TY - JOUR
T1 - Transcriptomic Features of T Cell-Barren Tumors Are Conserved Across Diverse Tumor Types
AU - Routh, Eric D.
AU - Pullikuth, Ashok K.
AU - Jin, Guangxu
AU - Chifman, Julia
AU - Chou, Jeff W.
AU - D'Agostino, Ralph B.
AU - Seino, Ken Ichiro
AU - Wada, Haruka
AU - Print, Cristin G.
AU - Zhang, Wei
AU - Lu, Yong
AU - Miller, Lance D.
N1 - Funding Information:
We thank The Cancer Genome Atlas Research Network for collecting, analyzing, and sharing the data used in this study. Funding. This work was supported by funds from the American Cancer Society (RSG-12-198-01-TBG, to LM) and the Mary Kirkpatrick Professorship for Breast Cancer Research (LM). This work was also supported by the Wake Forest Baptist Comprehensive Cancer Center's Shared Resources: Cancer Genomics (CGSR), Tumor Tissue & Pathology (TTPSR), Bioinformatics (BISR), and Flow Cytometry (FCSR), supported by the National Cancer Institute's Cancer Center Support Grant, award number P30CA012197.
Funding Information:
This work was supported by funds from the American Cancer Society (RSG-12-198-01-TBG, to LM) and the Mary Kirkpatrick Professorship for Breast Cancer Research (LM). This work was also supported by the Wake Forest Baptist Comprehensive Cancer Center’s Shared Resources: Cancer Genomics (CGSR), Tumor Tissue & Pathology (TTPSR), Bioinformatics (BISR), and Flow Cytometry (FCSR), supported by the National Cancer Institute’s Cancer Center Support Grant, award number P30CA012197.
Publisher Copyright:
© Copyright © 2020 Routh, Pullikuth, Jin, Chifman, Chou, D'Agostino, Seino, Wada, Print, Zhang, Lu and Mille.
PY - 2020/2/13
Y1 - 2020/2/13
N2 - Background: Understanding how tumors subvert immune destruction is essential to the development of cancer immunotherapies. New evidence suggests that tumors limit anti-tumor immunity by exploiting transcriptional programs that regulate intratumoral trafficking and accumulation of effector cells. Here, we investigated the gene expression profiles that distinguish immunologically “cold” and “hot” tumors across diverse tumor types. Methods: RNAseq profiles of tumors (n = 8,920) representing 23 solid tumor types were analyzed using immune gene signatures that quantify CD8+ T cell abundance. Genes and pathways associated with a low CD8+ T cell infiltration profile (CD8-Low) were identified by correlation, differential expression, and statistical ranking methods. Gene subsets were evaluated in immunotherapy treatment cohorts and functionally characterized in cell lines and mouse tumor models. Results: Among different cancer types, we observed highly significant overlap of genes enriched in CD8-Low tumors, which included known immunomodulatory genes (e.g., BMP7, CMTM4, KDM5B, RCOR2) and exhibited significant associations with Wnt signaling, neurogenesis, cell-cell junctions, lipid biosynthesis, epidermal development, and cancer-testis antigens. Analysis of mutually exclusive gene clusters demonstrated that different transcriptional programs may converge on the T cell-cold phenotype as well as predict for response and survival of patients to Nivo treatment. Furthermore, we confirmed that a top-ranking candidate belonging to the TGF-β superfamily, BMP7, negatively regulates CD8+ T cell abundance in immunocompetent murine tumor models, with and without anti-PD-L1 treatment. Conclusions: This study presents the first evidence that solid tumors of diverse anatomical origin acquire conserved transcriptional alterations that may be operative in the T cell-cold state. Our findings demonstrate the potential clinical utility of CD8-Low tumor-associated genes for predicting patient immunotherapy outcomes and point to novel mechanisms with potential for broad therapeutic exploitation.
AB - Background: Understanding how tumors subvert immune destruction is essential to the development of cancer immunotherapies. New evidence suggests that tumors limit anti-tumor immunity by exploiting transcriptional programs that regulate intratumoral trafficking and accumulation of effector cells. Here, we investigated the gene expression profiles that distinguish immunologically “cold” and “hot” tumors across diverse tumor types. Methods: RNAseq profiles of tumors (n = 8,920) representing 23 solid tumor types were analyzed using immune gene signatures that quantify CD8+ T cell abundance. Genes and pathways associated with a low CD8+ T cell infiltration profile (CD8-Low) were identified by correlation, differential expression, and statistical ranking methods. Gene subsets were evaluated in immunotherapy treatment cohorts and functionally characterized in cell lines and mouse tumor models. Results: Among different cancer types, we observed highly significant overlap of genes enriched in CD8-Low tumors, which included known immunomodulatory genes (e.g., BMP7, CMTM4, KDM5B, RCOR2) and exhibited significant associations with Wnt signaling, neurogenesis, cell-cell junctions, lipid biosynthesis, epidermal development, and cancer-testis antigens. Analysis of mutually exclusive gene clusters demonstrated that different transcriptional programs may converge on the T cell-cold phenotype as well as predict for response and survival of patients to Nivo treatment. Furthermore, we confirmed that a top-ranking candidate belonging to the TGF-β superfamily, BMP7, negatively regulates CD8+ T cell abundance in immunocompetent murine tumor models, with and without anti-PD-L1 treatment. Conclusions: This study presents the first evidence that solid tumors of diverse anatomical origin acquire conserved transcriptional alterations that may be operative in the T cell-cold state. Our findings demonstrate the potential clinical utility of CD8-Low tumor-associated genes for predicting patient immunotherapy outcomes and point to novel mechanisms with potential for broad therapeutic exploitation.
KW - REST corepressor 2 (RCOR2)
KW - bioinformatics
KW - bone morphogenetic protein 7 (BMP7)
KW - immune evasion
KW - transcriptomics
KW - tumor biology
KW - tumor-infiltrating T cells
UR - http://www.scopus.com/inward/record.url?scp=85080840085&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85080840085&partnerID=8YFLogxK
U2 - 10.3389/fimmu.2020.00057
DO - 10.3389/fimmu.2020.00057
M3 - Article
C2 - 32117236
AN - SCOPUS:85080840085
SN - 1664-3224
VL - 11
JO - Frontiers in immunology
JF - Frontiers in immunology
M1 - 57
ER -