GatorST: A Versatile Contrastive Meta‐Learning Framework for Spatial Transcriptomic Data Analysis
GatorST learns spatially informed embeddings for spatial transcriptomics by coupling two‐hop subgraph graph convolutions with cluster‐aware pseudo‐label supervision and episodic contrastive meta‐learning. The framework captures neighbor‐level topology and tissue‐wide expression semantics without heavy augmentations, delivering robust representations ...
Zhenhao Zhang +5 more
wiley +1 more source
A robust E learning recommendation system based on novel interval valued bipolar fuzzy hypersoft set theory. [PDF]
Harl MI +4 more
europepmc +1 more source
Prostate cancer, a leading cause of cancer in men globally, urgently requires improved diagnostic and treatment strategies. This study analyzed large genetic datasets and identified five key proteins (THBD, DST, IFI27L2, OSBPL10, PPP1R14A) that either increase or decrease cancer risk, while also exploring their roles in immune response and potential ...
Maoping Cai +11 more
wiley +1 more source
Path planning for UAVs in complex terrain based on the PGD model: Algorithmic improvements combining feature extraction and reinforcement learning. [PDF]
Liu L, Li X, Meng L, Zhao Y, Lv Y.
europepmc +1 more source
The combination of calibrated micro‐CT and quantitative micro‐XRF measurement facilitates the correlation of density and composition in the 3D macro‐structure of teeth. Zn concentration in dentin increases by a factor of 10 toward the pulp. Incidentally, the overall density decreases, showing an association between Zn and the dentin tissue porosity ...
Ioanna Mantouvalou +11 more
wiley +1 more source
Intelligent decision-making for mine ventilation systems based on graph neural network and deep reinforcement learning fusion. [PDF]
Zhang K, Yang X, Li H.
europepmc +1 more source
Harnessing energy metabolism for enhanced bone defect repair: Mechanisms and therapeutic strategies
This review addresses the critical challenge of bone defect repair by focusing on the underexplored role of cellular energy metabolism. It synthesizes regulatory mechanisms in bone‐forming cells and sums up innovative strategies—leveraging cell derivatives, active factors, and biomimetic scaffolds—to modulate metabolism for enhanced regeneration.
Junting Li +5 more
wiley +1 more source
On the geometry of topological defects in glasses. [PDF]
Wu ZW, Barrat JL, Kob W.
europepmc +1 more source
ABSTRACT Accurately predicting line loss rates is crucial for effective management in distribution networks, particularly for short‐term multihorizon forecasts ranging from 1 hour to 1 week. In this study, we propose attention‐GCN–LSTM, a novel method that integrates graph convolutional networks (GCN), long short‐term memory (LSTM) and a three‐level ...
Jie Liu +4 more
wiley +1 more source
A Balancing Act in Corneal Epithelial Repair: A MAPK-JUN/EGR1/TFAP2A Network Regulates Ferroptotic Cell Fate. [PDF]
Jiang H, Chen Z, Luan W, Li J, Yin N.
europepmc +1 more source

