Home LiteratureArticle Details
PMID: 29628290 Published · ppublish English Journal Article Research Support, N.I.H., Extramural Research Support, U.S. Gov't, Non-P.H.S.

The Immune Landscape of Cancer.

Immunity ·Vol. 48 ·No. 4 ·2018-00-17 ·Pages 812-830.e14

Thorsson V, Gibbs DL, Brown SD, Wolf D, Bortone DS, Ou Yang TH, Porta-Pardo E, Gao GF, Plaisier CL, Eddy JA, Ziv E, Culhane AC, Paull EO, Sivakumar IKA, Gentles AJ, Malhotra R, Farshidfar F, Colaprico A, Parker JS, Mose LE, Vo NS, Liu J, Liu Y, Rader J, Dhankani V, Reynolds SM, Bowlby R, Califano A, Cherniack AD, Anastassiou D, Bedognetti D, Mokrab Y, Newman AM, Rao A, Chen K, Krasnitz A, Hu H, Malta TM, Noushmehr H, Pedamallu CS, Bullman S, Ojesina AI, Lamb A, Zhou W, Shen H, Choueiri TK, Weinstein JN, Guinney J, Saltz J, Holt RA, Rabkin CS, Cancer Genome Atlas Research Network, Lazar AJ, Serody JS, Demicco EG, Disis ML, Vincent BG, Shmulevich I

Abstract

We performed an extensive immunogenomic analysis of more than 10,000 tumors comprising 33 diverse cancer types by utilizing data compiled by TCGA. Across cancer types, we identified six immune subtypes-wound healing, IFN-γ dominant, inflammatory, lymphocyte depleted, immunologically quiet, and TGF-β dominant-characterized by differences in macrophage or lymphocyte signatures, Th1:Th2 cell ratio, extent of intratumoral heterogeneity, aneuploidy, extent of neoantigen load, overall cell proliferation, expression of immunomodulatory genes, and prognosis. Specific driver mutations correlated with lower (CTNNB1, NRAS, or IDH1) or higher (BRAF, TP53, or CASP8) leukocyte levels across all cancers. Multiple control modalities of the intracellular and extracellular networks (transcription, microRNAs, copy number, and epigenetic processes) were involved in tumor-immune cell interactions, both across and within immune subtypes. Our immunogenomics pipeline to characterize these heterogeneous tumors and the resulting data are intended to serve as a resource for future targeted studies to further advance the field.

Keywords
cancer genomics immune subtypes immuno-oncology immunomodulatory immunotherapy integrative network analysis tumor immunology tumor microenvironment
MeSH Terms
Adolescent Adult Aged Aged, 80 and over Child Female Genomics/methods Humans Interferon-gamma/genetics,immunology Macrophages/immunology Male Middle Aged Neoplasms/classification,genetics,immunology Prognosis Th1-Th2 Balance/physiology Transforming Growth Factor beta/genetics,immunology Wound Healing/genetics,immunology Young Adult
Chemicals
IFNG protein, human Transforming Growth Factor beta Interferon-gamma
Authors & Affiliations
58 authors, click to expand affiliations / ORCID
Thorsson Vésteinn
Institute for Systems Biology, 401 Terry Ave N, Seattle, WA 98109, USA. Electronic address: vesteinn.thorsson@systemsbiology.org.
Gibbs David L
Institute for Systems Biology, 401 Terry Ave N, Seattle, WA 98109, USA.
Brown Scott D
Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada.
Wolf Denise
University of California, San Francisco, Box 0808, 2340 Sutter Street, S433, San Francisco, CA 94115, USA.
Bortone Dante S
Lineberger Comprehensive Cancer Center, Curriculum in Bioinformatics and Computational Biology, University of North Carolina, 125 Mason Farm Road, Chapel Hill, NC 27599-7295, USA.
Ou Yang Tai-Hsien
Department of Systems Biology and Department of Electrical Engineering, Columbia University, New York, NY 10027, USA.
Porta-Pardo Eduard
Barcelona Supercomputing Centre, c/Jordi Girona, 29, 08034 Barcelona, Spain; SBP Medical Discovery Institute, La Jolla, CA 92037, USA.
Gao Galen F
The Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA.
Plaisier Christopher L
Institute for Systems Biology, 401 Terry Ave N, Seattle, WA 98109, USA; School of Biological and Health Systems Engineering, Arizona State University, Tempe, AZ 85281, USA.
Eddy James A
Sage Bionetworks, 2901 Third Ave, Suite 330, Seattle, WA 98121, USA.
Ziv Elad
Department of Medicine, Institute for Human Genetics, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, 1450 3rd St, San Francisco, CA 94143, USA.
Culhane Aedin C
Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.
Paull Evan O
Irving Cancer Research Center, Room 913,1130 St. Nicholas Avenue, New York, NY 10032, USA.
Sivakumar I K Ashok
Department of Computer Science, Institute for Computational Medicine; Johns Hopkins University, Baltimore, MD 21218, USA.
Gentles Andrew J
Departments of Medicine and Biomedical Data Science, Stanford University, Stanford, CA 94305, USA.
Malhotra Raunaq
Seven Bridges Genomics, Cambridge, MA 02142, USA.
Farshidfar Farshad
Department of Oncology, University of Calgary, Calgary, AB T2N 4N1, Canada.
Colaprico Antonio
Universite libre de Bruxelles (ULB), Computer Science Department, Faculty of Sciences, Boulevard du Triomphe - CP212, 1050 Bruxelles, Belgium.
Parker Joel S
Lineberger Comprehensive Cancer Center, Curriculum in Bioinformatics and Computational Biology, University of North Carolina, 125 Mason Farm Road, Chapel Hill, NC 27599-7295, USA.
Mose Lisle E
Lineberger Comprehensive Cancer Center, Curriculum in Bioinformatics and Computational Biology, University of North Carolina, 125 Mason Farm Road, Chapel Hill, NC 27599-7295, USA.
Vo Nam Sy
Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
Liu Jianfang
Chan Soon-Shiong Institute of Molecular Medicine at Windber, Windber, PA 15963, USA.
Liu Yuexin
Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
Rader Janet
Medical College of Wisconsin, 9200 Wisconsin Avenue, Milwaukee, WI 53226 USA.
Dhankani Varsha
Institute for Systems Biology, 401 Terry Ave N, Seattle, WA 98109, USA.
Reynolds Sheila M
Institute for Systems Biology, 401 Terry Ave N, Seattle, WA 98109, USA.
Bowlby Reanne
Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada.
Califano Andrea
Irving Cancer Research Center, Room 913,1130 St. Nicholas Avenue, New York, NY 10032, USA.
Cherniack Andrew D
The Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA.
Anastassiou Dimitris
Department of Systems Biology and Department of Electrical Engineering, Columbia University, New York, NY 10027, USA.
Bedognetti Davide
Division of Translational Medicine, Research Branch, Sidra Medical and Research Center, PO Box 26999, Doha, Qatar.
Mokrab Younes
Division of Translational Medicine, Research Branch, Sidra Medical and Research Center, PO Box 26999, Doha, Qatar.
Newman Aaron M
Institute for Stem Cell Biology and Regenerative Medicine and Department of Biomedical Data Science, Stanford University, Stanford, CA 94305, USA.
Rao Arvind
Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
Chen Ken
Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
Krasnitz Alexander
Simons Center for Quantitative Biology, Cold Spring Harbor Laboratory, 1 Bungtown Road, Cold Spring Harbor, NY 11724, USA.
Hu Hai
Chan Soon-Shiong Institute of Molecular Medicine at Windber, Windber, PA 15963, USA.
Malta Tathiane M
Department of Neurosurgery, Henry Ford Hospital, Detroit, MI 48202, USA; Department of Genetics, Ribeirao Preto Medical School, University of São Paulo, São Paulo, Brazil.
Noushmehr Houtan
Department of Neurosurgery, Henry Ford Hospital, Detroit, MI 48202, USA; Department of Genetics, Ribeirao Preto Medical School, University of São Paulo, São Paulo, Brazil.
Pedamallu Chandra Sekhar
Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.
Bullman Susan
Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.
Ojesina Akinyemi I
University of Alabama at Birmingham, Birmingham, AL 35294, USA.
Lamb Andrew
Sage Bionetworks, 2901 Third Ave, Suite 330, Seattle, WA 98121, USA.
Zhou Wanding
Center for Epigenetics, Van Andel Research Institute, Grand Rapids, MI 49503, USA.
Shen Hui
Center for Epigenetics, Van Andel Research Institute, Grand Rapids, MI 49503, USA.
Choueiri Toni K
Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.
Weinstein John N
Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
Guinney Justin
Sage Bionetworks, 2901 Third Ave, Suite 330, Seattle, WA 98121, USA.
Saltz Joel
Department of Biomedical Informatics, Stony Brook Medicine, 100 Nicolls Rd, Stony Brook, NY 11794, USA.
Holt Robert A
Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada.
Rabkin Charles S
Division of Cancer Epidemiology and Genetics, National Cancer Institute, 9609 Medical Center Dr., Bethesda, MD 20892, USA.
Cancer Genome Atlas Research Network
Lazar Alexander J
Departments of Pathology, Genomics Medicine and Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd-Unit 85, Houston, TX 77030, USA.
Serody Jonathan S
Department of Medicine and Microbiology and Lineberger Comprehensive Cancer Center, 125 Mason Farm Road, Chapel Hill, NC 27599-7295, USA.
Demicco Elizabeth G
Mount Sinai Hospital, Department of Pathology and Laboratory Medicine, 600 University Ave., Toronto, ON M5G 1X5, Canada.
Disis Mary L
UW Medicine Cancer Vaccine Institute, 850 Republican Street, Brotman Building, 2nd Floor, Room 221, Box 358050, University of Washington, Seattle, WA 98109-4714, USA.
Vincent Benjamin G
Lineberger Comprehensive Cancer Center, Curriculum in Bioinformatics and Computational Biology, University of North Carolina, 125 Mason Farm Road, Chapel Hill, NC 27599-7295, USA. Electronic address: benjamin.vincent@unchealth.unc.edu.
Shmulevich Ilya
Institute for Systems Biology, 401 Terry Ave N, Seattle, WA 98109, USA. Electronic address: ilya.shmulevich@systemsbiology.org.
Investigators
725 investigators, click to expand
Caesar-Johnson Samantha J
Demchok John A
Felau Ina
Kasapi Melpomeni
Ferguson Martin L
Hutter Carolyn M
Sofia Heidi J
Tarnuzzer Roy
Wang Zhining
Yang Liming
Zenklusen Jean C
Zhang Jiashan Julia
Chudamani Sudha
Liu Jia
Lolla Laxmi
Naresh Rashi
Pihl Todd
Sun Qiang
Wan Yunhu
Wu Ye
Cho Juok
DeFreitas Timothy
Frazer Scott
Gehlenborg Nils
Getz Gad
Heiman David I
Kim Jaegil
Lawrence Michael S
Lin Pei
Meier Sam
Noble Michael S
Saksena Gordon
Voet Doug
Zhang Hailei
Bernard Brady
Chambwe Nyasha
Dhankani Varsha
Knijnenburg Theo
Kramer Roger
Leinonen Kalle
Liu Yuexin
Miller Michael
Reynolds Sheila
Shmulevich Ilya
Thorsson Vesteinn
Zhang Wei
Akbani Rehan
Broom Bradley M
Hegde Apurva M
Ju Zhenlin
Kanchi Rupa S
Korkut Anil
Li Jun
Liang Han
Ling Shiyun
Liu Wenbin
Lu Yiling
Mills Gordon B
Ng Kwok-Shing
Rao Arvind
Ryan Michael
Wang Jing
Weinstein John N
Zhang Jiexin
Abeshouse Adam
Armenia Joshua
Chakravarty Debyani
Chatila Walid K
de Bruijn Ino
Gao Jianjiong
Gross Benjamin E
Heins Zachary J
Kundra Ritika
La Konnor
Ladanyi Marc
Luna Augustin
Nissan Moriah G
Ochoa Angelica
Phillips Sarah M
Reznik Ed
Sanchez-Vega Francisco
Sander Chris
Schultz Nikolaus
Sheridan Robert
Sumer S Onur
Sun Yichao
Taylor Barry S
Wang Jioajiao
Zhang Hongxin
Anur Pavana
Peto Myron
Spellman Paul
Benz Christopher
Stuart Joshua M
Wong Christopher K
Yau Christina
Hayes D Neil
Parker Joel S
Wilkerson Matthew D
Ally Adrian
Balasundaram Miruna
Bowlby Reanne
Brooks Denise
Carlsen Rebecca
Chuah Eric
Dhalla Noreen
Holt Robert
Jones Steven J M
Kasaian Katayoon
Lee Darlene
Ma Yussanne
Marra Marco A
Mayo Michael
Moore Richard A
Mungall Andrew J
Mungall Karen
Robertson A Gordon
Sadeghi Sara
Schein Jacqueline E
Sipahimalani Payal
Tam Angela
Thiessen Nina
Tse Kane
Wong Tina
Berger Ashton C
Beroukhim Rameen
Cherniack Andrew D
Cibulskis Carrie
Gabriel Stacey B
Gao Galen F
Ha Gavin
Meyerson Matthew
Schumacher Steven E
Shih Juliann
Kucherlapati Melanie H
Kucherlapati Raju S
Baylin Stephen
Cope Leslie
Danilova Ludmila
Bootwalla Moiz S
Lai Phillip H
Maglinte Dennis T
Van Den Berg David J
Weisenberger Daniel J
Auman J Todd
Balu Saianand
Bodenheimer Tom
Fan Cheng
Hoadley Katherine A
Hoyle Alan P
Jefferys Stuart R
Jones Corbin D
Meng Shaowu
Mieczkowski Piotr A
Mose Lisle E
Perou Amy H
Perou Charles M
Roach Jeffrey
Shi Yan
Simons Janae V
Skelly Tara
Soloway Matthew G
Tan Donghui
Veluvolu Umadevi
Fan Huihui
Hinoue Toshinori
Laird Peter W
Shen Hui
Zhou Wanding
Bellair Michelle
Chang Kyle
Covington Kyle
Creighton Chad J
Dinh Huyen
Doddapaneni HarshaVardhan
Donehower Lawrence A
Drummond Jennifer
Gibbs Richard A
Glenn Robert
Hale Walker
Han Yi
Hu Jianhong
Korchina Viktoriya
Lee Sandra
Lewis Lora
Li Wei
Liu Xiuping
Morgan Margaret
Morton Donna
Muzny Donna
Santibanez Jireh
Sheth Margi
Shinbrot Eve
Wang Linghua
Wang Min
Wheeler David A
Xi Liu
Zhao Fengmei
Hess Julian
Appelbaum Elizabeth L
Bailey Matthew
Cordes Matthew G
Ding Li
Fronick Catrina C
Fulton Lucinda A
Fulton Robert S
Kandoth Cyriac
Mardis Elaine R
McLellan Michael D
Miller Christopher A
Schmidt Heather K
Wilson Richard K
Crain Daniel
Curley Erin
Gardner Johanna
Lau Kevin
Mallery David
Morris Scott
Paulauskis Joseph
Penny Robert
Shelton Candace
Shelton Troy
Sherman Mark
Thompson Eric
Yena Peggy
Bowen Jay
Gastier-Foster Julie M
Gerken Mark
Leraas Kristen M
Lichtenberg Tara M
Ramirez Nilsa C
Wise Lisa
Zmuda Erik
Corcoran Niall
Costello Tony
Hovens Christopher
Carvalho Andre L
de Carvalho Ana C
Fregnani José H
Longatto-Filho Adhemar
Reis Rui M
Scapulatempo-Neto Cristovam
Silveira Henrique C S
Vidal Daniel O
Burnette Andrew
Eschbacher Jennifer
Hermes Beth
Noss Ardene
Singh Rosy
Anderson Matthew L
Castro Patricia D
Ittmann Michael
Huntsman David
Kohl Bernard
Le Xuan
Thorp Richard
Andry Chris
Duffy Elizabeth R
Lyadov Vladimir
Paklina Oxana
Setdikova Galiya
Shabunin Alexey
Tavobilov Mikhail
McPherson Christopher
Warnick Ronald
Berkowitz Ross
Cramer Daniel
Feltmate Colleen
Horowitz Neil
Kibel Adam
Muto Michael
Raut Chandrajit P
Malykh Andrei
Barnholtz-Sloan Jill S
Barrett Wendi
Devine Karen
Fulop Jordonna
Ostrom Quinn T
Shimmel Kristen
Wolinsky Yingli
Sloan Andrew E
De Rose Agostino
Giuliante Felice
Goodman Marc
Karlan Beth Y
Hagedorn Curt H
Eckman John
Harr Jodi
Myers Jerome
Tucker Kelinda
Zach Leigh Anne
Deyarmin Brenda
Hu Hai
Kvecher Leonid
Larson Caroline
Mural Richard J
Somiari Stella
Vicha Ales
Zelinka Tomas
Bennett Joseph
Iacocca Mary
Rabeno Brenda
Swanson Patricia
Latour Mathieu
Lacombe Louis
Têtu Bernard
Bergeron Alain
McGraw Mary
Staugaitis Susan M
Chabot John
Hibshoosh Hanina
Sepulveda Antonia
Su Tao
Wang Timothy
Potapova Olga
Voronina Olga
Desjardins Laurence
Mariani Odette
Roman-Roman Sergio
Sastre Xavier
Stern Marc-Henri
Cheng Feixiong
Signoretti Sabina
Berchuck Andrew
Bigner Darell
Lipp Eric
Marks Jeffrey
McCall Shannon
McLendon Roger
Secord Angeles
Sharp Alexis
Behera Madhusmita
Brat Daniel J
Chen Amy
Delman Keith
Force Seth
Khuri Fadlo
Magliocca Kelly
Maithel Shishir
Olson Jeffrey J
Owonikoko Taofeek
Pickens Alan
Ramalingam Suresh
Shin Dong M
Sica Gabriel
Van Meir Erwin G
Zhang Hongzheng
Eijckenboom Wil
Gillis Ad
Korpershoek Esther
Looijenga Leendert
Oosterhuis Wolter
Stoop Hans
van Kessel Kim E
Zwarthoff Ellen C
Calatozzolo Chiara
Cuppini Lucia
Cuzzubbo Stefania
DiMeco Francesco
Finocchiaro Gaetano
Mattei Luca
Perin Alessandro
Pollo Bianca
Chen Chu
Houck John
Lohavanichbutr Pawadee
Hartmann Arndt
Stoehr Christine
Stoehr Robert
Taubert Helge
Wach Sven
Wullich Bernd
Kycler Witold
Murawa Dawid
Wiznerowicz Maciej
Chung Ki
Edenfield W Jeffrey
Martin Julie
Baudin Eric
Bubley Glenn
Bueno Raphael
De Rienzo Assunta
Richards William G
Kalkanis Steven
Mikkelsen Tom
Noushmehr Houtan
Scarpace Lisa
Girard Nicolas
Aymerich Marta
Campo Elias
Giné Eva
Guillermo Armando López
Van Bang Nguyen
Hanh Phan Thi
Phu Bui Duc
Tang Yufang
Colman Howard
Evason Kimberley
Dottino Peter R
Martignetti John A
Gabra Hani
Juhl Hartmut
Akeredolu Teniola
Stepa Serghei
Hoon Dave
Ahn Keunsoo
Kang Koo Jeong
Beuschlein Felix
Breggia Anne
Birrer Michael
Bell Debra
Borad Mitesh
Bryce Alan H
Castle Erik
Chandan Vishal
Cheville John
Copland John A
Farnell Michael
Flotte Thomas
Giama Nasra
Ho Thai
Kendrick Michael
Kocher Jean-Pierre
Kopp Karla
Moser Catherine
Nagorney David
O'Brien Daniel
O'Neill Brian Patrick
Patel Tushar
Petersen Gloria
Que Florencia
Rivera Michael
Roberts Lewis
Smallridge Robert
Smyrk Thomas
Stanton Melissa
Thompson R Houston
Torbenson Michael
Yang Ju Dong
Zhang Lizhi
Brimo Fadi
Ajani Jaffer A
Gonzalez Ana Maria Angulo
Behrens Carmen
Bondaruk Jolanta
Broaddus Russell
Czerniak Bogdan
Esmaeli Bita
Fujimoto Junya
Gershenwald Jeffrey
Guo Charles
Lazar Alexander J
Logothetis Christopher
Meric-Bernstam Funda
Moran Cesar
Ramondetta Lois
Rice David
Sood Anil
Tamboli Pheroze
Thompson Timothy
Troncoso Patricia
Tsao Anne
Wistuba Ignacio
Carter Candace
Haydu Lauren
Hersey Peter
Jakrot Valerie
Kakavand Hojabr
Kefford Richard
Lee Kenneth
Long Georgina
Mann Graham
Quinn Michael
Saw Robyn
Scolyer Richard
Shannon Kerwin
Spillane Andrew
Stretch Onathan
Synott Maria
Thompson John
Wilmott James
Al-Ahmadie Hikmat
Chan Timothy A
Ghossein Ronald
Gopalan Anuradha
Levine Douglas A
Reuter Victor
Singer Samuel
Singh Bhuvanesh
Tien Nguyen Viet
Broudy Thomas
Mirsaidi Cyrus
Nair Praveen
Drwiega Paul
Miller Judy
Smith Jennifer
Zaren Howard
Park Joong-Won
Hung Nguyen Phi
Kebebew Electron
Linehan W Marston
Metwalli Adam R
Pacak Karel
Pinto Peter A
Schiffman Mark
Schmidt Laura S
Vocke Cathy D
Wentzensen Nicolas
Worrell Robert
Yang Hannah
Moncrieff Marc
Goparaju Chandra
Melamed Jonathan
Pass Harvey
Botnariuc Natalia
Caraman Irina
Cernat Mircea
Chemencedji Inga
Clipca Adrian
Doruc Serghei
Gorincioi Ghenadie
Mura Sergiu
Pirtac Maria
Stancul Irina
Tcaciuc Diana
Albert Monique
Alexopoulou Iakovina
Arnaout Angel
Bartlett John
Engel Jay
Gilbert Sebastien
Parfitt Jeremy
Sekhon Harman
Thomas George
Rassl Doris M
Rintoul Robert C
Bifulco Carlo
Tamakawa Raina
Urba Walter
Hayward Nicholas
Timmers Henri
Antenucci Anna
Facciolo Francesco
Grazi Gianluca
Marino Mirella
Merola Roberta
de Krijger Ronald
Gimenez-Roqueplo Anne-Paule
Piché Alain
Chevalier Simone
McKercher Ginette
Birsoy Kivanc
Barnett Gene
Brewer Cathy
Farver Carol
Naska Theresa
Pennell Nathan A
Raymond Daniel
Schilero Cathy
Smolenski Kathy
Williams Felicia
Morrison Carl
Borgia Jeffrey A
Liptay Michael J
Pool Mark
Seder Christopher W
Junker Kerstin
Omberg Larsson
Dinkin Mikhail
Manikhas George
Alvaro Domenico
Bragazzi Maria Consiglia
Cardinale Vincenzo
Carpino Guido
Gaudio Eugenio
Chesla David
Cottingham Sandra
Dubina Michael
Moiseenko Fedor
Dhanasekaran Renumathy
Becker Karl-Friedrich
Janssen Klaus-Peter
Slotta-Huspenina Julia
Abdel-Rahman Mohamed H
Aziz Dina
Bell Sue
Cebulla Colleen M
Davis Amy
Duell Rebecca
Elder J Bradley
Hilty Joe
Kumar Bahavna
Lang James
Lehman Norman L
Mandt Randy
Nguyen Phuong
Pilarski Robert
Rai Karan
Schoenfield Lynn
Senecal Kelly
Wakely Paul
Hansen Paul
Lechan Ronald
Powers James
Tischler Arthur
Grizzle William E
Sexton Katherine C
Kastl Alison
Henderson Joel
Porten Sima
Waldmann Jens
Fassnacht Martin
Asa Sylvia L
Schadendorf Dirk
Couce Marta
Graefen Markus
Huland Hartwig
Sauter Guido
Schlomm Thorsten
Simon Ronald
Tennstedt Pierre
Olabode Oluwole
Nelson Mark
Bathe Oliver
Carroll Peter R
Chan June M
Disaia Philip
Glenn Pat
Kelley Robin K
Landen Charles N
Phillips Joanna
Prados Michael
Simko Jeffry
Smith-McCune Karen
VandenBerg Scott
Roggin Kevin
Fehrenbach Ashley
Kendler Ady
Sifri Suzanne
Steele Ruth
Jimeno Antonio
Carey Francis
Forgie Ian
Mannelli Massimo
Carney Michael
Hernandez Brenda
Campos Benito
Herold-Mende Christel
Jungk Christin
Unterberg Andreas
von Deimling Andreas
Bossler Aaron
Galbraith Joseph
Jacobus Laura
Knudson Michael
Knutson Tina
Ma Deqin
Milhem Mohammed
Sigmund Rita
Godwin Andrew K
Madan Rashna
Rosenthal Howard G
Adebamowo Clement
Adebamowo Sally N
Boussioutas Alex
Beer David
Giordano Thomas
Mes-Masson Anne-Marie
Saad Fred
Bocklage Therese
Landrum Lisa
Mannel Robert
Moore Kathleen
Moxley Katherine
Postier Russel
Walker Joan
Zuna Rosemary
Feldman Michael
Valdivieso Federico
Dhir Rajiv
Luketich James
Pinero Edna M Mora
Quintero-Aguilo Mario
Carlotti Carlos Gilberto
Dos Santos Jose Sebastião
Kemp Rafael
Sankarankuty Ajith
Tirapelli Daniela
Catto James
Agnew Kathy
Swisher Elizabeth
Creaney Jenette
Robinson Bruce
Shelley Carl Simon
Godwin Eryn M
Kendall Sara
Shipman Cassaundra
Bradford Carol
Carey Thomas
Haddad Andrea
Moyer Jeffey
Peterson Lisa
Prince Mark
Rozek Laura
Wolf Gregory
Bowman Rayleen
Fong Kwun M
Yang Ian
Korst Robert
Rathmell W Kimryn
Fantacone-Campbell J Leigh
Hooke Jeffrey A
Kovatich Albert J
Shriver Craig D
DiPersio John
Drake Bettina
Govindan Ramaswamy
Heath Sharon
Ley Timothy
Van Tine Brian
Westervelt Peter
Rubin Mark A
Lee Jung Il
Aredes Natália D
Mariamidze Armaz
References (96)
96 references, click to expand
  1. Genomic and Functional Approaches to Understanding Cancer Aneuploidy.
    Cancer Cell. 2018 Apr 9;33(4):676-689.e3 PMID: 29622463
  2. Evaluating the effective numbers of independent tests and significant p-value thresholds in commercial genotyping arrays and public imputation reference datasets.
    Hum Genet. 2012 May;131(5):747-56 PMID: 22143225
  3. WGCNA: an R package for weighted correlation network analysis.
    BMC Bioinformatics. 2008 Dec 29;9:559 PMID: 19114008
  4. Phosphoproteome Integration Reveals Patient-Specific Networks in Prostate Cancer.
    Cell. 2016 Aug 11;166(4):1041-1054 PMID: 27499020
  5. Fast and accurate short read alignment with Burrows-Wheeler transform.
    Bioinformatics. 2009 Jul 15;25(14):1754-60 PMID: 19451168
  6. A draft network of ligand-receptor-mediated multicellular signalling in human.
    Nat Commun. 2015 Jul 22;6:7866 PMID: 26198319
  7. Scalable Open Science Approach for Mutation Calling of Tumor Exomes Using Multiple Genomic Pipelines.
    Cell Syst. 2018 Mar 28;6(3):271-281.e7 PMID: 29596782
  8. Gene co-expression modules as clinically relevant hallmarks of breast cancer diversity.
    PLoS One. 2014 Feb 07;9(2):e88309 PMID: 24516633
  9. Genomic correlates of response to immune checkpoint therapies in clear cell renal cell carcinoma.
    Science. 2018 Feb 16;359(6377):801-806 PMID: 29301960
  10. Mutant IDH1 regulates the tumor-associated immune system in gliomas.
    Genes Dev. 2017 Apr 15;31(8):774-786 PMID: 28465358
  11. Regularization Paths for Generalized Linear Models via Coordinate Descent.
    J Stat Softw. 2010;33(1):1-22 PMID: 20808728
  12. A reference panel of 64,976 haplotypes for genotype imputation.
    Nat Genet. 2016 Oct;48(10):1279-83 PMID: 27548312
  13. Using Weeder for the discovery of conserved transcription factor binding sites.
    Curr Protoc Bioinformatics. 2006 Oct;Chapter 2:Unit 2.11 PMID: 18428764
  14. Compendium of Immune Signatures Identifies Conserved and Species-Specific Biology in Response to Inflammation.
    Immunity. 2016 Jan 19;44(1):194-206 PMID: 26795250
  15. Overall C as a measure of discrimination in survival analysis: model specific population value and confidence interval estimation.
    Stat Med. 2004 Jul 15;23(13):2109-23 PMID: 15211606
  16. Hallmarks of cancer: the next generation.
    Cell. 2011 Mar 4;144(5):646-74 PMID: 21376230
  17. GISTIC2.0 facilitates sensitive and confident localization of the targets of focal somatic copy-number alteration in human cancers.
    Genome Biol. 2011;12(4):R41 PMID: 21527027
  18. Identification of genetic determinants of breast cancer immune phenotypes by integrative genome-scale analysis.
    Oncoimmunology. 2017 Feb 6;6(2):e1253654 PMID: 28344865
  19. Absolute quantification of somatic DNA alterations in human cancer.
    Nat Biotechnol. 2012 May;30(5):413-21 PMID: 22544022
  20. Pan-cancer analysis of intratumor heterogeneity as a prognostic determinant of survival.
    Oncotarget. 2016 Mar 1;7(9):10051-63 PMID: 26840267
  21. Decoupling genetics, lineages, and microenvironment in IDH-mutant gliomas by single-cell RNA-seq.
    Science. 2017 Mar 31;355(6332): PMID: 28360267
  22. ARACNE: an algorithm for the reconstruction of gene regulatory networks in a mammalian cellular context.
    BMC Bioinformatics. 2006 Mar 20;7 Suppl 1:S7 PMID: 16723010
  23. CD277 is a negative co-stimulatory molecule universally expressed by ovarian cancer microenvironmental cells.
    Oncotarget. 2010 Sep;1(5):329-38 PMID: 21113407
  24. Integrated genomic analyses of ovarian carcinoma.
    Nature. 2011 Jun 29;474(7353):609-15 PMID: 21720365
  25. Functional characterization of somatic mutations in cancer using network-based inference of protein activity.
    Nat Genet. 2016 Aug;48(8):838-47 PMID: 27322546
  26. The Ensembl Variant Effect Predictor.
    Genome Biol. 2016 Jun 06;17(1):122 PMID: 27268795
  27. cMonkey2: Automated, systematic, integrated detection of co-regulated gene modules for any organism.
    Nucleic Acids Res. 2015 Jul 27;43(13):e87 PMID: 25873626
  28. Profiling tissue-resident T cell repertoires by RNA sequencing.
    Genome Med. 2015 Nov 30;7:125 PMID: 26620832
  29. iBBiG: iterative binary bi-clustering of gene sets.
    Bioinformatics. 2012 Oct 1;28(19):2484-92 PMID: 22789589
  30. A systems genetics approach implicates USF1, FADS3, and other causal candidate genes for familial combined hyperlipidemia.
    PLoS Genet. 2009 Sep;5(9):e1000642 PMID: 19750004
  31. Near-optimal probabilistic RNA-seq quantification.
    Nat Biotechnol. 2016 May;34(5):525-7 PMID: 27043002
  32. Molecular and genetic properties of tumors associated with local immune cytolytic activity.
    Cell. 2015 Jan 15;160(1-2):48-61 PMID: 25594174
  33. mclust 5: Clustering, Classification and Density Estimation Using Gaussian Finite Mixture Models.
    R J. 2016 Aug;8(1):289-317 PMID: 27818791
  34. Robust enumeration of cell subsets from tissue expression profiles.
    Nat Methods. 2015 May;12(5):453-7 PMID: 25822800
  35. TCGA Workflow: Analyze cancer genomics and epigenomics data using Bioconductor packages.
    F1000Res. 2016 Jun 29;5:1542 PMID: 28232861
  36. The prognostic landscape of genes and infiltrating immune cells across human cancers.
    Nat Med. 2015 Aug;21(8):938-945 PMID: 26193342
  37. Genomic and Transcriptomic Features of Response to Anti-PD-1 Therapy in Metastatic Melanoma.
    Cell. 2016 Mar 24;165(1):35-44 PMID: 26997480
  38. Macrophage polarization comes of age.
    Immunity. 2005 Oct;23(4):344-6 PMID: 16226499
  39. Comprehensive analysis of cancer-associated somatic mutations in class I HLA genes.
    Nat Biotechnol. 2015 Nov;33(11):1152-8 PMID: 26372948
  40. Disentangling the relationship between tumor genetic programs and immune responsiveness.
    Curr Opin Immunol. 2016 Apr;39:150-8 PMID: 26967649
  41. Genomic Analysis of Immune Cell Infiltrates Across 11 Tumor Types.
    J Natl Cancer Inst. 2016 Jun 22;108(11): PMID: 27335052
  42. Genomic analyses identify molecular subtypes of pancreatic cancer.
    Nature. 2016 Mar 3;531(7592):47-52 PMID: 26909576
  43. Causal Mechanistic Regulatory Network for Glioblastoma Deciphered Using Systems Genetics Network Analysis.
    Cell Syst. 2016 Aug;3(2):172-186 PMID: 27426982
  44. The role of site accessibility in microRNA target recognition.
    Nat Genet. 2007 Oct;39(10):1278-84 PMID: 17893677
  45. Transforming growth factor beta (TGF-beta) and inflammation in cancer.
    Cytokine Growth Factor Rev. 2010 Feb;21(1):49-59 PMID: 20018551
  46. Discovering causal pathways linking genomic events to transcriptional states using Tied Diffusion Through Interacting Events (TieDIE).
    Bioinformatics. 2013 Nov 1;29(21):2757-64 PMID: 23986566
  47. A cloud-based workflow to quantify transcript-expression levels in public cancer compendia.
    Sci Rep. 2016 Dec 16;6:39259 PMID: 27982081
  48. Improved prognostic classification of breast cancer defined by antagonistic activation patterns of immune response pathway modules.
    BMC Cancer. 2010 Nov 04;10:604 PMID: 21050467
  49. Interpretation of genomic variants using a unified biological network approach.
    PLoS Comput Biol. 2013;9(3):e1002886 PMID: 23505346
  50. Eigengene networks for studying the relationships between co-expression modules.
    BMC Syst Biol. 2007 Nov 21;1:54 PMID: 18031580
  51. microRNAs function in CD8+T cell biology.
    J Leukoc Biol. 2015 Mar;97(3):487-97 PMID: 25560605
  52. Biomolecular events in cancer revealed by attractor metagenes.
    PLoS Comput Biol. 2013;9(2):e1002920 PMID: 23468608
  53. Genomic Classification of Cutaneous Melanoma.
    Cell. 2015 Jun 18;161(7):1681-96 PMID: 26091043
  54. Effects of infiltrating lymphocytes and estrogen receptor on gene expression and prognosis in breast cancer.
    Breast Cancer Res Treat. 2009 Jul;116(1):69-77 PMID: 18592372
  55. RSEM: accurate transcript quantification from RNA-Seq data with or without a reference genome.
    BMC Bioinformatics. 2011 Aug 04;12:323 PMID: 21816040
  56. Genomic and Molecular Landscape of DNA Damage Repair Deficiency across The Cancer Genome Atlas.
    Cell Rep. 2018 Apr 03;23(1):239-254.e6 PMID: 29617664
  57. Molecular Profiling Reveals Biologically Discrete Subsets and Pathways of Progression in Diffuse Glioma.
    Cell. 2016 Jan 28;164(3):550-63 PMID: 26824661
  58. Clonal neoantigens elicit T cell immunoreactivity and sensitivity to immune checkpoint blockade.
    Science. 2016 Mar 25;351(6280):1463-9 PMID: 26940869
  59. Development of a prognostic model for breast cancer survival in an open challenge environment.
    Sci Transl Med. 2013 Apr 17;5(181):181ra50 PMID: 23596202
  60. Systematic RNA interference reveals that oncogenic KRAS-driven cancers require TBK1.
    Nature. 2009 Nov 5;462(7269):108-12 PMID: 19847166
  61. An Integrated TCGA Pan-Cancer Clinical Data Resource to Drive High-Quality Survival Outcome Analytics.
    Cell. 2018 Apr 5;173(2):400-416.e11 PMID: 29625055
  62. The promise of γδ T cells and the γδ T cell receptor for cancer immunotherapy.
    Cell Mol Immunol. 2015 Nov;12(6):656-68 PMID: 25864915
  63. GENCODE: the reference human genome annotation for The ENCODE Project.
    Genome Res. 2012 Sep;22(9):1760-74 PMID: 22955987
  64. Pan-cancer Immunogenomic Analyses Reveal Genotype-Immunophenotype Relationships and Predictors of Response to Checkpoint Blockade.
    Cell Rep. 2017 Jan 3;18(1):248-262 PMID: 28052254
  65. The continuum of cancer immunosurveillance: prognostic, predictive, and mechanistic signatures.
    Immunity. 2013 Jul 25;39(1):11-26 PMID: 23890060
  66. Neo-antigens predicted by tumor genome meta-analysis correlate with increased patient survival.
    Genome Res. 2014 May;24(5):743-50 PMID: 24782321
  67. Effects of BRAF mutations and BRAF inhibition on immune responses to melanoma.
    Mol Cancer Ther. 2014 Dec;13(12):2769-83 PMID: 25385327
  68. STAR: ultrafast universal RNA-seq aligner.
    Bioinformatics. 2013 Jan 1;29(1):15-21 PMID: 23104886
  69. Mastermind-like transcriptional co-activators: emerging roles in regulating cross talk among multiple signaling pathways.
    Oncogene. 2008 Sep 1;27(38):5138-47 PMID: 18758483
  70. Mutation Drivers of Immunological Responses to Cancer.
    Cancer Immunol Res. 2016 Sep 2;4(9):789-98 PMID: 27401919
  71. Spatiotemporal dynamics of intratumoral immune cells reveal the immune landscape in human cancer.
    Immunity. 2013 Oct 17;39(4):782-95 PMID: 24138885
  72. BTN3A molecules considerably improve Vγ9Vδ2T cells-based immunotherapy in acute myeloid leukemia.
    Oncoimmunology. 2016 Apr 25;5(10):e1146843 PMID: 27853633
  73. Pan-cancer patterns of somatic copy number alteration.
    Nat Genet. 2013 Oct;45(10):1134-40 PMID: 24071852
  74. Structure-based prediction of protein-protein interactions on a genome-wide scale.
    Nature. 2012 Oct 25;490(7421):556-60 PMID: 23023127
  75. Fast and accurate read mapping with approximate seeds and multiple backtracking.
    Nucleic Acids Res. 2013 Apr;41(7):e78 PMID: 23358824
  76. Assembly-based inference of B-cell receptor repertoires from short read RNA sequencing data with V'DJer.
    Bioinformatics. 2016 Dec 15;32(24):3729-3734 PMID: 27559159
  77. TCGAbiolinks: an R/Bioconductor package for integrative analysis of TCGA data.
    Nucleic Acids Res. 2016 May 5;44(8):e71 PMID: 26704973
  78. Comprehensive analyses of tumor immunity: implications for cancer immunotherapy.
    Genome Biol. 2016 Aug 22;17(1):174 PMID: 27549193
  79. Principal components analysis corrects for stratification in genome-wide association studies.
    Nat Genet. 2006 Aug;38(8):904-9 PMID: 16862161
  80. The correlations between IL-17 vs. Th17 cells and cancer patient survival: a systematic review.
    Oncoimmunology. 2015 Mar 06;4(2):e984547 PMID: 25949881
  81. TFClass: an expandable hierarchical classification of human transcription factors.
    Nucleic Acids Res. 2013 Jan;41(Database issue):D165-70 PMID: 23180794
  82. pVAC-Seq: A genome-guided in silico approach to identifying tumor neoantigens.
    Genome Med. 2016 Jan 29;8(1):11 PMID: 26825632
  83. Spatial Organization and Molecular Correlation of Tumor-Infiltrating Lymphocytes Using Deep Learning on Pathology Images.
    Cell Rep. 2018 Apr 3;23(1):181-193.e7 PMID: 29617659
  84. Tumor immune microenvironment characterization in clear cell renal cell carcinoma identifies prognostic and immunotherapeutically relevant messenger RNA signatures.
    Genome Biol. 2016 Nov 17;17(1):231 PMID: 27855702
  85. The macrophage colony-stimulating factor 1 response signature in breast carcinoma.
    Clin Cancer Res. 2009 Feb 1;15(3):778-87 PMID: 19188147
  86. NetMHCpan-3.0; improved prediction of binding to MHC class I molecules integrating information from multiple receptor and peptide length datasets.
    Genome Med. 2016 Mar 30;8(1):33 PMID: 27029192
  87. IMGT, the international ImMunoGeneTics information system.
    Nucleic Acids Res. 2009 Jan;37(Database issue):D1006-12 PMID: 18978023
  88. Using genetic markers to orient the edges in quantitative trait networks: the NEO software.
    BMC Syst Biol. 2008 Apr 15;2:34 PMID: 18412962
  89. Comprehensive analysis of the clinical immuno-oncology landscape.
    Ann Oncol. 2018 Jan 1;29(1):84-91 PMID: 29228097
  90. BioBloom tools: fast, accurate and memory-efficient host species sequence screening using bloom filters.
    Bioinformatics. 2014 Dec 1;30(23):3402-4 PMID: 25143290
  91. MEME SUITE: tools for motif discovery and searching.
    Nucleic Acids Res. 2009 Jul;37(Web Server issue):W202-8 PMID: 19458158
  92. Identification of causal genetic drivers of human disease through systems-level analysis of regulatory networks.
    Cell. 2014 Oct 9;159(2):402-14 PMID: 25303533
  93. Gene expression signature of fibroblast serum response predicts human cancer progression: similarities between tumors and wounds.
    PLoS Biol. 2004 Feb;2(2):E7 PMID: 14737219
  94. A miRNA-regulatory network explains how dysregulated miRNAs perturb oncogenic processes across diverse cancers.
    Genome Res. 2012 Nov;22(11):2302-14 PMID: 22745231
  95. OptiType: precision HLA typing from next-generation sequencing data.
    Bioinformatics. 2014 Dec 1;30(23):3310-6 PMID: 25143287
  96. Predicting effective microRNA target sites in mammalian mRNAs.
    Elife. 2015 Aug 12;4: PMID: 26267216
Article Info
Journal
Immunity
Abbr.
Immunity
ISSN
1097-4180
Published
2018-00-17
Epub
2018-00-05
Pages
812-830.e14
Language
English
Region
United States
NLM ID
9432918
PMCID
PMC5982584
Subset
IM
Grants
NCI NIH HHS · U24 CA143866 · United States
NCI NIH HHS · P30 CA016086 · United States
NHGRI NIH HHS · U54 HG003273 · United States
NCI NIH HHS · P50 CA058223 · United States
NCI NIH HHS · U24 CA144025 · United States
NCI NIH HHS · U24 CA143843 · United States
NCI NIH HHS · U24 CA143848 · United States
NCI NIH HHS · HHSN261201400007C · United States
NCI NIH HHS · U24 CA210949 · United States
NCI NIH HHS · U24 CA143883 · United States
NCI NIH HHS · U24 CA143867 · United States
NCI NIH HHS · R50 CA221675 · United States
NCI NIH HHS · U24 CA210990 · United States
NIEHS NIH HHS · P30 ES010126 · United States
NCI NIH HHS · P30 CA016672 · United States
NCI NIH HHS · U24 CA143882 · United States
NCI NIH HHS · U54 CA209997 · United States
NHGRI NIH HHS · U54 HG003067 · United States
NCI NIH HHS · U24 CA143835 · United States
NLM NIH HHS · R01 LM009239 · United States
NCI NIH HHS · U24 CA180924 · United States
NCI NIH HHS · U24 CA210950 · United States
NCI NIH HHS · U24 CA143845 · United States
NCI NIH HHS · U24 CA143799 · United States
NIH HHS · S10 OD012351 · United States
NCI NIH HHS · U24 CA143840 · United States
NCI NIH HHS · U24 CA143858 · United States
NIGMS NIH HHS · P20 GM130423 · United States
NCI NIH HHS · HHSN261201400008C · United States
NCI NIH HHS · U24 CA210957 · United States
NCI NIH HHS · P30 CA045508 · United States
NHGRI NIH HHS · U54 HG003079 · United States
NIH HHS · S10 OD021764 · United States
NCI NIH HHS · R01 CA163722 · United States
NIGMS NIH HHS · R01 GM045436 · United States
NCI NIH HHS · R35 CA197745 · United States
NCI NIH HHS · K24 CA169004 · United States
Corrections
ErratumIn
Analysis Services
Analysis Services

Contact

No. 2 Wenbo Road, Zhangqiu District, Jinan, Shandong

Qilu Normal University · Genelibs Bioinformatics Lab

750 Shunhua Rd, Jinan

2F, Bldg F, University Science Park

Tel: 0531-88819269

WeChat Official Account

Follow our WeChat subscription account for real-time updates and the latest in medical and biological research.


Business Email

E-mail: product@genelibs.com