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亚克隆拷贝数改变的等位基因特异性转录效应使癌症细胞中的基因型-表型关系得以映射。

Allele-specific transcriptional effects of subclonal copy number alterations enable genotype-phenotype mapping in cancer cells.

机构信息

Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA.

Gerstner Sloan Kettering Graduate School of Biomedical Sciences, New York, NY, USA.

出版信息

Nat Commun. 2024 Mar 20;15(1):2482. doi: 10.1038/s41467-024-46710-0.

Abstract

Subclonal copy number alterations are a prevalent feature in tumors with high chromosomal instability and result in heterogeneous cancer cell populations with distinct phenotypes. However, the extent to which subclonal copy number alterations contribute to clone-specific phenotypes remains poorly understood. We develop TreeAlign, which computationally integrates independently sampled single-cell DNA and RNA sequencing data from the same cell population. TreeAlign accurately encodes dosage effects from subclonal copy number alterations, the impact of allelic imbalance on allele-specific transcription, and obviates the need to define genotypic clones from a phylogeny a priori, leading to highly granular definitions of clones with distinct expression programs. These improvements enable clone-clone gene expression comparisons with higher resolution and identification of expression programs that are genomically independent. Our approach sets the stage for dissecting the relative contribution of fixed genomic alterations and dynamic epigenetic processes on gene expression programs in cancer.

摘要

亚克隆拷贝数改变是染色体不稳定性高的肿瘤的一个普遍特征,导致具有不同表型的异质性癌细胞群体。然而,亚克隆拷贝数改变对克隆特异性表型的贡献程度仍知之甚少。我们开发了 TreeAlign,它可以计算整合来自同一细胞群体的独立采样的单细胞 DNA 和 RNA 测序数据。TreeAlign 准确地编码了亚克隆拷贝数改变的剂量效应、等位基因失衡对等位基因特异性转录的影响,并且避免了从系统发育学上预先定义基因型克隆的需要,从而导致具有不同表达程序的克隆的高度细化定义。这些改进提高了分辨率,能够进行克隆-克隆基因表达比较,并确定与基因组独立的表达程序。我们的方法为剖析固定基因组改变和动态表观遗传过程对癌症中基因表达程序的相对贡献奠定了基础。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1236/10954741/74ab15ecc071/41467_2024_46710_Fig1_HTML.jpg

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