Literature DB >> 27851969

Epigenomic Deconvolution of Breast Tumors Reveals Metabolic Coupling between Constituent Cell Types.

Vitor Onuchic1, Ryan J Hartmaier2, David N Boone2, Michael L Samuels3, Ronak Y Patel4, Wendy M White5, Vesna D Garovic6, Steffi Oesterreich2, Matt E Roth4, Adrian V Lee2, Aleksandar Milosavljevic7.   

Abstract

Cancer progression depends on both cell-intrinsic processes and interactions between different cell types. However, large-scale assessment of cell type composition and molecular profiles of individual cell types within tumors remains challenging. To address this, we developed epigenomic deconvolution (EDec), an in silico method that infers cell type composition of complex tissues as well as DNA methylation and gene transcription profiles of constituent cell types. By applying EDec to The Cancer Genome Atlas (TCGA) breast tumors, we detect changes in immune cell infiltration related to patient prognosis, and a striking change in stromal fibroblast-to-adipocyte ratio across breast cancer subtypes. Furthermore, we show that a less adipose stroma tends to display lower levels of mitochondrial activity and to be associated with cancerous cells with higher levels of oxidative metabolism. These findings highlight the role of stromal composition in the metabolic coupling between distinct cell types within tumors.
Copyright © 2016 The Author(s). Published by Elsevier Inc. All rights reserved.

Entities:  

Keywords:  DNA methylation; Warburg effect; breast cancer; cancer; cell type composition; deconvolution; gene expression; heterotypic interaction; metabolic coupling; metabolism

Mesh:

Year:  2016        PMID: 27851969      PMCID: PMC5115176          DOI: 10.1016/j.celrep.2016.10.057

Source DB:  PubMed          Journal:  Cell Rep            Impact factor:   9.423


  52 in total

1.  Application of microdroplet PCR for large-scale targeted bisulfite sequencing.

Authors:  H Kiyomi Komori; Sarah A LaMere; Ali Torkamani; G Traver Hart; Steve Kotsopoulos; Jason Warner; Michael L Samuels; Jeff Olson; Steven R Head; Phillip Ordoukhanian; Pauline L Lee; Darren R Link; Daniel R Salomon
Journal:  Genome Res       Date:  2011-07-14       Impact factor: 9.043

2.  Distinct epigenetic changes in the stromal cells of breast cancers.

Authors:  Min Hu; Jun Yao; Li Cai; Kurt E Bachman; Frédéric van den Brûle; Victor Velculescu; Kornelia Polyak
Journal:  Nat Genet       Date:  2005-07-10       Impact factor: 38.330

3.  The prognostic landscape of genes and infiltrating immune cells across human cancers.

Authors:  Andrew J Gentles; Aaron M Newman; Chih Long Liu; Scott V Bratman; Weiguo Feng; Dongkyoon Kim; Viswam S Nair; Yue Xu; Amanda Khuong; Chuong D Hoang; Maximilian Diehn; Robert B West; Sylvia K Plevritis; Ash A Alizadeh
Journal:  Nat Med       Date:  2015-07-20       Impact factor: 53.440

Review 4.  Neutralizing tumor-promoting chronic inflammation: a magic bullet?

Authors:  Lisa M Coussens; Laurence Zitvogel; A Karolina Palucka
Journal:  Science       Date:  2013-01-18       Impact factor: 47.728

5.  Supervised risk predictor of breast cancer based on intrinsic subtypes.

Authors:  Joel S Parker; Michael Mullins; Maggie C U Cheang; Samuel Leung; David Voduc; Tammi Vickery; Sherri Davies; Christiane Fauron; Xiaping He; Zhiyuan Hu; John F Quackenbush; Inge J Stijleman; Juan Palazzo; J S Marron; Andrew B Nobel; Elaine Mardis; Torsten O Nielsen; Matthew J Ellis; Charles M Perou; Philip S Bernard
Journal:  J Clin Oncol       Date:  2009-02-09       Impact factor: 44.544

6.  Stromal gene expression predicts clinical outcome in breast cancer.

Authors:  Greg Finak; Nicholas Bertos; Francois Pepin; Svetlana Sadekova; Margarita Souleimanova; Hong Zhao; Haiying Chen; Gulbeyaz Omeroglu; Sarkis Meterissian; Atilla Omeroglu; Michael Hallett; Morag Park
Journal:  Nat Med       Date:  2008-04-27       Impact factor: 53.440

7.  Inferring tumour purity and stromal and immune cell admixture from expression data.

Authors:  Kosuke Yoshihara; Maria Shahmoradgoli; Emmanuel Martínez; Rahulsimham Vegesna; Hoon Kim; Wandaliz Torres-Garcia; Victor Treviño; Hui Shen; Peter W Laird; Douglas A Levine; Scott L Carter; Gad Getz; Katherine Stemke-Hale; Gordon B Mills; Roel G W Verhaak
Journal:  Nat Commun       Date:  2013       Impact factor: 14.919

8.  Gene expression profiling of the tumor microenvironment during breast cancer progression.

Authors:  Xiao-Jun Ma; Sonika Dahiya; Elizabeth Richardson; Mark Erlander; Dennis C Sgroi
Journal:  Breast Cancer Res       Date:  2009-02-02       Impact factor: 6.466

9.  Integrative analysis of 111 reference human epigenomes.

Authors:  Anshul Kundaje; Wouter Meuleman; Jason Ernst; Misha Bilenky; Angela Yen; Alireza Heravi-Moussavi; Pouya Kheradpour; Zhizhuo Zhang; Jianrong Wang; Michael J Ziller; Viren Amin; John W Whitaker; Matthew D Schultz; Lucas D Ward; Abhishek Sarkar; Gerald Quon; Richard S Sandstrom; Matthew L Eaton; Yi-Chieh Wu; Andreas R Pfenning; Xinchen Wang; Melina Claussnitzer; Yaping Liu; Cristian Coarfa; R Alan Harris; Noam Shoresh; Charles B Epstein; Elizabeta Gjoneska; Danny Leung; Wei Xie; R David Hawkins; Ryan Lister; Chibo Hong; Philippe Gascard; Andrew J Mungall; Richard Moore; Eric Chuah; Angela Tam; Theresa K Canfield; R Scott Hansen; Rajinder Kaul; Peter J Sabo; Mukul S Bansal; Annaick Carles; Jesse R Dixon; Kai-How Farh; Soheil Feizi; Rosa Karlic; Ah-Ram Kim; Ashwinikumar Kulkarni; Daofeng Li; Rebecca Lowdon; GiNell Elliott; Tim R Mercer; Shane J Neph; Vitor Onuchic; Paz Polak; Nisha Rajagopal; Pradipta Ray; Richard C Sallari; Kyle T Siebenthall; Nicholas A Sinnott-Armstrong; Michael Stevens; Robert E Thurman; Jie Wu; Bo Zhang; Xin Zhou; Arthur E Beaudet; Laurie A Boyer; Philip L De Jager; Peggy J Farnham; Susan J Fisher; David Haussler; Steven J M Jones; Wei Li; Marco A Marra; Michael T McManus; Shamil Sunyaev; James A Thomson; Thea D Tlsty; Li-Huei Tsai; Wei Wang; Robert A Waterland; Michael Q Zhang; Lisa H Chadwick; Bradley E Bernstein; Joseph F Costello; Joseph R Ecker; Martin Hirst; Alexander Meissner; Aleksandar Milosavljevic; Bing Ren; John A Stamatoyannopoulos; Ting Wang; Manolis Kellis
Journal:  Nature       Date:  2015-02-19       Impact factor: 69.504

10.  Assessment of RainDrop BS-seq as a method for large-scale, targeted bisulfite sequencing.

Authors:  Dirk S Paul; Paul Guilhamon; Anna Karpathakis; Lee M Butcher; Christina Thirlwell; Andrew Feber; Stephan Beck
Journal:  Epigenetics       Date:  2014-02-11       Impact factor: 4.528

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  28 in total

1.  Exome-capture RNA sequencing of decade-old breast cancers and matched decalcified bone metastases.

Authors:  Nolan Priedigkeit; Rebecca J Watters; Peter C Lucas; Ahmed Basudan; Rohit Bhargava; William Horne; Jay K Kolls; Zhou Fang; Margaret Q Rosenzweig; Adam M Brufsky; Kurt R Weiss; Steffi Oesterreich; Adrian V Lee
Journal:  JCI Insight       Date:  2017-09-07

2.  Proteogenomic Characterization of Endometrial Carcinoma.

Authors:  Yongchao Dou; Emily A Kawaler; Daniel Cui Zhou; Marina A Gritsenko; Chen Huang; Lili Blumenberg; Alla Karpova; Vladislav A Petyuk; Sara R Savage; Shankha Satpathy; Wenke Liu; Yige Wu; Chia-Feng Tsai; Bo Wen; Zhi Li; Song Cao; Jamie Moon; Zhiao Shi; MacIntosh Cornwell; Matthew A Wyczalkowski; Rosalie K Chu; Suhas Vasaikar; Hua Zhou; Qingsong Gao; Ronald J Moore; Kai Li; Sunantha Sethuraman; Matthew E Monroe; Rui Zhao; David Heiman; Karsten Krug; Karl Clauser; Ramani Kothadia; Yosef Maruvka; Alexander R Pico; Amanda E Oliphant; Emily L Hoskins; Samuel L Pugh; Sean J I Beecroft; David W Adams; Jonathan C Jarman; Andy Kong; Hui-Yin Chang; Boris Reva; Yuxing Liao; Dmitry Rykunov; Antonio Colaprico; Xi Steven Chen; Andrzej Czekański; Marcin Jędryka; Rafał Matkowski; Maciej Wiznerowicz; Tara Hiltke; Emily Boja; Christopher R Kinsinger; Mehdi Mesri; Ana I Robles; Henry Rodriguez; David Mutch; Katherine Fuh; Matthew J Ellis; Deborah DeLair; Mathangi Thiagarajan; D R Mani; Gad Getz; Michael Noble; Alexey I Nesvizhskii; Pei Wang; Matthew L Anderson; Douglas A Levine; Richard D Smith; Samuel H Payne; Kelly V Ruggles; Karin D Rodland; Li Ding; Bing Zhang; Tao Liu; David Fenyö
Journal:  Cell       Date:  2020-02-13       Impact factor: 41.582

3.  exRNA Atlas Analysis Reveals Distinct Extracellular RNA Cargo Types and Their Carriers Present across Human Biofluids.

Authors:  Oscar D Murillo; William Thistlethwaite; Joel Rozowsky; Sai Lakshmi Subramanian; Rocco Lucero; Neethu Shah; Andrew R Jackson; Srimeenakshi Srinivasan; Allen Chung; Clara D Laurent; Robert R Kitchen; Timur Galeev; Jonathan Warrell; James A Diao; Joshua A Welsh; Kristina Hanspers; Anders Riutta; Sebastian Burgstaller-Muehlbacher; Ravi V Shah; Ashish Yeri; Lisa M Jenkins; Mehmet E Ahsen; Carlos Cordon-Cardo; Navneet Dogra; Stacey M Gifford; Joshua T Smith; Gustavo Stolovitzky; Ashutosh K Tewari; Benjamin H Wunsch; Kamlesh K Yadav; Kirsty M Danielson; Justyna Filant; Courtney Moeller; Parham Nejad; Anu Paul; Bridget Simonson; David K Wong; Xuan Zhang; Leonora Balaj; Roopali Gandhi; Anil K Sood; Roger P Alexander; Liang Wang; Chunlei Wu; David T W Wong; David J Galas; Kendall Van Keuren-Jensen; Tushar Patel; Jennifer C Jones; Saumya Das; Kei-Hoi Cheung; Alexander R Pico; Andrew I Su; Robert L Raffai; Louise C Laurent; Matthew E Roth; Mark B Gerstein; Aleksandar Milosavljevic
Journal:  Cell       Date:  2019-04-04       Impact factor: 41.582

4.  Systematic evaluation of cell-type deconvolution pipelines for sequencing-based bulk DNA methylomes.

Authors:  Yunhee Jeong; Lisa Barros de Andrade E Sousa; Dominik Thalmeier; Reka Toth; Marlene Ganslmeier; Kersten Breuer; Christoph Plass; Pavlo Lutsik
Journal:  Brief Bioinform       Date:  2022-07-18       Impact factor: 13.994

5.  Proteogenomic characterization of pancreatic ductal adenocarcinoma.

Authors:  Liwei Cao; Chen Huang; Daniel Cui Zhou; Yingwei Hu; T Mamie Lih; Sara R Savage; Karsten Krug; David J Clark; Michael Schnaubelt; Lijun Chen; Felipe da Veiga Leprevost; Rodrigo Vargas Eguez; Weiming Yang; Jianbo Pan; Bo Wen; Yongchao Dou; Wen Jiang; Yuxing Liao; Zhiao Shi; Nadezhda V Terekhanova; Song Cao; Rita Jui-Hsien Lu; Yize Li; Ruiyang Liu; Houxiang Zhu; Peter Ronning; Yige Wu; Matthew A Wyczalkowski; Hariharan Easwaran; Ludmila Danilova; Arvind Singh Mer; Seungyeul Yoo; Joshua M Wang; Wenke Liu; Benjamin Haibe-Kains; Mathangi Thiagarajan; Scott D Jewell; Galen Hostetter; Chelsea J Newton; Qing Kay Li; Michael H Roehrl; David Fenyö; Pei Wang; Alexey I Nesvizhskii; D R Mani; Gilbert S Omenn; Emily S Boja; Mehdi Mesri; Ana I Robles; Henry Rodriguez; Oliver F Bathe; Daniel W Chan; Ralph H Hruban; Li Ding; Bing Zhang; Hui Zhang
Journal:  Cell       Date:  2021-09-16       Impact factor: 66.850

Review 6.  Statistical and integrative system-level analysis of DNA methylation data.

Authors:  Andrew E Teschendorff; Caroline L Relton
Journal:  Nat Rev Genet       Date:  2017-11-13       Impact factor: 53.242

7.  A transdisciplinary approach to understand the epigenetic basis of race/ethnicity health disparities.

Authors:  Lucas A Salas; Lauren C Peres; Zaneta M Thayer; Rick Wa Smith; Yichen Guo; Wonil Chung; Jiahui Si; Liming Liang
Journal:  Epigenomics       Date:  2021-03-10       Impact factor: 4.778

8.  Complete deconvolution of DNA methylation signals from complex tissues: a geometric approach.

Authors:  Weiwei Zhang; Hao Wu; Ziyi Li
Journal:  Bioinformatics       Date:  2021-05-23       Impact factor: 6.937

9.  DNA hypermethylation during tuberculosis dampens host immune responsiveness.

Authors:  Andrew R DiNardo; Kimal Rajapakshe; Tomoki Nishiguchi; Sandra L Grimm; Godwin Mtetwa; Qiniso Dlamini; Jaqueline Kahari; Sanjana Mahapatra; Alexander Kay; Gugu Maphalala; Emily M Mace; George Makedonas; Jeffrey D Cirillo; Mihai G Netea; Reinout van Crevel; Cristian Coarfa; Anna M Mandalakas
Journal:  J Clin Invest       Date:  2020-06-01       Impact factor: 14.808

10.  Reference-free deconvolution, visualization and interpretation of complex DNA methylation data using DecompPipeline, MeDeCom and FactorViz.

Authors:  Michael Scherer; Petr V Nazarov; Reka Toth; Shashwat Sahay; Tony Kaoma; Valentin Maurer; Nikita Vedeneev; Christoph Plass; Thomas Lengauer; Jörn Walter; Pavlo Lutsik
Journal:  Nat Protoc       Date:  2020-09-25       Impact factor: 13.491

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