Integrated profiling of human pancreatic cancer organoids reveals chromatin accessibility features associated with drug sensitivity

被引:52
作者
Shi, Xiaohan [1 ]
Li, Yunguang [2 ,3 ]
Yuan, Qiuyue [4 ,5 ]
Tang, Shijie [2 ,3 ]
Guo, Shiwei [1 ]
Zhang, Yehan [1 ]
He, Juan [2 ,3 ]
Zhang, Xiaoyu [2 ,3 ]
Han, Ming [2 ,3 ]
Liu, Zhuang [1 ,3 ]
Zhu, Yiqin [2 ]
Gao, Suizhi [1 ]
Wang, Huan [1 ]
Xu, Xiongfei [1 ]
Zheng, Kailian [1 ]
Jing, Wei [1 ]
Chen, Luonan [2 ,6 ,7 ,8 ]
Wang, Yong [4 ,5 ,6 ,7 ]
Jin, Gang [1 ]
Gao, Dong [2 ,9 ]
机构
[1] Naval Med Univ, Changhai Hosp, Dept Hepatobiliary Pancreat Surg, Mil Med Univ 2, Shanghai, Peoples R China
[2] Chinese Acad Sci, Ctr Excellence Mol Cell Sci, Shanghai Inst Biochem & Cell Biol, State Key Lab Cell Biol,Shanghai Key Lab Mol Andr, Shanghai 200031, Peoples R China
[3] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[4] Chinese Acad Sci, Acad Math & Syst Sci, MDIS, HCMS,NCMIS,CEMS, Beijing 100080, Peoples R China
[5] Univ Chinese Acad Sci, Sch Math Sci, Beijing 100049, Peoples R China
[6] Chinese Acad Sci, Ctr Excellence Anim Evolut & Genet, Kunming 650223, Yunnan, Peoples R China
[7] Chinese Acad Sci, Univ Chinese Acad Sci, Hangzhou Inst Adv Study, Key Lab Syst Biol, Hangzhou, Peoples R China
[8] Guangdong Inst Intelligence Sci & Technol, Zhuhai 519031, Guangdong, Peoples R China
[9] Chinese Acad Sci, Inst Stem Cell & Regenerat, Beijing 100101, Peoples R China
基金
中国国家自然科学基金;
关键词
SET ENRICHMENT ANALYSIS; STEM-CELL; TUMOR; RESISTANCE; MUTATIONS; LANDSCAPE; SUBTYPES; MARKER; GENES;
D O I
10.1038/s41467-022-29857-6
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Chromatin accessibility plays an essential role in controlling cellular identity and the therapeutic response of human cancers. However, the chromatin accessibility landscape and gene regulatory network of pancreatic cancer are largely uncharacterized. Here, we integrate the chromatin accessibility profiles of 84 pancreatic cancer organoid lines with whole-genome sequencing data, transcriptomic sequencing data and the results of drug sensitivity analysis of 283 epigenetic-related chemicals and 5 chemotherapeutic drugs. We identify distinct transcription factors that distinguish molecular subtypes of pancreatic cancer, predict numerous chromatin accessibility peaks associated with gene regulatory networks, discover regulatory noncoding mutations with potential as cancer drivers, and reveal the chromatin accessibility signatures associated with drug sensitivity. These results not only provide the chromatin accessibility atlas of pancreatic cancer but also suggest a systematic approach to comprehensively understand the gene regulatory network of pancreatic cancer in order to advance diagnosis and potential personalized medicine applications. The chromatin accessibility landscape and gene regulatory network of pancreatic cancer has not been fully characterised. Here, the authors perform multi-omics analysis of 84 pancreatic cancer organoid lines and reveal gene regulatory networks and distinct molecular subtypes.
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页数:16
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共 81 条
  • [1] Aibar S, 2017, NAT METHODS, V14, P1083, DOI [10.1038/NMETH.4463, 10.1038/nmeth.4463]
  • [2] Amssyqy, 2021, Zenodo, DOI 10.5281/ZENODO.5784804
  • [3] FOXA1 Mutations Reveal Distinct Chromatin Profiles and Influence Therapeutic Response in Breast Cancer
    Arruabarrena-Aristorena, Amaia
    Maag, Jesper L. V.
    Kittane, Srushti
    Cai, Yanyan
    Karthaus, Wouter R.
    Ladewig, Erik
    Park, Jane
    Kannan, Srinivasaraghavan
    Ferrando, Lorenzo
    Cocco, Emiliano
    Ho, Sik Y.
    Tan, Daisylyn S.
    Sallaku, Mirna
    Wu, Fan
    Acevedo, Barbara
    Selenica, Pier
    Ross, Dara S.
    Witkin, Matthew
    Sawyers, Charles L.
    Reis-Filho, Jorge S.
    Verma, Chandra S.
    Jauch, Ralf
    Koche, Richard
    Baselga, Jose
    Razavi, Pedram
    Toska, Eneda
    Scaltriti, Maurizio
    [J]. CANCER CELL, 2020, 38 (04) : 534 - +
  • [4] Genomic analyses identify molecular subtypes of pancreatic cancer
    Bailey, Peter
    Chang, David K.
    Nones, Katia
    Johns, Amber L.
    Patch, Ann-Marie
    Gingras, Marie-Claude
    Miller, David K.
    Christ, Angelika N.
    Bruxner, Tim J. C.
    Quinn, Michael C.
    Nourse, Craig
    Murtaugh, L. Charles
    Harliwong, Ivon
    Idrisoglu, Senel
    Manning, Suzanne
    Nourbakhsh, Ehsan
    Wani, Shivangi
    Fink, Lynn
    Holmes, Oliver
    Chin, Vencssa
    Anderson, Matthew J.
    Kazakoff, Stephen
    Leonard, Conrad
    Newell, Felicity
    Waddell, Nick
    Wood, Scott
    Xu, Qinying
    Wilson, Peter J.
    Cloonan, Nicole
    Kassahn, Karin S.
    Taylor, Darrin
    Quek, Kelly
    Robertson, Alan
    Pantano, Lorena
    Mincarelli, Laura
    Sanchez, Luis N.
    Evers, Lisa
    Wu, Jianmin
    Pinese, Mark
    Cowley, Mark J.
    Jones, Marc D.
    Colvin, Emily K.
    Nagrial, Adnan M.
    Humphrey, Emily S.
    Chantrill, Lorraine A.
    Mawson, Amanda
    Humphris, Jeremy
    Chou, Angela
    Pajic, Marina
    Scarlett, Christopher J.
    [J]. NATURE, 2016, 531 (7592) : 47 - +
  • [5] PAX8 and MECOM are interaction partners driving ovarian cancer
    Bleu, Melusine
    Mermet-Meillon, Fanny
    Apfel, Verena
    Barys, Louise
    Holzer, Laura
    Salvy, Marianne Bachmann
    Lopes, Rui
    Barbosa, Ines Amorim Monteiro
    Delmas, Cecile
    Hinniger, Alexandra
    Chau, Suzanne
    Kaufmann, Markus
    Haenni, Simon
    Berneiser, Karolin
    Wahle, Maria
    Moravec, Ivana
    Vissieres, Alexandra
    Poetsch, Tania
    Ahrne, Erik
    Carte, Nathalie
    Voshol, Johannes
    Bechter, Elisabeth
    Hamon, Jacques
    Meyerhofer, Marco
    Erdmann, Dirk
    Fischer, Matteo
    Stachyra, Therese
    Freuler, Felix
    Gutmann, Sascha
    Fernandez, Cesar
    Schmelzle, Tobias
    Naumann, Ulrike
    Roma, Guglielmo
    Lawrenson, Kate
    Nieto-Oberhuber, Cristina
    Cobos-Correa, Amanda
    Ferretti, Stephane
    Schuebeler, Dirk
    Galli, Giorgio Giacomo
    [J]. NATURE COMMUNICATIONS, 2021, 12 (01)
  • [6] Organoid Models of Human and Mouse Ductal Pancreatic Cancer
    Boj, Sylvia F.
    Hwang, Chang-Il
    Baker, Lindsey A.
    Chio, Iok In Christine
    Engle, Dannielle D.
    Corbo, Vincenzo
    Jager, Myrthe
    Ponz-Sarvise, Mariano
    Tiriac, Herve
    Spector, Mona S.
    Gracanin, Ana
    Oni, Tobiloba
    Yu, Kenneth H.
    van Boxtel, Ruben
    Huch, Meritxell
    Rivera, Keith D.
    Wilson, John P.
    Feigin, Michael E.
    Oehlund, Daniel
    Handly-Santana, Abram
    Ardito-Abraham, Christine M.
    Ludwig, Michael
    Elyada, Ela
    Alagesan, Brinda
    Biffi, Giulia
    Yordanov, Georgi N.
    Delcuze, Bethany
    Creighton, Brianna
    Wright, Kevin
    Park, Youngkyu
    Morsink, Folkert H. M.
    Molenaar, I. Quintus
    Rinkes, Inne H. Borel
    Cuppen, Edwin
    Hao, Yuan
    Jin, Ying
    Nijman, Isaac J.
    Iacobuzio-Donahue, Christine
    Leach, Steven D.
    Pappin, Darryl J.
    Hammell, Molly
    Klimstra, David S.
    Basturk, Olca
    Hruban, Ralph H.
    Offerhaus, George Johan
    Vries, Robert G. J.
    Clevers, Hans
    Tuveson, David A.
    [J]. CELL, 2015, 160 (1-2) : 324 - 338
  • [7] Trimmomatic: a flexible trimmer for Illumina sequence data
    Bolger, Anthony M.
    Lohse, Marc
    Usadel, Bjoern
    [J]. BIOINFORMATICS, 2014, 30 (15) : 2114 - 2120
  • [8] Bolstad B. M., 2013, R PACKAGE VERSION, V1
  • [9] HNF4A and GATA6 Loss Reveals Therapeutically Actionable Subtypes in Pancreatic Cancer
    Brunton, Holly
    Caligiuri, Giuseppina
    Cunningham, Richard
    Upstill-Goddard, Rosie
    Bailey, Ulla-Maja
    Garner, Ian M.
    Nourse, Craig
    Dreyer, Stephan
    Jones, Marc
    Moran-Jones, Kim
    Wright, Derek W.
    Paulus-Hock, Viola
    Nixon, Colin
    Thomson, Gemma
    Jamieson, Nigel B.
    McGregor, Grant A.
    Evers, Lisa
    McKay, Colin J.
    Gulati, Aditi
    Brough, Rachel
    Bajrami, Ilirjana
    Pettitt, Stephen J.
    Dziubinski, Michele L.
    Barry, Simon T.
    Gruetzmann, Robert
    Brown, Robert
    Curry, Edward
    Pajic, Marina
    Musgrove, Elizabeth A.
    Petersen, Gloria M.
    Shanks, Emma
    Ashworth, Alan
    Crawford, Howard C.
    Simeone, Diane M.
    Froeling, Fieke E. M.
    Lord, Christopher J.
    Mukhopadhyay, Debabrata
    Pilarsky, Christian
    Grimmond, Sean E.
    Morton, Jennifer P.
    Sansom, Owen J.
    Chang, David K.
    Bailey, Peter J.
    Biankin, Andrew, V
    [J]. CELL REPORTS, 2020, 31 (06):
  • [10] Buenrostro Jason D, 2015, Curr Protoc Mol Biol, V109, DOI 10.1002/0471142727.mb2129s109