Evidence map›Paper›PMID 35272617›Full record

ArticleBMC cancer2022

An integrative gene expression signature analysis identifies CMS4 KRAS-mutated colorectal cancers sensitive to combined MEK and SRC targeted therapy.

Mingli Yang, Thomas B Davis, Lance Pflieger, Michael V Nebozhyn, Andrey Loboda, Heiman Wang, Michael J Schell, Ramya Thota, W Jack Pledger, Timothy J Yeatman

Abstract read
In one paragraph

Article in BMC cancer, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.

0numbers the graph read from it
0cells of the map it votes in
14citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

14 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Progastrin Promotes Colorectal Cancer Stem Cell-Like Properties via the Receptor PZR.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025
    Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Clinical Challenges of Consensus Molecular Subtype CMS4 Colon Cancer in the Era of Precision Medicine.Clinical cancer research : an official journal of the American Association for Cancer Research · 2024
    Review
  12. Article
  13. An integrated model for predicting KRAS dependency.PLoS computational biology · 2023
    Article
  14. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Mingli YangDepartment of Surgery & Molecular Medicine, University of South Florida, Tampa General Hospital Cancer Institute, 560 Channelside Drive, Tampa, FL, 33602, USA.
Thomas B DavisDepartment of Surgery & Molecular Medicine, University of South Florida, Tampa General Hospital Cancer Institute, 560 Channelside Drive, Tampa, FL, 33602, USA.
Lance PfliegerPrecision Genomics Translational Science Center, Intermountain Healthcare, 5026 South State Street, Murray, UT, 84107, USA.
Michael V NebozhynSharp and Dohme, 770 Sumneytown Pike, Building 53, West Point, P.O. Box 4, Merck, PA, 19486, USA.
Andrey LobodaSharp and Dohme, 770 Sumneytown Pike, Building 53, West Point, P.O. Box 4, Merck, PA, 19486, USA.
Heiman WangDepartment of Surgery & Molecular Medicine, University of South Florida, Tampa General Hospital Cancer Institute, 560 Channelside Drive, Tampa, FL, 33602, USA.
Michael J SchellDepartment of Biostatistics and Bioinformatics, Moffitt Cancer Center & Research Institute, 12902 Magnolia Drive, Tampa, FL, 33612, USA.
Ramya ThotaOncology Clinical Program, Intermountain Healthcare, 5026 South State Street, Murray, UT, 84107, USA.
W Jack PledgerDepartment of Surgery & Molecular Medicine, University of South Florida, Tampa General Hospital Cancer Institute, 560 Channelside Drive, Tampa, FL, 33602, USA.
Timothy J YeatmanDepartment of Surgery & Molecular Medicine, University of South Florida, Tampa General Hospital Cancer Institute, 560 Channelside Drive, Tampa, FL, 33602, USA. yeatman7383@gmail.com.

Funding

CLINCIAL VALIDATION OF APC AND TP53 AS BIOMARKERS FOR CETUXIMAB RESPONSEUH3CA227955 · NCI · UNIVERSITY OF UTAH · PI YEATMAN, TIMOTHY J · 2021 to 2023
$917k
Detection of Colorectal Cancer Adaptive Mutability May Justify Combination of Targeted- and Immune-TherapiesR21CA256372 · NCI · UNIVERSITY OF UTAH · PI YEATMAN, TIMOTHY J · 2021 to 2021
$392k
APC + TP53 Combinatorial Mutations Emerging as Biomarkers to Predict EGFRI SensitivityR21CA255312 · NCI · UNIVERSITY OF UTAH · PI YEATMAN, TIMOTHY J · 2021 to 2022
$385k
NCI NIH HHS R21 CA255312NCI NIH HHS R21 CA256372NCI NIH HHS UH3 CA227955
6 · The paper itself

Abstract

backgroundOver half of colorectal cancers (CRCs) are hard-wired to RAS/RAF/MEK/ERK pathway oncogenic signaling. However, the promise of targeted therapeutic inhibitors, has been tempered by disappointing clinical activity, likely due to complex resistance mechanisms that are not well understood. This study aims to investigate MEK inhibitor-associated resistance signaling and identify subpopulation(s) of CRC patients who may be sensitive to biomarker-driven drug combination(s).

methodsWe classified 2250 primary and metastatic human CRC tumors by consensus molecular subtypes (CMS). For each tumor, we generated multiple gene expression signature scores measuring MEK pathway activation, MEKi "bypass" resistance, SRC activation, dasatinib sensitivity, EMT, PC1, Hu-Lgr5-ISC, Hu-EphB2-ISC, Hu-Late TA, Hu-Proliferation, and WNT activity. We carried out correlation, survival and other bioinformatic analyses. Validation analyses were performed in two independent publicly available CRC tumor datasets (n = 585 and n = 677) and a CRC cell line dataset (n = 154).

resultsHere we report a central role of SRC in mediating "bypass"-resistance to MEK inhibition (MEKi), primarily in cancer stem cells (CSCs). Our integrated and comprehensive gene expression signature analyses in 2250 CRC tumors reveal that MEKi-resistance is strikingly-correlated with SRC activation (Spearman P < 10

conclusionsLarge human tumor gene expression datasets representing CRC heterogeneity can provide deep biological insights heretofore not possible with cell line models, suggesting novel repurposed drug combinations. We identified SRC as a common targetable node--an Achilles' heel--in MEKi-targeted therapy-associated resistance in mesenchymal stem-like CRCs, which may help development of a biomarker-driven drug combination (MEKi + SRCi) to treat problematic subpopulations of CRC.

Indexed as

Antineoplastic AgentsColorectal NeoplasmsDrug Resistance, NeoplasmEpithelial-Mesenchymal TransitionHumansMAP Kinase Signaling SystemMitogen-Activated Protein Kinase KinasesProtein Kinase InhibitorsProto-Oncogene Proteins p21(ras)src-Family KinasesTranscriptomeAntineoplastic AgentsKRAS protein, humanMitogen-Activated Protein Kinase KinasesProtein Kinase InhibitorsProto-Oncogene Proteins p21(ras)src-Family KinasesCancer stem cellCMSColorectal cancerEMTGene expression signatureMEK inhibitorSRCTargeted therapy

Identifiers

PMID35272617
PMCPMC8908604

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.