Inicio | Investigación e innovación | Programas Científicos | Programa de Biología Estructural | Unidad de Bioinformática
Investigadores Científicos
Becarios Post-doctorales
- Dido Carrero
- Óscar Lapuente
Becarios Pre-Doctorales
- Mohmed Abdalfttah
- María González
- Miguel Maquedano
Técnicos de Laboratorio
- Ruth Álvarez
- Daniel Cerdán
- Elias Miguel Da Costa
- Tomas Di Domenico
- Gonzalo Gómez
- Pablo González
- Beatriz Ocaña
- Carmen Ortega
- Elena Piñeiro
- Ignacio Sanz
- Laura Serrano
- Francisco Javier Soriano
- Francisco José Villena
Bioinformatics is a key discipline for understanding the cancer genome and for the future of cancer therapeutics. Bioinformatics-based approaches have the ability to transform the vast amount of biological data into comprehensive models that provide a deep understanding of cancer disease and the complex genotype-phenotype relationships needed to identify molecular cancer-driving alterations and novel therapeutic targets.
The CNIO Bioinformatics Unit (BU) is a team of bioinformaticians with a multidisciplinary background who use computational methods to solve scientific questions. BU has several objectives: (i) to develop new computational methodologies and bioinformatics tools to enable the integration of biological and clinical data, (ii) to achieve genome analysis in cancer patients’ data to identify new biomarkers and drug response mechanisms, (iii) to provide bioinformatics support with data analysis and interpretation using computational and statistical methods, (iv) to maintain the scientific computing facilities at the CNIO, and (iv) to provide training in bioinformatics tools and methods.
BU is an active node of the European network ELIXIR, leading the ELIXIR Cancer Data Focus Group to provide the framework and expertise for the systematic analysis and interpretation of cancer genomes. Our activities are aligned with other ELIXIR European nodes focused on the integration of translational platforms across the European Union.
Publicaciones
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- Riba M, Sala C, Culhane AC, Flobak Å, Patocs A, Boye K, Plevova K, Pospíšilová Š, Gandolfi G, Morelli MJ, Bucci G, Edsjö A, Lassen U, Al-Shahrour F, Lopez-Bigas N, Hovland R, Cuppen E, Valencia A, Poirel HA, Rosenquist R, Scollen S, Arenas Marquez J, Belien J, De Nicolo A, De Maria R, Torrents D, Tonon G. (2024). The 1+Million Genomes Minimal Dataset for Cancer. Nat Genet 56, 733-736. Publicación CNIO.
- Herms A, Fernandez-Antoran D, Alcolea MP, Kalogeropoulou A, Banerjee U, Piedrafita G, Abby E, Valverde-Lopez JA, Ferreira IS, Caseda I, Bejar MT, Dentro SC, Vidal-Notari S, Ong SH, Colom B, Murai K, King C, Mahbubani K, Saeb-Parsy K, Lowe AR, Gerstung M, Jones PH. (2024). Self-sustaining long-term 3D epithelioid cultures reveal drivers of clonal expansion in esophageal epithelium. Nat Genet 56, 2158-2173. Publicación CNIO.
- Priego N, de Pablos-Aragoneses A, Perea-García M, Pieri V, Hernandez-Oliver C, Alvaro-Espinosa L, Rojas A, Sanchez O, Steindl A, Caleiras E, Garcia F, Garcia-Martin S, Grana-Castro O, Garcia-Mulero S, Serrano D, Velasco-Beltran P, Jimenez-Lasheras B, Egia-Mendikute L, Rupp L, Stammberger A, Meinhardt M, Chaachou-Charradi A, Martínez-Saez E, Bertero L, Cassoni P, Mangherini L, Pellerino A, Ruda R, Soffietti R, Al-Shahrour F, Saftig P, Sanz-Pamplona R, Schmitz M, Crocker SJ, Calvo A, Palazon A, Group R, Valiente M. (2024). TIMP1 mediates astrocyte-dependent local immunosuppression in brain metastasis acting on infiltrating CD8+ T cells. Cancer Discovery (in press). Publicación CNIO.
- Rodriguez JM, Abascal F, Cerdán-Vélez D, Gómez LM, Vázquez J, Tress ML. (2024). Evidence for widespread translation of 5′ untranslated regions. Nucleic Acids Res 52, 8112-8126. Publicación CNIO.
- Plata-Gómez AB, de Prado-Rivas L, Sanz A, Deleyto-Seldas N, García F, de la Calle Arregui C, Silva C, Caleiras E, Graña-Castro O, Piñeiro-Yáñez E, Krebs J, Leiva-Vega L, Muñoz J, Jain A, Sabio G, Efeyan A. (2024). Hepatic nutrient and hormone signaling to mTORC1 instructs the postnatal metabolic zonation of the liver. Nat Commun 15, 1878. Publicación CNIO.
- Fernández-García F, Fernández-Rodríguez A, Fustero-Torre C, Piñeiro-Yáñez E, Wang H, Lechuga CG, Callejas S, Álvarez R, Lopez-García A, Esteban-Burgos L, Salmón M, San Román M, Guerra C, Ambrogio Ch, Drosten M, Santamaria D, Al-Shahrour F, Dopazo A, Barbacid M, Musteanu M (2024). Type I interferon signaling pathway enhances immune-checkpoint inhibition in KRAS mutant lung tumors. Proc Natl Acad Sci USA 121, e2402913121. Publicación CNIO.
- Saraswati S, Martínez P, Serrano R, Mejías D, Graña-Castro O, Álvarez Díaz R, Blasco MA. (2024). Renal fibroblasts are involved in fibrogenic changes in kidney fibrosis associated with dysfunctional telomeres. Exp Mol Med 6, 2216-2230. Publicación CNIO.
- Cerdán-Vélez D, Tress ML. (2024). The T2T-CHM13 reference assembly uncovers essential WASH1 and GPRIN2 paralogues. Bioinform Adv 28, vbae029. Publicación CNIO.
- Chaib S, López-Domínguez JA, Lalinde-Gutiérrez M, Prats N, Marin I, Boix O, García-Garijo A, Meyer K, Muñoz MI, Aguilera M, Mateo L, Stephan-Otto Attolini C, Llanos S, Pérez-Ramos S, Escorihuela M, Al-Shahrour F, Cash TP, Tchkonia T, Kirkland JL, Abad M, Gros A, Arribas J, Serrano M (2024). The efficacy of chemotherapy is limited by intratumoral senescent cells expressing PD-L2. Nat Cancer 5, 448-462. Publicación CNIO.
- Lapuente-Santana Ó, Kant J, Eduati F. (2024). Integrating histopathology and transcriptomics for spatial tumor microenvironment profiling in a melanoma case study. NPJ PRECIS ONCOL 8, 254. Publicación CNIO.
- Nikolski M, Hovig E, Al-Shahrour F, Blomberg N, Scollen S, Valencia A, Saunders G. (2024). Roadmap for a European cancer data management and precision medicine infrastructure. Nat Cancer 5, 367-372. Publicación CNIO.
- Frankish A, Carbonell-Sala S, Diekhans M, Jungreis I, Loveland JE, Mudge JM, Sisu C, Wright JC, Arnan C, Barnes I, Banerjee A, Bennett R, Berry A, Bignell A, Boix C, Calvet F, Cerdán-Vélez D, Cunningham F, Davidson C, Donaldson S, Dursun C, Fatima R, Giorgetti S, Giron CG, Gonzalez JM, Hardy M, Harrison PW, Hourlier T, Hollis Z, Hunt T, James B, Jiang Y, Johnson R, Kay M, Lagarde J, Martin FJ, Gómez LM, Nair S, Ni P, Pozo F, Ramalingam V, Ruffier M, Schmitt BM, Schreiber JM, Steed E, Suner MM, Sumathipala D, Sycheva I, Uszczynska-Ratajczak B, Wass E, Yang YT, Yates A, Zafrulla Z, Choudhary JS, Gerstein M, Guigo R, Hubbard TJP, Kellis M, Kundaje A, Paten B, Tress ML, Flicek (2023). GENCODE: reference annotation for the human and mouse genomes in 2023. Nucleic Acids Res 51, D942. Publicación CNIO.
- Jiménez-Santos MJ, Nogueira-Rodríguez A, Piñeiro-Yáñez E, López-Fernández H, García-Martín S, Gómez-Plana P, Reboiro-Jato M, Gómez-López G, Glez-Peña D, Al-Shahrour F. (2023). PanDrugs2: prioritizing cancer therapies using integrated individual multi-omics data. Nucleic Acids Res 51, W411-W418. Publicación CNIO.
- Calsina B, Piñeiro-Yáñez E, Martínez-Montes ÁM, Caleiras E, Fernández-Sanromán Á, Monteagudo M, Torres-Pérez R, Fustero-Torre C, Pulgarín-Alfaro M, Gil E, Letón R, Jiménez S, García-Martín S, Martin MC, Roldán-Romero JM, Lanillos J, Mellid S, Santos M, Díaz-Talavera A, Rubio Á, González P, Hernando B, Bechmann N, Dona M, Calatayud M, Guadalix S, Álvarez-Escolá C, Regojo RM, Aller J, Del Olmo-Garcia MI, López-Fernández A, Fliedner SMJ, Rapizzi E, Fassnacht M, Beuschlein F, Quinkler M, Toledo RA, Mannelli M, Timmers HJ, Eisenhofer G, Rodríguez-Perales S, Domínguez O, Macintyre G, Currás-Freixes M, Rodríguez-Antona C, Cascón A, Leandro-García LJ, Montero-Conde C, Roncador G, García-García JF, Pacak K, Al-Shahrour F, Robledo M. (2023). Genomic and immune landscape Of metastatic pheochromocytoma and paraganglioma. Nat Commun 14, 1122. Publicación CNIO.
Open Access - García-Vílchez R, Añazco-Guenkova AM, Dietmann S, López J, Morón-Calvente V, D'Ambrosi S, Nombela P, Zamacola K, Mendizabal I, García-Longarte S, Zabala-Letona A, Astobiza I, Fernández S, Paniagua A, Miguel-López B, Marchand V, Alonso-López D, Merkel A, García-Tuñón I, Ugalde-Olano A, Loizaga-Iriarte A, Lacasa-Viscasillas I, Unda M, Azkargorta M, Elortza F, Bárcena L, Gonzalez-Lopez M, Aransay AM, Di Domenico T, Sánchez-Martín MA, De Las Rivas J, Guil S, Motorin Y, Helm M, Pandolfi PP, Carracedo A, Blanco S. (2023). METTL1 promotes tumorigenesis through tRNA-derived fragment biogenesis in prostate cancer. Mol Can 22, 119. Publicación CNIO.
- Sánchez-Sanz A, García-Martín S, Sabín-Muñoz J, Moreno-Torres I, Elvira V, Al-Shahrour F, García-Grande A, Ramil E, Rodríguez-De la Fuente O, Brea-Álvarez B, García-Hernández R, García-Merino A, Sánchez-López AJ. (2023). Dimethyl fumarate-related immune and transcriptional signature is associated with clinical response in multiple sclerosis-treated patients. Front Inmmunol 14, 1209923. Publicación CNIO.
- Fueyo-Marcos E, Lopez-Pernas G, Fustero-Torre C, Antón ME, Al-Shahrour F, Fernández-Capetillo O, Murga M. (2023). PD-L1ATTAC mice reveal the potential of depleting PD-L1 expressing cells in cancer therapy. Aging (Albany NY) 15, 1791-1807. Publicación CNIO.
- Jutzi JS, Marneth AE, Ciboddo M, Guerra-Moreno A, Jiménez-Santos MJ, Kosmidou A, Dressman JW, Liang H, Hamel R, Lozano P, Rumi E, Doench JG, Gotlib J, Krishnan A, Elf S, Al-Shahrour F, Mullally A (2022). Whole-genome CRISPR screening identifies N-glycosylation as a genetic and therapeutic vulnerability in CALR-mutant MPNs. Blood 140, 1291-1304. Publicación CNIO.
- Kovtonyuk LV, Caiado F, Garcia-Martin S, Manz EM, Helbling PM, Takizawa H, Boettcher S, Al-Shahrour F, Nombela-Arrieta C, Slack E, Manz MG (2022). IL-1 Mediates Microbiome-Induced Inflamm-Ageing of Hematopoietic Stem Cells in Mice. Blood 139, 44-58. Publicación CNIO.
- Jodkowska K, Pancaldi V, Rigau M, Almeida R, Fernández-Justel JM, Graña-Castro O, Rodríguez-Acebes S, Rubio-Camarillo M, Carrillo-de Santa Pau E, Pisano D, Al-Shahrour F, Valencia A, Gómez M, Méndez J. (2022). 3D chromatin connectivity underlies replication origin efficiency in mouse embryonic stem cells. Nucleic Acids Res 50, 12149-12165. Publicación CNIO.
Open Access - Rodriguez JM, Pozo F, Cerdán-Vélez D, Di Domenico T, Vázquez J, Tress ML (2022). APPRIS: selecting functionally important isoforms.. Nucleic Acids Res 50, D54-D59. Publicación CNIO.
- Barradas M, Plaza A, Colmenarejo G, Lázaro I, Costa-Machado LF, Martín-Hernández R, Micó V, López-Aceituno JL, Herranz J, Pantoja C, Tejero H, Diaz-Ruiz A, Al-Shahrour F, Daimiel L, Loria-Kohen V, Ramirez de Molina A, Efeyan A, Serrano M, Pozo OJ, Sala-Vila A, Fernandez-Marcos PJ. (2022). Fatty acids homeostasis during fasting predicts protection from chemotherapy toxicity. Nat Commun 13, 5677. Publicación CNIO.
Open Access - Sanchez-Burgos L, Navarro-González B, García-Martín S, Sirozh O, Mota-Pino J, Fueyo-Marcos E, Tejero H, Antón ME, Murga M, Al-Shahrour F, Fernandez-Capetillo O (2022). Activation of the integrated stress response is a vulnerability for multidrug-resistant FBXW7-deficient cells. EMBO Mol Med 0, e15855. Publicación CNIO.
Open Access - Jutzi JS, Marneth AE, Jiménez-Santos MJ, Hem J, Guerra-Moreno A, Rolles B, Bhatt S, Myers SA, Carr SA, Hong Y, Pozdnyakova O, van Galen P, Al-Shahrour F, Nam AS, Mullally A. (2022). CALR-mutated cells are vulnerable to combined inhibition of the proteasome and the endoplasmic reticulum stress response. Leukemia 37, 359-369. Publicación CNIO.
- Jiménez-Santos MJ, García-Martín S, Fustero-Torre C, Di Domenico T, Gómez-López G, Al-Shahrour F (2022). Bioinformatics roadmap for therapy selection in cancer genomics.. Mol Oncol 16, 3881-3908. Publicación CNIO.
- Rogado J, Pozo F, Troule K, Sánchez-Torres JM, Romero-Laorden N, Mondejar R, Donnay O, Ballesteros A, Pacheco-Barcia V, Aspa J, Al-Shahrour F, Alfranca A, Colomer R. (2022). Peripheral Blood Mononuclear Cells Predict Therapeutic Efficacy of Immunotherapy in NSCLC. Cancers 14, 2898. Publicación CNIO.
- Sanchez-Burgos L, Gómez-López G, Al-Shahrour F, Fernandez-Capetillo O (2022). An in silico analysis identifies drugs potentially modulating the cytokine storm triggered by SARS-CoV-2 infection.. Sci Rep 12, 1626. Publicación CNIO.
Open Access - Rogado J, Pozo F, Troulé K, Sánchez-Torres JM, Romero-Laorden N, Mondejar R, Donnay O, Ballesteros A, Pacheco-Barcia V, Aspa J, Al-Shahrour F, Alfranca A, Colomer R. (2022). Excess weight and anti-PD-1 immune checkpoint inhibitor’s outcomes in non-small cell lung cancer. Clin Transl Oncol 24, 2241-2249. Publicación CNIO.
- Pinel GD, Horder JL, King JR, McIntyre A, Mongan NP, López GG, Benest AV (2022). Endothelial Cell RNA-Seq Data: Differential Expression and Functional Enrichment Analyses to Study Phenotypic Switching. Methods Mol Biol 2441, 369-426. Publicación CNIO.
- Frankish A, Diekhans M, Jungreis I, Lagarde J, Loveland JE, Mudge JM, Sisu C, Wright JC, Armstrong J, Barnes I, Berry A, Bignell A, Boix C, Carbonell Sala S, Cunningham F, Di Domenico T, Donaldson S, Fiddes IT, García Girón C, Gonzalez JM, Grego T, Hardy M, Hourlier T, Howe KL, Hunt T, Izuogu OG, Johnson R, Martin FJ, Martínez L, Mohanan S, Muir P, Navarro FCP, Parker A, Pei B, Pozo F, Riera FC, Ruffier M, Schmitt BM, Stapleton E, Suner MM, Sycheva I, Uszczynska-Ratajczak B, Wolf MY, Xu J, Yang YT, Yates A, Zerbino D, Zhang Y, Choudhary JS, Gerstein M, Guigó R, Hubbard TJP, Kellis M, Paten B, Tress ML, Flicek P (2021). GENCODE 2021. Nucleic Acids Res 49, D916-D923. Publicación CNIO.
- Martinez Gomez L, Pozo F, Walsh TA, Abascal F, Tress ML (2021). The clinical importance of tandem exon duplication-derived substitutions.. Nucleic Acids Res 49, 8232-8246. Publicación CNIO.
- Fustero-Torre C, Jiménez-Santos MJ, García-Martín S, Carretero-Puche C, García-Jimeno L, Ivanchuk V, Di Domenico T, Gómez-López G, Al-Shahrour F (2021). Beyondcell: targeting cancer therapeutic heterogeneity in single-cell RNA-seq data. Genome Med 13, 187. Publicación CNIO.
- Xiong H, Mancini M, Gobert M, Shen S, Furtado GC, Lira SA, Parkhurst CN, Garambois V, Brengues M, Tadokoro CE, Trimarchi T, Gómez-López G, Singh A, Khiabanian H, Minuzzo S, Indraccolo S, Lobry C, Aifantis I, Herranz D, Lafaille JJ, Maraver A (2021). Spleen plays a major role in DLL4-driven acute T-cell lymphoblastic leukemia. Theranostics 11, 1594-1608. Publicación CNIO.
Open Access - Pawluczyk IZA, Didangelos A, Barbour SJ, Er L, Becker JU, Martin R, Taylor S, Bhachu JS, Lyons EG, Jenkins RH, Fraser D, Molyneux K, Perales-Patón J, Saez-Rodriguez J, Barratt J. (2021). Differential expression of microRNA miR-150-5p in IgA nephropathy as a potential mediator and marker of disease progression. Kidney Int 99, 1127-1139. Publicación CNIO.
- García-Jimeno L, Fustero-Torre C, Jiménez-Santos MJ, Gómez-López G, Di Domenico T, Al-Shahrour F (2021). bollito: a flexible pipeline for comprehensive single-cell RNA-seq analyses.. Bioinformatics (in press). Publicación CNIO.
- Jiménez-Alcázar M, Curiel-García Á, Nogales P, Perales-Patón J, Schuhmacher AJ, Galán-Ganga M, Zhu L, Lowe SW, Al-Shahrour F, Squatrito M. (2021). Dianhydrogalactitol Overcomes Multiple Temozolomide Resistance Mechanisms in Glioblastoma. Mol Cancer Ther 20, 1029-1038. Publicación CNIO.
- Kinget L, Roussel E, Lambrechts D, Boeckx B, Vanginderhuysen L, Albersen M, Rodríguez-Antona C, Graña-Castro O, Inglada-Pérez L, Verbiest A, Zucman-Rossi J, Couchy G, Caruso S, Laenen A, Baldewijns M, Beuselinck (2021). MicroRNAs possibly involved in the development of bone metastasis in clear-cell renal cell carcinoma.. Cancers 13, 1554. Publicación CNIO.
- Troulé K, López-Fernández H, García-Martín S, Reboiro-Jato M, Carretero-Puche C, Martorell-Marugán J, Martín-Serrano G, Carmona-Sáez P, Glez-Peña D, Al-Shahrour F, Gómez-López G. (2021). DREIMT: a drug repositioning database and prioritization tool for immunomodulation. Bioinformatics 37, 578-579. Publicación CNIO.
- Martorell-Marugán J, López-Domínguez R, García-Moreno A, Toro-Domínguez D, Villatoro-García JA, Barturen G, Martín-Gómez A, Troule K, Gómez-López G, Al-Shahrour F, González-Rumayor V, Peña-Chilet M, Dopazo J, Sáez-Rodríguez J, Alarcón-Riquelme ME, Carmona-Sáez P (2021). A comprehensive database for integrated analysis of omics data in autoimmune diseases. BMC Bioinformatics 22, 343. Publicación CNIO.
- Pozo F, Martinez-Gomez L, Walsh TA, Rodriguez JM, Di Domenico T, Abascal F, Vazquez J, Tress ML (2021). Assessing the functional relevance of splice isoforms. NAR Genom Bioinform 3, lqab044. Publicación CNIO.
- ICGC/TCGA Pan-Cancer Analysis of Whole Genomes Consortium. (2020). Pan-cancer analysis of whole genomes.. Nature 578, 82-93. Publicación CNIO.
- Goldman MJ, Zhang J, Fonseca NA, Cortés-Ciriano I, Xiang Q, Craft B, Piñeiro-Yáñez E, O'Connor BD, Bazant W, Barrera E, Muñoz-Pomer A, Petryszak R, Füllgrabe A, Al-Shahrour F, Keays M, Haussler D, Weinstein JN, Huber W, Valencia A, Park PJ, Papatheodorou I, Zhu J, Ferretti V, Vazquez M (2020). A User Guide for the Online Exploration and Visualization of PCAWG Data. Nat Commun 11, 3400. Publicación CNIO.
Open Access - Dimitrov-Markov S, Perales-Patón J, Bockorny B, Dopazo A, Muñoz M, Baños N, Bonilla V, Menendez C, Duran Y, Huang L, Perea S, Muthuswamy SK, Al-Shahrour F, Lopez-Casas PP, Hidalgo M. (2020). Discovery of new targets to control metastasis in pancreatic cancer by single cell transcriptomics analysis of circulating tumor cells.. Mol Cancer Ther 19, 1751-1760. Publicación CNIO.
- González-Alonso P, Zazo S, Martín-Aparicio E, Luque M, Chamizo C, Sanz-Álvarez M, Minguez P, Gómez-López G, Cristóbal I, Caramés C, García-Foncillas J, Eroles P, Lluch A, Arpí O, Rovira A, Albanell J, Piersma SR, Jimenez CR, Madoz-Gúrpide J, Rojo F (2020). The Hippo Pathway Transducers YAP1/TEAD Induce Acquired Resistance to Trastuzumab in HER2-Positive Breast Cancer.. Cancers 12, pii: E1108. Publicación CNIO.
Open Access - Navarro R, Tapia-Galisteo A, Martín-García L, Tarín C, Corbacho C, Gómez-López G, Sánchez-Tirado E, Campuzano S, González-Cortés A, Yáñez-Sedeño P, Compte M, Álvarez-Vallina L, Sanz L (2020). TGF-ß-induced IGFBP-3 is a key paracrine factor from activated pericytes that promotes colorectal cancer cell migration and invasion. Mol Oncol 14, 2609-2628. Publicación CNIO.
Open Access - Troulé K, López-Fernández H, García-Martín S, Reboiro-Jato M, Carretero-Puche C, Martorell-Marugán J, Martín-Serrano G, Carmona-Sáez P, González-Peña D, Al-Shahrour F, Gómez-López G (2020). DREIMT: a drug repositioning database and prioritization tool for immunomodulation. Bioinformatics (in press). Publicación CNIO.
- Zazo S, González-Alonso P, Martin-Aparicio E, Chamizo C, Luque M, Sanz-Alvarez M, Mínguez P, Gómez-López G, Cristobal I, Caramés C, García-Foncillas J, Eroles P, Lluch A, Arpí O, Rovira A, Albanell J, Madoz-Gúrpide J, Rojo F (2020). Autocrine CCL5 Effect Mediates Trastuzumab Resistance by ERK Pathway Activation in HER2-positive Breast Cancer. Mol Cancer Ther 19, 1696-1707. Publicación CNIO.
- Rodriguez JM, Pozo F, di Domenico T, Vazquez J, Tress ML (2020). An analysis of tissue-specific alternative splicing at the protein level. PLoS Comput Biol 16, e1008287. Publicación CNIO.
Open Access - Graña-Castro O, López-Fernández H, Nogueira-Rodríguez A, Fdez-Riverola F, Al-Shahrour F, Glez-Peña D (2020). Metatax: Metataxonomics with a Compi-Based Pipeline for Precision Medicine.. INTERDISCIPLINARY SCIENCES 12, 252-257. Publicación CNIO.
- Martinez-Gomez L, Abascal F, Jungreis I, Pozo F, Kellis M, Mudge JM, Tress ML. (2020). Few SINEs of life: Alu elements have little evidence for biological relevance despite elevated translation. NAR Genom Bioinform 2, qz023. Publicación CNIO.