1
|
Hong JH, Yong CH, Heng HL, Chan JY, Lau MC, Chen J, Lee JY, Lim AH, Li Z, Guan P, Chu PL, Boot A, Ng SR, Yao X, Wee FYT, Lim JCT, Liu W, Wang P, Xiao R, Zeng X, Sun Y, Koh J, Kwek XY, Ng CCY, Klanrit P, Zhang Y, Lai J, Tai DWM, Pairojkul C, Dima S, Popescu I, Hsieh SY, Yu MC, Yeong J, Kongpetch S, Jusakul A, Loilome W, Tan P, Tan J, Teh BT. Integrative multiomics enhancer activity profiling identifies therapeutic vulnerabilities in cholangiocarcinoma of different etiologies. Gut 2023:gutjnl-2023-330483. [PMID: 38050079 DOI: 10.1136/gutjnl-2023-330483] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Accepted: 11/06/2023] [Indexed: 12/06/2023]
Abstract
OBJECTIVES Cholangiocarcinoma (CCA) is a heterogeneous malignancy with high mortality and dismal prognosis, and an urgent clinical need for new therapies. Knowledge of the CCA epigenome is largely limited to aberrant DNA methylation. Dysregulation of enhancer activities has been identified to affect carcinogenesis and leveraged for new therapies but is uninvestigated in CCA. Our aim is to identify potential therapeutic targets in different subtypes of CCA through enhancer profiling. DESIGN Integrative multiomics enhancer activity profiling of diverse CCA was performed. A panel of diverse CCA cell lines, patient-derived and cell line-derived xenografts were used to study identified enriched pathways and vulnerabilities. NanoString, multiplex immunohistochemistry staining and single-cell spatial transcriptomics were used to explore the immunogenicity of diverse CCA. RESULTS We identified three distinct groups, associated with different etiologies and unique pathways. Drug inhibitors of identified pathways reduced tumour growth in in vitro and in vivo models. The first group (ESTRO), with mostly fluke-positive CCAs, displayed activation in estrogen signalling and were sensitive to MTOR inhibitors. Another group (OXPHO), with mostly BAP1 and IDH-mutant CCAs, displayed activated oxidative phosphorylation pathways, and were sensitive to oxidative phosphorylation inhibitors. Immune-related pathways were activated in the final group (IMMUN), made up of an immunogenic CCA subtype and CCA with aristolochic acid (AA) mutational signatures. Intratumour differences in AA mutation load were correlated to intratumour variation of different immune cell populations. CONCLUSION Our study elucidates the mechanisms underlying enhancer dysregulation and deepens understanding of different tumourigenesis processes in distinct CCA subtypes, with potential significant therapeutics and clinical benefits.
Collapse
Affiliation(s)
- Jing Han Hong
- Cancer and Stem Cell Biology Programme, Duke-NUS Medical School, Singapore
| | - Chern Han Yong
- Laboratory of Cancer Epigenome, National Cancer Centre Singapore, Singapore
- Department of Computer Science, National University of Singapore, Singapore
| | - Hong Lee Heng
- Laboratory of Cancer Epigenome, National Cancer Centre Singapore, Singapore
| | - Jason Yongsheng Chan
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore
- Oncology Academic Clinical Program, Duke-NUS Medical School, Singapore
| | - Mai Chan Lau
- Singapore Immunology Network, Agency for Science Technology and Research (A*STAR), Singapore
- Bioinformatics Institute (BII), Agency for Science Technology and Research (A*STAR), Singapore
| | - Jianfeng Chen
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Jing Yi Lee
- Laboratory of Cancer Epigenome, National Cancer Centre Singapore, Singapore
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore
| | - Abner Herbert Lim
- Laboratory of Cancer Epigenome, National Cancer Centre Singapore, Singapore
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore
| | - Zhimei Li
- Laboratory of Cancer Epigenome, National Cancer Centre Singapore, Singapore
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore
| | - Peiyong Guan
- Genome Institute of Singapore, Agency for Science Technology and Research (A*STAR), Singapore
| | - Pek Lim Chu
- Cancer and Stem Cell Biology Programme, Duke-NUS Medical School, Singapore
| | - Arnoud Boot
- Cancer and Stem Cell Biology Programme, Duke-NUS Medical School, Singapore
- Centre for Computational Biology, Duke-NUS Medical School, Singapore
| | - Sheng Rong Ng
- Institute of Molecular and Cell Biology, Agency for Science Technology and Research (A*STAR), Singapore
| | - Xiaosai Yao
- Institute of Molecular and Cell Biology, Agency for Science Technology and Research (A*STAR), Singapore
| | - Felicia Yu Ting Wee
- Institute of Molecular and Cell Biology, Integrative Biology for Theranostics Lab, Agency for Science Technology and Research (A*STAR), Singapore
| | - Jeffrey Chun Tatt Lim
- Institute of Molecular and Cell Biology, Integrative Biology for Theranostics Lab, Agency for Science Technology and Research (A*STAR), Singapore
| | - Wei Liu
- Laboratory of Cancer Epigenome, National Cancer Centre Singapore, Singapore
| | - Peili Wang
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Rong Xiao
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Xian Zeng
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Yichen Sun
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Joanna Koh
- Institute of Molecular and Cell Biology, Agency for Science Technology and Research (A*STAR), Singapore
| | - Xiu Yi Kwek
- Laboratory of Cancer Epigenome, National Cancer Centre Singapore, Singapore
| | - Cedric Chuan Young Ng
- Laboratory of Cancer Epigenome, National Cancer Centre Singapore, Singapore
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore
| | - Poramate Klanrit
- Cholangiocarcinoma Screening and Care Program (CASCAP), Khon Kaen University, Khon Kaen, Thailand
- Department of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Yaojun Zhang
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China
- Department of Liver Surgery, Sun Yat-Sen University Cancer Center, Guangzhou, Guangdong
| | - Jiaming Lai
- Department of Pancreaticobiliary Surgery, Sun Yat-sen University, Guangzhou, China
| | - David Wai Meng Tai
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore
- Oncology Academic Clinical Program, Duke-NUS Medical School, Singapore
| | - Chawalit Pairojkul
- Department of Pathology, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Simona Dima
- Center of Digestive Diseases and Liver Transplantation, Fundeni Clinical Institute, Bucuresti, Romania
| | - Irinel Popescu
- Center of Digestive Diseases and Liver Transplantation, Fundeni Clinical Institute, Bucuresti, Romania
| | - Sen-Yung Hsieh
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital and Chang Gung University, Taoyuan, Taiwan
| | - Ming-Chin Yu
- Department of General Surgery, Chang Gung Memorial Hospital and Chang Gung University, Taoyuan, Taiwan
| | - Joe Yeong
- Institute of Molecular and Cell Biology, Integrative Biology for Theranostics Lab, Agency for Science Technology and Research (A*STAR), Singapore
- Department of Anatomical Pathology, Singapore General Hospital, Singapore
- Pathology Academic Clinical Program, Duke-NUS Medical School, Singapore
| | - Sarinya Kongpetch
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen, Thailand
- Department of Pharmacology, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Apinya Jusakul
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen, Thailand
- Centre for Research and Development of Medical Diagnostic Laboratories, Faculty of Associated Medical Sciences, Khon Kaen University, Khon Kaen, Thailand
| | - Watcharin Loilome
- Cholangiocarcinoma Screening and Care Program (CASCAP), Khon Kaen University, Khon Kaen, Thailand
- Department of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
- Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen, Thailand
| | - Patrick Tan
- Cancer and Stem Cell Biology Programme, Duke-NUS Medical School, Singapore
- Genome Institute of Singapore, Agency for Science Technology and Research (A*STAR), Singapore
- Cancer Science Institute of Singapore, National University of Singapore, Singapore
| | - Jing Tan
- Laboratory of Cancer Epigenome, National Cancer Centre Singapore, Singapore
- State Key Laboratory of Oncology, Collaborative Innovation Center of Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Bin Tean Teh
- Cancer and Stem Cell Biology Programme, Duke-NUS Medical School, Singapore
- Laboratory of Cancer Epigenome, National Cancer Centre Singapore, Singapore
- Genome Institute of Singapore, Agency for Science Technology and Research (A*STAR), Singapore
- Institute of Molecular and Cell Biology, Agency for Science Technology and Research (A*STAR), Singapore
| |
Collapse
|
2
|
Yao X, Hong JH, Nargund AM, Ng MSW, Heng HL, Li Z, Guan P, Sugiura M, Chu PL, Wang LC, Ye X, Qu J, Kwek XY, Lim JCT, Ooi WF, Koh J, Wang Z, Pan YF, Ong YS, Tan KY, Goh JY, Ng SR, Pignata L, Huang D, Lezhava A, Tay ST, Lee M, Yeo XH, Tam WL, Rha SY, Li S, Guccione E, Futreal A, Tan J, Yeong JPS, Hong W, Yauch R, Chang KTE, Sobota RM, Tan P, Teh BT. PBRM1-deficient PBAF complexes target aberrant genomic loci to activate the NF-κB pathway in clear cell renal cell carcinoma. Nat Cell Biol 2023; 25:765-777. [PMID: 37095322 DOI: 10.1038/s41556-023-01122-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2021] [Accepted: 03/06/2023] [Indexed: 04/26/2023]
Abstract
PBRM1 encodes an accessory subunit of the PBAF SWI/SNF chromatin remodeller, and the inactivation of PBRM1 is a frequent event in kidney cancer. However, the impact of PBRM1 loss on chromatin remodelling is not well examined. Here we show that, in VHL-deficient renal tumours, PBRM1 deficiency results in ectopic PBAF complexes that localize to de novo genomic loci, activating the pro-tumourigenic NF-κB pathway. PBRM1-deficient PBAF complexes retain the association between SMARCA4 and ARID2, but have loosely tethered BRD7. The PBAF complexes redistribute from promoter proximal regions to distal enhancers containing NF-κB motifs, heightening NF-κB activity in PBRM1-deficient models and clinical samples. The ATPase function of SMARCA4 maintains chromatin occupancy of pre-existing and newly acquired RELA specific to PBRM1 loss, activating downstream target gene expression. Proteasome inhibitor bortezomib abrogates RELA occupancy, suppresses NF-κB activation and delays growth of PBRM1-deficient tumours. In conclusion, PBRM1 safeguards the chromatin by repressing aberrant liberation of pro-tumourigenic NF-κB target genes by residual PBRM1-deficient PBAF complexes.
Collapse
Affiliation(s)
- Xiaosai Yao
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore.
- Department of Molecular Oncology, Genentech, South San Francisco, CA, USA.
| | - Jing Han Hong
- Duke-NUS Medical School, Singapore, Republic of Singapore
| | | | - Michelle Shu Wen Ng
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
| | - Hong Lee Heng
- National Cancer Centre Singapore, Singapore, Republic of Singapore
| | - Zhimei Li
- National Cancer Centre Singapore, Singapore, Republic of Singapore
| | - Peiyong Guan
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
| | - Masahiro Sugiura
- Department of Pathology and Laboratory Medicine, KK Women's and Children's Hospital, Singapore, Republic of Singapore
| | - Pek Lim Chu
- Duke-NUS Medical School, Singapore, Republic of Singapore
| | - Loo Chien Wang
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
- SingMass - National Mass Spectrometry Laboratory, Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
- Functional Proteomics Laboratory, Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
| | - Xiaofen Ye
- Department of Molecular Oncology, Genentech, South San Francisco, CA, USA
| | - James Qu
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
| | - Xiu Yi Kwek
- Department of Pathology and Laboratory Medicine, KK Women's and Children's Hospital, Singapore, Republic of Singapore
| | - Jeffrey Chun Tatt Lim
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
| | - Wen Fong Ooi
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
| | - Joanna Koh
- National Cancer Centre Singapore, Singapore, Republic of Singapore
| | - Zhenxun Wang
- Duke-NUS Medical School, Singapore, Republic of Singapore
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
| | - You-Fu Pan
- National Cancer Centre Singapore, Singapore, Republic of Singapore
- Department of Medical Genetics, Zunyi Medical University, Zunyi, China
| | - Yan Shan Ong
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
| | - Kiat-Yi Tan
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
- SingMass - National Mass Spectrometry Laboratory, Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
- Functional Proteomics Laboratory, Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
| | - Jian Yuan Goh
- Duke-NUS Medical School, Singapore, Republic of Singapore
- Department of Pathology and Laboratory Medicine, KK Women's and Children's Hospital, Singapore, Republic of Singapore
| | - Sheng Rong Ng
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
| | - Luca Pignata
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Republic of Singapore
| | - Dachuan Huang
- National Cancer Centre Singapore, Singapore, Republic of Singapore
| | - Alexander Lezhava
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
| | - Su Ting Tay
- Duke-NUS Medical School, Singapore, Republic of Singapore
| | - Minghui Lee
- Duke-NUS Medical School, Singapore, Republic of Singapore
| | - Xun Hui Yeo
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
| | - Wai Leong Tam
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Republic of Singapore
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Republic of Singapore
- School of Biological Sciences, Nanyang Technological University, Singapore, Republic of Singapore
| | - Sun Young Rha
- Division of Medical Oncology, Yonsei Cancer Center, Yonsei University Health System, Seoul, Republic of Korea
| | - Shang Li
- Duke-NUS Medical School, Singapore, Republic of Singapore
| | - Ernesto Guccione
- Center for Therapeutics Discovery, Department of Oncological Sciences and Pharmacological Sciences, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Andrew Futreal
- Department of Genomic Medicine, UT MD Anderson Cancer Center, Houston, TX, USA
| | - Jing Tan
- Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Joe Poh Sheng Yeong
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
| | - Wanjin Hong
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
| | - Robert Yauch
- Department of Molecular Oncology, Genentech, South San Francisco, CA, USA
| | - Kenneth Tou-En Chang
- Duke-NUS Medical School, Singapore, Republic of Singapore
- Department of Pathology and Laboratory Medicine, KK Women's and Children's Hospital, Singapore, Republic of Singapore
| | - Radoslaw M Sobota
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
- SingMass - National Mass Spectrometry Laboratory, Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
- Functional Proteomics Laboratory, Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
| | - Patrick Tan
- Duke-NUS Medical School, Singapore, Republic of Singapore
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Republic of Singapore
| | - Bin Tean Teh
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore.
- Duke-NUS Medical School, Singapore, Republic of Singapore.
- National Cancer Centre Singapore, Singapore, Republic of Singapore.
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore.
| |
Collapse
|
3
|
Hamza B, Miller AB, Meier L, Stockslager M, Ng SR, King EM, Lin L, DeGouveia KL, Mulugeta N, Calistri NL, Strouf H, Bray C, Rodriguez F, Freed-Pastor WA, Chin CR, Jaramillo GC, Burger ML, Weinberg RA, Shalek AK, Jacks T, Manalis SR. Measuring kinetics and metastatic propensity of CTCs by blood exchange between mice. Nat Commun 2021; 12:5680. [PMID: 34584084 PMCID: PMC8479082 DOI: 10.1038/s41467-021-25917-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Accepted: 08/24/2021] [Indexed: 01/02/2023] Open
Abstract
Existing preclinical methods for acquiring dissemination kinetics of rare circulating tumor cells (CTCs) en route to forming metastases have not been capable of providing a direct measure of CTC intravasation rate and subsequent half-life in the circulation. Here, we demonstrate an approach for measuring endogenous CTC kinetics by continuously exchanging CTC-containing blood over several hours between un-anesthetized, tumor-bearing mice and healthy, tumor-free counterparts. By tracking CTC transfer rates, we extrapolated half-life times in the circulation of between 40 and 260 s and intravasation rates between 60 and 107,000 CTCs/hour in mouse models of small-cell lung cancer (SCLC), pancreatic ductal adenocarcinoma (PDAC), and non-small cell lung cancer (NSCLC). Additionally, direct transfer of only 1-2% of daily-shed CTCs using our blood-exchange technique from late-stage, SCLC-bearing mice generated macrometastases in healthy recipient mice. We envision that our technique will help further elucidate the role of CTCs and the rate-limiting steps in metastasis.
Collapse
MESH Headings
- Animals
- Blood Transfusion/methods
- Carcinoma, Non-Small-Cell Lung/blood
- Carcinoma, Non-Small-Cell Lung/pathology
- Carcinoma, Pancreatic Ductal/blood
- Carcinoma, Pancreatic Ductal/pathology
- Cell Line, Tumor
- Humans
- Kinetics
- Lung Neoplasms/blood
- Lung Neoplasms/pathology
- Mice, 129 Strain
- Mice, Inbred C57BL
- Mice, Knockout
- Mice, Transgenic
- Neoplasm Metastasis
- Neoplastic Cells, Circulating/pathology
- Pancreatic Neoplasms/blood
- Pancreatic Neoplasms/pathology
- Propensity Score
- RNA-Seq/methods
- Single-Cell Analysis/methods
- Small Cell Lung Carcinoma/blood
- Small Cell Lung Carcinoma/pathology
- Mice
Collapse
Affiliation(s)
- Bashar Hamza
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Alex B Miller
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Harvard-MIT Department of Health Sciences and Technology, Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Lara Meier
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Oncology, Hematology and Bone Marrow Transplantation with Section Pneumology, Hubertus Wald Comprehensive Cancer Center Hamburg, University Medical Center Hamburg-Eppendorf, Martinistrasse 52, Hamburg, Germany
- Department of Tumor Biology, Center of Experimental Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Max Stockslager
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Sheng Rong Ng
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Emily M King
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Lin Lin
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Kelsey L DeGouveia
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Biomedical Engineering, Wentworth Institute of Technology, Boston, MA, USA
| | - Nolawit Mulugeta
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Nicholas L Calistri
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Haley Strouf
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Christina Bray
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Felicia Rodriguez
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - William A Freed-Pastor
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Christopher R Chin
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Grissel C Jaramillo
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Megan L Burger
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Robert A Weinberg
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
- Whitehead Institute for Biomedical Research, Cambridge, MA, USA
| | - Alex K Shalek
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Harvard-MIT Department of Health Sciences and Technology, Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA, USA
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Ragon Institute of MGH, MIT and Harvard University, Cambridge, MA, USA
- Department of Immunology, Massachusetts General Hospital, Boston, MA, USA
| | - Tyler Jacks
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Scott R Manalis
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA.
- Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Ludwig Center at MIT's Koch Institute for Integrative Cancer Research, Cambridge, MA, USA.
| |
Collapse
|
4
|
Romero R, Sánchez-Rivera FJ, Westcott PMK, Mercer KL, Bhutkar A, Muir A, González Robles TJ, Rodríguez SL, Liao LZ, Ng SR, Li L, Colón CI, Naranjo S, Beytagh MC, Lewis CA, Hsu PP, Bronson RT, Vander Heiden MG, Jacks T. Publisher Correction: Keap1 mutation renders lung adenocarcinomas dependent on Slc33a1. Nat Cancer 2020; 1:935. [PMID: 35121957 DOI: 10.1038/s43018-020-00118-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Affiliation(s)
- Rodrigo Romero
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
- Massachusetts Institute of Technology Department of Biology, Cambridge, MA, USA
| | - Francisco J Sánchez-Rivera
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
- Massachusetts Institute of Technology Department of Biology, Cambridge, MA, USA
- Department of Cancer Biology and Genetics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | - Kim L Mercer
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - Arjun Bhutkar
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
| | - Alexander Muir
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
- Ben May Department for Cancer Research, University of Chicago, Chicago, IL, USA
| | | | | | - Laura Z Liao
- Massachusetts Institute of Technology Department of Biology, Cambridge, MA, USA
| | - Sheng Rong Ng
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
- Massachusetts Institute of Technology Department of Biology, Cambridge, MA, USA
| | - Leanne Li
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
| | - Caterina I Colón
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
| | - Santiago Naranjo
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
- Massachusetts Institute of Technology Department of Biology, Cambridge, MA, USA
| | - Mary Clare Beytagh
- Massachusetts Institute of Technology Department of Biology, Cambridge, MA, USA
| | - Caroline A Lewis
- Whitehead Institute, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Peggy P Hsu
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
- Dana-Farber Cancer Institute, Boston, MA, USA
| | - Roderick T Bronson
- Tufts University, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Matthew G Vander Heiden
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
- Massachusetts Institute of Technology Department of Biology, Cambridge, MA, USA
- Dana-Farber Cancer Institute, Boston, MA, USA
| | - Tyler Jacks
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA.
- Massachusetts Institute of Technology Department of Biology, Cambridge, MA, USA.
- Howard Hughes Medical Institute, Chevy Chase, MD, USA.
| |
Collapse
|
5
|
Romero R, Sánchez-Rivera FJ, Westcott PMK, Mercer KL, Bhutkar A, Muir A, González Robles TJ, Lamboy Rodríguez S, Liao LZ, Ng SR, Li L, Colón CI, Naranjo S, Beytagh MC, Lewis CA, Hsu PP, Bronson RT, Vander Heiden MG, Jacks T. Keap1 mutation renders lung adenocarcinomas dependent on Slc33a1. Nat Cancer 2020; 1:589-602. [PMID: 34414377 PMCID: PMC8373048 DOI: 10.1038/s43018-020-0071-1] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/18/2019] [Accepted: 05/01/2020] [Indexed: 12/13/2022]
Abstract
Approximately 20-30% of human lung adenocarcinomas (LUAD) harbor loss-of-function (LOF) mutations in Kelch-like ECH Associated-Protein 1 (KEAP1), which lead to hyperactivation of the nuclear factor, erythroid 2-like 2 (NRF2) antioxidant pathway and correlate with poor prognosis1-3. We previously showed that Keap1 mutation accelerates KRAS-driven LUAD and produces a marked dependency on glutaminolysis4. To extend the investigation of genetic dependencies in the context of Keap1 mutation, we performed a druggable genome CRISPR-Cas9 screen in Keap1-mutant cells. This analysis uncovered a profound Keap1 mutant-specific dependency on solute carrier family 33 member 1 (Slc33a1), an endomembrane-associated protein with roles in autophagy regulation5, as well as a series of functionally-related genes implicated in the unfolded protein response. Targeted genetic and biochemical experiments using mouse and human Keap1-mutant tumor lines, as well as preclinical genetically-engineered mouse models (GEMMs) of LUAD, validate Slc33a1 as a robust Keap1-mutant-specific dependency. Furthermore, unbiased genome-wide CRISPR screening identified additional genes related to Slc33a1 dependency. Overall, our study provides a strong rationale for stratification of patients harboring KEAP1-mutant or NRF2-hyperactivated tumors as likely responders to targeted SLC33A1 inhibition and underscores the value of integrating functional genetic approaches with GEMMs to identify and validate genotype-specific therapeutic targets.
Collapse
Affiliation(s)
- Rodrigo Romero
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
- Massachusetts Institute of Technology Department of Biology, Cambridge, MA, USA
| | - Francisco J Sánchez-Rivera
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
- Massachusetts Institute of Technology Department of Biology, Cambridge, MA, USA
- Department of Cancer Biology and Genetics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | - Kim L Mercer
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - Arjun Bhutkar
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
| | - Alexander Muir
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
- Ben May Department for Cancer Research, University of Chicago, Chicago, IL, USA
| | | | | | - Laura Z Liao
- Massachusetts Institute of Technology Department of Biology, Cambridge, MA, USA
| | - Sheng Rong Ng
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
- Massachusetts Institute of Technology Department of Biology, Cambridge, MA, USA
| | - Leanne Li
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
| | - Caterina I Colón
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
| | - Santiago Naranjo
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
- Massachusetts Institute of Technology Department of Biology, Cambridge, MA, USA
| | - Mary Clare Beytagh
- Massachusetts Institute of Technology Department of Biology, Cambridge, MA, USA
| | - Caroline A Lewis
- Whitehead Institute, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Peggy P Hsu
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
- Dana-Farber Cancer Institute, Boston, MA, USA
| | - Roderick T Bronson
- Tufts University, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Matthew G Vander Heiden
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA
- Massachusetts Institute of Technology Department of Biology, Cambridge, MA, USA
- Dana-Farber Cancer Institute, Boston, MA, USA
| | - Tyler Jacks
- Koch Institute for Integrative Cancer Research, Cambridge, MA, USA.
- Massachusetts Institute of Technology Department of Biology, Cambridge, MA, USA.
- Howard Hughes Medical Institute, Chevy Chase, MD, USA.
| |
Collapse
|
6
|
Ng SR, Rideout WM, Akama-Garren EH, Bhutkar A, Mercer KL, Schenkel JM, Bronson RT, Jacks T. CRISPR-mediated modeling and functional validation of candidate tumor suppressor genes in small cell lung cancer. Proc Natl Acad Sci U S A 2020; 117:513-521. [PMID: 31871154 PMCID: PMC6955235 DOI: 10.1073/pnas.1821893117] [Citation(s) in RCA: 42] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Small cell lung cancer (SCLC) is a highly aggressive subtype of lung cancer that remains among the most lethal of solid tumor malignancies. Recent genomic sequencing studies have identified many recurrently mutated genes in human SCLC tumors. However, the functional roles of most of these genes remain to be validated. Here, we have adapted the CRISPR-Cas9 system to a well-established murine model of SCLC to rapidly model loss-of-function mutations in candidate genes identified from SCLC sequencing studies. We show that loss of the gene p107 significantly accelerates tumor progression. Notably, compared with loss of the closely related gene p130, loss of p107 results in fewer but larger tumors as well as earlier metastatic spread. In addition, we observe differences in proliferation and apoptosis as well as altered distribution of initiated tumors in the lung, resulting from loss of p107 or p130 Collectively, these data demonstrate the feasibility of using the CRISPR-Cas9 system to model loss of candidate tumor suppressor genes in SCLC, and we anticipate that this approach will facilitate efforts to investigate mechanisms driving tumor progression in this deadly disease.
Collapse
Affiliation(s)
- Sheng Rong Ng
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - William M Rideout
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Elliot H Akama-Garren
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Arjun Bhutkar
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Kim L Mercer
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139
- Howard Hughes Medical Institute, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Jason M Schenkel
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139
- Department of Pathology, Brigham and Women's Hospital, Boston, MA 02115
| | - Roderick T Bronson
- Department of Pathology, Tufts University School of Veterinary Medicine, North Grafton, MA 01536
| | - Tyler Jacks
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139;
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139
- Howard Hughes Medical Institute, Massachusetts Institute of Technology, Cambridge, MA 02139
| |
Collapse
|
7
|
Li L, Ng SR, Colón CI, Drapkin BJ, Hsu PP, Li Z, Nabel CS, Lewis CA, Romero R, Mercer KL, Bhutkar A, Phat S, Myers DT, Muzumdar MD, Westcott PMK, Beytagh MC, Farago AF, Vander Heiden MG, Dyson NJ, Jacks T. Identification of DHODH as a therapeutic target in small cell lung cancer. Sci Transl Med 2019; 11:eaaw7852. [PMID: 31694929 PMCID: PMC7401885 DOI: 10.1126/scitranslmed.aaw7852] [Citation(s) in RCA: 78] [Impact Index Per Article: 15.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2019] [Revised: 07/18/2019] [Accepted: 09/27/2019] [Indexed: 12/11/2022]
Abstract
Small cell lung cancer (SCLC) is an aggressive lung cancer subtype with extremely poor prognosis. No targetable genetic driver events have been identified, and the treatment landscape for this disease has remained nearly unchanged for over 30 years. Here, we have taken a CRISPR-based screening approach to identify genetic vulnerabilities in SCLC that may serve as potential therapeutic targets. We used a single-guide RNA (sgRNA) library targeting ~5000 genes deemed to encode "druggable" proteins to perform loss-of-function genetic screens in a panel of cell lines derived from autochthonous genetically engineered mouse models (GEMMs) of SCLC, lung adenocarcinoma (LUAD), and pancreatic ductal adenocarcinoma (PDAC). Cross-cancer analyses allowed us to identify SCLC-selective vulnerabilities. In particular, we observed enhanced sensitivity of SCLC cells toward disruption of the pyrimidine biosynthesis pathway. Pharmacological inhibition of dihydroorotate dehydrogenase (DHODH), a key enzyme in this pathway, reduced the viability of SCLC cells in vitro and strongly suppressed SCLC tumor growth in human patient-derived xenograft (PDX) models and in an autochthonous mouse model. These results indicate that DHODH inhibition may be an approach to treat SCLC.
Collapse
Affiliation(s)
- Leanne Li
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Sheng Rong Ng
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Caterina I Colón
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | | | - Peggy P Hsu
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
- Dana-Farber Cancer Institute, Boston, MA 02115, USA
| | - Zhaoqi Li
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Christopher S Nabel
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
- Dana-Farber Cancer Institute, Boston, MA 02115, USA
| | - Caroline A Lewis
- Whitehead Institute for Biomedical Research, Cambridge, MA 02142, USA
| | - Rodrigo Romero
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Kim L Mercer
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Howard Hughes Medical Institute, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Arjun Bhutkar
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Sarah Phat
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
| | - David T Myers
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
| | - Mandar Deepak Muzumdar
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Peter M K Westcott
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Mary Clare Beytagh
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Anna F Farago
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
- Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
- Harvard Medical School, Boston, MA 02115, USA
| | - Matthew G Vander Heiden
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Dana-Farber Cancer Institute, Boston, MA 02115, USA
| | - Nicholas J Dyson
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
- Harvard Medical School, Boston, MA 02115, USA
| | - Tyler Jacks
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Howard Hughes Medical Institute, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| |
Collapse
|
8
|
Marjanovic ND, Ng SR, Regev A, Jacks T. Abstract A24: Using single-cell RNA-seq approaches to decipher heterogeneity in autochthonous mouse models of small cell lung cancer. Clin Cancer Res 2018. [DOI: 10.1158/1557-3265.aacriaslc18-a24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Small cell lung cancer (SCLC) is one of the most aggressive cancer types, and patients in clinic usually (>60% cases) present with metastasis. Current therapies for SCLC have not changed from 1980, and they include a combination therapy of cisplatin and etoposide. Most patients relapse after initial response, and the 5-year survival for extensive stage SCLC is 2%. One possible explanation for the failure of conventional and targeted therapies in cancers is the cellular heterogeneity that exists within tumors. Thus, understanding phenotypic heterogeneity at the single-cell level can be leveraged to predict mechanisms of resistance, which enables the design of effective combination therapies. In this project, we used as a model system an autochthonous mouse model of human SCLC, in which we deleted p53, RB, and p130. We collected multiple primary tumors, circulating tumor cells (CTC), and lymph node (proximal site) and liver (distant site) metastases from the same mouse, and across different mice. These samples were collected at the stage that should correspond to the limited/extensive stage of human SCLC, which is most commonly seen in clinic. Then we used single-cell RNA-seq (sc-RNAseq) methods to define and understand transcriptional heterogeneity in these samples. Furthermore, we aimed to understand the evolutionary relationships between primary tumors, CTCs, lymph node and liver metastases using different computational approaches such as diffusion maps. Further defining and functionally annotating transcriptional heterogeneity will help us better understand the disease, and find the new Achilles heel for targeting.
Note: This abstract was not presented at the conference.
Citation Format: Nemanja Despot Marjanovic, Sheng Rong Ng, Aviv Regev, Tyler Jacks. Using single-cell RNA-seq approaches to decipher heterogeneity in autochthonous mouse models of small cell lung cancer [abstract]. In: Proceedings of the Fifth AACR-IASLC International Joint Conference: Lung Cancer Translational Science from the Bench to the Clinic; Jan 8-11, 2018; San Diego, CA. Philadelphia (PA): AACR; Clin Cancer Res 2018;24(17_Suppl):Abstract nr A24.
Collapse
Affiliation(s)
| | - Sheng Rong Ng
- Massachusetts Institute of Technology, Cambridge, MA
| | - Aviv Regev
- Massachusetts Institute of Technology, Cambridge, MA
| | - Tyler Jacks
- Massachusetts Institute of Technology, Cambridge, MA
| |
Collapse
|
9
|
Ng SR, Rideout WM, Wagner BL, Jacks T. Abstract A12: CRISPR-mediated modeling and functional validation of candidate tumor-suppressor genes in small cell lung cancer. Cancer Res 2018. [DOI: 10.1158/1538-7445.mousemodels17-a12] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Small cell lung cancer (SCLC) is a highly aggressive subtype of lung cancer that remains among the most lethal of solid tumor malignancies. Recent genomic sequencing studies have identified a large number of recurrently mutated genes in human SCLC tumors. However, apart from a few notable examples, the functional roles of most of these genes remain to be validated. The CRISPR-Cas9 system has been utilized in genetically engineered mouse models of cancer to generate somatic genetic alterations in tumor cells in vivo. This has greatly accelerated efforts to study the roles of candidate genes of interest in various cancers. In this study, we adapted the CRISPR-Cas9 system to murine models of SCLC (mSCLC) to enable rapid modeling and functional validation of candidate tumor-suppressor genes in SCLC. We generated a Cre-activated allele of Cas9 and crossed it into both the Trp53flox/flox; Rb1flox/flox and the Trp53flox/flox; Rb1flox/flox; p130flox/flox models of mSCLC. By infecting these animals with adenoviral vectors coexpressing Cre recombinase and a target sgRNA, we can initiate SCLC tumors harboring loss-of-function mutations in candidate genes of interest. To validate this system, we infected animals with adenoviral vectors expressing sgRNAs targeting either p107 (Rbl1) or p130 (Rbl2), two genes that are recurrently mutated in a subset of human SCLC tumors. SCLC tumors that developed in these animals harbored loss-of-function mutations at the respective sgRNA target sites in the genome. Loss of p107 or p130 expression in these tumors was confirmed by immunohistochemical staining. As expected, CRISPR-mediated loss of p130 in Trp53flox/flox; Rb1flox/flox animals resulted in acceleration of tumor progression compared with animals infected with a control sgRNA, consistent with the phenotype previously observed in Trp53flox/flox; Rb1flox/flox; p130flox/flox animals. Loss of p107 in Trp53flox/flox; Rb1flox/flox animals also resulted in acceleration of tumor progression, as seen by an increase in tumor burden and a decrease in overall survival compared with control animals. Such an acceleration was not observed with loss of p107 in Trp53flox/flox; Rb1flox/flox; p130flox/flox animals, suggesting potential functional redundancy between p107 and p130 in SCLC. In summary, we have demonstrated the feasibility of using the CRISPR-Cas9 system to rapidly model loss-of-function mutations in candidate tumor-suppressor genes in mSCLC, and have used this approach to validate the role of p107 as a tumor suppressor in SCLC. Such an approach will greatly accelerate efforts to investigate the molecular mechanisms of tumor progression in SCLC.
Citation Format: Sheng Rong Ng, William M. Rideout, III, Bethany L. Wagner, Tyler Jacks. CRISPR-mediated modeling and functional validation of candidate tumor-suppressor genes in small cell lung cancer [abstract]. In: Proceedings of the AACR Special Conference: Advances in Modeling Cancer in Mice: Technology, Biology, and Beyond; 2017 Sep 24-27; Orlando, Florida. Philadelphia (PA): AACR; Cancer Res 2018;78(10 Suppl):Abstract nr A12.
Collapse
Affiliation(s)
- Sheng Rong Ng
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA
| | - William M. Rideout
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA
| | - Bethany L. Wagner
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA
| | - Tyler Jacks
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA
| |
Collapse
|
10
|
Li CMC, Gocheva V, Oudin MJ, Bhutkar A, Wang SY, Date SR, Ng SR, Whittaker CA, Bronson RT, Snyder EL, Gertler FB, Jacks T. Foxa2 and Cdx2 cooperate with Nkx2-1 to inhibit lung adenocarcinoma metastasis. Genes Dev 2015; 29:1850-62. [PMID: 26341558 PMCID: PMC4573857 DOI: 10.1101/gad.267393.115] [Citation(s) in RCA: 76] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Li et al. demonstrate that loss of Foxa2 and Cdx2 synergizes with loss of Nkx2-1 to fully activate the metastatic program in lung cancer. Silencing of these three transcription factors is sufficient to account for a significant fraction of the gene expression differences between the nonmetastatic and metastatic states in lung adenocarcinoma. Despite the fact that the majority of lung cancer deaths are due to metastasis, the molecular mechanisms driving metastatic progression are poorly understood. Here, we present evidence that loss of Foxa2 and Cdx2 synergizes with loss of Nkx2-1 to fully activate the metastatic program. These three lineage-specific transcription factors are consistently down-regulated in metastatic cells compared with nonmetastatic cells. Knockdown of these three factors acts synergistically and is sufficient to promote the metastatic potential of nonmetastatic cells to that of naturally arising metastatic cells in vivo. Furthermore, silencing of these three transcription factors is sufficient to account for a significant fraction of the gene expression differences between the nonmetastatic and metastatic states in lung adenocarcinoma, including up-regulated expression of the invadopodia component Tks5long, the embryonal proto-oncogene Hmga2, and the epithelial-to-mesenchymal mediator Snail. Finally, analyses of tumors from a genetically engineered mouse model and patients show that low expression of Nkx2-1, Foxa2, and Cdx2 strongly correlates with more advanced tumors and worse survival. Our findings reveal that a large part of the complex transcriptional network in metastasis can be controlled by a small number of regulatory nodes that function redundantly, and loss of multiple nodes is required to fully activate the metastatic program.
Collapse
Affiliation(s)
- Carman Man-Chung Li
- David H. Koch Institute for Integrative Cancer Research, Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
| | - Vasilena Gocheva
- David H. Koch Institute for Integrative Cancer Research, Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
| | - Madeleine J Oudin
- David H. Koch Institute for Integrative Cancer Research, Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
| | - Arjun Bhutkar
- David H. Koch Institute for Integrative Cancer Research, Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
| | - Shi Yun Wang
- David H. Koch Institute for Integrative Cancer Research, Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
| | - Saya R Date
- David H. Koch Institute for Integrative Cancer Research, Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
| | - Sheng Rong Ng
- David H. Koch Institute for Integrative Cancer Research, Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
| | - Charles A Whittaker
- David H. Koch Institute for Integrative Cancer Research, Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
| | - Roderick T Bronson
- Department of Pathology, Tufts University School of Medicine and Veterinary Medicine, North Grafton, Massachusetts 01536, USA
| | - Eric L Snyder
- Department of Pathology, School of Medicine, University of California at San Francisco, San Francisco, California 94143, USA; Department of Anatomy, School of Medicine, University of California at San Francisco, San Francisco, California 94143, USA
| | - Frank B Gertler
- David H. Koch Institute for Integrative Cancer Research, Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
| | - Tyler Jacks
- David H. Koch Institute for Integrative Cancer Research, Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA; Howard Hughes Medical Institute, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
| |
Collapse
|
11
|
Wong QWL, Li J, Ng SR, Lim SG, Yang H, Vardy LA. RPL39L is an example of a recently evolved ribosomal protein paralog that shows highly specific tissue expression patterns and is upregulated in ESCs and HCC tumors. RNA Biol 2013; 11:33-41. [PMID: 24452241 DOI: 10.4161/rna.27427] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Ribosomal proteins (RPs) have been shown to be able to impart selectivity on the translating ribosome implicating them in gene expression control. Many ribosomal proteins are highly conserved and recently a number of ribosomal protein paralogs have been described in mammals. We examined the expression pattern of RPs in differentiating mouse Embryonic Stem Cells (ESCs), paying particular attention to the RP paralogs. We find the RP paralog Rpl39l is highly expressed in ESC and its expression strongly correlates with hepatocellular carcinoma tumor (HCC) samples with high tumor grading and alpha-fetoprotein level giving it diagnostic potential. We further screen the expression pattern of all RPs and their paralogs across 22 different tissues. We find that the more recently evolved RP paralogs show a much greater level of tissue-specific expression. We propose that these RP paralogs evolved more recently to provide a greater level of gene expression control to higher eukaryotes.
Collapse
Affiliation(s)
| | - Jia Li
- Cancer Science Institute; National University of Singapore; Singapore
| | - Sheng Rong Ng
- A*STAR Institute of Medical Biology; 8A Biomedical Grove; Immunos, Singapore
| | - Seng Gee Lim
- Department of Medicine; Yong Loo Lin School of Medicine; National University of Singapore; Singapore
| | - Henry Yang
- Cancer Science Institute; National University of Singapore; Singapore
| | - Leah A Vardy
- A*STAR Institute of Medical Biology; 8A Biomedical Grove; Immunos, Singapore; School of Biological Sciences; Nanyang Technological University; Singapore
| |
Collapse
|
12
|
Tan DSH, Ng SR, Meier R. New information on the evolution of mating behaviour in Sepsidae (Diptera) and the cost of male copulations in Saltella sphondylii. ORG DIVERS EVOL 2011. [DOI: 10.1007/s13127-011-0054-2] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
|