Longitudinal single-cell transcriptomics reveals distinct patterns of recurrence in acute myeloid leukemia

被引:25
作者
Zhai, Yanan [1 ,2 ,3 ]
Singh, Prashant [2 ]
Dolnik, Anna [4 ,5 ,6 ,7 ,8 ]
Brazda, Peter [2 ,3 ]
Atlasy, Nader [3 ]
del Gaudio, Nunzio [1 ]
Dohner, Konstanze [9 ]
Dohner, Hartmut [9 ]
Minucci, Saverio [10 ]
Martens, Joost [3 ]
Altucci, Lucia [1 ,11 ]
Megchelenbrink, Wout [1 ,2 ]
Bullinger, Lars [4 ,5 ,6 ,7 ,8 ]
Stunnenberg, Hendrik G. [2 ,3 ]
机构
[1] Univ Campania Luigi Vanvitelli, Dept Precis Med, Vico L De Crecchio 7, I-80138 Naples, Italy
[2] Prinses Maxima Ctr, Heidelberglaan 25, NL-3584 CS Utrecht, Netherlands
[3] Radboud Univ Nijmegen, Radboud Inst Mol Life Sci, Fac Sci, Dept Mol Biol, Nijmegen, Netherlands
[4] Charite Univ Med Berlin, Med Dept, Div Hematol Oncol & Canc Immunol, Berlin, Germany
[5] Free Univ Berlin, Berlin, Germany
[6] Humboldt Univ, Berlin, Germany
[7] Berlin Inst Hlth, Berlin, Germany
[8] German Canc Res Ctr, German Canc Consortium DKTK, Heidelberg, Germany
[9] Univ Hosp Ulm, Dept Internal Med 3, Ulm, Germany
[10] European Inst Oncol IRCCS, Dept Expt Oncol, Milan, EO, Italy
[11] BIOGEM, Inst Mol Biol & Genet, Ariano Irpino, AV, Italy
关键词
Acute myeloid Leukemia; Single-cell RNA sequencing; Recurrence; Leukemic stem cells; Genome analysis; ACUTE MYELOGENOUS LEUKEMIA; CLONAL EVOLUTION; STEM-CELLS; EXPRESSION; GENE; NUCLEOPHOSMIN; NUP98/NSD1; MUTATIONS; PROGNOSIS; RISK;
D O I
10.1186/s12943-022-01635-4
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Background Acute myeloid leukemia (AML) is a heterogeneous and aggressive blood cancer that results from diverse genetic aberrations in the hematopoietic stem or progenitor cells (HSPCs) leading to the expansion of blasts in the hematopoietic system. The heterogeneity and evolution of cancer blasts can render therapeutic interventions ineffective in a yet poorly understood patient-specific manner. In this study, we investigated the clonal heterogeneity of diagnosis (Dx) and relapse (Re) pairs at genetic and transcriptional levels, and unveiled the underlying pathways and genes contributing to recurrence. Methods Whole-exome sequencing was used to detect somatic mutations and large copy number variations (CNVs). Single cell RNA-seq was performed to investigate the clonal heterogeneity between Dx-Re pairs and amongst patients. Results scRNA-seq analysis revealed extensive expression differences between patients and Dx-Re pairs, even for those with the same -presumed- initiating events. Transcriptional differences between and within patients are associated with clonal composition and evolution, with the most striking differences in patients that gained large-scale copy number variations at relapse. These differences appear to have significant molecular implications, exemplified by a DNMT3A/FLT3-ITD patient where the leukemia switched from an AP-1 regulated clone at Dx to a mTOR signaling driven clone at Re. The two distinct AML1-ETO pairs share genes related to hematopoietic stem cell maintenance and cell migration suggesting that the Re leukemic stem cell-like (LSC-like) cells evolved from the Dx cells. Conclusions In summary, the single cell RNA data underpinned the tumor heterogeneity not only amongst patient blasts with similar initiating mutations but also between each Dx-Re pair. Our results suggest alternatively and currently unappreciated and unexplored mechanisms leading to therapeutic resistance and AML recurrence.
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页数:15
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共 49 条
[1]   Epithelial membrane protein 1 promotes tumor metastasis by enhancing cell migration via copine-III and Rac1 [J].
Amin, Mohammad Khusni B. Ahmat ;
Shimizu, Akio ;
Zankov, Dimitar P. ;
Sato, Akira ;
Kurita, Souichi ;
Ito, Masami ;
Maeda, Toshinaga ;
Yoshida, Tetsuya ;
Sakaue, Tomohisa ;
Higashiyama, Shigeki ;
Kawauchi, Akihiro ;
Ogita, Hisakazu .
ONCOGENE, 2018, 37 (40) :5416-5434
[2]   Improved outcome for AML patients over the years 2000-2014 [J].
Bertoli, Sarah ;
Tavitian, Suzanne ;
Huynh, Anne ;
Borel, Cecile ;
Guenounou, Sarah ;
Luquet, Isabelle ;
Delabesse, Eric ;
Sarry, Audrey ;
Laurent, Guy ;
Attal, Michel ;
Huguet, Francoise ;
Berard, Emilie ;
Recher, Christian .
BLOOD CANCER JOURNAL, 2017, 7
[3]   The multiple roles of amphiregulin in human cancer [J].
Busser, Benoit ;
Sancey, Lucie ;
Brambilla, Elisabeth ;
Coll, Jean-Luc ;
Hurbin, Amandine .
BIOCHIMICA ET BIOPHYSICA ACTA-REVIEWS ON CANCER, 2011, 1816 (02) :119-131
[4]   Prognostic impact of c-KIT mutations in core binding factor leukemas:: an Italian retrospective study [J].
Cairoli, R ;
Beghini, A ;
Grillo, G ;
Nadali, G ;
Elice, F ;
Ripamonti, CB ;
Colapietro, P ;
Nichelatti, M ;
Pezzetti, L ;
Lunghi, M ;
Cuneo, A ;
Viola, A ;
Ferrara, F ;
Lazzarino, M ;
Rodeghiero, F ;
Pizzolo, G ;
Larizza, L ;
Morra, E .
BLOOD, 2006, 107 (09) :3463-3468
[5]   The single-cell transcriptional landscape of mammalian organogenesis [J].
Cao, Junyue ;
Spielmann, Malte ;
Qiu, Xiaojie ;
Huang, Xingfan ;
Ibrahim, Daniel M. ;
Hill, Andrew J. ;
Zhang, Fan ;
Mundlos, Stefan ;
Christiansen, Lena ;
Steemers, Frank J. ;
Trapnell, Cole ;
Shendure, Jay .
NATURE, 2019, 566 (7745) :496-+
[6]   Up-regulation of DDIT4 predicts poor prognosis in acute myeloid leukaemia [J].
Cheng, Zhiheng ;
Dai, Yifeng ;
Pang, Yifan ;
Jiao, Yang ;
Liu, Yan ;
Cui, Longzhen ;
Quan, Liang ;
Qian, Tingting ;
Zeng, Tiansheng ;
Si, Chaozeng ;
Huang, Wenhui ;
Chen, Jinghong ;
Pang, Ying ;
Ye, Xu ;
Shi, Jinlong ;
Fu, Lin .
JOURNAL OF CELLULAR AND MOLECULAR MEDICINE, 2020, 24 (01) :1067-1075
[7]   Genomic landscape and clonal evolution of acute myeloid leukemia with t(8;21): an international study on 331 patients [J].
Christen, Friederike ;
Hoyer, Kaja ;
Yoshida, Kenichi ;
Hou, Hsin-An ;
Waldhueter, Nils ;
Heuser, Michael ;
Hills, Robert K. ;
Chan, Willy ;
Hablesreiter, Raphael ;
Blau, Olga ;
Ochi, Yotaro ;
Klement, Piroska ;
Chou, Wen-Chien ;
Blau, Igor-Wolfgang ;
Tang, Jih-Luh ;
Zemojtel, Tomasz ;
Shiraishi, Yuichi ;
Shiozawa, Yusuke ;
Thol, Felicitas ;
Ganser, Arnold ;
Lowenberg, Bob ;
Linch, David C. ;
Bullinger, Lars ;
Valk, Peter J. M. ;
Tien, Hwei-Fang ;
Gale, Rosemary E. ;
Ogawa, Seishi ;
Damm, Frederik .
BLOOD, 2019, 133 (10) :1140-1151
[8]   Clonal evolution in relapsed acute myeloid leukaemia revealed by whole-genome sequencing [J].
Ding, Li ;
Ley, Timothy J. ;
Larson, David E. ;
Miller, Christopher A. ;
Koboldt, Daniel C. ;
Welch, John S. ;
Ritchey, Julie K. ;
Young, Margaret A. ;
Lamprecht, Tamara ;
McLellan, Michael D. ;
McMichael, Joshua F. ;
Wallis, John W. ;
Lu, Charles ;
Shen, Dong ;
Harris, Christopher C. ;
Dooling, David J. ;
Fulton, Robert S. ;
Fulton, Lucinda L. ;
Chen, Ken ;
Schmidt, Heather ;
Kalicki-Veizer, Joelle ;
Magrini, Vincent J. ;
Cook, Lisa ;
McGrath, Sean D. ;
Vickery, Tammi L. ;
Wendl, Michael C. ;
Heath, Sharon ;
Watson, Mark A. ;
Link, Daniel C. ;
Tomasson, Michael H. ;
Shannon, William D. ;
Payton, Jacqueline E. ;
Kulkarni, Shashikant ;
Westervelt, Peter ;
Walter, Matthew J. ;
Graubert, Timothy A. ;
Mardis, Elaine R. ;
Wilson, Richard K. ;
DiPersio, John F. .
NATURE, 2012, 481 (7382) :506-510
[9]   AML1/ETO Proteins Control POU4F1/BRN3A Expression and Function in t(8;21) Acute Myeloid Leukemia [J].
Dunne, Jenny ;
Gascoyne, Duncan M. ;
Lister, T. Andrew ;
Brady, Hugh J. M. ;
Heidenreich, Olaf ;
Young, Bryan D. .
CANCER RESEARCH, 2010, 70 (10) :3985-3995
[10]   Chemotherapy Induces Senescence-Like Resilient Cells Capable of Initiating AML Recurrence [J].
Duy, Cihangir ;
Li, Meng ;
Teater, Matt ;
Meydan, Cem ;
Garrett-Bakelman, Francine E. ;
Lee, Tak C. ;
Chin, Christopher R. ;
Durmaz, Ceyda ;
Kawabata, Kimihito C. ;
Dhimolea, Eugen ;
Mitsiades, Constantine S. ;
Doehner, Hartmut ;
D'Andrea, Richard J. ;
Becker, Michael W. ;
Paietta, Elisabeth M. ;
Mason, Christopher E. ;
Carroll, Martin ;
Melnick, Ari M. .
CANCER DISCOVERY, 2021, 11 (06) :1542-1561