一致性聚类(consensus clustering)统一框架。
| 软件包 | 链接 |
|---|---|
| 编程语言 | R, C++, JavaScript |
| Bioconductor | https://bioconductor.org/packages/cola/ |
| GitHub | https://github.com/jokergoo/cola |
| 文档 | https://jokergoo.github.io/cola/ |
| 论文 | Zuguang Gu, et al., Improve consensus
partitioning via a hierarchical procedure. Briefings in
Bioinformatics 2022. Zuguang Gu, et al., cola: an R/Bioconductor package for consensus partitioning through a general framework. Nucleic Acids Research 2021. |
标准一致性聚类:
mat = adjust_matrix(mat) # optional
rl = run_all_consensus_partition_methods(
mat,
top_value_method = c("SD", "MAD", ...),
partition_method = c("hclust", "kmeans", ...),
cores = ...)
cola_report(rl, output_dir = ...)
或者等级一致性聚类:
mat = adjust_matrix(mat) # optional
rh = hierarchical_partition(mat, mc.cores = ...)
cola_report(rh, output_dir = ...)