RT Journal Article SR Electronic T1 Unveiling the molecular basis of disease co-occurrence: towards personalized comorbidity profiles JF bioRxiv FD Cold Spring Harbor Laboratory SP 431312 DO 10.1101/431312 A1 Jon Sánchez-Valle A1 Hector Tejero A1 José María Fernández A1 David Juan A1 Salvador Capella-Gutiérrez A1 Fatima Al-Shahrour A1 Rafael Tabarés-Seisdedos A1 Vera Pancaldi A1 Alfonso Valencia YR 2018 UL http://biorxiv.org/content/early/2018/10/03/431312.abstract AB Comorbidity is an impactful medical problem that is attracting increasing attention in healthcare and biomedical research. However, little is known about the molecular processes leading to the development of a specific disease in patients affected by other conditions. We present a disease interaction network inferred from similarities in patients’ molecular profiles, which significantly recapitulates epidemiologically documented comorbidities, providing the basis for their interpretation at a molecular level. Furthermore, expanding on the analysis of subgroups of patients with similar molecular profiles, our approach discovers comorbidity relations not previously described, implicates distinct genes in such relations, and identifies drugs whose side effects are potentially associated to the observed comorbidities.