bioRxivJClub
Gene Embedding Hub: a standardized resource for human gene representations
bioRxiv · · Preprint · Open access
Tabares, Bohl + 1 more
Abstract ↗AI summary
The abstract is read at the publisher; the summary is JClub's.
A standardized hub compiles 67 human gene-embedding sets spanning many modalities, covering up to 20,097 GENCODE-annotated protein-coding genes with consistent identifiers and documentation.
- Why it matters: Gene embeddings are hard to reuse because identifiers, formats, and preprocessing vary across sources, limiting reliable comparison and downstream training.
- What they did: The resource aggregates published precomputed embeddings plus embeddings generated or extracted from public models and data, packaging each set with an embedding matrix, Ensembl gene IDs, metadata, and processing documentation.
- The result: Validation using global/local similarity, cross-embedding consensus, and cross-embedding predictability supports standardized comparisons and enables community-contributed embeddings that meet technical requirements.
The findingWhy it mattersWhat they didThe result
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