MOSim:散装和单细胞多层监管网络模拟器
Carolina Monzó1, Maider Aguerralde-Martin2, Carlos Martínez-Mira3
1Genomics of Gene Expression Lab, Institute for Integrative Systems Biology, Spanish National Research Council (CSIC-UV), C/ Catedràtic Agustín Escardino Benlloch, Paterna 46980, Spain.
Briefings in bioinformatics
|March 21, 2025
概括
MOSim是一个新的R包,用于模拟现实的多omics数据集,支持批量和单细胞数据. 该工具有助于测试和基准测试用于综合体分析的计算方法.
科学领域:
- 计算生物学 计算生物学
- 生物信息学是一种生物信息学.
- 基因组学就是基因组学.
背景情况:
- 进步的多omics测序技术需要强大的模拟工具.
- 当前的工具往往缺乏为方法验证生成多样化,现实的多omics数据集的能力.
研究的目的:
- 介绍MOSim,一个用于模拟批量和单细胞多omics数据的R包.
- 为生成可定制数据集提供多功能工具,用于对比分析方法.
主要方法:
- MOSim模拟了批量 (mosim函数) 和单细胞 (sc_mosim函数) 多omics数据.
- 它将转录组学 (RNA-seq,scRNA-seq) 与调控组学层 (ATAC-seq,miRNA-seq,ChIP-seq,Methyl-seq,转录因子) 整合在一起.
- 支持基因共同表达,复制和差异表达的模拟.
主要成果:
- MOSim为各种omics数据类型生成量化矩阵,反映数据集的复杂性.
- 识别了不同丰富的特征和跨欧米克层的活跃监管关系.
- 能够模拟批量和单细胞多omics数据.
结论:
- MOSim 便于生成现实的,可定制的多omics 数据集.
- 它是对基准测试和验证综合性分析方法的宝贵资源.
- 支持研究人员通过模拟数据分析复杂的生物系统.
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