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New method rwMagLap identifies circadian regulators for arrhythmic pituitary genes

By PulseAugur Editorial · [1 sources] ·

Researchers have developed a novel method called rwMagLap to identify potential circadian regulators for pituitary hormone genes that lack a clear 24-hour rhythm. This technique constructs a graph of rhythmic genes and incorporates phase-aware information to rank potential regulatory targets. Applied to pituitary data, rwMagLap successfully identified significant enrichments for known circadian gene sets, suggesting its utility for chronopharmacologic and chronotherapeutic strategies. AI

RANK_REASON The cluster contains a scientific paper detailing a new computational method for biological research. [lever_c_demoted from research: ic=1 ai=0.4]

Read on arXiv cs.LG →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

New method rwMagLap identifies circadian regulators for arrhythmic pituitary genes

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The cluster contains a scientific paper detailing a new computational method for biological research. [lever_c_demoted from research: ic=1 ai=0.4]
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COVERAGE [1]

  1. arXiv cs.LG TIER_1 English(EN) · Shabnam Sodagari, Nick Jasperson ·

    Recovering Candidate Circadian Regulators of Arrhythmic Pituitary Hormone Genes Using Reliability-Weighted Magnetic Laplacian with rwMagLap

    arXiv:2607.06579v1 Announce Type: cross Abstract: We study how to recover candidate circadian-clock regulators of pituitary hormone genes that are important for women's health but do not show a clear 24-hour rhythm in bulk tissue, aiming to nominate clock-linked regulatory target…

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