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Computational Immunogenomics Group

Introduction

Our group focuses on advancing insights into the genomic basis of tumorigenesis and its interplay with the immune system. We perform large-scale tumor genomic analyses matched with a comprehensive profiling of the tumor immune microenvironment to better understand the tumor-immune crosstalk. Our final goal is to leverage this knowledge to improve the clinical development of tailored immunotherapies.

Cancer is characterized by an uncontrolled growth of cells that are not cleared by the immune system. Every tumor has a unique composition of genomic alterations acquired over the evolution of the tumorigenic clone. While tumors often harbor hundreds to thousands of genomic alterations, only a handful are responsible for the tumorigenic process (so-called drivers). Driver alterations tend to be cancer-type specific (Martínez-Jiménez et al. 2020) and are generally conserved between primary and metastatic lesions (Martínez-Jiménez et al. 2023).

It is however becoming increasingly clear that tumor genomic alterations are not the only promoters of tumor development and metastasis. Other factors including cancer immune escape also play a critical role. In this context, we are interested in developing computational models to 1) further understand the interplay between tumor evolution and the immune system, and 2) harness this knowledge to improve the clinical development of tailored immunotherapies.

Our approach is based on integrating the genomic portrait of tumors (based on whole-exome/genome sequencing), which includes the identification of simple and complex tumor specific alterations, rationalized prioritization of tumor neoantigens, and characterization of tumor HLA-I status and other immune escape alterations; combined with a quantitative portrayal of the tumor immune microenvironment (using bulk transcriptomics/proteomics immune deconvolution, single cell and geospatial immune profiling, and TCR-sequencing). As an example, we have recently performed a large-scale analysis of the prevalence and impact of genetic immune escape alterations across >6,000 primary and metastatic tumors (Martinez-Jiménez, Priestley et al. 2023).

Thanks to our close collaboration with the Hartwig Medical Foundation we have access to one of the largest resources of whole genome sequenced tumors and full tumor transcriptomes (currently >7,000 patients, https://database.hartwigmedicalfoundation.nl/). Moreover, in-house data is generated to support the validation of our analyses and address specific questions that require more targeted analysis.

Since our VHIO group was established in February 2023, we have obtained competitive funding to support multiple projects, participated in several national and international conferences, and we published five peer-reviewed papers in top journals.

Francisco Martínez Jiménez con bata VHIO
Francisco Martínez Jiménez
Group Leader
  • Study the immune-oncogenicity trade-off of cancer mutations.
  • Understand the distinctive genomic and transcriptomic traits of cancer of unknown primary (CUP).
  • Understand the transcriptional reprograming of metastatic tumors and the interplay with the genomic background
  • Co-lead cancer genomics projects in collaboration with the Hartwig Medical Foundation:
    • Identify new clinical biomarkers for non-responders to cancer therapies.
    • Demonstrate the clinical added value of WGS as part of routine care.
  1. Martínez-Jiménez F*, Chowell D*. Genetic immune escape in cancer: timing and implications for treatment. Trends in Cancer. doi: 10.1016/j.trecan.2024.11.002 Genetic immune escape in cancer: timing and implications for treatment. Trends Cancer. 2024 Dec 3:S2405-8033(24)00254-1. doi: 10.1016/j.trecan.2024.11.002. Epub ahead of print.
  2. Usset J, Rosendahl Huber A, Andrianova MA, Batlle E, Carles J, Cuppen E, Elez E, Felip E, Gómez-Rey M, Lo Giacco D, Martinez-Jimenez F, Muñoz-Couselo E, Siu LL, Tabernero J, Vivancos A, Muiños F, Gonzalez-Perez A, Lopez-Bigas N. Five latent factors underlie response to immunotherapy. Nat Genet. 2024 Oct;56(10):2112-2120. doi: 10.1038/s41588-024-01899-0. Epub 2024 Sep 12.
  3. Marcos-Villar L, Perdiguero B, Anthiya S, Borrajo ML, Lou G, Franceschini L, Esteban I, Sánchez-Cordón PJ, Zamora C, Sorzano CÓS, Jordá L, Codó L, Gelpí JL, Sisteré-Oró M, Meyerhans A, Thielemans K, Martínez-Jiménez F, López-Bigas N, García F, Alonso MJ, Plana M, Esteban M, Gómez CE. Modulating the immune response to SARS-CoV-2 by different nanocarriers delivering an mRNA expressing trimeric RBD of the spike protein: COVARNA Consortium. NPJ Vaccines. 2024 Mar 6;9(1):53. doi: 10.1038/s41541-024-00838-8.
  4. Krishna, C., Tervi, A., Saffern, M., Wilson, E. A., Yoo, S. K., Mars, N., Roudko, V., Cho, B. A., Jones, S. E., Vaninov, N., Selvan, M. E., Gümüş, Z. H., FinnGen§, Lenz, T. L., Merad, M., Boffetta, P., Martínez-Jiménez, F., Ollila, H. M., Samstein, R. M., & Chowell, D. (2024). An immunogenetic basis for lung cancer risk. Science. 2024 Feb 23;383(6685):eadi3808. doi: https://doi.org/10.1126/science.adi3808

Pan-cancer analysis of cancer-cell intrinsic HLA-II expression and its impact in the genomic landscape and in the tumor microenvironment (HLA-II-INSIGHT)
Funded by: Agencia Estatal de Investigación – Ministerio de Ciencia e Innovación
Reference: PID2024-155588OA-I00
Execution Period: 01/09/2025 – 31/08/2028

PI: Francisco Martínez

Project: Systematic characterization of distinctive immunogenomic traits of Cancers of Unknown Primary (CUPs) to identify novel therapeutic opportunities.

Referencia: Lab AECC 2024. LABAE246817MART

Asociación Española Contra el Cáncer

Periodo concesión: 11/2024-11/2027

Role: Principal Investigator

Project: Small cell lung cancer: from biology networks to tailored therapy (July 2024-2029). Spanish Association for Cancer Research (AECC). AECC 70 Survivorship 2024 Challenge.

Referencia: AECC 70 Survivorship 2024 Challenge.

Asociación Española Contra el Cáncer

Periodo concesión: 07/2024-07/2029

Role: Work-package leader

Project: Computational immunogenomics

Referencia: Ramon y Cajal program. SRYC2200I037005XV0

Ministerio de Ciencia e Innovacion

Periodo concesión: 01/2024-01/2028

Role: Principal Investigator

 

Project: Characterization of the impact of genetic immune escape alterations on responses to Immune Checkpoint Inhibitors across human cancers. XXIV

Referencia: XXIV Beca FERO, Fundación FERO

Periodo concesión: 10/2023-10/2025

Role: Principal investigator.

Group leader
Francisco Martínez Jiménez
Data Analyst
Joseph Usset
Post-doctoral fellow
Ana Dueso
Manuel Jara
Lucas Michel Todó
PhD Students
Marc Arbones (co-supervised)
Yulia Kenlyakova (co-supervised)
Natasa Mortvanski
Junior Bioinformatician
Sergio Esteban Echeverría
Sergio Esteban Echeverría
Master's Student
Jone Gutierrez
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