SpaMode introduces a versatile framework for spatial multi‐omics integration across vertical, horizontal, and mosaic scenarios. By disentangling modality‐invariant and variant features through a mixture‐of‐experts mechanism, it adaptively reconfigures spatially heterogeneous signals.
Xubin Zheng +6 more
wiley +1 more source
Correction: Objective interpretation of intrapartum cardiotocography images using attention-guided convolutional neural networks. [PDF]
Zhou X +8 more
europepmc +1 more source
A physics‐informed property‐bridging framework links high‐throughput hardness screening to tensile performance in quenching and partitioning steels. By transferring metallurgically guided representations across properties, a single alloy composition is designed to achieve multiple strength grades through heat‐treatment tuning alone, offering a ...
Xiaolu Wei +7 more
wiley +1 more source
Convolutional Neural Networks in Chronic Wound Segmentation and Tissue Classification Using Real-World Images. [PDF]
Huttunen E +6 more
europepmc +1 more source
A self‐supervised multi‐view graph fusion framework integrates spatial multi‐omics, excelling in domain identification and denoising. It reconstructs spatial pseudo‐expression, jointly analyzes multi‐omics data, infers RNA velocity, predicts spatial omics features from single‐cell multi‐omics, and detects spatially dark genes and transcription factors,
Yuejing Lu +8 more
wiley +1 more source
Application of convolutional neural networks for automated segmentation and classification in esophageal diseases. [PDF]
Pu L, Wang X, Yan S, Zhuang S, He X.
europepmc +1 more source
A Portable and Dual‐Button Microneedle Device Enables Intelligent Multimodal Laser Sensing
A portable and dual‐button microneedle device enables rapid interstitial fluid sampling. Coupled with multimodal laser sensing and AI‐assisted data processing, the platform enables simultaneous molecular and elemental analysis for minimally invasive and multiplexed health assessment toward point‐of‐care diagnostics.
Yuanchao Liu +12 more
wiley +1 more source
LIGO Core-Collapse Supernova Detection Using Convolutional Neural Networks. [PDF]
Pan Z +3 more
europepmc +1 more source
Decoding Spatial Heterogeneity and Multi‐Omics Regulation with Hierarchical Graph Learning
ABSTRACT Recent advances in spatial multi‐omics technologies have enabled the simultaneous profiling of multiple molecular layers within the same tissue slice, providing unprecedented opportunities to investigate tissue spatial organization. However, most existing computational methods identify spatial domains in a purely data‐driven manner, rarely ...
Jiazhou Chen +6 more
wiley +1 more source
Interpretable convolutional neural networks for sequence-based classification and discovery of plastic-degrading enzymes. [PDF]
Lee W-H +6 more
europepmc +1 more source

