De Novo Multi‐Mechanism Antimicrobial Peptide Design via Multimodal Deep Learning
Current AI‐driven peptide discovery often overlooks complex structural data. This study presents M3‐CAD, a generative pipeline that leverages 3D voxel coloring and a massive database of over 12 000 peptides to capture nuanced physicochemical contexts.
Xiaojuan Li +23 more
wiley +1 more source
FKG-MM: A multi-modal fuzzy knowledge graph with data integration in healthcare. [PDF]
Tan NH +5 more
europepmc +1 more source
This study investigates how the internal structure of fiber‐reinforced ceramic composites affects their resistance to damage. By combining 3D X‐ray imaging with acoustic emission monitoring during mechanical testing, it reveals how silicon distribution influences crack formation.
Yang Chen +7 more
wiley +1 more source
Large language model-driven knowledge graph reasoning for enhanced semantic segmentation. [PDF]
Su J +6 more
europepmc +1 more source
Causal Prediction of TP53 Variant Pathogenicity Using a Perturbation‐Informed Protein Language Model
A TP53‐specific predictor, CaVepP53, is developed by fine‐tuning ESMC on experimentally validated variants, quantifying pathogenicity via Euclidean distances. It outperforms general‐purpose models and extends to five cancer genes, enabling interpretable variant classification for precision medicine.
Huiying Chen +15 more
wiley +1 more source
Exploration of Morphological Characteristics in Diabetic Macular Ischemia Utilizing a Large Language Model-Assisted Knowledge Graph. [PDF]
Yoshida M +4 more
europepmc +1 more source
Retraction: Fast fault diagnosis of smart grid equipment based on deep neural network model based on knowledge graph. [PDF]
PLOS One Editors.
europepmc +1 more source
Intelligent Anti-Jamming Decision-Making Technology Based on Knowledge Graph and DQN. [PDF]
Ni D +6 more
europepmc +1 more source
KGMP: Augmenting retrieval knowledge graph with multi-hop perceptron. [PDF]
Yang Z +6 more
europepmc +1 more source

