4.7 Article

Integrated single-cell RNA sequencing analysis reveals distinct cellular and transcriptional modules associated with survival in lung cancer

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SPRINGERNATURE
DOI: 10.1038/s41392-021-00824-9

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Funding

  1. National Key Research and Development Program of China, Stem Cell and Translational Research [2017YFA0106800, 2017YFA0106500]
  2. National Natural Science Foundation of China [81974363, 81772478, 81871890, 81722004, 91859203]

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In this study, a multi-omics atlas was established by integrating single-cell RNA sequencing and public bulk RNA sequencing data, revealing the differences in genetic amplification, cellular compositions, and expression modules between lung adenocarcinoma and squamous carcinoma. The study also identified cellular composition modules associated with poor survival of lung cancer, as well as critical genes and transcription factors involved in tumor progression.
Lung adenocarcinoma (LUAD) and squamous carcinoma (LUSC) are two major subtypes of non-small cell lung cancer with distinct pathologic features and treatment paradigms. The heterogeneity can be attributed to genetic, transcriptional, and epigenetic parameters. Here, we established a multi-omics atlas, integrating 52 single-cell RNA sequencing and 2342 public bulk RNA sequencing. We investigated their differences in genetic amplification, cellular compositions, and expression modules. We revealed that LUAD and LUSC contained amplifications occurring selectively in subclusters of AT2 and basal cells, and had distinct cellular composition modules associated with poor survival of lung cancer. Malignant and stage-specific gene analyses further uncovered critical transcription factors and genes in tumor progression. Moreover, we identified subclusters with proliferating and differentiating properties in AT2 and basal cells. Overexpression assays of ten genes, including sub-cluster markers AQP5 and KPNA2, further indicated their functional roles, providing potential targets for early diagnosis and treatment in lung cancer.

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