In this project, we propose to use experimental techniques called genetic screenings to anticipate what is the effect of genomic alterations on the tumor and on the immune system of the patient, which has become a key player in fighting the disease thanks to modern immunotherapies. Genetic screenings generate large and complex data, to better interpret and use this data we will develop and apply mathematical and computational methods to predict which alterations are the most important. Lastly, we will develop a Web-portal that could be used by clinicians to better anticipate how each patient will respond to specific therapies