Ovarian Cancer Diagnosis and Chemoresistance Prediction Model Based on cfRNA Molecular Signature
A deep learning model analyzes cfRNA profiles extracted from the blood of OVCA patients. This innovative approach distinguishes OVCA from healthy controls with high accuracy. Crucially, it reliably predicts patient response to chemotherapy (sensitive versus resistant subgroups).
Qinhao Guo +14 more
wiley +1 more source
Reduced rank regression for mixed predictor and response variables. [PDF]
de Rooij M, Cotugno L, Siciliano R.
europepmc +1 more source
Autonomous High‐Throughput Characterization of Liquid‐Liquid Phase Behavior
This study introduces an automated dual modality platform, combining asymmetric capacitance deviation and multiangle turbidimetry, for high‐throughput characterization of liquid‐liquid phase behavior across chemically diverse fluid systems. The platform enables miscibility classification, resolution of phase separation kinetics and emulsion stability ...
Tarek Eid +3 more
wiley +1 more source
Connectivity Structure and Dynamics of Nonlinear Recurrent Neural Networks. [PDF]
Clark DG +3 more
europepmc +1 more source
Exact Discrete Stochastic Simulation With Deep‐Learning‐Scale Gradient Optimization
A 203,796‐parameter gene regulatory network classifies handwritten digits with 98.4% accuracy using exact stochastic dynamics. The framework decouples forward simulation from backward differentiation, making continuous‐time Markov chain models compatible with deep‐learning optimization.
Jose M. G. Vilar, Leonor Saiz
wiley +1 more source
Pressure overload suppresses cardiomyocyte ZER1, weakening CRL2Zer1‐mediated DVL2 degradation and allowing DVL2 accumulation. Elevated DVL2 activates CaMKII‐HDAC4‐MEF2C signaling, drives fetal gene reactivation, and promotes pathological remodeling.
Mingchao Jiang +27 more
wiley +1 more source
Designing Diaryl Sulfide Electronic Properties: A Comprehensive DFT Guide to HOMO-LUMO Gaps and Reactivity Descriptors. [PDF]
da Silva RS.
europepmc +1 more source
Two fast algorithms for finding the solution of the lower Hessenberg quasi-Toeplitz linear system from Markov chain. [PDF]
Fu Y, Jiang X, Zheng Y, Jiang Z.
europepmc +1 more source
High-Resolution Single-Pixel Imaging of Spatially Sparse Objects: Real-Time Imaging in the Near-Infrared and Visible Wavelength Ranges Enhanced with Iterative Processing or Deep Learning. [PDF]
Stojek R +5 more
europepmc +1 more source
Universal Niche Geometry Governs the Response of Ecosystems to Environmental Perturbations. [PDF]
Goyal A, Rocks JW, Mehta P.
europepmc +1 more source

