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Dive into the research topics where Rafael Valdés-Mas is active.

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Featured researches published by Rafael Valdés-Mas.


Nature | 2013

Signatures of mutational processes in human cancer

Ludmil B. Alexandrov; Serena Nik-Zainal; David C. Wedge; Samuel Aparicio; Sam Behjati; Andrew V. Biankin; Graham R. Bignell; Niccolo Bolli; Åke Borg; Anne Lise Børresen-Dale; Sandrine Boyault; Birgit Burkhardt; Adam Butler; Carlos Caldas; Helen Davies; Christine Desmedt; Roland Eils; Jórunn Erla Eyfjörd; John A. Foekens; Mel Greaves; Fumie Hosoda; Barbara Hutter; Tomislav Ilicic; Sandrine Imbeaud; Marcin Imielinsk; Natalie Jäger; David T. W. Jones; David Jones; Stian Knappskog; Marcel Kool

All cancers are caused by somatic mutations; however, understanding of the biological processes generating these mutations is limited. The catalogue of somatic mutations from a cancer genome bears the signatures of the mutational processes that have been operative. Here we analysed 4,938,362 mutations from 7,042 cancers and extracted more than 20 distinct mutational signatures. Some are present in many cancer types, notably a signature attributed to the APOBEC family of cytidine deaminases, whereas others are confined to a single cancer class. Certain signatures are associated with age of the patient at cancer diagnosis, known mutagenic exposures or defects in DNA maintenance, but many are of cryptic origin. In addition to these genome-wide mutational signatures, hypermutation localized to small genomic regions, ‘kataegis’, is found in many cancer types. The results reveal the diversity of mutational processes underlying the development of cancer, with potential implications for understanding of cancer aetiology, prevention and therapy.


Nature | 2015

Non-coding recurrent mutations in chronic lymphocytic leukaemia.

Xose S. Puente; Sílvia Beà; Rafael Valdés-Mas; Neus Villamor; Jesús Gutiérrez-Abril; José I. Martín-Subero; Marta Munar; Carlota Rubio-Perez; Pedro Jares; Marta Aymerich; Tycho Baumann; Renée Beekman; Laura Belver; Anna Carrió; Giancarlo Castellano; Guillem Clot; Enrique Colado; Dolors Colomer; Dolors Costa; Julio Delgado; Anna Enjuanes; Xavier Estivill; Adolfo A. Ferrando; Josep Lluís Gelpí; Blanca González; S. Gonzalez; Marcos González; Marta Gut; Jesús María Hernández-Rivas; Mónica López-Guerra

Chronic lymphocytic leukaemia (CLL) is a frequent disease in which the genetic alterations determining the clinicobiological behaviour are not fully understood. Here we describe a comprehensive evaluation of the genomic landscape of 452 CLL cases and 54 patients with monoclonal B-lymphocytosis, a precursor disorder. We extend the number of CLL driver alterations, including changes in ZNF292, ZMYM3, ARID1A and PTPN11. We also identify novel recurrent mutations in non-coding regions, including the 3′ region of NOTCH1, which cause aberrant splicing events, increase NOTCH1 activity and result in a more aggressive disease. In addition, mutations in an enhancer located on chromosome 9p13 result in reduced expression of the B-cell-specific transcription factor PAX5. The accumulative number of driver alterations (0 to ≥4) discriminated between patients with differences in clinical behaviour. This study provides an integrated portrait of the CLL genomic landscape, identifies new recurrent driver mutations of the disease, and suggests clinical interventions that may improve the management of this neoplasia.


Proceedings of the National Academy of Sciences of the United States of America | 2013

Landscape of somatic mutations and clonal evolution in mantle cell lymphoma

Sílvia Beà; Rafael Valdés-Mas; Alba Navarro; Itziar Salaverria; David Martín-García; Pedro Jares; Eva Giné; Magda Pinyol; Cristina Royo; Ferran Nadeu; Laura Conde; Manel Juan; Guillem Clot; Pedro Vizán; Luciano Di Croce; Diana A. Puente; Mónica López-Guerra; Alexandra Moros; Gaël Roué; Marta Aymerich; Neus Villamor; Lluis Colomo; Antonio Martínez; Alexandra Valera; José I. Martín-Subero; Virginia Amador; Luis Hernández; María Rozman; Anna Enjuanes; Pilar Forcada

Significance This is a comprehensive whole-genome/whole-exome analysis of mantle cell lymphoma (MCL). We sequenced 29 MCL cases and validated the findings by target sequencing of 172 additional tumors. We identified recurrent mutations in genes regulating chromatin modification and genes such as NOTCH2 that have a major impact on clinical outcome. Additionally, we demonstrated the subclonal heterogeneity of the tumors already at diagnosis and the modulation of the mutational architecture in the progression of the disease. The identification of new molecular mechanisms may open perspectives for the management of MCL patients. Mantle cell lymphoma (MCL) is an aggressive tumor, but a subset of patients may follow an indolent clinical course. To understand the mechanisms underlying this biological heterogeneity, we performed whole-genome and/or whole-exome sequencing on 29 MCL cases and their respective matched normal DNA, as well as 6 MCL cell lines. Recurrently mutated genes were investigated by targeted sequencing in an independent cohort of 172 MCL patients. We identified 25 significantly mutated genes, including known drivers such as ataxia-telangectasia mutated (ATM), cyclin D1 (CCND1), and the tumor suppressor TP53; mutated genes encoding the anti-apoptotic protein BIRC3 and Toll-like receptor 2 (TLR2); and the chromatin modifiers WHSC1, MLL2, and MEF2B. We also found NOTCH2 mutations as an alternative phenomenon to NOTCH1 mutations in aggressive tumors with a dismal prognosis. Analysis of two simultaneous or subsequent MCL samples by whole-genome/whole-exome (n = 8) or targeted (n = 19) sequencing revealed subclonal heterogeneity at diagnosis in samples from different topographic sites and modulation of the initial mutational profile at the progression of the disease. Some mutations were predominantly clonal or subclonal, indicating an early or late event in tumor evolution, respectively. Our study identifies molecular mechanisms contributing to MCL pathogenesis and offers potential targets for therapeutic intervention.


Nature Communications | 2015

A comprehensive assessment of somatic mutation detection in cancer using whole-genome sequencing

Tyler Alioto; Ivo Buchhalter; Sophia Derdak; Barbara Hutter; Matthew Eldridge; Eivind Hovig; Lawrence E. Heisler; Timothy Beck; Jared T. Simpson; Laurie Tonon; Anne Sophie Sertier; Ann Marie Patch; Natalie Jäger; Philip Ginsbach; Ruben M. Drews; Nagarajan Paramasivam; Rolf Kabbe; Sasithorn Chotewutmontri; Nicolle Diessl; Christopher Previti; Sabine Schmidt; Benedikt Brors; Lars Feuerbach; Michael Heinold; Susanne Gröbner; Andrey Korshunov; Patrick Tarpey; Adam Butler; Jonathan Hinton; David Jones

As whole-genome sequencing for cancer genome analysis becomes a clinical tool, a full understanding of the variables affecting sequencing analysis output is required. Here using tumour-normal sample pairs from two different types of cancer, chronic lymphocytic leukaemia and medulloblastoma, we conduct a benchmarking exercise within the context of the International Cancer Genome Consortium. We compare sequencing methods, analysis pipelines and validation methods. We show that using PCR-free methods and increasing sequencing depth to ∼100 × shows benefits, as long as the tumour:control coverage ratio remains balanced. We observe widely varying mutation call rates and low concordance among analysis pipelines, reflecting the artefact-prone nature of the raw data and lack of standards for dealing with the artefacts. However, we show that, using the benchmark mutation set we have created, many issues are in fact easy to remedy and have an immediate positive impact on mutation detection accuracy.


Gastroenterology | 2015

Germline Mutations in FAN1 Cause Hereditary Colorectal Cancer by Impairing DNA Repair

Nuria Seguí; Leonardo B. Mina; Conxi Lázaro; Rebeca Sanz-Pamplona; Tirso Pons; Matilde Navarro; Fernando Bellido; Adriana Lopez-Doriga; Rafael Valdés-Mas; Marta Pineda; Elisabet Guinó; August Vidal; José-Luis Soto; Trinidad Caldés; Mercedes Durán; Miguel Urioste; Daniel Rueda; Joan Brunet; Milagros Balbín; Pilar Blay; Silvia Iglesias; Pilar Garre; Enrique Lastra; Ana Beatriz Sánchez-Heras; Alfonso Valencia; Victor Moreno; Miguel Angel Pujana; Alberto Villanueva; Ignacio Blanco; Gabriel Capellá

Identification of genes associated with hereditary cancers facilitates management of patients with family histories of cancer. We performed exome sequencing of DNA from 3 individuals from a family with colorectal cancer who met the Amsterdam criteria for risk of hereditary nonpolyposis colorectal cancer. These individuals had mismatch repair-proficient tumors and each carried nonsense variant in the FANCD2/FANCI-associated nuclease 1 gene (FAN1), which encodes a nuclease involved in DNA inter-strand cross-link repair. We sequenced FAN1 in 176 additional families with histories of colorectal cancer and performed in vitro functional analyses of the mutant forms of FAN1 identified. We detected FAN1 mutations in approximately 3% of families who met the Amsterdam criteria and had mismatch repair-proficient cancers with no previously associated mutations. These findings link colorectal cancer predisposition to the Fanconi anemia DNA repair pathway, supporting the connection between genome integrity and cancer risk.


Nature Communications | 2014

Mutations in filamin C cause a new form of familial hypertrophic cardiomyopathy

Rafael Valdés-Mas; Ana Gutiérrez-Fernández; Juan Gómez; Eliecer Coto; Aurora Astudillo; Diana A. Puente; Julián R. Reguero; Victoria Alvarez; César Morís; Diego León; María Martín; Xose S. Puente; Carlos López-Otín

Mutations in different genes encoding sarcomeric proteins are responsible for 50-60% of familial cases of hypertrophic cardiomyopathy (HCM); however, the genetic alterations causing the disease in one-third of patients are currently unknown. Here we describe a case with familial HCM of unknown cause. Whole-exome sequencing reveals a variant in the gene encoding the sarcomeric protein filamin C (p.A1539T) that segregates with the disease in this family. Sequencing of 92 HCM cases identifies seven additional variants segregating with the disease in eight families. Patients with FLNC mutations show marked sarcomeric abnormalities in cardiac muscle, and functional analysis reveals that expression of these FLNC variants resulted in the formation of large filamin C aggregates. Clinical studies indicate that FLNC-mutated patients have higher incidence of sudden cardiac death. On the basis of these findings, we conclude that mutations in the gene encoding the sarcomeric protein filamin C cause a new form of familial HMC.


Molecular Psychiatry | 2014

Exome sequencing in multiplex autism families suggests a major role for heterozygous truncating mutations

Claudio Toma; Bàrbara Torrico; Amaia Hervás; Rafael Valdés-Mas; Alba Tristán-Noguero; Vanesa Padillo; Marta Maristany; Marta Salgado; Concepcion Arenas; Xose S. Puente; Mònica Bayés; Bru Cormand

Autism is a severe neurodevelopmental disorder, the aetiology of which remains mainly unknown. Family and twin studies provide strong evidence that genetic factors have a major role in the aetiology of this disease. Recently, whole exome sequencing (WES) efforts have focused mainly on rare de novo variants in singleton families. Although these studies have provided pioneering insights, de novo variants probably explain only a small proportion of the autism risk variance. In this study, we performed exome sequencing of 10 autism multiplex families with the aim of investigating the role of rare variants that are coinherited in the affected sibs. The pool of variants selected in our study is enriched with genes involved in neuronal functions or previously reported in psychiatric disorders, as shown by Gene Ontology analysis and by browsing the Neurocarta database. Our data suggest that rare truncating heterozygous variants have a predominant role in the aetiology of autism. Using a multiple linear regression model, we found that the burden of truncating mutations correlates with a lower non-verbal intelligence quotient (NVIQ). Also, the number of truncating mutations that were transmitted to the affected sibs was significantly higher (twofold) than those not transmitted. Protein–protein interaction analysis performed with our list of mutated genes revealed that the postsynaptic YWHAZ is the most interconnected node of the network. Among the genes found disrupted in our study, there is evidence suggesting that YWHAZ and also the X-linked DRP2 may be considered as novel autism candidate genes.


Embo Molecular Medicine | 2015

Comprehensive establishment and characterization of orthoxenograft mouse models of malignant peripheral nerve sheath tumors for personalized medicine

Joan Castellsague; Bernat Gel; Juana Fernández-Rodríguez; Roger Llatjos; Ignacio Blanco; Yolanda Benavente; Diana Pérez-Sidelnikova; Javier García-del Muro; Joan Maria Viñals; August Vidal; Rafael Valdés-Mas; Ernest Terribas; Adriana Lopez-Doriga; Miguel Angel Pujana; Gabriel Capellá; Xose S. Puente; Eduard Serra; Alberto Villanueva; Conxi Lázaro

Malignant peripheral nerve sheath tumors (MPNSTs) are soft‐tissue sarcomas that can arise either sporadically or in association with neurofibromatosis type 1 (NF1). These aggressive malignancies confer poor survival, with no effective therapy available. We present the generation and characterization of five distinct MPNST orthoxenograft models for preclinical testing and personalized medicine. Four of the models are patient‐derived tumor xenografts (PDTX), two independent MPNSTs from the same NF1 patient and two from different sporadic patients. The fifth model is an orthoxenograft derived from an NF1‐related MPNST cell line. All MPNST orthoxenografts were generated by tumor implantation, or cell line injection, next to the sciatic nerve of nude mice, and were perpetuated by 7–10 mouse‐to‐mouse passages. The models reliably recapitulate the histopathological properties of their parental primary tumors. They also mimic distal dissemination properties in mice. Human stroma was rapidly lost after MPNST engraftment and replaced by murine stroma, which facilitated genomic tumor characterization. Compatible with an origin in a catastrophic event and subsequent genome stabilization, MPNST contained highly altered genomes that remained remarkably stable in orthoxenograft establishment and along passages. Mutational frequency and type of somatic point mutations were highly variable among the different MPNSTs modeled, but very consistent when comparing primary tumors with matched orthoxenografts generated. Unsupervised cluster analysis and principal component analysis (PCA) using an MPNST expression signature of ~1,000 genes grouped together all primary tumor–orthoxenograft pairs. Our work points to differences in the engraftment process of primary tumors compared with the engraftment of established cell lines. Following standardization and extensive characterization and validation, the orthoxenograft models were used for initial preclinical drug testing. Sorafenib (a BRAF inhibitor), in combination with doxorubicin or rapamycin, was found to be the most effective treatment for reducing MPNST growth. The development of genomically well‐characterized preclinical models for MPNST allowed the evaluation of novel therapeutic strategies for personalized medicine.


PLOS ONE | 2012

Estimation of Copy Number Alterations from Exome Sequencing Data

Rafael Valdés-Mas; Sílvia Beà; Diana A. Puente; Carlos López-Otín; Xose S. Puente

Exome sequencing constitutes an important technology for the study of human hereditary diseases and cancer. However, the ability of this approach to identify copy number alterations in primary tumor samples has not been fully addressed. Here we show that somatic copy number alterations can be reliably estimated using exome sequencing data through a strategy that we have termed exome2cnv. Using data from 86 paired normal and primary tumor samples, we identified losses and gains of complete chromosomes or large genomic regions, as well as smaller regions affecting a minimum of one gene. Comparison with high-resolution comparative genomic hybridization (CGH) arrays revealed a high sensitivity and a low number of false positives in the copy number estimation between both approaches. We explore the main factors affecting sensitivity and false positives with real data, and provide a side by side comparison with CGH arrays. Together, these results underscore the utility of exome sequencing to study cancer samples by allowing not only the identification of substitutions and indels, but also the accurate estimation of copy number alterations.


Gut | 2015

Exome sequencing identifies MUTYH mutations in a family with colorectal cancer and an atypical phenotype

Nuria Seguí; Matilde Navarro; Marta Pineda; Nicole Köger; Fernando Bellido; Sara González; Olga Campos; Silvia Iglesias; Rafael Valdés-Mas; Adriana Lopez-Doriga; Marta Gut; Ignacio Blanco; Conxi Lázaro; Gabriel Capellá; Xose S. Puente; Guido Plotz; Laura Valle

Ma et al 1 comprehensively assessed the association of previously reported genetic variants with colorectal cancer (CRC) risk. The meta-analyses revealed strong evidence for association with rare MUTYH variants, even when excluding cases with MUTYH-associated polyposis. An article by Nieuwenhuis et al 2 accurately defined the phenotypical features of MUTYH-associated polyposis. However, the study was performed on clinic-based series ascertained based on the inheritance model or the presence of polyps, which may miss additional phenotypes relevant to improve the disease characterisation and therefore, its genetic diagnosis. To illustrate this, we report a family with a clinical phenotype that resembled Lynch syndrome but was caused by MUTYH mutations. To identify novel hereditary CRC genes, we studied an Amsterdam I family (hereditary non-polyposis CRC) with no mutations in the DNA mismatch repair (MMR) genes (figure 1, table 1). By exome sequencing performed on four cancer-affected (II.2, II.6, III.1 and III.6) and one cancer-free (III.5) family members, we identified a total of 11 unreported or rare heterozygous variants present in the cancer-affected individuals (see online supplementary table S1). One of them was MUTYH c.1147delC …

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Marta Pineda

University of Barcelona

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Laura Valle

Wellcome Trust Sanger Institute

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Miguel Urioste

Instituto de Salud Carlos III

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Alfonso Valencia

Barcelona Supercomputing Center

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