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Machine-Learning and Chemicogenomics Approach Defi Nes and Predicts Cross-Talk of Hippo and MAPK Pathways
Published OnlineFirst November 18, 2020; DOI: 10.1158/2159-8290.CD-20-0706 RESEARCH ARTICLE Machine -Learning and Chemicogenomics Approach Defi nes and Predicts Cross-Talk of Hippo and MAPK Pathways Trang H. Pham 1 , Thijs J. Hagenbeek 1 , Ho-June Lee 1 , Jason Li 2 , Christopher M. Rose 3 , Eva Lin 1 , Mamie Yu 1 , Scott E. Martin1 , Robert Piskol 2 , Jennifer A. Lacap 4 , Deepak Sampath 4 , Victoria C. Pham 3 , Zora Modrusan 5 , Jennie R. Lill3 , Christiaan Klijn 2 , Shiva Malek 1 , Matthew T. Chang 2 , and Anwesha Dey 1 ABSTRACT Hippo pathway dysregulation occurs in multiple cancers through genetic and non- genetic alterations, resulting in translocation of YAP to the nucleus and activation of the TEAD family of transcription factors. Unlike other oncogenic pathways such as RAS, defi ning tumors that are Hippo pathway–dependent is far more complex due to the lack of hotspot genetic alterations. Here, we developed a machine-learning framework to identify a robust, cancer type–agnostic gene expression signature to quantitate Hippo pathway activity and cross-talk as well as predict YAP/TEAD dependency across cancers. Further, through chemical genetic interaction screens and multiomics analyses, we discover a direct interaction between MAPK signaling and TEAD stability such that knockdown of YAP combined with MEK inhibition results in robust inhibition of tumor cell growth in Hippo dysregulated tumors. This multifaceted approach underscores how computational models combined with experimental studies can inform precision medicine approaches including predictive diagnostics and combination strategies. SIGNIFICANCE: An integrated chemicogenomics strategy was developed to identify a lineage- independent signature for the Hippo pathway in cancers. -
Feeling the Force: Role of Amotl2 in Normal Development and Cancer
Department of Oncology and Pathology Karolinska Institute, Stockholm, Sweden FEELING THE FORCE: ROLE OF AMOTL2 IN NORMAL DEVELOPMENT AND CANCER Aravindh Subramani Stockholm 2019 All previously published papers were reproduced with permission from the publisher. Front cover was modified from ©Renaud Chabrier and illustrated by Yu-Hsuan Hsu Published by Karolinska Institute. Printed by: US-AB Stockholm © Aravindh Subramani, 2019 ISBN 978-91-7831-426-3 Feeling the force: Role of AmotL2 in normal development and cancer. THESIS FOR DOCTORAL DEGREE (Ph.D.) J3:04, Torsten N Wiesel, U410033310, Bioclinicum, Karolinska University Hospital, Solna, Stockholm Friday, April 12th, 2019 at 13:00 By Aravindh Subramani Principal Supervisor: Opponent: Professor. Lars Holmgren Professor. Marius Sudol Karolinska Institute National University of Singapore Department of Oncology-Pathology Mechanobiology Institute (MBI) Co-supervisor(s): Examination Board: Docent. Jonas Fuxe Docent. Kaisa Lehti Karolinska Institute Karolinska institute Department of Microbiology, Tumor and Cell Department of Microbiology and Tumor Biology Biology (MTC) center (MTC) Associate Professor. Johan Hartman Docent. Ingvar Ferby Karolinska Institute Uppsala University Department of Oncology-Pathology Department of Medical Biochemistry and Microbiology Docent. Mimmi Shoshan Karolinska Institute Department of Oncology-Pathology To my mom and dad “Real knowledge is to know the extent of one's ignorance.” (Confucius) ABSTRACT Cells that fabricate the body, dwell in a very heterogeneous environment. Self-organization of individual cells into complex tissues and organs at the time of growth and revival is brought about by the combinatory action of biomechanical and biochemical signaling processes. Tissue generation and functional organogenesis, requires distinct cell types to unite together and associate with their corresponding microenvironment in a spatio-temporal manner. -
The Role of the C-Terminus Merlin in Its Tumor Suppressor Function Vinay Mandati
The role of the C-terminus Merlin in its tumor suppressor function Vinay Mandati To cite this version: Vinay Mandati. The role of the C-terminus Merlin in its tumor suppressor function. Agricultural sciences. Université Paris Sud - Paris XI, 2013. English. NNT : 2013PA112140. tel-01124131 HAL Id: tel-01124131 https://tel.archives-ouvertes.fr/tel-01124131 Submitted on 19 Mar 2015 HAL is a multi-disciplinary open access L’archive ouverte pluridisciplinaire HAL, est archive for the deposit and dissemination of sci- destinée au dépôt et à la diffusion de documents entific research documents, whether they are pub- scientifiques de niveau recherche, publiés ou non, lished or not. The documents may come from émanant des établissements d’enseignement et de teaching and research institutions in France or recherche français ou étrangers, des laboratoires abroad, or from public or private research centers. publics ou privés. 1 TABLE OF CONTENTS Abbreviations ……………………………………………………………………………...... 8 Resume …………………………………………………………………………………… 10 Abstract …………………………………………………………………………………….. 11 1. Introduction ………………………………………………………………………………12 1.1 Neurofibromatoses ……………………………………………………………………….14 1.2 NF2 disease ………………………………………………………………………………15 1.3 The NF2 gene …………………………………………………………………………….17 1.4 Mutational spectrum of NF2 gene ………………………………………………………..18 1.5 NF2 in other cancers ……………………………………………………………………...20 2. ERM proteins and Merlin ……………………………………………………………….21 2.1 ERMs ……………………………………………………………………………………..21 2.1.1 Band 4.1 Proteins and ERMs …………………………………………………………...21 2.1.2 ERMs structure ………………………………………………………………………....23 2.1.3 Sub-cellular localization and tissue distribution of ERMs ……………………………..25 2.1.4 ERM proteins and their binding partners ……………………………………………….25 2.1.5 Assimilation of ERMs into signaling pathways ………………………………………...26 2.1.5. A. ERMs and Ras signaling …………………………………………………...26 2.1.5. B. ERMs in membrane transport ………………………………………………29 2.1.6 ERM functions in metastasis …………………………………………………………...30 2.1.7 Regulation of ERM proteins activity …………………………………………………...31 2.1.7. -