CDI
Bioc currentClustering Deviation Index (CDI)
v1.10.0
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software
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GPL-3 + file LICENSE
Release Lineage
Entered 3.18 · Oct 25, 2023
Current · Requires R 4.6
1.0
In 6 of 49 releases
3.23
Description
Single-cell RNA-sequencing (scRNA-seq) is widely used to explore cellular variation. The analysis of scRNA-seq data often starts from clustering cells into subpopulations. This initial step has a high impact on downstream analyses, and hence it is important to be accurate. However, there have not been unsupervised metric designed for scRNA-seq to evaluate clustering performance. Hence, we propose clustering deviation index (CDI), an unsupervised metric based on the modeling of scRNA-seq UMI counts to evaluate clustering of cells.
Code
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Topics
People
- Jiyuan Fang maintainer author
- Cliburn Chan contributor
- Qi-Jing Li contributor
- Kouros Owzar contributor
- Diyuan Qin contributor
- Liuyang Wang contributor
- Jichun Xie contributor