Spathial: an R package for the evolutionary analysis of biological data

被引:6
|
作者
Gardini, Erika [1 ,2 ]
Giorgi, Federico M. [2 ]
Decherchi, Sergio [1 ]
Cavalli, Andrea [1 ,2 ]
机构
[1] Fdn Ist Italiano Tecnol, Computat & Chem Biol, I-16163 Genoa, Italy
[2] Univ Bologna, Dept Pharm & Biotechnol, I-40126 Bologna, Italy
关键词
D O I
10.1093/bioinformatics/btaa273
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
A primary problem in high-throughput genomics experiments is finding the most important genes involved in biological processes (e.g. tumor progression). In this applications note, we introduce spathial, an R package for navigating high-dimensional data spaces. spathial implements the Principal Path algorithm, which is a topological method for locally navigating on the data manifold. The package, together with the core algorithm, provides several high-level functions for interpreting the results. One of the analyses we propose is the extraction of the genes that are mainly involved in the progress from one state to another. We show a possible application in the context of tumor progression using RNA-Seq and single-cell datasets, and we compare our results with two commonly used algorithms, edgeR and monocle3, respectively.
引用
收藏
页码:4664 / 4667
页数:4
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