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Illuminating phage dark matter beyond the reach of structural alignments with PhageFlare

Many phage proteins remain functionally uncharacterized despite advances in structural-similarity-based annotation. We introduce PhageFlare, a deep learning framework for predicting phage protein functions lacking significant structural matches to annotated references. Across three structure-disjoint benchmarks, where no significant Foldseek match was detected between training and test proteins…

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Fire, smoke and statesmanship

When choking transboundary haze pushed Singapore and Indonesia to the brink of an economic and diplomatic standoff, pragmatic leadership proved that following the money trail—not nationalist…

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