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February 28, 2026BMC Medical Genomics0 citationsOpen Access

Identification of a novel signature in progression of non-small cell lung cancer based on HdWGCNA and in vitro validation

KZKunpeng ZhangTongji UniversityWXWenqiang XiaShanghai Medical Information CenterYLYi LiTongji University

Key Points

  • The aim is to identify a gene signature associated with the progression and prognosis of non-small cell lung cancer.
  • Utilized high-dimensional weighted gene co-expression network analysis on RNA sequencing data.
  • Developed a prognostic three-gene signature from identified gene modules.
  • Analyzed survival outcomes based on risk scores derived from the gene signature.
  • Conducted in vitro experiments to evaluate the role of SEC61G in tumor behavior.
  • Identified a three-gene signature (SEC61G, NPTN, ALDOA) correlated with NSCLC progression.
  • High-risk patients exhibited significantly poorer overall survival.
  • Distinct immune profiles were observed between risk groups, with low-risk patients likely benefiting more from immunotherapy.
  • In vitro experiments showed SEC61G promotes tumor proliferation and migration via WNT/β-Catenin signaling.

Abstract

Lung cancer is the predominant contributor to cancer-induced mortality, with non-small cell lung cancer (NSCLC) constituting the majority. However, the intricacies of tumorigenesis and progression in this context remain incompletely understood. Utilizing single-cell RNA sequencing data retrieved from the GEO database, we performed high-dimensional weighted gene co-expression network analysis to identify pivotal gene modules exhibiting the highest correlation with the clinical stages of NSCLC patients. Subsequently, we formulated a novel prognostic three-gene signature, subjecting it to thorough analysis using bulk RNA sequencing data obtained from the TCGA-LUAD dataset. A tumor-intrinsic prognostic signature, comprising SEC61G, NPTN, and ALDOA, emerged from our investigation. The risk score derived from this gene signature revealed significantly poorer overall survival among patients in the high-risk group. Patients in different risk groups exhibited distinct immune statuses, with those in the low-risk group likely to benefit more from immunotherapy. Furthermore, in vitro experiments demonstrated that SEC61G facilitates tumor proliferation and migration with the activation of the WNT/β-Catenin signaling pathway. Our study unveiled a novel tumor-intrinsic gene signature, shedding light on improved prognostication for NSCLC and facilitating risk-stratified management.

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Cite This Study

Zhang et al. (2026) studied this question.

synapsesocial.com/papers/69a286c90a974eb0d3c01f5dhttps://doi.org/10.1186/s12920-026-02328-3
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