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MSIsensor-RNA:用于批量和单细胞基因表达数据的微卫星不稳定性检测。

MSIsensor-RNA: Microsatellite Instability Detection for Bulk and Single-cell Gene Expression Data.

机构信息

Department of Gynecology and Obstetrics, Center for Mathematical Medical, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, China.

MOE Key Lab for Intelligent Networks & Networks Security, Faculty of Electronic and Information Engineering, Xi'an Jiaotong University, Xi'an 710049, China.

出版信息

Genomics Proteomics Bioinformatics. 2024 Sep 13;22(3). doi: 10.1093/gpbjnl/qzae004.

Abstract

Microsatellite instability (MSI) is an indispensable biomarker in cancer immunotherapy. Currently, MSI scoring methods by high-throughput omics methods have gained popularity and demonstrated better performance than the gold standard method for MSI detection. However, the MSI detection method on expression data, especially single-cell expression data, is still lacking, limiting the scope of clinical application and prohibiting the investigation of MSI at a single-cell level. Herein, we developed MSIsensor-RNA, an accurate, robust, adaptable, and standalone software to detect MSI status based on expression values of MSI-associated genes. We demonstrated the favorable performance and promise of MSIsensor-RNA in both bulk and single-cell gene expression data in multiplatform technologies including RNA sequencing (RNA-seq), microarray, and single-cell RNA-seq. MSIsensor-RNA is a versatile, efficient, and robust method for MSI status detection from both bulk and single-cell gene expression data in clinical studies and applications. MSIsensor-RNA is available at https://github.com/xjtu-omics/msisensor-rna.

摘要

微卫星不稳定性(MSI)是癌症免疫治疗中不可或缺的生物标志物。目前,基于高通量组学方法的 MSI 评分方法已经流行起来,并表现出比 MSI 检测的金标准方法更好的性能。然而,基于表达数据的 MSI 检测方法,特别是单细胞表达数据,仍然缺乏,这限制了临床应用的范围,并禁止在单细胞水平上研究 MSI。在此,我们开发了 MSIsensor-RNA,这是一种基于 MSI 相关基因表达值来检测 MSI 状态的准确、稳健、适应性强且独立的软件。我们在包括 RNA 测序(RNA-seq)、微阵列和单细胞 RNA-seq 在内的多种平台技术的批量和单细胞基因表达数据中证明了 MSIsensor-RNA 的良好性能和应用前景。MSIsensor-RNA 是一种通用、高效和稳健的方法,可用于从临床研究和应用中的批量和单细胞基因表达数据中检测 MSI 状态。MSIsensor-RNA 可在 https://github.com/xjtu-omics/msisensor-rna 上获得。

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