Clonal evolution after treatment pressure in multiple myeloma: heterogenous genomic aberrations and transcriptomic convergence

被引:44
作者
Misund, Kristine [1 ,2 ]
Hofste Op Bruinink, Davine [3 ]
Coward, Eivind [1 ,4 ,5 ]
Hoogenboezem, Remco M. [3 ]
Rustad, Even Holth [1 ,6 ]
Sanders, Mathijs A.
Rye, Morten [1 ,4 ,7 ,8 ]
Sponaas, Anne-Marit [1 ]
van der Holt, Bronno [9 ]
Zweegman, Sonja [10 ]
Hovig, Eivind [11 ,12 ]
Meza-Zepeda, Leonardo A. [11 ,13 ]
Sundan, Anders [1 ]
Myklebost, Ola [11 ,14 ]
Sonneveld, Pieter [3 ]
Waage, Anders [1 ,2 ]
机构
[1] Norwegian Univ Sci & Technol, Dept Clin & Mol Med, Trondheim, Norway
[2] St Olavs Hosp, Dept Hematol, Trondheim, Norway
[3] Erasmus MC Canc Inst, Dept Hematol, Rotterdam, Netherlands
[4] Norwegian Univ Sci & Technol, Bioinformat Core Facil BioCore, Trondheim, Norway
[5] Norwegian Univ Sci & Technol, KG Jebsen Ctr Genet Epidemiol, Trondheim, Norway
[6] Oslo Univ Hosp, Inst Canc Res, Oslo, Norway
[7] St Olavs Hosp, Clin Lab Med, Trondheim, Norway
[8] St Olavs Hosp, Surg Clin, Trondheim, Norway
[9] Erasmus MC Canc Inst, Dept Hematol, HOVON Data Ctr, Rotterdam, Netherlands
[10] Amsterdam UMC, Dept Hematol, Amsterdam, Netherlands
[11] Oslo Univ Hosp, Inst Canc Res, Dept Tumour Biol, Oslo, Norway
[12] Univ Oslo, Dept Informat, Ctr Bioinformat, Oslo, Norway
[13] Oslo Univ Hosp, Dept Core Facil, Genom Core Facil, Oslo, Norway
[14] Univ Bergen, Dept Clin Sci, Bergen, Norway
关键词
CANCER-TESTIS ANTIGENS; MOLECULAR CLASSIFICATION; COPY NUMBER; LENALIDOMIDE; EXPRESSION; PREDNISONE; MELPHALAN; PROFILES; REVEALS; COMPLEX;
D O I
10.1038/s41375-022-01597-y
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
We investigated genomic and transcriptomic changes in paired tumor samples of 29 in-house multiple myeloma (MM) patients and 28 patients from the MMRF CoMMpass study before and after treatment. A change in clonal composition was found in 46/57 (82%) of patients, and single-nucleotide variants (SNVs) increased from median 67 to 86. The highest increase in prevalence of genetic aberrations was found in RAS genes (60% to 72%), amp1q21 (18% to 35%), and TP53 (9% to 18%). The SBS-MM1 mutation signature was detected both in patients receiving high and low dose melphalan. A total of 2589 genes were differentially expressed between early and late samples (FDR < 0.05). Gene set enrichment analysis (GSEA) showed increased expression of E2F, MYC, and glycolysis pathways and a decreased expression in TNF-NFkB and TGFbeta pathways in late compared to early stage. Single sample GSEA (ssGSEA) scores of differentially expressed pathways revealed that these changes were most evident in end-stage disease. Increased expression of several potentially targetable genes was found at late disease stages, including cancer-testis antigens, XPO1 and ABC transporters. Our study demonstrates a transcriptomic convergence of pathways supporting increased proliferation and metabolism during disease progression in MM.
引用
收藏
页码:1887 / 1897
页数:11
相关论文
共 56 条
[1]   Promiscuous MYC locus rearrangements hijack enhancers but mostly super-enhancers to dysregulate MYC expression in multiple myeloma [J].
Affer, M. ;
Chesi, M. ;
Chen, W. D. ;
Keats, J. J. ;
Demchenko, Y. N. ;
Tamizhmani, K. ;
Garbitt, V. M. ;
Riggs, D. L. ;
Brents, L. A. ;
Roschke, A. V. ;
Van Wier, S. ;
Fonseca, R. ;
Bergsagel, P. L. ;
Kuehl, W. M. .
LEUKEMIA, 2014, 28 (08) :1725-1735
[2]   Frequent engagement of the classical and alternative NF-κB pathways by diverse genetic abnormalities in multiple myeloma [J].
Annunziata, Christina M. ;
Davis, R. Eric ;
Demchenko, Yulia ;
Bellamy, William ;
Gabrea, Ana ;
Zhan, Fenghuang ;
Lenz, Georg ;
Hanamura, Ichiro ;
Wright, George ;
Xiao, Wenming ;
Dave, Sandeep ;
Hurt, Elaine M. ;
Tan, Bruce ;
Zhao, Hong ;
Stephens, Owen ;
Santra, Madhumita ;
Williams, David R. ;
Dang, Lenny ;
Barlogie, Bart ;
Shaughnessy, John D., Jr. ;
Kuehl, W. Michael ;
Staudt, Louis M. .
CANCER CELL, 2007, 12 (02) :115-130
[3]   Oxidative Phosphorylation as an Emerging Target in Cancer Therapy [J].
Ashton, Thomas M. ;
McKenna, W. Gillies ;
Kunz-Schughart, Leoni A. ;
Higgins, Geoff S. .
CLINICAL CANCER RESEARCH, 2018, 24 (11) :2482-2490
[4]   Cancer-testis antigens are commonly expressed in multiple myeloma and induce systemic immunity following allogeneic stem cell transplantation [J].
Atanackovic, Djordje ;
Arfsten, Julia ;
Cao, Yanran ;
Gnjatic, Sacha ;
Schnieders, Frank ;
Bartels, Katrin ;
Schilling, Georgia ;
Faltz, Christiane ;
Wolschke, Christine ;
Dierlamm, Judith ;
Ritter, Gerd ;
Eiermann, Thomas ;
Hossfeld, Dieter Kurt ;
Zander, Axel R. ;
Jungbluth, Achim A. ;
Old, Lloyd J. ;
Bokemeyer, Carsten ;
Kroeger, Nicolaus .
BLOOD, 2007, 109 (03) :1103-1112
[5]   Spectrum and functional validation of PSMB5 mutations in multiple myeloma [J].
Barrio, Santiago ;
Stuehmer, Thorsten ;
Da-Via, Matteo ;
Barrio-Garcia, Clara ;
Lehners, Nicola ;
Besse, Andrej ;
Cuenca, Isabel ;
Garitano-Trojaola, Andoni ;
Fink, Severin ;
Leich, Ellen ;
Chatterjee, Manik ;
Driessen, Christoph ;
Martinez-Lopez, Joaquin ;
Rosenwald, Andreas ;
Beckmann, Roland ;
Bargou, Ralf C. ;
Braggio, Esteban ;
Stewart, A. Keith ;
Raab, Marc S. ;
Einsele, Hermann ;
Kortuem, K. Martin .
LEUKEMIA, 2019, 33 (02) :447-456
[6]   Heterogeneity of genomic evolution and mutational profiles in multiple myeloma [J].
Bolli, Niccolo ;
Avet-Loiseau, Herve ;
Wedge, David C. ;
Van Loo, Peter ;
Alexandrov, Ludmil B. ;
Martincorena, Inigo ;
Dawson, Kevin J. ;
Iorio, Francesco ;
Nik-Zainal, Serena ;
Bignell, Graham R. ;
Hinton, Jonathan W. ;
Li, Yilong ;
Tubio, Jose M. C. ;
McLaren, Stuart ;
Meara, Sarah O' ;
Butler, Adam P. ;
Teague, Jon W. ;
Mudie, Laura ;
Anderson, Elizabeth ;
Rashid, Naim ;
Tai, Yu-Tzu ;
Shammas, Masood A. ;
Sperling, Adam S. ;
Fulciniti, Mariateresa ;
Richardson, Paul G. ;
Parmigiani, Giovanni ;
Magrangeas, Florence ;
Minvielle, Stephane ;
Moreau, Philippe ;
Attal, Michel ;
Facon, Thierry ;
Futreal, P. Andrew ;
Anderson, Kenneth C. ;
Campbell, Peter J. ;
Munshi, Nikhil C. .
NATURE COMMUNICATIONS, 2014, 5
[7]   High-risk transcriptional profiles in multiple myeloma are an acquired feature that can occur in any subtype and more frequently with each subsequent relapse [J].
Boyle, Eileen M. ;
Rosenthal, Adam ;
Wang, Yan ;
Farmer, Philip ;
Rutherford, Michael ;
Ashby, Cody ;
Bauer, Michael ;
Johnson, Sarah K. ;
Wardell, Christopher P. ;
Hoering, Antje ;
Schinke, Carolina ;
Thanendrarajan, Sharmilan ;
Zangari, Maurizio ;
Barlogie, Bart ;
Davies, Faith E. ;
Walker, Brian A. ;
van Rhee, Frits ;
Morgan, Gareth J. .
BRITISH JOURNAL OF HAEMATOLOGY, 2021, 195 (02) :283-286
[8]   Up-regulation of multidrug resistance protein MDR1/ABCB1 in carfilzomib-resistant multiple myeloma differentially affects efficacy of anti-myeloma drugs [J].
Byrgazov, Konstantin ;
Kraus, Marianne ;
Besse, Andrej ;
Slipicevic, Ana ;
Lehmann, Fredrik ;
Driessen, Christoph ;
Besse, Lenka .
LEUKEMIA RESEARCH, 2021, 101
[9]   Autologous haematopoietic stem-cell transplantation versus bortezomib-melphalan-prednisone, with or without bortezomib-lenalidomide-dexamethasone consolidation therapy, and lenalidomide maintenance for newly diagnosed multiple myeloma (EMN02/HO95): a multicentre, randomised, open-label, phase 3 study [J].
Cavo, Michele ;
Gay, Francesca ;
Beksac, Meral ;
Pantani, Lucia ;
Petrucci, Maria Teresa ;
Dimopoulos, Meletios A. ;
Dozza, Luca ;
van der Holt, Bronno ;
Zweegman, Sonja ;
Oliva, Stefania ;
van der Velden, Vincent H. J. ;
Zamagni, Elena ;
Palumbo, Giuseppe A. ;
Patriarca, Francesca ;
Montefusco, Vittorio ;
Galli, Monica ;
Maisnar, Vladimir ;
Gamberi, Barbara ;
Hansson, Markus ;
Belotti, Angelo ;
Pour, Ludek ;
Ypma, Paula ;
Grasso, Mariella ;
Croockewit, Alexsandra ;
Ballanti, Stelvio ;
Offidani, Massimo ;
Vincelli, Iolanda D. ;
Zambello, Renato ;
Liberati, Anna Marina ;
Andersen, Niels Frost ;
Broijl, Annemiek ;
Troia, Rossella ;
Pascarella, Anna ;
Benevolo, Giulia ;
Levin, Mark-David ;
Bos, Gerard ;
Ludwig, Heinz ;
Aquino, Sara ;
Morelli, Anna Maria ;
Wu, Ka Lung ;
Boersma, Rinske ;
Hajek, Roman ;
Durian, Marc ;
Borne, Peter A. von dem ;
di Toritto, Tommaso Caravita ;
Zander, Thilo ;
Specchia, Giorgina ;
Waage, Anders ;
Gimsing, Peter ;
Mellqvist, Ulf-Henrik .
LANCET HAEMATOLOGY, 2020, 7 (06) :E456-E468
[10]   Initial genome sequencing and analysis of multiple myeloma [J].
Chapman, Michael A. ;
Lawrence, Michael S. ;
Keats, Jonathan J. ;
Cibulskis, Kristian ;
Sougnez, Carrie ;
Schinzel, Anna C. ;
Harview, Christina L. ;
Brunet, Jean-Philippe ;
Ahmann, Gregory J. ;
Adli, Mazhar ;
Anderson, Kenneth C. ;
Ardlie, Kristin G. ;
Auclair, Daniel ;
Baker, Angela ;
Bergsagel, P. Leif ;
Bernstein, Bradley E. ;
Drier, Yotam ;
Fonseca, Rafael ;
Gabriel, Stacey B. ;
Hofmeister, Craig C. ;
Jagannath, Sundar ;
Jakubowiak, Andrzej J. ;
Krishnan, Amrita ;
Levy, Joan ;
Liefeld, Ted ;
Lonial, Sagar ;
Mahan, Scott ;
Mfuko, Bunmi ;
Monti, Stefano ;
Perkins, Louise M. ;
Onofrio, Robb ;
Pugh, Trevor J. ;
Rajkumar, S. Vincent ;
Ramos, Alex H. ;
Siegel, David S. ;
Sivachenko, Andrey ;
Stewart, A. Keith ;
Trudel, Suzanne ;
Vij, Ravi ;
Voet, Douglas ;
Winckler, Wendy ;
Zimmerman, Todd ;
Carpten, John ;
Trent, Jeff ;
Hahn, William C. ;
Garraway, Levi A. ;
Meyerson, Matthew ;
Lander, Eric S. ;
Getz, Gad ;
Golub, Todd R. .
NATURE, 2011, 471 (7339) :467-472