Targeting the PDK1/c‐Myc/SOX10 Signaling in Oligodendrocytes Alleviates Neuropathic Pain
Advanced Science, EarlyView.This work reveals that oligodendrocyte homeostasis, mediated by PDK1, is a critical determinant of neuropathic pain (NPP) pathogenesis. Disruption of PDK1 in oligodendrocytes impairs SOX10‐dependent myelination programs through c‐Myc accumulation, leading to disrupted myelination and the pathophysiology of NPP.
Pingping Qiao +7 more
wiley +1 more source
Zero-shot incremental learning using spatial-frequency feature representations. [PDF]
Sci RepRen J, Zhao Y, Zhang W, Sun C.
europepmc +1 more source
An incremental learning approach to prediction models of SEIRD variables in the context of the COVID-19 pandemic. [PDF]
Health Technol (Berl), 2022 Camargo E +4 more
europepmc +1 more source
Advanced Science, EarlyView.Geometry and connectivity are complementary structures, which have demonstrated their ability to represent the brain's functional activity. This study evaluates geometric and connectome eigenmodes as biologically informed constraints for EEG source localization.
Pok Him Siu +6 more
wiley +1 more source
Parameter-Free Statistical Generator-Based Class Incremental Learning for Multi-User Physical Layer Authentication in the Industrial Internet of Things. [PDF]
Sensors (Basel)Zhao W, Guo Y, Huang Y, Chen Y, Chen L.
europepmc +1 more source
Intelligent Diagnosis Method for New Diseases Based on Fuzzy SVM Incremental Learning. [PDF]
Comput Math Methods Med, 2022 Song-Men S.
europepmc +1 more source
Machine Learning for Green Solvents: Assessment, Selection and Substitution
Advanced Science, EarlyView.Environmental regulations have intensified demand for green solvents, but discovery is limited by Solvent Selection Guides (SSGs) that quantify solvent sustainability. Training a machine learning model on GlaxoSmithKline SSG, a database of sustainability metrics for 10,189 solvents, GreenSolventDB is developed. Integrated with Hansen solubility metrics,
Rohan Datta +4 more
wiley +1 more source
An enhanced Transformer framework with incremental learning for online stock price prediction. [PDF]
PLoS OneQian Y.
europepmc +1 more source
Solid Harmonic Wavelet Bispectrum for Image Analysis
Advanced Science, EarlyView.The Solid Harmonic Wavelet Bispectrum (SHWB), a rotation‐ and translation‐invariant descriptor that captures higher‐order (phase) correlations in signals, is introduced. Combining wavelet scattering, bispectral analysis, and group theory, SHWB achieves interpretable, data‐efficient representations and demonstrates competitive performance across texture,
Alex Brown +3 more
wiley +1 more source
Generative Diffusion-Based Task Incremental Learning Method for Decoding Motor Imagery EEG. [PDF]
Brain SciYang Y, Li M, Liu J.
europepmc +1 more source