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Chronic lymphocytic leukemia (CLL) is a B lymphoid malignancy highly dependent on the microenvironment. Despite new targeted therapies such as ibrutinib and venetoclax, disease progression and relapse remain an issue. CLL cell interactions with the supportive tissue microenvironment play a critical role in disease pathogenesis. We used a platform for drug discovery based on systems biology and artificial intelligence, to identify drugs targeting key proteins described to have a role in the microenvironment. The selected compounds were screened in CLL cell lines in the presence of stromal cells to mimic the microenvironment and validated the best candidates in primary CLL cells. Our results showed that the commercial drug simvastatin was the most effective and selective out of the tested compounds. Simvastatin decreased CLL cell survival and proliferation as well as cell adhesion. Importantly, this drug enhanced the antitumor effect of venetoclax and ibrutinib. We proposed that systems biology approaches combined with pharmacological screening could help to find new drugs for CLL treatment and to predict new combinations with current therapies. Our results highlight the possibility of repurposing widely used drugs such as statins to target the microenvironment and to improve the efficacy of ibrutinib or venetoclax in CLL cells. The study was supported by research funding from the Spanish Ministry of Economy and Competitiveness through the Plan Estatal de Investigación Científica y Técnica y de Innovación (MINECO) RTI2018-094584-B-I00 [to DC] and was cofunded by the European Regional Development Fund [ERDF] and the CERCA program from Generalitat de Catalunya, Centro de Investigación Biomédica en Cáncer [CIBERONC] [CB16/12/00334 and CB16/12/00225] and Generalitat de Catalunya Suport Grups de Recerca [2017 SGR 1009]. This project has received funding from the European Union’s Seventh Framework Programme for research, technological development and demonstration under grant agreement no. 306240. NG is a recipient of a predoctoral fellowship from AGAUR, L.R. is a recipient of a postdoctoral fellowship from AGAUR (PERIS), ILO is a recipient of the PhD4MD program and HPA is a recipient of a predoctiral fellowship from Spanish Ministry of Economy and Competitiveness (FPU)

This paper is distributed under the terms of the Creative Commons Attribution-Non-Commercial-Share Alike licence.-- et al., Chronic lymphocytic leukaemia (CLL), the most frequent leukaemia in adults in Western countries, is a heterogeneous disease with variable clinical presentation and evolution(1,2). Two major molecular subtypes can be distinguished, characterized respectively by a high or low number of somatic hypermutations in the variable region of immunoglobulin genes(3,4). The molecular changes leading to the pathogenesis of the disease are still poorly understood. Here we performed whole-genome sequencing of four cases of CLL and identified 46 somatic mutations that potentially affect gene function. Further analysis of these mutations in 363 patients with CLL identified four genes that are recurrently mutated: notch 1 (NOTCH1), exportin 1 (XPO1), myeloid differentiation primary response gene 88 (MYD88) and kelch-like 6 (KLHL6). Mutations in MYD88 and KLHL6 are predominant in cases of CLL with mutated immunoglobulin genes, whereas NOTCH1 and XPO1 mutations are mainly detected in patients with unmutated immunoglobulins. The patterns of somatic mutation, supported by functional and clinical analyses, strongly indicate that the recurrent NOTCH1, MYD88 and XPO1 mutations are oncogenic changes that contribute to the clinical evolution of the disease. To our knowledge, this is the first comprehensive analysis of CLL combining whole-genome sequencing with clinical characteristics and clinical outcomes. It highlights the usefulness of this approach for the identification of clinically relevant mutations in cancer., This work was funded by the Spanish Ministry of Science and Innovation (MICINN) through the Instituto de Salud Carlos III (ISCIII) and Red Temática de Investigación del Cáncer (RTICC) del ISCIII. C.L.-O. is an Investigator of the Botin Foundation and D.T., of the ICREA program. We thank E. Santos for his support of this project, A. Carracedo and J. Benítez for genotyping studies, C. Fortuny for the supply of samples and N. Villahoz and M. C. Muro for their work in the coordination of the CLL-ICGC Consortium.