#gene-prediction News & Analysis

2 articles tagged with #gene-prediction. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · 18h ago6/10

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EssentialGIN: a new approach for gene essentiality prediction based on graph isomorphism neural networks

Researchers have developed EssentialGIN, a graph isomorphism neural network approach for predicting essential genes by embedding proteins within protein-protein interaction networks while integrating biological data like gene expression and subcellular localization. The method significantly outperforms traditional centrality measures and other machine learning approaches, particularly for complex organisms like humans.

AINeutralarXiv – CS AI · 18h ago6/10

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Knowledge Graphs and Reasoning LLMs for Finding Simple Yet Effective Transcriptomic Perturbation Predictors

Researchers demonstrate that simple K-nearest neighbor models leveraging biological knowledge graphs achieve competitive performance in predicting gene knockout effects on transcriptomic expression, with reinforcement learning-optimized LLMs further improving results to match state-of-the-art methods. This work suggests knowledge graphs serve as effective model priors for complex biological prediction tasks.