Yomix: an interactive tool for the exploration of low-dimensional embeddings in omics data.
other · Level V
Where this comes from
- Record sourced from PubMed, PMID 42133825.
- Also identified by DOI 10.1093/bioinformatics/btag301 and PMC identifier 13198385.
- Licence recorded as CC BY.
- The licence permits redistribution, so the abstract is shown in full and the full text is available from the publisher.
Abstract
In the analysis of diverse omics data, a common and important preliminary step involves computing low-dimensional embeddings using techniques such as PCA, UMAP, t-SNE, or variational autoencoders. These embeddings provide a global overview of sample distributions and their relationships, often serving as the basis for formulating biological hypotheses. To facilitate rapid and intuitive exploration of such low-dimensional embeddings, we developed Yomix, an interactive omics-agnostic visualization and data exploration tool. Yomix enables users to flexibly define subsets of interest using a lasso selection tool, instantly compute their feature signatures, and compare their distributions. Yomix is a fast and efficient tool for interactive exploration of diverse omics datasets. Yomix and its documentation are publicly available at https://github.com/perrin-isir/yomix.
Medical subject headings
- Software
- Computational Biology
- Genomics