Aug 2026· Nature Biomedical Engineering· 0 citations· 69 references
Medicine
TL;DR
In Parkinson's disease (PD), where complex mechanisms and limited targets hamper therapy development, XunZi identifies aberrant activation of CHK2 and IRAK4 kinases across multiple models and establishes a paradigm-shifting framework to translate fragmented biomedical knowledge and data into actionable therapeutics.
Neuropsychiatric and neurodegenerative disorders show wide variability in treatment response, thus limiting the effectiveness of traditional symptom-based neuropharmacology. Precision medicine offers a more targeted approach by combining pharmacogenomics, multi-omics data, and artificial intelligence to guide individua...
L. al-Eitan· Current Neuropharmacology· 0 citations
The value of MODPM lies not in stacking additional data layers but in building a multiscale, continuously learnable framework to link biological heterogeneity to clinically interpretable and actionable decisions.
A hypothesis-generating load-capacity framework comprising regulatory load, network capacity, developmental buffering and regulatory network instability is proposed, and the Instability Twin is described as a prospective architecture composed of independently testable patient-specific sub-models rather than an existing...
H. Goel, T. Dudding-Byth, B. Kamien· Genes· 0 citations
An AI-based multi-omics integration therefore provides a promising strategy to capture the complex regulatory networks linking tumor metabolism, genetic alterations, and therapeutic response.
Anjali Ashok Thumbarambil, Senthil Madasamy· Current Pharmacogenomics and...· 0 citations
Artificial intelligence-driven systems biology approaches could contribute to the development of dynamic, patient-specific computational representations of biological systems, potentially accelerating precision medicine and transforming drug discovery from empirical experimentation toward predictive, mechanism-guided t...
Kumar Selvarajoo· Frontiers in Immunology· 0 citations
Despite substantial advances in pharmacological therapy, cardiovascular disease remains the leading cause of mortality worldwide. Botanical drugs represent a rich source of structurally diverse bioactive metabolites, yet their translation into modern cardiovascular therapeutics remains limited by chemical complexity, i...
Shu-Xun Yao, Xiao-Xin Chen· Frontiers in Pharmacology· 0 citations
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