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M. Aranda

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Open access Jul 2026

Unify learns cellular evolution with universal multimodal embeddings

Integrating single-cell RNA-sequencing (scRNA-seq) data across species is hindered by evolutionary divergence, technical batch effects, and the reliance on one-to-one orthologs. Here, we present Unify, a transfer learning methodology that learns universal cell embeddings by defining functionally coherent, multi-modal m...

Hua-Wen Zhong, Wenkai Han, Guoxin Cui et al. · 0 citations
Review Open access Aug 2026

Metagenomic Insights Into Red Sea Biodiversity Across the Web of Life

ABSTRACT Earth's biodiversity is central to ecosystem health and resilience, providing essential functions and services. The Red Sea is a recognised marine biodiversity hotspot with high endemism and unique environmental conditions that support extensive but poorly resolved biodiversity. Here, we applied metagenomic an...

Elisa Laiolo, Christopher A. Hempel, Balegh A. Abukabbos et al. · 0 citations

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