Microenvironment drives cell state, plasticity, and drug response in pancreatic cancer.


Journal

Cell
ISSN: 1097-4172
Titre abrégé: Cell
Pays: United States
ID NLM: 0413066

Informations de publication

Date de publication:
09 12 2021
Historique:
received: 12 03 2021
revised: 24 09 2021
accepted: 11 11 2021
entrez: 10 12 2021
pubmed: 11 12 2021
medline: 4 1 2022
Statut: ppublish

Résumé

Prognostically relevant RNA expression states exist in pancreatic ductal adenocarcinoma (PDAC), but our understanding of their drivers, stability, and relationship to therapeutic response is limited. To examine these attributes systematically, we profiled metastatic biopsies and matched organoid models at single-cell resolution. In vivo, we identify a new intermediate PDAC transcriptional cell state and uncover distinct site- and state-specific tumor microenvironments (TMEs). Benchmarking models against this reference map, we reveal strong culture-specific biases in cancer cell transcriptional state representation driven by altered TME signals. We restore expression state heterogeneity by adding back in vivo-relevant factors and show plasticity in culture models. Further, we prove that non-genetic modulation of cell state can strongly influence drug responses, uncovering state-specific vulnerabilities. This work provides a broadly applicable framework for aligning cell states across in vivo and ex vivo settings, identifying drivers of transcriptional plasticity and manipulating cell state to target associated vulnerabilities.

Identifiants

pubmed: 34890551
pii: S0092-8674(21)01332-5
doi: 10.1016/j.cell.2021.11.017
pmc: PMC8822455
mid: NIHMS1758273
pii:
doi:

Substances chimiques

Biomarkers, Tumor 0

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

6119-6137.e26

Subventions

Organisme : NCI NIH HHS
ID : U01 CA224146
Pays : United States
Organisme : NCI NIH HHS
ID : K99 CA241072
Pays : United States
Organisme : NCI NIH HHS
ID : U01 CA210171
Pays : United States
Organisme : NCATS NIH HHS
ID : UL1 TR002541
Pays : United States
Organisme : NCI NIH HHS
ID : U01 CA176058
Pays : United States
Organisme : NCI NIH HHS
ID : U2C CA233195
Pays : United States
Organisme : NCI NIH HHS
ID : U01 CA250549
Pays : United States
Organisme : NCI NIH HHS
ID : P50 CA127003
Pays : United States
Organisme : NCI NIH HHS
ID : U54 CA217377
Pays : United States
Organisme : NCI NIH HHS
ID : P30 CA014051
Pays : United States
Organisme : NCI NIH HHS
ID : K08 CA218420
Pays : United States

Informations de copyright

Copyright © 2021 The Author(s). Published by Elsevier Inc. All rights reserved.

Déclaration de conflit d'intérêts

Declaration of interests B.M.W. reports research support from Celgene and Eli Lilly and consulting for BioLineRx, Celgene, G1 Therapeutics, and GRAIL. W.C.H. is a consultant for Thermo Fisher, Solasta Ventures, MPM Capital, Tyra Biosciences, iTeos, Frontier Medicines, Function Oncology, KSQ Therapeutics, Jubilant Therapeutics, RAPPTA Therapeutics, and Paraxel. A.K.S. reports compensation for consulting and/or SAB membership from Merck, Honeycomb Biotechnologies, Cellarity, Repertoire Immune Medicines, Ochre Bio, Third Rock Ventures, Hovione, Relation Therapeutics, FL82, and Dahlia Biosciences. A.J.A. has consulted for Oncorus, Arrakis Therapeutics, and Merck & Co. and has research funding from Mirati Therapeutics, Syros, Deerfield, and Novo Ventures that are unrelated to this project. S.R.M. is a founder of Travera. S.R. has equity in Amgen. J.M.C. has received research funding from Merck, Tesaro, AstraZeneca, Bayer, and Esperas Pharma; has served as a consultant to Bristol Myers Squibb; and has received travel funding from Bristol Myers Squibb. A.R. is an employee of AstraZeneca and an equity holder in Celsius Therapeutics and NucleAI. Y.Y.L. reports equity from g.Root Biomedical Services. A.D. Cherniack reports research support from Bayer. R.J.S reports research support from Merck and consulting and/or SAB membership for Bristol Myers Squibb, Merck, Novartis, and Pfizer. G.I.S. reports sponsored research support from Eli Lilly, Merck KGaA/EMD-Serono, Merck, and Sierra Oncology and has served on advisory boards for Pfizer, Eli Lilly, G1 Therapeutics, Roche, Merck KGaA/EMD-Serono, Sierra Oncology, Bicycle Therapeutics, Fusion Pharmaceuticals, Cybrexa Therapeutics, Astex, Almac, Ipsen, Bayer, Angiex, Daiichi Sankyo, Seattle Genetics, Boehringer Ingelheim, ImmunoMet, Asana, Artios, Atrin, Concarlo Holdings, Syros, Zentalis, CytomX Therapeutics, Blueprint Medicines, and Kymera Therapeutics. T.J. is a member of the Board of Directors of Amgen and Thermo Fisher Scientific; a co-Founder of Dragonfly Therapeutics and T2 Biosystems; serves on the Scientific Advisory Board of Dragonfly Therapeutics, SQZ Biotech, and Skyhawk Therapeutics; and is the President of Break Through Cancer. None of these affiliations represent a conflict of interest with respect to the design or execution of this study or interpretation of data presented in this manuscript. T.J.’s laboratory currently also receives funding from the Johnson & Johnson Lung Cancer Initiative and The Lustgarten Foundation for Pancreatic Cancer Research, but this funding did not support the research described in this manuscript. K.N. reports research support from Revolution Medicines, Evergrande Group, Pharmavite, and Janssen; is a member of SABs for SeaGen, BiomX, and Bicara Therapeutics; and has consulted for X-Biotix Therapeutics and Redesign Health. A.K.S., P.S.W., A.W.N., S.R., W.C.H., A.J.A., B.W.M., and J.G.R. have filed a patent (Publication number WO/2021/081491; International application number PCT/US2020/057342) related to this work.

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Auteurs

Srivatsan Raghavan (S)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA.

Peter S Winter (PS)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA. Electronic address: pswinter@mit.edu.

Andrew W Navia (AW)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.

Hannah L Williams (HL)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Harvard Medical School, Boston, MA 02115, USA.

Alan DenAdel (A)

Center for Computational Molecular Biology, Brown University, Providence, RI 02912, USA; Division of Applied Mathematics, Brown University, Providence, RI 02912, USA.

Kristen E Lowder (KE)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.

Jennyfer Galvez-Reyes (J)

Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.

Radha L Kalekar (RL)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.

Nolawit Mulugeta (N)

Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.

Kevin S Kapner (KS)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.

Manisha S Raghavan (MS)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.

Ashir A Borah (AA)

Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.

Nuo Liu (N)

Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.

Sara A Väyrynen (SA)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Harvard Medical School, Boston, MA 02115, USA.

Andressa Dias Costa (AD)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Harvard Medical School, Boston, MA 02115, USA.

Raymond W S Ng (RWS)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.

Junning Wang (J)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.

Emma K Hill (EK)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.

Dorisanne Y Ragon (DY)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.

Lauren K Brais (LK)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.

Alex M Jaeger (AM)

Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.

Liam F Spurr (LF)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.

Yvonne Y Li (YY)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.

Andrew D Cherniack (AD)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Harvard Medical School, Boston, MA 02115, USA.

Matthew A Booker (MA)

Department of Informatics and Analytics, Dana-Farber Cancer Institute, Boston, MA 02215, USA.

Elizabeth F Cohen (EF)

Department of Informatics and Analytics, Dana-Farber Cancer Institute, Boston, MA 02215, USA.

Michael Y Tolstorukov (MY)

Department of Informatics and Analytics, Dana-Farber Cancer Institute, Boston, MA 02215, USA.

Isaac Wakiro (I)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.

Asaf Rotem (A)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Center for Cancer Genomics, Dana-Farber Cancer Institute, Boston, MA 02215, USA.

Bruce E Johnson (BE)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA; Center for Cancer Genomics, Dana-Farber Cancer Institute, Boston, MA 02215, USA.

James M McFarland (JM)

Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.

Ewa T Sicinska (ET)

Harvard Medical School, Boston, MA 02115, USA; Department of Oncologic Pathology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.

Tyler E Jacks (TE)

Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.

Ryan J Sullivan (RJ)

Harvard Medical School, Boston, MA 02115, USA; Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA.

Geoffrey I Shapiro (GI)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA.

Thomas E Clancy (TE)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Harvard Medical School, Boston, MA 02115, USA; Department of Surgery, Brigham and Women's Hospital, Boston, MA 02115, USA.

Kimberly Perez (K)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA.

Douglas A Rubinson (DA)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA.

Kimmie Ng (K)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA.

James M Cleary (JM)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA.

Lorin Crawford (L)

Center for Computational Molecular Biology, Brown University, Providence, RI 02912, USA; Department of Biostatistics, Brown University, Providence, RI 02912, USA; Microsoft Research New England, Cambridge, MA 02142, USA.

Scott R Manalis (SR)

Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02142, USA.

Jonathan A Nowak (JA)

Harvard Medical School, Boston, MA 02115, USA; Center for Cancer Genomics, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Pathology, Brigham and Women's Hospital, Boston, MA 02115, USA.

Brian M Wolpin (BM)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA.

William C Hahn (WC)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA.

Andrew J Aguirre (AJ)

Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA. Electronic address: andrew_aguirre@dfci.harvard.edu.

Alex K Shalek (AK)

Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Harvard Medical School, Boston, MA 02115, USA; Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA. Electronic address: shalek@mit.edu.

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