Identifying distinct prognostic and predictive contributions of tumor epithelium versus tumor microenvironment in colorectal cancer

被引:0
作者
Yang, Mingli [1 ]
Nebozhyn, Michael V. [2 ]
Schell, Michael J. [3 ]
Gandhi, Nishant [4 ]
Pflieger, Lance [5 ]
Loboda, Andrey [2 ]
Pledger, W. Jack [6 ,7 ]
Soundararajan, Ramani [1 ]
Maurin, Michelle [1 ]
Wang, Heiman [1 ]
Silva, Jetsen Rodriguez [1 ]
Alden, Ashley [1 ]
Coppola, Domenico [8 ,9 ]
Elliott, Andrew [4 ]
Sledge, George [4 ]
Khushman, Moh'd [10 ]
Lou, Emil [11 ,12 ]
Goel, Sanjay [13 ]
Yeatman, Timothy J. [1 ,6 ,7 ]
机构
[1] Univ S Florida, Dept Surg, 560 Channelside Dr, Tampa, FL 33602 USA
[2] Merck Res Labs, 33 Ave Louis Pasteur, Boston, MA 02115 USA
[3] H Lee Moffitt Canc Ctr & Res Inst, Dept Biostat & Bioinformat, 12902 USF Magnolia Dr, Tampa, FL 33612 USA
[4] Caris Life Sci, 4610 S 44th Pl, Phoenix, AZ 85040 USA
[5] 401 Terry Ave N, Seattle, WA 98109 USA
[6] Univ S Florida, Dept Mol Med, 12901 Bruce B Downs Blvd, Tampa, FL 33612 USA
[7] Tampa Gen Hosp, Canc Inst, 1 Tampa Gen Circle, Tampa, FL 33606 USA
[8] Florida Digest Hlth Specialists, Dept Pathol, Lakewood Ranch, FL USA
[9] Moffitt Canc Ctr Res Inst, Dept Pathol, 12902 USF Magnolia Dr, Tampa 33612, FL USA
[10] Washington Univ, Sch Med, Dept Med, 4590 Nash Way, St Louis, MO 63110 USA
[11] Univ Minnesota, Dept Med, Div Hematol Oncol & Transplantat, 420 Delaware St SE,MMC 806, Minneapolis, MN 55455 USA
[12] Univ Minnesota, Masonic Canc Ctr, 420 Delaware St SE, Minneapolis, MN 55455 USA
[13] Robert Wood Johnson Sch Med, Rutgers Canc Inst New Jersey, 195 Little Albany St, New Brunswick, NJ 08903 USA
基金
美国国家卫生研究院;
关键词
Colorectal cancer; Consensus molecular subtype; Clinical outcome; Tumor epithelium; Tumor microenvironment; Gene expression signature; EGFR inhibitor; Cetuximab; Panitumumab; MEK inhibitor; STAGE-II; EXPRESSION; SUBTYPES; BRAF; FIBROBLASTS; SURVIVAL; MUTATION; RAS; SRC;
D O I
10.1186/s12885-025-13829-2
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background Accumulating evidence has suggested that cancer progression and therapeutic response depend on both tumor epithelium (EPI) and tumor microenvironment (TME). However, the dependency of clinical outcomes on the tumor EPI vs. the TME has neither been clearly defined nor quantified. Methods We classified 2373 colorectal cancer (CRC) tumors into the consensus molecular subtypes (CMS1-4) and generated the 10-gene TMES and the 10-gene EPIS signatures as the serendipitous derivatives of the most (positively vs. negatively) correlated genes of a highly-prognostic, similar to 500-gene signature we previously identified. Distinct TME vs. EPI cellular features of the signature genes were identified by CIBERSORT deconvolution and validated by scRNASEQ in an independent public dataset. Results The TMES signature was strongly associated with the immune/stromal TME-rich CMS1/CMS4 subtypes that portended worse survival, whereas the EPIS signature was predominantly related to the TME-poor, epithelial CMS2/CMS3 classes that portended better survival. Multivariable Cox regression analysis against 29 TME-related signatures revealed that the TMES signature was the most strikingly impacted by the "Cancer-associated fibroblasts" signature (HR: 10.87 vs. 0.13, both P < 0.0001). Moreover, the TMES score was strongly correlated with EMT, SRC activation and MEK inhibitor resistance in 2373 CRC tumors (Spearman r = 0.727, 0.802, 0.824, respectively), which was validated in two independent CRC datasets (n = 626 and n = 566). By contrast, the EPIS score was the dominant force in associating with longer progression free survival in cetuximab-treated metastatic CRC patients derived from two independent clinical trials (Logrank trend P = 0.0005/n = 80; P = 0.0013/n = 44). This finding was further validated in a large real-world clinico-genomics dataset with EGFR inhibitor therapy, which demonstrated that higher EPIS scores were associated with increased overall survival (EGFRi, Logrank trend P < 0.0001/n = 2343) and time on treatment (cetuximab, P = 0.003/n = 953; panitumumab, P < 0.0001/n = 1307). Conclusions Here we identified a pair of new, distinct 10-gene signatures (the EPIS vs. the TMES) capable of distinguishing the cellular contribution of the tumor EPI vs. the TME in determining CRC prognosis and therapeutic outcomes. With targeted approaches emerging to address both tumor epithelial cells and the TME, the EPIS vs. TMES signature scores may have a novel biomarker role to permit optimization of CRC therapy by identifying sensitive vs. resistant subpopulations.
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