Nucleosome Patterns in Circulating Tumor DNA Reveal Transcriptional Regulation of Advanced Prostate Cancer Phenotypes

被引:39
作者
De Sarkar, Navonil [1 ,2 ,3 ,4 ,5 ]
Patton, Robert D. [1 ,2 ]
Doebley, Anna-Lisa [1 ,2 ,6 ,7 ]
Hanratty, Brian [2 ]
Adil, Mohamed [1 ]
Kreitzman, Adam J. [1 ,2 ]
Sarthy, Jay F. [8 ]
Ko, Minjeong [1 ,2 ]
Brahma, Sandipan [8 ]
Meers, Michael P. [8 ]
Janssens, Derek H. [8 ]
Ang, Lisa S. [2 ]
Coleman, Ilsa M. [2 ]
Bose, Arnab [2 ]
Dumpit, Ruth F. [2 ]
Lucas, Jared M. [2 ]
Nunez, Talina A. [2 ]
Nguyen, Holly M. [9 ]
McClure, Heather M. [10 ]
Pritchard, Colin C. [11 ,12 ]
Schweizer, Michael T. [3 ,13 ]
Morrissey, Colm [9 ]
Choudhury, Atish D. [10 ,14 ]
Baca, Sylvan C. [10 ,14 ]
Berchuck, Jacob E. [10 ]
Freedman, Matthew L. [10 ,14 ]
Ahmad, Kami [8 ]
Haffner, Michael C. [2 ,3 ,11 ]
Montgomery, R. Bruce [13 ]
Corey, Eva [9 ]
Henikoff, Steven [8 ,15 ]
Nelson, Peter S. [2 ,3 ,9 ,12 ,13 ]
Ha, Gavin [1 ,2 ,12 ,16 ]
机构
[1] Fred Hutchinson Canc Ctr, Div Publ Hlth Sci, Seattle, WA USA
[2] Fred Hutchinson Canc Ctr, Div Human Biol, Seattle, WA USA
[3] Fred Hutchinson Canc Ctr, Div Clin Res, Seattle, WA USA
[4] Med Coll Wisconsin, Dept Pathol, Waukee, WI USA
[5] Med Coll Wisconsin, Prostate Canc Ctr Excellence, Waukee, WI USA
[6] Univ Washington, Mol & Cellular Biol Grad Program, Seattle, WA USA
[7] Univ Washington, Med Sci Training Program, Seattle, WA USA
[8] Fred Hutchinson Canc Ctr, Div Basic Sci, Seattle, WA USA
[9] Univ Washington, Dept Urol, Seattle, WA USA
[10] Dana Farber Canc Inst, Boston, MA USA
[11] Univ Washington, Dept Lab Med & Pathol, Seattle, WA USA
[12] Brotman Baty Inst Precis Med, Seattle, WA USA
[13] Univ Washington, Dept Med, Div Oncol, Seattle, WA USA
[14] Broad Inst MIT & Harvard, Cambridge, MA USA
[15] Howard Hughes Med Inst, Chevy Chase, MD USA
[16] Univ Washington, Dept Genome Sci, Seattle, WA USA
基金
美国国家卫生研究院;
关键词
PATIENT-DERIVED XENOGRAFTS; CELL-FREE DNA; GENE-EXPRESSION; PLASMA DNA; MECHANISMS; GENERATION; RESISTANCE; HETEROGENEITY; DETERMINANTS; ORGANIZATION;
D O I
10.1158/2159-8290.CD-22-0692
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Advanced prostate cancers comprise distinct phenotypes, but tumor classification remains clinically challenging. Here, we harnessed circulating tumor DNA (ctDNA) to study tumor phenotypes by ascertaining nucleosome positioning patterns associated with transcrip-tion regulation. We sequenced plasma ctDNA whole genomes from patient-derived xenografts repre-senting a spectrum of androgen receptor active (ARPC) and neuroendocrine (NEPC) prostate cancers. Nucleosome patterns associated with transcriptional activity were reflected in ctDNA at regions of genes, promoters, histone modifications, transcription factor binding, and accessible chromatin. We identified the activity of key phenotype-defining transcriptional regulators from ctDNA, including AR, ASCL1, HOXB13, HNF4G, and GATA2. To distinguish NEPC and ARPC in patient plasma samples, we developed prediction models that achieved accuracies of 97% for dominant phenotypes and 87% for mixed clinical phenotypes. Although phenotype classification is typically assessed by IHC or transcrip-tome profiling from tumor biopsies, we demonstrate that ctDNA provides comparable results with diagnostic advantages for precision oncology.SIGNIFICANCE: This study provides insights into the dynamics of nucleosome positioning and gene regulation associated with cancer phenotypes that can be ascertained from ctDNA. New methods for classification in phenotype mixtures extend the utility of ctDNA beyond assessments of somatic DNA alterations with important implications for molecular classification and precision oncology.
引用
收藏
页码:632 / 653
页数:22
相关论文
共 105 条
[1]   Scalable whole-exome sequencing of cell-free DNA reveals high concordance with metastatic tumors [J].
Adalsteinsson, Viktor A. ;
Ha, Gavin ;
Freeman, Samuel S. ;
Choudhury, Atish D. ;
Stover, Daniel G. ;
Parsons, Heather A. ;
Gydush, Gregory ;
Reed, Sarah C. ;
Rotem, Denisse ;
Rhoades, Justin ;
Loginov, Denis ;
Livitz, Dimitri ;
Rosebrock, Daniel ;
Leshchiner, Ignaty ;
Kim, Jaegil ;
Stewart, Chip ;
Rosenberg, Mara ;
Francis, Joshua M. ;
Zhang, Cheng-Zhong ;
Cohen, Ofir ;
Oh, Coyin ;
Ding, Huiming ;
Polak, Paz ;
Lloyd, Max ;
Mahmud, Sairah ;
Helvie, Karla ;
Merrill, Margaret S. ;
Santiago, Rebecca A. ;
O'Connor, Edward P. ;
Jeong, Seong H. ;
Leeson, Rachel ;
Barry, Rachel M. ;
Kramkowski, Joseph F. ;
Zhang, Zhenwei ;
Polacek, Laura ;
Lohr, Jens G. ;
Schleicher, Molly ;
Lipscomb, Emily ;
Saltzman, Andrea ;
Oliver, Nelly M. ;
Marini, Lori ;
Waks, Adrienne G. ;
Harshman, Lauren C. ;
Tolaney, Sara M. ;
Van Allen, Eliezer M. ;
Winer, Eric P. ;
Lin, Nancy U. ;
Nakabayashi, Mari ;
Taplin, Mary-Ellen ;
Johannessen, Cory M. .
NATURE COMMUNICATIONS, 2017, 8
[2]   Clinical and Genomic Characterization of Treatment-Emergent Small-Cell Neuroendocrine Prostate Cancer: A Multi-institutional Prospective Study [J].
Aggarwal, Rahul ;
Huang, Jiaoti ;
Alumkal, Joshi J. ;
Zhang, Li ;
Feng, Felix Y. ;
Thomas, George V. ;
Weinstein, Alana S. ;
Friedl, Verena ;
Zhang, Can ;
Witte, Owen N. ;
Lloyd, Paul ;
Gleave, Martin ;
Evans, Christopher P. ;
Youngren, Jack ;
Beer, Tomasz M. ;
Rettig, Matthew ;
Wong, Christopher K. ;
True, Lawrence ;
Foye, Adam ;
Playdle, Denise ;
Ryan, Charles J. ;
Lara, Primo ;
Chi, Kim N. ;
Uzunangelov, Vlado ;
Sokolov, Artem ;
Newton, Yulia ;
Beltran, Himisha ;
Demichelis, Francesca ;
Rubin, Mark A. ;
Stuart, Joshua M. ;
Small, Eric J. .
JOURNAL OF CLINICAL ONCOLOGY, 2018, 36 (24) :2492-+
[3]   The ENCODE Blacklist: Identification of Problematic Regions of the Genome [J].
Amemiya, Haley M. ;
Kundaje, Anshul ;
Boyle, Alan P. .
SCIENTIFIC REPORTS, 2019, 9 (1)
[4]   Evolution of Castration-Resistant Prostate Cancer in ctDNA during Sequential Androgen Receptor Pathway Inhibition [J].
Annala, Matti ;
Taavitsainen, Sinja ;
Khalaf, Daniel J. ;
Vandekerkhove, Gillian ;
Beja, Kevin ;
Sipola, Joonatan ;
Warner, Evan W. ;
Herberts, Cameron ;
Wong, Amanda ;
Fu, Simon ;
Finch, Daygen L. ;
Oja, Conrad D. ;
Vergidis, Joanna ;
Zulfiqar, Muhammad ;
Eigl, Bernhard J. ;
Kollmansberger, Christian K. ;
Nykter, Matti ;
Gleave, Martin E. ;
Chi, Kim N. ;
Wyatt, Alexander W. .
CLINICAL CANCER RESEARCH, 2021, 27 (16) :4610-4623
[5]   Combined Tumor Suppressor Defects Characterize Clinically Defined Aggressive Variant Prostate Cancers [J].
Aparicio, Ana M. ;
Shen, Li ;
Tapia, Elsa Li Ning ;
Lu, Jing-Fang ;
Chen, Hsiang-Chun ;
Zhang, Jiexin ;
Wu, Guanglin ;
Wang, Xuemei ;
Troncoso, Patricia ;
Corn, Paul ;
Thompson, Timothy C. ;
Broom, Bradley ;
Baggerly, Keith ;
Maity, Sankar N. ;
Logothetis, Christopher J. .
CLINICAL CANCER RESEARCH, 2016, 22 (06) :1520-1530
[6]   Glucocorticoid Receptor Confers Resistance to Antiandrogens by Bypassing Androgen Receptor Blockade [J].
Arora, Vivek K. ;
Schenkein, Emily ;
Murali, Rajmohan ;
Subudhi, Sumit K. ;
Wongvipat, John ;
Balbas, Minna D. ;
Shah, Neel ;
Cai, Ling ;
Efstathiou, Eleni ;
Logothetis, Chris ;
Zheng, Deyou ;
Sawyers, Charles L. .
CELL, 2013, 155 (06) :1309-1322
[7]   Reprogramming of the FOXA1 cistrome in treatment-emergent neuroendocrine prostate cancer [J].
Baca, Sylvan C. ;
Takeda, David Y. ;
Seo, Ji-Heui ;
Hwang, Justin ;
Ku, Sheng Yu ;
Arafeh, Rand ;
Arnoff, Taylor ;
Agarwal, Supreet ;
Bell, Connor ;
O'Connor, Edward ;
Qiu, Xintao ;
Abou Alaiwi, Sarah ;
Corona, Rosario I. ;
Fonseca, Marcos A. S. ;
Giambartolomei, Claudia ;
Cejas, Paloma ;
Lim, Klothilda ;
He, Monica ;
Sheahan, Anjali ;
Nassar, Amin ;
Berchuck, Jacob E. ;
Brown, Lisha ;
Nguyen, Holly M. ;
Coleman, Ilsa M. ;
Kaipainen, Arja ;
De Sarkar, Navonil ;
Nelson, Peter S. ;
Morrissey, Colm ;
Korthauer, Keegan ;
Pomerantz, Mark M. ;
Ellis, Leigh ;
Pasaniuc, Bogdan ;
Lawrenson, Kate ;
Kelly, Kathleen ;
Zoubeidi, Amina ;
Hahn, William C. ;
Beltran, Himisha ;
Long, Henry W. ;
Brown, Myles ;
Corey, Eva ;
Freedman, Matthew L. .
NATURE COMMUNICATIONS, 2021, 12 (01)
[8]   Circulating tumor DNA profile recognizes transformation to castration-resistant neuroendocrine prostate cancer [J].
Beltran, Himisha ;
Romanel, Alessandro ;
Conteduca, Vincenza ;
Casiraghi, Nicola ;
Sigouros, Michael ;
Franceschini, Gian Marco ;
Orlando, Francesco ;
Fedrizzi, Tarcisio ;
Ku, Sheng-Yu ;
Dann, Emma ;
Alonso, Alicia ;
Mosquera, Juan Miguel ;
Sboner, Andrea ;
Xiang, Jenny ;
Elemento, Olivier ;
Nanus, David M. ;
Tagawa, Scott T. ;
Benelli, Matteo ;
Demichelis, Francesca .
JOURNAL OF CLINICAL INVESTIGATION, 2020, 130 (04) :1653-1668
[9]   Divergent clonal evolution of castration-resistant neuroendocrine prostate cancer [J].
Beltran, Himisha ;
Prandi, Davide ;
Mosquera, Juan Miguel ;
Benelli, Matteo ;
Puca, Loredana ;
Cyrta, Joanna ;
Marotz, Clarisse ;
Giannopoulou, Eugenia ;
Chakravarthi, Balabhadrapatruni V. S. K. ;
Varambally, Sooryanarayana ;
Tomlins, Scott A. ;
Nanus, David M. ;
Tagawa, Scott T. ;
Van Allen, Eliezer M. ;
Elemento, Olivier ;
Sboner, Andrea ;
Garraway, Levi A. ;
Rubin, Mark A. ;
Demichelis, Francesca .
NATURE MEDICINE, 2016, 22 (03) :298-305
[10]   Summarizing and correcting the GC content bias in high-throughput sequencing [J].
Benjamini, Yuval ;
Speed, Terence P. .
NUCLEIC ACIDS RESEARCH, 2012, 40 (10) :e72