A fused weighted federated learning-based adaptive approach for early-stage drug prediction
Sign Up to like & getrecommendations! Published in 2025 at "Scientific Reports"
DOI: 10.1038/s41598-025-13991-4
Abstract: Early accurate drug prediction is crucial in clinical decision support, where privacy of the patient data is a paramount importance. In this study, we introduce a fused weighted adaptive federated learning (FWAFL) framework to achieve joint… read more here.
Keywords: drug; drug prediction; federated learning; approach ... See more keywords
Bioinformatic analysis combined with immune infiltration to explore osteoarthritis biomarkers and drug prediction
Sign Up to like & getrecommendations! Published in 2024 at "Medicine"
DOI: 10.1097/md.0000000000038430
Abstract: Along with global aging, osteoarthritis (OA) appears to have a high incidence and disability rate, which seriously affects the quality of life of patients, making age a major risk factor. However, the pathology of OA… read more here.
Keywords: analysis; immune infiltration; immunology; drug prediction ... See more keywords
Target-agnostic drug prediction integrated with medical record analysis uncovers differential associations of statins with increased survival in COVID-19 patients
Sign Up to like & getrecommendations! Published in 2023 at "PLOS Computational Biology"
DOI: 10.1371/journal.pcbi.1011050
Abstract: Drug repurposing requires distinguishing established drug class targets from novel molecule-specific mechanisms and rapidly derisking their therapeutic potential in a time-critical manner, particularly in a pandemic scenario. In response to the challenge to rapidly identify… read more here.
Keywords: drug prediction; target agnostic; covid patients; agnostic drug ... See more keywords
MDGNN: Microbial Drug Prediction Based on Heterogeneous Multi-Attention Graph Neural Network
Sign Up to like & getrecommendations! Published in 2022 at "Frontiers in Microbiology"
DOI: 10.3389/fmicb.2022.819046
Abstract: Human beings are now facing one of the largest public health crises in history with the outbreak of COVID-19. Traditional drug discovery could not keep peace with newly discovered infectious diseases. The prediction of drug-virus… read more here.
Keywords: drug prediction; drug; microbial drug; attention ... See more keywords