Evidence map›Paper›PMID 40299774›Full record

ArticleClinical cancer research : an official journal of the American Association for Cancer Research2025

Clinical Implications of The Cancer Genome Atlas Molecular Classification System in Esophagogastric Cancer.

Henry S Walch, Raktim Borpatragohain, Justin Jee, Waleed Chatila, Christopher Fong, Steven B Maron, Geoffrey Y Ku, David H Ilson, Yelena Y Janjigian, Abraham J Wu and 13 more

Abstract read
In one paragraph

Article in Clinical cancer research : an official journal of the American Association for Cancer Research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.

0numbers the graph read from it
0cells of the map it votes in
15citing 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

15 citing papers in PubMed.

  1. Review
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  13. Rethinking the Siewert classification in the era of precision oncology.Translational gastroenterology and hepatology · 2026
    Article
  14. Article
  15. Review
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

23 authors.

Henry S Walch *Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0003-1188-350X
Raktim Borpatragohain *Thoracic Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0009-0005-7202-4858
Justin JeeDepartment of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0001-9783-0139
Waleed ChatilaDepartment of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0001-5474-218X
Christopher FongDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0002-8929-1478
Steven B MaronGastrointestinal Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0002-8794-130X
Geoffrey Y KuGastrointestinal Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0002-0448-1038
David H IlsonGastrointestinal Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0003-0831-2247
Yelena Y JanjigianGastrointestinal Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0002-5357-5858
Abraham J WuDepartment of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0002-2597-7091
Pari ShahGastroenterology, Hepatology, and Nutrition Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0002-9846-3729
Daniel G CoitGastric and Mixed Tumor Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0001-8901-1555
Manjit S BainsThoracic Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0009-0001-5406-0784
Valerie W RuschThoracic Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0003-2345-6900
Bernard J ParkThoracic Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0003-3814-5144
Matthew J BottThoracic Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0003-0523-4028
Katherine GrayThoracic Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0002-6512-8406
David R JonesThoracic Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0002-3318-0146
Michael BergerCenter for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0003-3882-5000
Nikolaus SchultzCenter for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0002-0131-4904
Vivian E Strong *Gastric and Mixed Tumor Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0001-5044-1662
Daniela Molena *Thoracic Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0003-1655-4473
Smita Sihag *Thoracic Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York.ORCID 0000-0002-5041-3941

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Nicholas D Socci · 1985 to 2026
$347.4M
American Association of Thoracic Surgery Research ScholarshipNational Cancer Institute (NCI) Cancer Support Grant P30 CA008748NCI NIH HHS L30 CA220781NCI NIH HHS P30 CA008748U.S. Department of Defense (DOD) Career Development Award (CA220781)
6 · The paper itself

Abstract

purposeThe Cancer Genome Atlas (TCGA) project defined four distinct molecular subtypes of esophagogastric adenocarcinoma: microsatellite instable (MSI), Epstein-Barr virus (EBV)-associated, genomically stable (GS), and chromosomally instable (CIN). However, an association between molecular subtypes and clinical outcomes has not been clearly demonstrated. Given few actionable biomarkers, we investigated the clinical relevance of TCGA classification system. EXPERIMENTAL

designWe identified all patients with esophagogastric adenocarcinoma whose tumors underwent prospective next-generation sequencing using the Memorial Sloan Kettering-IMPACT assay from 2014 to 2023. We classified all tumors in accordance with TCGA methodology and correlated molecular subtypes with high-quality clinicopathologic data.

resultsAmong 1,438 included patients, 941 had CIN, 344 had GS, 103 had MSI, and 50 had EBV tumors. Accounting for the clinical stage and tumor grade, molecular classification was independently associated with overall cancer-specific survival (P < 0.001) on Cox multivariable analysis. Furthermore, genomic signatures, patient demographics, pathologic responses to neoadjuvant therapy, patterns of recurrence, and metastatic organotropism differed significantly by molecular subtype. Although most distal esophageal and gastroesophageal junction tumors were CIN, up to 25% of these included GS, MSI, or EBV subtypes in contrast to TCGA. Random forest machine learning demonstrated that the molecular subtype is more influential in predicting response to treatment than tumor location.

conclusionsMolecular classification is independently prognostic and may warrant inclusion in future staging and treatment guidelines. Routine molecular profiling is clinically feasible and may play a role in the management of patients to help guide appropriate treatment selection and clinical trial enrollment in the place of tumor location.

Indexed as

AdenocarcinomaBiomarkers, TumorEsophageal NeoplasmsStomach NeoplasmsAgedFemaleHerpesvirus 4, HumanHigh-Throughput Nucleotide SequencingHumansMaleMicrosatellite InstabilityMiddle AgedNeoplasm StagingPrognosisBiomarkers, Tumor

Identifiers

PMID40299774
PMCPMC13659750

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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.