Through big data analysis on cancer patients, we aim to address a fundamental question:
do identical genes or mutations exhibit the same effects in different cellular contexts
? The optimal fitness level of a cancer gene can vary based on the context, and to deepen our understanding, we apply quantitative methods to explore it. First, we investigate how the fitness landscape shifts between primary and metastatic cancers by analysing the combination of alterations. Next, we seek to unravel how the position of mutations affects protein interaction partners and how these perturbations impact phenotypic outcomes. For this, we build a model that leverages state-of-the-art AI-based structural predictions and multi-omics data. Through this interdisciplinary approach, our goal is to gain insights into the diverse modes of action that genes may assume, ultimately contributing to the development of patient-specific treatments and preventive strategies.

Post-Doctoral Fellows
- Seokjin Ham
- A-Reum Nam
Graduate Students
- Jaejun Lee
- Adrián Maqueda
- Manuel Moradiellos
Recent publications
- (2025). p53 protein degradation redefines the initiation mechanisms and drives transitional mutations in colorectal cancer. Nat Commun 16, 3934. CNIO Publication.
- (2025). Characterization of WAC interactions with R2TP and TTT chaperone complexes linking glucose and glutamine availability to mTORC1 activity. FEBS Open Bio (in press). CNIO Publication.
- (2023). Systematic analysis of disease-linked rare germline variants reveals new classes of cancer predisposing genes.. Genome Med 15, 107. CNIO Publication.
- (2023). Genetic assessment of pathogenic germline alterations in lysosomal genes among Asian patients with pancreatic ductal adenocarcinoma. J Transl Med 21, 730. CNIO Publication.
- (2021). Lipid-Oriented Live-Cell Distinction of B and T Lymphocytes. J Am Chem Soc 143, 5836-5844. CNIO Publication.
- (2021). Lipid-Oriented Live-Cell Distinction of B and T Lymphocytes. J Am Chem Soc 143, 5836-5844. CNIO Publication.
- (2021). Higher order genetic interactions switch cancer genes from two-hit to one-hit drivers.. Nat Commun 12, 7051. CNIO Publication.
Open Access - (2021). A comprehensive analysis of prefoldins and their implication in cancer.. iScience 24, 103273. CNIO Publication.
Open Access
