Evidence map›Paper›PMID 41132042›Full record

ArticleCancer research and treatment2026

Trajectory of Lymph Node Metastasis Reflects the Molecular Features of Esophageal Squamous Cell Carcinoma.

Jiho Park, Seong Yong Park, Ha Eun Kim, Se-Young Jo, Jeongsoo Won, Dae Joon Kim, Sangwoo Kim

Abstract read
In one paragraph

Article in Cancer research and treatment, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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

What it found

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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

1 citing paper in PubMed.

  1. 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

7 authors.

Jiho Park *Department of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul, Korea.
Seong Yong Park *Department of Thoracic and Cardiovascular Surgery, Yonsei University College of Medicine, Seoul, Korea.
Ha Eun KimDepartment of Thoracic and Cardiovascular Surgery, Yonsei University College of Medicine, Seoul, Korea.
Se-Young JoDepartment of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul, Korea.
Jeongsoo WonDepartment of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul, Korea.
Dae Joon KimDepartment of Thoracic and Cardiovascular Surgery, Yonsei University College of Medicine, Seoul, Korea. kdjcool@yuhs.ac.
Sangwoo KimDepartment of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul, Korea. swkim@yuhs.ac.

Funding

Ministry of Science and ICTNational Research Foundation of Korea 2022R1A2C209310611National Research Foundation of Korea RS-2023-00261820
6 · The paper itself

Abstract

Purpose: Esophageal squamous cell carcinoma (ESCC) is frequently accompanied by lymph node metastasis (LNM) to the neck, chest, and abdomen. Despite its significance as a key prognostic factor, the genomic trajectory of LNM remains poorly understood. This study aimed to characterize the underlying patterns and genomic characteristics of LNM. Materials and Methods: Whole-exome sequencing and transcriptome sequencing were performed on 45 multiregional samples (10 primary tumors, 10 normal esophageal tissues, and 25 lymph node tumors) from 10 ESCC patients who underwent esophagectomy with three-field lymphadenectomy. The temporal trajectory of metastasis was reconstructed through phylogenetic analysis, leveraging somatic mutations identified in the primary tumor and lymph nodes. Results: Somatic mutations preceding metastasis included major driver mutations, such as TP53 and KMT2D, and displayed a mutational process associated with alcohol consumption (SBS16), emphasizing its influence on early tumorigenesis. In contrast, post-lymph node metastatic mutations were sporadic. Lymph nodes seeded later acquired mutations at a faster rate, suggesting increased genomic instability. In three of nine patients (33.3%), nodal skip metastasis (NSM) was observed, including two cases detected exclusively via genomic analysis, highlighting the necessity of phylogenetic assessment to avoid misclassification. Transcriptome analysis revealed activation of epithelial-mesenchymal transition and KRAS signaling pathways in NSM tumors, indicative of poor prognostic outcomes. Conclusion: Our study provides a molecular understanding of LNM, emphasizes the potential importance of node-skipping patterns in ESCC, and underscores the utility of genomic analysis in elucidating the connection between LNM.

Indexed as

Biomarkers, TumorEsophageal NeoplasmsEsophageal Squamous Cell CarcinomaAgedExome SequencingFemaleGene Expression ProfilingHumansLymphatic MetastasisLymph NodesMaleMiddle AgedMutationPhylogenyPrognosisBiomarkers, TumorEsophageal squamous cell carcinomaLymphatic metastasisNodal skip metastasisPhylogeny

Identifiers

PMID41132042
PMCPMC13680076

What OpenQuestion holds

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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.