (A.B.-G.); (N.G.-S.); (M.M.-E.); (A.C.-M.); (M.d.M.S.-F.); (J.M.G.-J.); (M.F.); (J.L.G.-H.); (J.J.C.-H.); (C.A.R.-S.); (A.M.G.-S.); (E.P.-L.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
| | - 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; (S.R.-P.); (G.P.); (A.V.-R.)
| | - Guillermo Pita
- Human Genotyping Unit-CeGen, Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), 28029 Madrid, Spain; (S.R.-P.); (G.P.); (A.V.-R.)
| | - Alejandro Velasco-Ruiz
- Human Genotyping Unit-CeGen, Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), 28029 Madrid, Spain; (S.R.-P.); (G.P.); (A.V.-R.)
| | - Carmen Patino-Alonso
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
- Departamento de Estadística, Universidad de Salamanca, 37007 Salamanca, Spain
| | - Purificación Galindo-Villardón
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
- Departamento de Estadística, Universidad de Salamanca, 37007 Salamanca, Spain
- Escuela Superior Politécnica del Litoral, ESPOL, Centro de Estudios e Investigaciones Estadísticas, Campus Gustavo Galindo, Km. 30.5 Via Perimetral, Guayaquil P.O. Box 09-01-5863, Ecuador
| | | | - José Jalife
- Centro Nacional de Investigaciones Cardiovasculares (CNIC) Carlos III, 28029 Madrid, Spain; (M.L.V.-P.); (J.J.)
| | - Jian-Hua Mao
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA;
- Berkeley Biomedical Data Science Center, Lawrence Berkeley National Laboratory, Berkeley, CA 92720, USA
| | - Guillermo Macías de Plasencia
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
- Servicio de Cardiología, Hospital Universitario de Salamanca, Universidad de Salamanca (CIBER.CV), 37007 Salamanca, Spain
| | - Andrés Castellanos-Martín
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (A.G.-V.); (R.C.-C.); (A.B.-G.); (N.G.-S.); (M.M.-E.); (A.C.-M.); (M.d.M.S.-F.); (J.M.G.-J.); (M.F.); (J.L.G.-H.); (J.J.C.-H.); (C.A.R.-S.); (A.M.G.-S.); (E.P.-L.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
| | - María del Mar Sáez-Freire
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (A.G.-V.); (R.C.-C.); (A.B.-G.); (N.G.-S.); (M.M.-E.); (A.C.-M.); (M.d.M.S.-F.); (J.M.G.-J.); (M.F.); (J.L.G.-H.); (J.J.C.-H.); (C.A.R.-S.); (A.M.G.-S.); (E.P.-L.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
| | - Susana Fraile-Martín
- Servicio de Patología Molecular Comparada, Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca, 37007 Salamanca, Spain; (S.F.-M.); (T.R.-T.); (C.G.-M.)
| | - Telmo Rodrigues-Teixeira
- Servicio de Patología Molecular Comparada, Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca, 37007 Salamanca, Spain; (S.F.-M.); (T.R.-T.); (C.G.-M.)
| | - Carmen García-Macías
- Servicio de Patología Molecular Comparada, Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca, 37007 Salamanca, Spain; (S.F.-M.); (T.R.-T.); (C.G.-M.)
| | - Julie Milena Galvis-Jiménez
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (A.G.-V.); (R.C.-C.); (A.B.-G.); (N.G.-S.); (M.M.-E.); (A.C.-M.); (M.d.M.S.-F.); (J.M.G.-J.); (M.F.); (J.L.G.-H.); (J.J.C.-H.); (C.A.R.-S.); (A.M.G.-S.); (E.P.-L.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
- Instituto Nacional de Cancerología de Colombia, Bogotá 111511-110411001, Colombia
| | - Asunción García-Sánchez
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
- Servicio de Bioquímica Clínica, Hospital Universitario de Salamanca, 37007 Salamanca, Spain
| | - María Isidoro-García
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
- Servicio de Bioquímica Clínica, Hospital Universitario de Salamanca, 37007 Salamanca, Spain
- Departamento de Medicina, Universidad de Salamanca, 37007 Salamanca, Spain
| | - Manuel Fuentes
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (A.G.-V.); (R.C.-C.); (A.B.-G.); (N.G.-S.); (M.M.-E.); (A.C.-M.); (M.d.M.S.-F.); (J.M.G.-J.); (M.F.); (J.L.G.-H.); (J.J.C.-H.); (C.A.R.-S.); (A.M.G.-S.); (E.P.-L.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
- Departamento de Medicina, Universidad de Salamanca, 37007 Salamanca, Spain
- Unidad de Proteómica y Servicio General de Citometría de Flujo, Nucleus, Universidad de Salamanca, 37007 Salamanca, Spain
| | - María Begoña García-Cenador
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
- Departamento de Cirugía, Universidad de Salamanca, 37007 Salamanca, Spain
| | - Francisco Javier García-Criado
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
- Departamento de Cirugía, Universidad de Salamanca, 37007 Salamanca, Spain
| | - Juan Luis García-Hernández
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (A.G.-V.); (R.C.-C.); (A.B.-G.); (N.G.-S.); (M.M.-E.); (A.C.-M.); (M.d.M.S.-F.); (J.M.G.-J.); (M.F.); (J.L.G.-H.); (J.J.C.-H.); (C.A.R.-S.); (A.M.G.-S.); (E.P.-L.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
| | | | - Juan Jesús Cruz-Hernández
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (A.G.-V.); (R.C.-C.); (A.B.-G.); (N.G.-S.); (M.M.-E.); (A.C.-M.); (M.d.M.S.-F.); (J.M.G.-J.); (M.F.); (J.L.G.-H.); (J.J.C.-H.); (C.A.R.-S.); (A.M.G.-S.); (E.P.-L.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
- Departamento de Medicina, Universidad de Salamanca, 37007 Salamanca, Spain
- Servicio de Oncología, Hospital Universitario de Salamanca, 37007 Salamanca, Spain
| | - César Augusto Rodríguez-Sánchez
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (A.G.-V.); (R.C.-C.); (A.B.-G.); (N.G.-S.); (M.M.-E.); (A.C.-M.); (M.d.M.S.-F.); (J.M.G.-J.); (M.F.); (J.L.G.-H.); (J.J.C.-H.); (C.A.R.-S.); (A.M.G.-S.); (E.P.-L.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
- Departamento de Medicina, Universidad de Salamanca, 37007 Salamanca, Spain
- Servicio de Oncología, Hospital Universitario de Salamanca, 37007 Salamanca, Spain
| | - Alejandro Martín García-Sancho
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (A.G.-V.); (R.C.-C.); (A.B.-G.); (N.G.-S.); (M.M.-E.); (A.C.-M.); (M.d.M.S.-F.); (J.M.G.-J.); (M.F.); (J.L.G.-H.); (J.J.C.-H.); (C.A.R.-S.); (A.M.G.-S.); (E.P.-L.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
- Servicio de Hematología, Hospital Universitario de Salamanca, CIBERONC, 37007 Salamanca, Spain;
| | - Estefanía Pérez-López
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (A.G.-V.); (R.C.-C.); (A.B.-G.); (N.G.-S.); (M.M.-E.); (A.C.-M.); (M.d.M.S.-F.); (J.M.G.-J.); (M.F.); (J.L.G.-H.); (J.J.C.-H.); (C.A.R.-S.); (A.M.G.-S.); (E.P.-L.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
- Servicio de Hematología, Hospital Universitario de Salamanca, CIBERONC, 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; (F.G.-L.); (A.J.C.)
| | - Antonio J. Cartón
- Department of Paediatric Cardiology, Hospital Universitario La Paz, 28046 Madrid, Spain; (F.G.-L.); (A.J.C.)
| | - 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; (C.V.); (L.C.)
- Department of Oncology, Integrated Cancer Center in Ghent, AZ Maria Middelares, 9000 Ghent, Belgium
| | - Lieselot Croes
- Department of Molecular Imaging, Pathology, Radiotherapy and Oncology (MIPRO), Center for Oncological Research (CORE), Antwerp University, 2610 Antwerp, Belgium; (C.V.); (L.C.)
- Department of Oncology, Integrated Cancer Center in Ghent, AZ Maria Middelares, 9000 Ghent, 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; (T.V.B.); (D.L.)
- Laboratory of Translational Genetics, Department of Human Genetics, Katholieke Universiteit (KU) Leuven, 3000 Leuven, Belgium
| | - Diether Lambrechts
- VIB Center for Cancer Biology, VIB, 3000 Leuven, Belgium; (T.V.B.); (D.L.)
- Laboratory of Translational Genetics, Department of Human Genetics, Katholieke Universiteit (KU) Leuven, 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;
- Berkeley Biomedical Data Science Center, Lawrence Berkeley National Laboratory, Berkeley, CA 92720, USA
| | - Marina Holgado-Madruga
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
- Departamento de Fisiología y Farmacología, Universidad de Salamanca, 37007 Salamanca, Spain
- Instituto de Neurociencias de Castilla y León (INCyL), 37007 Salamanca, Spain
| | - Anna González-Neira
- Human Genotyping Unit-CeGen, Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), 28029 Madrid, Spain; (S.R.-P.); (G.P.); (A.V.-R.)
| | - Pedro L. Sánchez
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (A.G.-V.); (R.C.-C.); (A.B.-G.); (N.G.-S.); (M.M.-E.); (A.C.-M.); (M.d.M.S.-F.); (J.M.G.-J.); (M.F.); (J.L.G.-H.); (J.J.C.-H.); (C.A.R.-S.); (A.M.G.-S.); (E.P.-L.)
- Servicio de Cardiología, Hospital Universitario de Salamanca, Universidad de Salamanca (CIBER.CV), 37007 Salamanca, Spain
- Departamento de Medicina, Universidad de Salamanca, 37007 Salamanca, Spain
| | - Jesús Pérez Losada
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (A.G.-V.); (R.C.-C.); (A.B.-G.); (N.G.-S.); (M.M.-E.); (A.C.-M.); (M.d.M.S.-F.); (J.M.G.-J.); (M.F.); (J.L.G.-H.); (J.J.C.-H.); (C.A.R.-S.); (A.M.G.-S.); (E.P.-L.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain; (A.M.-G.); (C.P.-A.); (P.G.-V.); (G.M.d.P.); (A.G.-S.); (M.I.-G.); (M.B.G.-C.); (F.J.G.-C.)
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5
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Cañueto J, Corchete-Sánchez LA, Schmults CD, García-Sancha N, Corchado-Cobos R, Mendiburu-Eliçabe M, Santos-Briz Á, Cardeñoso-Álvarez E, Pérez-Losada J, Román-Curto C, Ruiz ES. TMeB score may improve risk stratification of high-risk cutaneous squamous cell carcinoma and guide management of patients: A pilot study. J Eur Acad Dermatol Venereol 2023; 37:e474-e478. [PMID: 36424906 DOI: 10.1111/jdv.18775] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2022] [Accepted: 11/21/2022] [Indexed: 11/27/2022]
Affiliation(s)
- Javier Cañueto
- Departamento de Dermatología, Hospital Universitario de Salamanca, Salamanca, Spain.,Instituto de Investigación Biomédica de Salamanca (IBSAL), Hospital Universitario de Salamanca, Salamanca, Spain.,IBMCC-CSIC, Laboratory 20, Salamanca, Spain
| | - Luis Antonio Corchete-Sánchez
- IBMCC-CSIC, Laboratory 12, Salamanca, Spain.,Servicio de Hematología, Hospital Universitario de Salamanca, Salamanca, Spain
| | - Chrysalyne D Schmults
- Department of Dermatology, Brigham and Women's Hospital, and Harvard University, Boston, Massachusetts, USA
| | - Natalia García-Sancha
- Instituto de Investigación Biomédica de Salamanca (IBSAL), Hospital Universitario de Salamanca, Salamanca, Spain.,IBMCC-CSIC, Laboratory 20, Salamanca, Spain
| | - Roberto Corchado-Cobos
- Instituto de Investigación Biomédica de Salamanca (IBSAL), Hospital Universitario de Salamanca, Salamanca, Spain.,IBMCC-CSIC, Laboratory 20, Salamanca, Spain
| | - Marina Mendiburu-Eliçabe
- Instituto de Investigación Biomédica de Salamanca (IBSAL), Hospital Universitario de Salamanca, Salamanca, Spain.,IBMCC-CSIC, Laboratory 20, Salamanca, Spain
| | - Ángel Santos-Briz
- Instituto de Investigación Biomédica de Salamanca (IBSAL), Hospital Universitario de Salamanca, Salamanca, Spain.,Servicio de Anatomía Patológica, Hospital Universitario de Salamanca, Salamanca, Spain
| | | | - Jesús Pérez-Losada
- Instituto de Investigación Biomédica de Salamanca (IBSAL), Hospital Universitario de Salamanca, Salamanca, Spain.,IBMCC-CSIC, Laboratory 20, Salamanca, Spain
| | - Concepción Román-Curto
- Departamento de Dermatología, Hospital Universitario de Salamanca, Salamanca, Spain.,Instituto de Investigación Biomédica de Salamanca (IBSAL), Hospital Universitario de Salamanca, Salamanca, Spain
| | - Emily S Ruiz
- Department of Dermatology, Brigham and Women's Hospital, and Harvard University, Boston, Massachusetts, USA
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6
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Gómez-Vecino A, Corchado-Cobos R, Blanco-Gómez A, García-Sancha N, Castillo-Lluva S, Martín-García A, Mendiburu-Eliçabe M, Prieto C, Ruiz-Pinto S, Pita G, Velasco-Ruiz A, Patino-Alonso C, Galindo-Villardón P, Vera-Pedrosa ML, Jalife J, Mao JH, de Plasencia GM, Castellanos-Martín A, Freire MDMS, Fraile-Martín S, Rodrigues-Teixeira T, García-Macías C, Galvis-Jiménez JM, García-Sánchez A, Isidoro-García M, Fuentes M, García-Cenador MB, García-Criado FJ, García JL, Hernández-García MÁ, Hernández JJC, Rodríguez-Sánchez CA, Martín-Ruiz A, Pérez-López E, Pérez-Martínez A, Gutiérrez-Larraya F, Cartón AJ, García-Sáenz JÁ, Patiño-García A, Martín M, Gordoa TA, Vulsteke C, Croes L, Hatse S, Brussel TV, Lambrechts D, Wildiers H, Hang C, Holgado-Madruga M, González-Neira A, Sánchez PL, Losada JP. Intermediate molecular phenotypes to identify genetic markers of anthracycline-induced cardiotoxicity risk. bioRxiv 2023:2023.01.05.522844. [PMID: 36712139 PMCID: PMC9881971 DOI: 10.1101/2023.01.05.522844] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
Cardiotoxicity due to anthracyclines (CDA) affects cancer patients, but we cannot predict who may suffer from this complication. CDA is a complex disease whose polygenic component is mainly unidentified. We propose that levels of intermediate molecular phenotypes in the myocardium associated with histopathological damage could explain CDA susceptibility; so that variants of genes encoding these intermediate molecular phenotypes could identify patients susceptible to this complication. A genetically heterogeneous cohort of mice generated by backcrossing (N = 165) was treated with doxorubicin and docetaxel. Cardiac histopathological damage was measured by fibrosis and cardiomyocyte size by an Ariol slide scanner. We determine intramyocardial levels of intermediate molecular phenotypes of CDA associated with histopathological damage and quantitative trait loci (ipQTLs) linked to them. These ipQTLs seem to contribute to the missing heritability of CDA because they improve the heritability explained by QTL directly linked to CDA (cda-QTLs) through genetic models. Genes encoding these molecular subphenotypes were evaluated as genetic markers of CDA in three cancer patient cohorts (N = 517) whose cardiac damage was quantified by echocardiography or Cardiac Magnetic Resonance. Many SNPs associated with CDA were found using genetic models. LASSO multivariate regression identified two risk score models, one for pediatric cancer patients and the other for women with breast cancer. Molecular intermediate phenotypes associated with heart damage can identify genetic markers of CDA risk, thereby allowing a more personalized patient management. A similar strategy could be applied to identify genetic markers of other complex trait diseases.
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Affiliation(s)
- Aurora Gómez-Vecino
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, 37007, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
| | - Roberto Corchado-Cobos
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, 37007, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
| | - Adrián Blanco-Gómez
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, 37007, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
| | - Natalia García-Sancha
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, 37007, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
| | - Sonia Castillo-Lluva
- Departamento de Bioquímica y Biología Molecular, Facultad de Ciencias Químicas, Universidad Complutense, Madrid, 28040, Spain
- Instituto de Investigaciones Sanitarias San Carlos (IdISSC), Madrid, Spain
| | - Ana Martín-García
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
- Servicio de Cardiología, Hospital Universitario de Salamanca, Universidad de Salamanca, and CIBER.CV, Salamanca, 37007, Spain
| | - Marina Mendiburu-Eliçabe
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, 37007, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
| | - Carlos Prieto
- Servicio de Bioinformática, Nucleus, Universidad de Salamanca, Salamanca, 37007, Spain
| | - Sara Ruiz-Pinto
- Human Genotyping Unit-CeGen, Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), 28029, Spain
| | - Guillermo Pita
- Human Genotyping Unit-CeGen, Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), 28029, Spain
| | - Alejandro Velasco-Ruiz
- Human Genotyping Unit-CeGen, Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), 28029, Spain
| | - Carmen Patino-Alonso
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
- Departamento de Estadística, Universidad de Salamanca, Salamanca, 37007, Spain; and Centro de Investigación Institucional (CII). Universidad Bernardo O’Higgins, 1497. Santiago, Chile
| | - Purificación Galindo-Villardón
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
- Departamento de Estadística, Universidad de Salamanca, Salamanca, 37007, Spain; and Centro de Investigación Institucional (CII). Universidad Bernardo O’Higgins, 1497. Santiago, Chile
| | | | - José Jalife
- Centro Nacional de Investigaciones Cardiovasculares (CNIC) Carlos III, Madrid, 28029, Spain
| | - Jian-Hua Mao
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
- Berkeley Biomedical Data Science Center, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Guillermo Macías de Plasencia
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
- Servicio de Cardiología, Hospital Universitario de Salamanca, Universidad de Salamanca, and CIBER.CV, Salamanca, 37007, Spain
| | - Andrés Castellanos-Martín
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, 37007, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
| | - María del Mar Sáez Freire
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, 37007, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
| | - Susana Fraile-Martín
- Servicio de Patología Molecular Comparada, Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca, Salamanca, 37007, Spain
| | - Telmo Rodrigues-Teixeira
- Servicio de Patología Molecular Comparada, Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca, Salamanca, 37007, Spain
| | - Carmen García-Macías
- Servicio de Patología Molecular Comparada, Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca, Salamanca, 37007, Spain
| | - Julie Milena Galvis-Jiménez
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, 37007, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
- Instituto Nacional de Cancerología de Colombia, Bogotá D. C., Colombia
| | - Asunción García-Sánchez
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
- Servicio de Bioquímica Clínica, Hospital Universitario de Salamanca, Salamanca, 37007, Spain
| | - María Isidoro-García
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
- Servicio de Bioquímica Clínica, Hospital Universitario de Salamanca, Salamanca, 37007, Spain
- Departamento de Medicina, Universidad de Salamanca, Salamanca, 37007, Spain
| | - Manuel Fuentes
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, 37007, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
- Departamento de Medicina, Universidad de Salamanca, Salamanca, 37007, Spain
- Unidad de Proteómica y Servicio General de Citometría de Flujo, Nucleus, Universidad de Salamanca, 37007, Spain
| | - María Begoña García-Cenador
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
- Departamento de Cirugía, Universidad de Salamanca. Salamanca, 37007, Spain
| | - Francisco Javier García-Criado
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
- Departamento de Cirugía, Universidad de Salamanca. Salamanca, 37007, Spain
| | - Juan Luis García
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, 37007, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
| | | | - Juan Jesús Cruz Hernández
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, 37007, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
- Departamento de Medicina, Universidad de Salamanca, Salamanca, 37007, Spain
- Servicio de Oncología, Hospital Universitario de Salamanca, Salamanca, 37007, Spain
| | - César Augusto Rodríguez-Sánchez
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, 37007, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
- Departamento de Medicina, Universidad de Salamanca, Salamanca, 37007, Spain
- Servicio de Oncología, Hospital Universitario de Salamanca, Salamanca, 37007, Spain
| | - Alejandro Martín-Ruiz
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, 37007, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
- Servicio de Hematología, Hospital Universitario de Salamanca, CIBERONC, Salamanca, 37007, Spain
| | - Estefanía Pérez-López
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, 37007, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
- Servicio de Hematología, Hospital Universitario de Salamanca, CIBERONC, Salamanca, 37007, Spain
| | - Antonio Pérez-Martínez
- Department of Paediatric Hemato-Oncology, Hospital Universitario La Paz, Madrid, 28046, Spain
| | | | - Antonio J. Cartón
- Department of Paediatric Hemato-Oncology, Hospital Universitario La Paz, Madrid, 28046, Spain
| | - José Ángel García-Sáenz
- Medical Oncology Service, Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), Hospital Clínico San Carlos, Madrid, 28040, Spain
| | - Ana Patiño-García
- Department of Pediatrics, University Clinic of Navarra, Solid Tumor Program, CIMA, Universidad de Navarra, IdisNA, Pamplona, 31008, Spain
| | - Miguel Martín
- Gregorio Marañón Health Research Institute (IISGM), CIBERONC, Department of Medicine, Universidad Complutense, Madrid, 28007, Spain
| | - Teresa Alonso Gordoa
- Department of Medical Oncology, Hospital Universitario Ramón y Cajal, Madrid, 28034, Spain
| | - Christof Vulsteke
- Department of Molecular Imaging, Pathology, Radiotherapy and Oncology (MIPRO), Center for Oncological Research (CORE), Antwerp University, Antwerp, Belgium
- Department of Oncology, Integrated Cancer Center in Ghent, AZ Maria Middelares, Ghent, Belgium
| | - Lieselot Croes
- Department of Molecular Imaging, Pathology, Radiotherapy and Oncology (MIPRO), Center for Oncological Research (CORE), Antwerp University, Antwerp, Belgium
- Department of Oncology, Integrated Cancer Center in Ghent, AZ Maria Middelares, Ghent, Belgium
| | - Sigrid Hatse
- Laboratory of Experimental Oncology (LEO), Department of Oncology, KU Leuven, and Department of General Medical Oncology, University Hospitals Leuven, Leuven Cancer Institute, Leuven, Belgium
| | - Thomas Van Brussel
- VIB Center for Cancer Biology, VIB, Leuven, Belgium
- Laboratory of Translational Genetics, Department of Human Genetics, KU Leuven, 3000 Leuven, Belgium
| | - Diether Lambrechts
- VIB Center for Cancer Biology, VIB, Leuven, Belgium
- Laboratory of Translational Genetics, Department of Human Genetics, KU Leuven, 3000 Leuven, Belgium
| | - Hans Wildiers
- Department of General Medical Oncology and Multidisciplinary Breast Centre, University Hospitals Leuven, Leuven Cancer Institute, and Laboratory of Experimental Oncology (LEO), Department of Oncology, KU Leuven, Leuven, Belgium
| | - Chang Hang
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
- Berkeley Biomedical Data Science Center, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Marina Holgado-Madruga
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
- Departamento de Fisiología y Farmacología, Universidad de Salamanca, 37007, Salamanca. Spain
- Instituto de Neurociencias de Castilla y León (INCyL), Salamanca, 37007, Spain
| | - Anna González-Neira
- Human Genotyping Unit-CeGen, Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), 28029, Spain
| | - Pedro L Sánchez
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
- Servicio de Cardiología, Hospital Universitario de Salamanca, Universidad de Salamanca, and CIBER.CV, Salamanca, 37007, Spain
- Departamento de Medicina, Universidad de Salamanca, Salamanca, 37007, Spain
| | - Jesús Pérez Losada
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, 37007, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, 37007, Spain
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7
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García-Sancha N, Corchado-Cobos R, Gómez-Vecino A, Jiménez-Navas A, Pérez-Baena MJ, Blanco-Gómez A, Holgado-Madruga M, Mao JH, Cañueto J, Castillo-Lluva S, Mendiburu-Eliçabe M, Pérez-Losada J. Evolutionary Origins of Metabolic Reprogramming in Cancer. Int J Mol Sci 2022; 23:ijms232012063. [PMID: 36292921 PMCID: PMC9603151 DOI: 10.3390/ijms232012063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Revised: 09/29/2022] [Accepted: 10/06/2022] [Indexed: 11/23/2022] Open
Abstract
Metabolic changes that facilitate tumor growth are one of the hallmarks of cancer. These changes are not specific to tumors but also take place during the physiological growth of tissues. Indeed, the cellular and tissue mechanisms present in the tumor have their physiological counterpart in the repair of tissue lesions and wound healing. These molecular mechanisms have been acquired during metazoan evolution, first to eliminate the infection of the tissue injury, then to enter an effective regenerative phase. Cancer itself could be considered a phenomenon of antagonistic pleiotropy of the genes involved in effective tissue repair. Cancer and tissue repair are complex traits that share many intermediate phenotypes at the molecular, cellular, and tissue levels, and all of these are integrated within a Systems Biology structure. Complex traits are influenced by a multitude of common genes, each with a weak effect. This polygenic component of complex traits is mainly unknown and so makes up part of the missing heritability. Here, we try to integrate these different perspectives from the point of view of the metabolic changes observed in cancer.
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Affiliation(s)
- Natalia García-Sancha
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
| | - Roberto Corchado-Cobos
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
| | - Aurora Gómez-Vecino
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
| | - Alejandro Jiménez-Navas
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
| | - Manuel Jesús Pérez-Baena
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
| | - Adrián Blanco-Gómez
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
| | - Marina Holgado-Madruga
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
- Departamento de Fisiología y Farmacología, Universidad de Salamanca, 37007 Salamanca, Spain
- Instituto de Neurociencias de Castilla y León (INCyL), 37007 Salamanca, Spain
| | - Jian-Hua Mao
- Lawrence Berkeley National Laboratory, Biological Systems and Engineering Division, Berkeley, CA 94720, USA
- Berkeley Biomedical Data Science Center, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
| | - Javier Cañueto
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
- Departamento de Dermatología, Hospital Universitario de Salamanca, Paseo de San Vicente 58-182, 37007 Salamanca, Spain
| | - Sonia Castillo-Lluva
- Departamento de Bioquímica y Biología Molecular, Facultad de Ciencias Químicas, Universidad Complutense, 28040 Madrid, Spain
- Instituto de Investigaciones Sanitarias San Carlos (IdISSC), 28040 Madrid, Spain
| | - Marina Mendiburu-Eliçabe
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
- Correspondence: (M.M.-E.); (J.P.-L.)
| | - Jesús Pérez-Losada
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain
- Correspondence: (M.M.-E.); (J.P.-L.)
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8
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Chang H, Yang X, Moore J, Liu XP, Jen KY, Snijders AM, Ma L, Chou W, Corchado-Cobos R, García-Sancha N, Mendiburu-Eliçabe M, Pérez-Losada J, Barcellos-Hoff MH, Mao JH. From Mouse to Human: Cellular Morphometric Subtype Learned From Mouse Mammary Tumors Provides Prognostic Value in Human Breast Cancer. Front Oncol 2022; 11:819565. [PMID: 35242697 PMCID: PMC8886672 DOI: 10.3389/fonc.2021.819565] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2021] [Accepted: 12/30/2021] [Indexed: 12/17/2022] Open
Abstract
Mouse models of cancer provide a powerful tool for investigating all aspects of cancer biology. In this study, we used our recently developed machine learning approach to identify the cellular morphometric biomarkers (CMB) from digital images of hematoxylin and eosin (H&E) micrographs of orthotopic Trp53-null mammary tumors (n = 154) and to discover the corresponding cellular morphometric subtypes (CMS). Of the two CMS identified, CMS-2 was significantly associated with shorter survival (p = 0.0084). We then evaluated the learned CMB and corresponding CMS model in MMTV-Erbb2 transgenic mouse mammary tumors (n = 53) in which CMS-2 was significantly correlated with the presence of metastasis (p = 0.004). We next evaluated the mouse CMB and CMS model on The Cancer Genome Atlas breast cancer (TCGA-BRCA) cohort (n = 1017). Kaplan–Meier analysis showed significantly shorter overall survival (OS) of CMS-2 patients compared to CMS-1 patients (p = 0.024) and added significant prognostic value in multi-variable analysis of clinical and molecular factors, namely, age, pathological stage, and PAM50 molecular subtype. Thus, application of CMS to digital images of routine workflow H&E preparations can provide unbiased biological stratification to inform patient care.
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Affiliation(s)
- Hang Chang
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States.,Berkeley Biomedical Data Science Center, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Xu Yang
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States.,Berkeley Biomedical Data Science Center, Lawrence Berkeley National Laboratory, Berkeley, CA, United States.,Key Laboratory of Modern Toxicology of Ministry of Education, School of Public Health, Nanjing Medical University, Nanjing, China
| | - Jade Moore
- Department of Radiation Oncology and Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, United States
| | - Xiao-Ping Liu
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States.,Berkeley Biomedical Data Science Center, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Kuang-Yu Jen
- Department of Pathology and Laboratory Medicine, School of Medicine, University of California, Davis, Davis, CA, United States
| | - Antoine M Snijders
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States.,Berkeley Biomedical Data Science Center, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Lin Ma
- Department of Radiation Oncology and Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, United States
| | - William Chou
- Department of Radiation Oncology and Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, United States
| | - Roberto Corchado-Cobos
- Instituto de Biología Molecular y Celular del Cáncer, Universidad de Salamanca/Consejo Superior de Investigaciones Científicas (CSIC), Salamanca, Spain.,Instituto de Investigación Biosanitaria de Salamanca, Salamanca, Spain
| | - Natalia García-Sancha
- Instituto de Biología Molecular y Celular del Cáncer, Universidad de Salamanca/Consejo Superior de Investigaciones Científicas (CSIC), Salamanca, Spain.,Instituto de Investigación Biosanitaria de Salamanca, Salamanca, Spain
| | - Marina Mendiburu-Eliçabe
- Instituto de Biología Molecular y Celular del Cáncer, Universidad de Salamanca/Consejo Superior de Investigaciones Científicas (CSIC), Salamanca, Spain.,Instituto de Investigación Biosanitaria de Salamanca, Salamanca, Spain
| | - Jesus Pérez-Losada
- Instituto de Biología Molecular y Celular del Cáncer, Universidad de Salamanca/Consejo Superior de Investigaciones Científicas (CSIC), Salamanca, Spain.,Instituto de Investigación Biosanitaria de Salamanca, Salamanca, Spain
| | - Mary Helen Barcellos-Hoff
- Department of Radiation Oncology and Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, United States
| | - Jian-Hua Mao
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States.,Berkeley Biomedical Data Science Center, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
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9
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Corchado-Cobos R, García-Sancha N, Mendiburu-Eliçabe M, Gómez-Vecino A, Jiménez-Navas A, Pérez-Baena MJ, Holgado-Madruga M, Mao JH, Cañueto J, Castillo-Lluva S, Pérez-Losada J. Pathophysiological Integration of Metabolic Reprogramming in Breast Cancer. Cancers (Basel) 2022; 14:cancers14020322. [PMID: 35053485 PMCID: PMC8773662 DOI: 10.3390/cancers14020322] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2021] [Revised: 01/03/2022] [Accepted: 01/06/2022] [Indexed: 02/04/2023] Open
Abstract
Simple Summary Tumors exhibit metabolic changes that differentiate them from the normal tissues from which they derive. These metabolic changes favor tumor growth, are primarily induced by cancer cells, and produce metabolic and functional changes in the surrounding stromal cells. There is a close functional connection between the metabolic changes in tumor cells and those that appear in the surrounding stroma. A better understanding of intratumoral metabolic interactions may help identify new vulnerabilities that will facilitate new, more individualized treatment strategies against cancer. We review the metabolic changes described in tumor and stromal cells and their functional changes and then consider, in depth, the metabolic interactions between the cells of the two compartments. Although these changes are generic, we illustrate them mainly with reference to examples in breast cancer. Abstract Metabolic changes that facilitate tumor growth are one of the hallmarks of cancer. The triggers of these metabolic changes are located in the tumor parenchymal cells, where oncogenic mutations induce an imperative need to proliferate and cause tumor initiation and progression. Cancer cells undergo significant metabolic reorganization during disease progression that is tailored to their energy demands and fluctuating environmental conditions. Oxidative stress plays an essential role as a trigger under such conditions. These metabolic changes are the consequence of the interaction between tumor cells and stromal myofibroblasts. The metabolic changes in tumor cells include protein anabolism and the synthesis of cell membranes and nucleic acids, which all facilitate cell proliferation. They are linked to catabolism and autophagy in stromal myofibroblasts, causing the release of nutrients for the cells of the tumor parenchyma. Metabolic changes lead to an interstitium deficient in nutrients, such as glucose and amino acids, and acidification by lactic acid. Together with hypoxia, they produce functional changes in other cells of the tumor stroma, such as many immune subpopulations and endothelial cells, which lead to tumor growth. Thus, immune cells favor tissue growth through changes in immunosuppression. This review considers some of the metabolic changes described in breast cancer.
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Affiliation(s)
- Roberto Corchado-Cobos
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (R.C.-C.); (N.G.-S.); (M.M.-E.); (A.G.-V.); (A.J.-N.); (M.J.P.-B.); (J.C.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain;
| | - Natalia García-Sancha
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (R.C.-C.); (N.G.-S.); (M.M.-E.); (A.G.-V.); (A.J.-N.); (M.J.P.-B.); (J.C.)
- 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; (R.C.-C.); (N.G.-S.); (M.M.-E.); (A.G.-V.); (A.J.-N.); (M.J.P.-B.); (J.C.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain;
| | - Aurora Gómez-Vecino
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (R.C.-C.); (N.G.-S.); (M.M.-E.); (A.G.-V.); (A.J.-N.); (M.J.P.-B.); (J.C.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain;
| | - Alejandro Jiménez-Navas
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (R.C.-C.); (N.G.-S.); (M.M.-E.); (A.G.-V.); (A.J.-N.); (M.J.P.-B.); (J.C.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain;
| | - Manuel Jesús Pérez-Baena
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (R.C.-C.); (N.G.-S.); (M.M.-E.); (A.G.-V.); (A.J.-N.); (M.J.P.-B.); (J.C.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain;
| | - Marina Holgado-Madruga
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain;
- Departamento de Fisiología y Farmacología, Universidad de Salamanca, 37007 Salamanca, Spain
- Instituto de Neurociencias de Castilla y León (INCyL), Universidad de Salamanca, 37007 Salamanca, Spain
| | - Jian-Hua Mao
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA;
- Berkeley Biomedical Data Science Center, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
| | - Javier Cañueto
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (R.C.-C.); (N.G.-S.); (M.M.-E.); (A.G.-V.); (A.J.-N.); (M.J.P.-B.); (J.C.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain;
- Departamento de Dermatología, Hospital Universitario de Salamanca, Paseo de San Vicente 58-182, 37007 Salamanca, Spain
- Complejo Asistencial Universitario de Salamanca, 37007 Salamanca, Spain
| | - Sonia Castillo-Lluva
- Departamento de Bioquímica y Biología Molecular, Facultad de Ciencias Químicas, Universidad Complutense, 28040 Madrid, Spain
- Instituto de Investigaciones Sanitarias San Carlos (IdISSC), 28040 Madrid, Spain
- Correspondence: (S.C.-L.); (J.P-L.)
| | - Jesús Pérez-Losada
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, 37007 Salamanca, Spain; (R.C.-C.); (N.G.-S.); (M.M.-E.); (A.G.-V.); (A.J.-N.); (M.J.P.-B.); (J.C.)
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), 37007 Salamanca, Spain;
- Correspondence: (S.C.-L.); (J.P-L.)
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10
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Blanco-Gómez A, Hontecillas-Prieto L, Corchado-Cobos R, García-Sancha N, Salvador N, Castellanos-Martín A, Sáez-Freire MDM, Mendiburu-Eliçabe M, Alonso-López D, De Las Rivas J, Lorente M, García-Casas A, Del Carmen S, Abad-Hernández MDM, Cruz-Hernández JJ, Rodríguez-Sánchez CA, Claros-Ampuero J, García-Cenador B, García-Criado J, Orimo A, Gridley T, Pérez-Losada J, Castillo-Lluva S. Stromal SNAI2 Is Required for ERBB2 Breast Cancer Progression. Cancer Res 2020; 80:5216-5230. [PMID: 33023950 DOI: 10.1158/0008-5472.can-20-0278] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2020] [Revised: 08/07/2020] [Accepted: 10/01/2020] [Indexed: 12/13/2022]
Abstract
SNAI2 overexpression appears to be associated with poor prognosis in breast cancer, yet it remains unclear in which breast cancer subtypes this occurs. Here we show that excess SNAI2 is associated with a poor prognosis of luminal B HER2+/ERBB2+ breast cancers in which SNAI2 expression in the stroma but not the epithelium correlates with tumor proliferation. To determine how stromal SNAI2 might influence HER2+ tumor behavior, Snai2-deficient mice were crossed with a mouse line carrying the ErbB2/Neu protooncogene to generate HER2+/ERBB2+ breast cancer. Tumors generated in this model expressed SNAI2 in the stroma but not the epithelium, allowing for the role of stromal SNAI2 to be studied without interference from the epithelial compartment. The absence of SNAI2 in the stroma of HER2+/ERBB2+ tumors is associated with: (i) lower levels of cyclin D1 (CCND1) and reduced tumor epithelium proliferation; (ii) higher levels of AKT and a lower incidence of metastasis; (iii) lower levels of angiopoietin-2 (ANGPT2), and more necrosis. Together, these results indicate that the loss of SNAI2 in cancer-associated fibroblasts limits the production of some cytokines, which influences AKT/ERK tumor signaling and subsequent proliferative and metastatic capacity of ERBB2+ breast cancer cells. Accordingly, SNAI2 expression in the stroma enhanced the tumorigenicity of luminal B HER2+/ERBB2+ breast cancers. This work emphasizes the importance of stromal SNAI2 in breast cancer progression and patients' prognosis. SIGNIFICANCE: Stromal SNAI2 expression enhances the tumorigenicity of luminal B HER2+ breast cancers and can identify a subset of patients with poor prognosis, making SNAI2 a potential therapeutic target for this disease. GRAPHICAL ABSTRACT: http://cancerres.aacrjournals.org/content/canres/80/23/5216/F1.large.jpg.
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Affiliation(s)
- Adrián Blanco-Gómez
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain.,Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
| | - Lourdes Hontecillas-Prieto
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain.,Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
| | - Roberto Corchado-Cobos
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain.,Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
| | - Natalia García-Sancha
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain.,Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
| | - Nélida Salvador
- Departamento de Bioquímica y Biología Molecular; Facultad de Ciencias Químicas y Biológicas, Universidad Complutense, Madrid, Spain.,Instituto de Investigaciones Sanitarias San Carlos (IdISSC), Madrid, Spain
| | - Andrés Castellanos-Martín
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain.,Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
| | - María Del Mar Sáez-Freire
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain.,Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
| | - Marina Mendiburu-Eliçabe
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain.,Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
| | - Diego Alonso-López
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain
| | - Javier De Las Rivas
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain.,Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
| | - Mar Lorente
- Departamento de Bioquímica y Biología Molecular; Facultad de Ciencias Químicas y Biológicas, Universidad Complutense, Madrid, Spain.,Instituto de Investigaciones Sanitarias San Carlos (IdISSC), Madrid, Spain
| | - Ana García-Casas
- Departamento de Bioquímica y Biología Molecular; Facultad de Ciencias Químicas y Biológicas, Universidad Complutense, Madrid, Spain.,Instituto de Investigaciones Sanitarias San Carlos (IdISSC), Madrid, Spain
| | - Sofía Del Carmen
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain.,Departamento de Anatomía Patológica, Universidad de Salamanca, Salamanca, Spain.,Departamento de Anatomía Patológica, Facultad de Medicina, Universidad de Salamanca, Salamanca, Spain
| | - María Del Mar Abad-Hernández
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain.,Departamento de Anatomía Patológica, Universidad de Salamanca, Salamanca, Spain.,Departamento de Anatomía Patológica, Facultad de Medicina, Universidad de Salamanca, Salamanca, Spain
| | - Juan Jesús Cruz-Hernández
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain.,Servicio de Oncología, Hospital Universitario de Salamanca, Salamanca, Spain
| | - César Augusto Rodríguez-Sánchez
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain.,Servicio de Oncología, Hospital Universitario de Salamanca, Salamanca, Spain
| | | | - Begoña García-Cenador
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain.,Departamento de Cirugía, Universidad de Salamanca, Salamanca, Spain
| | - Javier García-Criado
- Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain.,Departamento de Cirugía, Universidad de Salamanca, Salamanca, Spain
| | - Akira Orimo
- Department of Pathology and Oncology, Juntendo University School of Medicine, Tokyo, Japan
| | - Thomas Gridley
- Center for Molecular Medicine, Maine Medical Center Research Institute, Scarborough, Maine
| | - Jesús Pérez-Losada
- Instituto de Biología Molecular y Celular del Cáncer (IBMCC-CIC), Universidad de Salamanca/CSIC, Salamanca, Spain. .,Instituto de Investigación Biosanitaria de Salamanca (IBSAL), Salamanca, Spain
| | - Sonia Castillo-Lluva
- Departamento de Bioquímica y Biología Molecular; Facultad de Ciencias Químicas y Biológicas, Universidad Complutense, Madrid, Spain. .,Instituto de Investigaciones Sanitarias San Carlos (IdISSC), Madrid, Spain
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11
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López-Valero I, Dávila D, González-Martínez J, Salvador-Tormo N, Lorente M, Saiz-Ladera C, Torres S, Gabicagogeascoa E, Hernández-Tiedra S, García-Taboada E, Mendiburu-Eliçabe M, Rodríguez-Fornés F, Sánchez-Domínguez R, Segovia JC, Sánchez-Gómez P, Matheu A, Sepúlveda JM, Velasco G. Midkine signaling maintains the self-renewal and tumorigenic capacity of glioma initiating cells. Am J Cancer Res 2020; 10:5120-5136. [PMID: 32308772 PMCID: PMC7163450 DOI: 10.7150/thno.41450] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2019] [Accepted: 03/07/2020] [Indexed: 12/27/2022] Open
Abstract
Glioblastoma (GBM) is one of the most aggressive forms of cancer. It has been proposed that the presence within these tumors of a population of cells with stem-like features termed Glioma Initiating Cells (GICs) is responsible for the relapses that take place in the patients with this disease. Targeting this cell population is therefore an issue of great therapeutic interest in neuro-oncology. We had previously found that the neurotrophic factor MIDKINE (MDK) promotes resistance to glioma cell death. The main objective of this work is therefore investigating the role of MDK in the regulation of GICs. Methods: Assays of gene and protein expression, self-renewal capacity, autophagy and apoptosis in cultures of GICs derived from GBM samples subjected to different treatments. Analysis of the growth of GICs-derived xenografts generated in mice upon blockade of the MDK and its receptor the ALK receptor tyrosine kinase (ALK) upon exposure to different treatments. Results: Genetic or pharmacological inhibition of MDK or ALK decreases the self-renewal and tumorigenic capacity of GICs via the autophagic degradation of the transcription factor SOX9. Blockade of the MDK/ALK axis in combination with temozolomide depletes the population of GICs in vitro and has a potent anticancer activity in xenografts derived from GICs. Conclusions: The MDK/ALK axis regulates the self-renewal capacity of GICs by controlling the autophagic degradation of the transcription factor SOX9. Inhibition of the MDK/ALK axis may be a therapeutic strategy to target GICs in GBM patients.
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12
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Mendiburu-Eliçabe M, Gil-Ranedo J. Combination Therapy of Intraperitoneal Rapamycin and Convection- Enhanced Delivery of Nanoliposomal CPT-11 in Rodent Orthotopic Brain Tumor Xenografts. Curr Cancer Drug Targets 2016; 15:352-62. [PMID: 25714699 DOI: 10.2174/1568009615666150225123120] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2014] [Revised: 12/18/2014] [Accepted: 02/19/2015] [Indexed: 11/22/2022]
Abstract
BACKGROUND Glioblastoma multiforme (GBM) is the most malignant histological type of glioma. It exhibits an extremely aggressive action including invasion of large zones of brain parenchyma. Even after the application of surgery, radio and chemotherapy, the effect and survival for patients with GBM continue to be very poor. The PI3K/AKT/mTOR is a key pathway in the regulation of the proliferation of cancer cells. This is the reason to consider the mTOR inhibitors such as rapamycin analogs as an encouraging therapy for malignant glioma, but current investigations suggest that single inhibition of mTOR may be insufficient. For this reason, there is a need for the use of more than one agent rationally combined. METHODS In this study, we have evaluated the therapeutic potential of the combination of two different drugs: intraperitoneal rapamycin and convection enhanced delivery of nanoliposomes containing the topoisomerase I inhibitor CPT-11. The effect was analyzed by flow cytometry, cell growth, immunocytochemistry and immunohistochemistry, and rodent orthotopic xenograft survival analysis. RESULTS The combination presented remarkable efficacy in a survival study. We present an increase in survival of 6-fold in xenotransplanted animals without rise in toxicity. CONCLUSION In summary, we propose a very powerful new combination therapy for glioma.
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Affiliation(s)
| | - Jon Gil-Ranedo
- Department of Neurosurgery, University of California San Francisco, 1855 Folsom Street, MCB 226, San Francisco, CA 94103, USA.
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13
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Mendiburu-Eliçabe M, Yin D, Hadaczek P, Zhai Y, Forsayeth J, Bankiewicz KS. Systemic rapamycin alone may not be a treatment option for malignant glioma: evidence from an in vivo study. J Neurooncol 2012; 108:53-8. [PMID: 22350373 DOI: 10.1007/s11060-012-0804-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2011] [Accepted: 01/25/2012] [Indexed: 11/24/2022]
Abstract
The mammalian target of rapamycin (mTOR) plays a central role in regulating the proliferation of cancer cells, and mTOR-specific inhibitors such as rapamycin analogs are considered as a promising therapy for malignant glioma. In this study, we investigated the possibility of using mTOR inhibitors to treat gliomas. We used a molecular marker, phosphorylation of S6 protein, to monitor biological effects of mTOR inhibitors within xenografts. Phosphorylation was decreased more in U87MG glioma after treatment with high doses of rapamycin or its analog, torisel (10 mg/kg or 25 mg/kg), but only slightly after a low dose of rapamycin (3 mg/kg). This effect correlated with enhanced survival of rats after weekly peritoneal injections of both drugs at the highest two doses but not at the low dose. High doses of both drugs caused weight loss in rats. Clinical trial data indicates that low doses of Torisel (<3 mg/kg) were not efficacious in recurrent GBM. It is concluded that systemic administration of rapamycin analogues may not be a treatment option for patients with malignant glioma due to the intolerability of high doses that might otherwise be effective. The present study underscores the need for better pre-clinical evaluation of drugs with respect to therapeutic window.
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Affiliation(s)
- Marina Mendiburu-Eliçabe
- Department of Neurosurgery, University of California San Francisco, San Francisco, CA 94103, USA
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14
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Gil-Ranedo J, Mendiburu-Eliçabe M, García-Villanueva M, Medina D, del Álamo M, Izquierdo M. An off-target nucleostemin RNAi inhibits growth in human glioblastoma-derived cancer stem cells. PLoS One 2011; 6:e28753. [PMID: 22174890 PMCID: PMC3236221 DOI: 10.1371/journal.pone.0028753] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2011] [Accepted: 11/14/2011] [Indexed: 12/03/2022] Open
Abstract
Glioblastomas (GBM) may contain a variable proportion of active cancer stem cells (CSCs) capable of self-renewal, of aggregating into CD133+ neurospheres, and to develop intracranial tumors that phenocopy the original ones. We hypothesized that nucleostemin may contribute to cancer stem cell biology as these cells share characteristics with normal stem cells. Here we report that nucleostemin is expressed in GBM-CSCs isolated from patient samples, and that its expression, conversely to what it has been described for ordinary stem cells, does not disappear when cells are differentiated. The significance of nucleostemin expression in CSCs was addressed by targeting the corresponding mRNA using lentivirally transduced short hairpin RNA (shRNA). In doing so, we found an off-target nucleostemin RNAi (shRNA22) that abolishes proliferation and induces apoptosis in GBM-CSCs. Furthermore, in the presence of shRNA22, GBM-CSCs failed to form neurospheres in vitro or grow on soft agar. When these cells are xenotransplanted into the brains of nude rats, tumor development is significantly delayed. Attempts were made to identify the primary target/s of shRNA22, suggesting a transcription factor involved in one of the MAP-kinases signaling-pathways or multiple targets. The use of this shRNA may contribute to develop new therapeutic approaches for this incurable type of brain tumor.
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Affiliation(s)
- Jon Gil-Ranedo
- Departamento de Biología Molecular, Universidad Autónoma de Madrid, Centro de Biología Molecular Severo Ochoa, Consejo Superior de Investigaciones Científicas, Instituto Sanitario Ramón y Cajal, Madrid, Spain
| | - Marina Mendiburu-Eliçabe
- Departamento de Biología Molecular, Universidad Autónoma de Madrid, Centro de Biología Molecular Severo Ochoa, Consejo Superior de Investigaciones Científicas, Instituto Sanitario Ramón y Cajal, Madrid, Spain
| | | | - Diego Medina
- Servicio de Neurocirugía, Hospital Universitario Ramón y Cajal, Instituto Sanitario Ramón y Cajal, Madrid, Spain
| | - Marta del Álamo
- Servicio de Neurocirugía, Hospital Universitario Ramón y Cajal, Instituto Sanitario Ramón y Cajal, Madrid, Spain
| | - Marta Izquierdo
- Departamento de Biología Molecular, Universidad Autónoma de Madrid, Centro de Biología Molecular Severo Ochoa, Consejo Superior de Investigaciones Científicas, Instituto Sanitario Ramón y Cajal, Madrid, Spain
- * E-mail:
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