Mitochondrial DNA Methylation as a Predictor of Immunotherapy Outcomes and Prognosis in Lung Adenocarcinoma: Insights from Single-Cell RNA Sequencing and Machine Learning Approaches - Takeaways - MDSpire

Mitochondrial DNA Methylation as a Predictor of Immunotherapy Outcomes and Prognosis in Lung Adenocarcinoma: Insights from Single-Cell RNA Sequencing and Machine Learning Approaches

  • By

  • Jian Ding

  • Gang Cheng

  • Qian Xue

  • Weizhen Guo

  • Yikun Cheng

  • Cheng Yang

  • Jiabing Tong

  • Zegeng Li

  • Yating Gao

  • February 10, 2026

  • 0 min

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  • 1

    Lung adenocarcinoma (LUAD) is the most prevalent lung cancer subtype, contributing significantly to cancer-related mortality globally.

  • 2

    Mitochondrial DNA methylation (MTDM) is emerging as a crucial factor influencing gene expression and cellular function in LUAD.

  • 3

    Single-cell RNA sequencing (scRNA-Seq) is vital for understanding the tumor microenvironment and identifying prognostic markers in LUAD.

  • 4

    A machine learning-based prognostic model was developed using mitochondrial gene expression and clinical features to predict LUAD outcomes.

  • 5

    Differentially expressed mitochondrial DNA methylation-related genes (DEMTDMRGs) were identified as significant prognostic indicators in LUAD.

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