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Brunton H, Caligiuri G, Cunningham R, Upstill-Goddard R, Bailey UM, Garner IM, Nourse C, Dreyer S, Jones M, Moran-Jones K, Wright DW, Paulus-Hock V, Nixon C, Thomson G, Jamieson NB, McGregor GA, Evers L, McKay CJ, Gulati A, Brough R, Bajrami I, Pettitt SJ, Dziubinski ML, Barry ST, Grützmann R, Brown R, Curry E, Pajic M, Musgrove EA, Petersen GM, Shanks E, Ashworth A, Crawford HC, Simeone DM, Froeling FEM, Lord CJ, Mukhopadhyay D, Pilarsky C, Grimmond SE, Morton JP, Sansom OJ, Chang DK, Bailey PJ, Biankin AV, Chang DK, Cooke SL, Dreyer S, Grimwood P, Kelly S, Marshall J, McDade B, McElroy D, Ramsay D, Upstill-Goddard R, Rebus S, Hair J, Jamieson NB, McKay CJ, Westwood P, Williams N, Duthie F, Biankin AV, Johns AL, Mawson A, Chang DK, Scarlett CJ, Brancato MAL, Rowe SJ, Simpson SH, Martyn-Smith M, Thomas MT, Chantrill LA, Chin VT, Chou A, Cowley MJ, Humphris JL, Mead RS, Nagrial AM, Pajic M, Pettit J, Pinese M, Rooman I, Wu J, Tao J, DiPietro R, Watson C, Steinmann A, Lee HC, Wong R, Pinho AV, Giry-Laterriere M, Daly RJ, Musgrove EA, Sutherland RL, Grimmond SM, Waddell N, Kassahn KS, Miller DK, Wilson PJ, Patch AM, Song S, Harliwong I, Idrisoglu S, Nourbakhsh E, Manning S, Wani S, Gongora M, Anderson M, Holmes O, Leonard C, Taylor D, Wood S, Xu C, Nones K, Fink JL, Christ A, Bruxner T, Cloonan N, Newell F, Pearson JV, Quinn M, Nagaraj S, Kazakoff S, Waddell N, Krisnan K, Quek K, Wood D, Samra JS, Gill AJ, Pavlakis N, Guminski A, Toon C, Asghari R, Merrett ND, Pavey D, Das A, Cosman PH, Ismail K, O’Connnor C, Lam VW, McLeod D, Pleass HC, Richardson A, James V, Kench JG, Cooper CL, Joseph D, Sandroussi C, Crawford M, Gallagher J, Texler M, Forest C, Laycock A, Epari KP, Ballal M, Fletcher DR, Mukhedkar S, Spry NA, DeBoer B, Chai M, Zeps N, Beilin M, Feeney K, Nguyen NQ, Ruszkiewicz AR, Worthley C, Tan CP, Debrencini T, Chen J, Brooke-Smith ME, Papangelis V, Tang H, Barbour AP, Clouston AD, Martin P, O’Rourke TJ, Chiang A, Fawcett JW, Slater K, Yeung S, Hatzifotis M, Hodgkinson P, Christophi C, Nikfarjam M, Mountain A, Eshleman JR, Hruban RH, Maitra A, Iacobuzio-Donahue CA, Schulick RD, Wolfgang CL, Morgan RA, Hodgin M, Scarpa A, Lawlor RT, Beghelli S, Corbo V, Scardoni M, Bassi C, Tempero MA, Nourse C, Jamieson NB, Graham JS. HNF4A and GATA6 Loss Reveals Therapeutically Actionable Subtypes in Pancreatic Cancer. Cell Rep 2020; 31:107625. [PMID: 32402285 PMCID: PMC9511995 DOI: 10.1016/j.celrep.2020.107625] [Citation(s) in RCA: 68] [Impact Index Per Article: 17.0] [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: 07/24/2019] [Revised: 11/05/2019] [Accepted: 04/17/2020] [Indexed: 12/13/2022] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) can be divided into transcriptomic subtypes with two broad lineages referred to as classical (pancreatic) and squamous. We find that these two subtypes are driven by distinct metabolic phenotypes. Loss of genes that drive endodermal lineage specification, HNF4A and GATA6, switch metabolic profiles from classical (pancreatic) to predominantly squamous, with glycogen synthase kinase 3 beta (GSK3β) a key regulator of glycolysis. Pharmacological inhibition of GSK3β results in selective sensitivity in the squamous subtype; however, a subset of these squamous patient-derived cell lines (PDCLs) acquires rapid drug tolerance. Using chromatin accessibility maps, we demonstrate that the squamous subtype can be further classified using chromatin accessibility to predict responsiveness and tolerance to GSK3β inhibitors. Our findings demonstrate that distinct patterns of chromatin accessibility can be used to identify patient subgroups that are indistinguishable by gene expression profiles, highlighting the utility of chromatin-based biomarkers for patient selection in the treatment of PDAC.
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Affiliation(s)
- Holly Brunton
- Institute of Cancer Sciences, University of Glasgow, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1QH, Scotland; Cancer Research UK Beatson Institute, Garscube Estate, Switchback Road, Glasgow G61 1BD, UK
| | - Giuseppina Caligiuri
- Institute of Cancer Sciences, University of Glasgow, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1QH, Scotland
| | - Richard Cunningham
- Institute of Cancer Sciences, University of Glasgow, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1QH, Scotland
| | - Rosie Upstill-Goddard
- Institute of Cancer Sciences, University of Glasgow, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1QH, Scotland
| | - Ulla-Maja Bailey
- Institute of Cancer Sciences, University of Glasgow, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1QH, Scotland; Cancer Research UK Beatson Institute, Garscube Estate, Switchback Road, Glasgow G61 1BD, UK
| | - Ian M Garner
- Epigenetics Unit, Department of Surgery & Cancer, Imperial College London, Hammersmith Campus, Du Cane Road, London W12 0NN, UK
| | - Craig Nourse
- Cancer Research UK Beatson Institute, Garscube Estate, Switchback Road, Glasgow G61 1BD, UK
| | - Stephan Dreyer
- Institute of Cancer Sciences, University of Glasgow, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1QH, Scotland; West of Scotland Pancreatic Unit, Glasgow Royal Infirmary, Glasgow G31 2ER, UK
| | - Marc Jones
- Stratified Medicine Scotland Innovation Centre, Queen Elizabeth University Hospital, Glasgow G51 4TF, UK
| | - Kim Moran-Jones
- Stratified Medicine Scotland Innovation Centre, Queen Elizabeth University Hospital, Glasgow G51 4TF, UK
| | - Derek W Wright
- Institute of Cancer Sciences, University of Glasgow, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1QH, Scotland; MRC-University of Glasgow Centre for Virus Research, University of Glasgow, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1QH, Scotland
| | - Viola Paulus-Hock
- Cancer Research UK Beatson Institute, Garscube Estate, Switchback Road, Glasgow G61 1BD, UK
| | - Colin Nixon
- Cancer Research UK Beatson Institute, Garscube Estate, Switchback Road, Glasgow G61 1BD, UK
| | - Gemma Thomson
- Cancer Research UK Beatson Institute, Garscube Estate, Switchback Road, Glasgow G61 1BD, UK
| | - Nigel B Jamieson
- Institute of Cancer Sciences, University of Glasgow, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1QH, Scotland; West of Scotland Pancreatic Unit, Glasgow Royal Infirmary, Glasgow G31 2ER, UK
| | - Grant A McGregor
- Cancer Research UK Beatson Institute, Garscube Estate, Switchback Road, Glasgow G61 1BD, UK
| | - Lisa Evers
- Institute of Cancer Sciences, University of Glasgow, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1QH, Scotland
| | - Colin J McKay
- Institute of Cancer Sciences, University of Glasgow, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1QH, Scotland; West of Scotland Pancreatic Unit, Glasgow Royal Infirmary, Glasgow G31 2ER, UK
| | - Aditi Gulati
- CRUK Gene Function Laboratory and Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, Fulham Road, London SW3 6JB, UK
| | - Rachel Brough
- CRUK Gene Function Laboratory and Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, Fulham Road, London SW3 6JB, UK
| | - Ilirjana Bajrami
- CRUK Gene Function Laboratory and Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, Fulham Road, London SW3 6JB, UK
| | - Stephen J Pettitt
- CRUK Gene Function Laboratory and Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, Fulham Road, London SW3 6JB, UK
| | - Michele L Dziubinski
- Department of Molecular and Integrative Physiology, University of Michigan, 4304 Rogel Cancer Center Drive, Ann Arbor, MI 48109, USA
| | - Simon T Barry
- Bioscience, Oncology, IMED Biotech Unit, AstraZeneca, Cambridge, UK
| | - Robert Grützmann
- Department of Surgery, Universitätsklinikum Erlangen, Erlangen, Germany
| | - Robert Brown
- Epigenetics Unit, Department of Surgery & Cancer, Imperial College London, Hammersmith Campus, Du Cane Road, London W12 0NN, UK
| | - Edward Curry
- Epigenetics Unit, Department of Surgery & Cancer, Imperial College London, Hammersmith Campus, Du Cane Road, London W12 0NN, UK
| | | | | | - Marina Pajic
- The Kinghorn Cancer Centre, 370 Victoria Street, Darlinghurst and Garvan Institute of Medical Research, Sydney, NSW 2010, Australia; St Vincent's Clinical School, Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia
| | - Elizabeth A Musgrove
- Institute of Cancer Sciences, University of Glasgow, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1QH, Scotland
| | | | - Emma Shanks
- Cancer Research UK Beatson Institute, Garscube Estate, Switchback Road, Glasgow G61 1BD, UK
| | - Alan Ashworth
- CRUK Gene Function Laboratory and Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, Fulham Road, London SW3 6JB, UK; UCSF Helen Diller Family Comprehensive Cancer Center, San Francisco, CA 94158, USA
| | - Howard C Crawford
- Department of Molecular and Integrative Physiology, University of Michigan, 4304 Rogel Cancer Center Drive, Ann Arbor, MI 48109, USA
| | - Diane M Simeone
- Pancreatic Cancer Center, Perlmutter Cancer Center, NYU Langone Health, New York, NY 10016, USA
| | - Fieke E M Froeling
- Epigenetics Unit, Department of Surgery & Cancer, Imperial College London, Hammersmith Campus, Du Cane Road, London W12 0NN, UK; Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA
| | - Christopher J Lord
- CRUK Gene Function Laboratory and Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, Fulham Road, London SW3 6JB, UK
| | - Debabrata Mukhopadhyay
- Department of Biochemistry and Molecular Biology, Mayo Clinic College of Medicine and Science, Jacksonville, FL 32224, USA
| | | | - Sean E Grimmond
- University of Melbourne Centre for Cancer Research, University of Melbourne, Melbourne 3010, VIC, Australia
| | - Jennifer P Morton
- Institute of Cancer Sciences, University of Glasgow, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1QH, Scotland; Cancer Research UK Beatson Institute, Garscube Estate, Switchback Road, Glasgow G61 1BD, UK
| | - Owen J Sansom
- Institute of Cancer Sciences, University of Glasgow, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1QH, Scotland; Cancer Research UK Beatson Institute, Garscube Estate, Switchback Road, Glasgow G61 1BD, UK
| | - David K Chang
- Institute of Cancer Sciences, University of Glasgow, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1QH, Scotland; West of Scotland Pancreatic Unit, Glasgow Royal Infirmary, Glasgow G31 2ER, UK; South Western Sydney Clinical School, Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia
| | - Peter J Bailey
- Institute of Cancer Sciences, University of Glasgow, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1QH, Scotland; Cancer Research UK Beatson Institute, Garscube Estate, Switchback Road, Glasgow G61 1BD, UK; Department of General Surgery, University of Heidelberg, Heidelberg 69120, Germany.
| | - Andrew V Biankin
- Institute of Cancer Sciences, University of Glasgow, Garscube Estate, Switchback Road, Bearsden, Glasgow G61 1QH, Scotland; West of Scotland Pancreatic Unit, Glasgow Royal Infirmary, Glasgow G31 2ER, UK; South Western Sydney Clinical School, Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia.
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