AI‐Driven Cancer Multi‐Omics: A Review From the Data Pipeline Perspective
The exponential growth of cancer multi‐omics data brings opportunities and challenges for precision oncology. This review systematically examines AI's role in addressing these challenges, covering generative models, integration architectures, Explainable AI for clinical trust, clinical applications, and key directions for clinical translation.
Shilong Liu, Shunxiang Li, Kun Qian
wiley +1 more source
Machine Learning the Decoherence Property of Superconducting and Semiconductor Quantum Devices from Graph Connectivity. [PDF]
Fu Q, Liu J, Wang X, Xiong R.
europepmc +1 more source
Uncertainty‐Guided Selective Adaptation Enables Cross‐Platform Predictive Fluorescence Microscopy
Deep learning models often fail when transferred to new microscopes. A novel framework overcomes this by selectively adapting the early layers governing low‐level image statistics, while freezing deep layers that encode morphology. This uncertainty‐guided approach enables robust, label‐free virtual staining across diverse systems, democratizing ...
Kai‐Wen K. Yang +9 more
wiley +1 more source
Platonic representation of foundation machine learning interatomic potentials. [PDF]
Li Z, Walsh A.
europepmc +1 more source
Large‐Scale Machine Learning to Screen for Small‐Molecule Senolytics
A consistent workflow underpins all experiments in this study. A dedicated model‐selection dataset first identifies optimal hyperparameters for each algorithm. Models are then trained and rigorously evaluated on independent sets of molecules using the senolytic ratio SR. Comprehensive hyperparameter exploration across SMILES representations, task types,
Alexis Dougha +2 more
wiley +1 more source
ChemBang: Expanding the Chemical Space Around Small Molecules. [PDF]
Montes-Grajales D +3 more
europepmc +1 more source
A Global Atlas of Digital Dermatology to Map Innovation and Disparities
Gröger F +8 more
europepmc +1 more source
Integrative Transcriptomic, Network, and Machine Learning Analyses Identify Genistein and Resveratrol-Associated Therapeutic Targets in Alzheimer's Disease. [PDF]
Isıyel M, Ceylan H, Demir Y.
europepmc +1 more source
Drug screening for α-synuclein aggregation inhibitors via multimodal graph neural network. [PDF]
Gu T +6 more
europepmc +1 more source

