To accelerate the inverse design of heterostructured metal matrix composites, a closed‐loop scientific machine learning framework integrates continual learning prediction with NSGA‐II‐PMCP optimization. The framework maps microstructural descriptors to strength, toughness, and modulus, expands high‐quality Pareto solutions, and guides experimentally ...
Zhiyan Zhong +11 more
wiley +1 more source
Application of Metabolomics and Machine Learning for the Prediction of Postmortem Interval.
Aljeaid R.
europepmc +1 more source
Seasonal mouse cadaver microbial study: rupture time and postmortem interval estimation model construction. [PDF]
Zhao X +7 more
europepmc +1 more source
Optimized Lipid Nanoparticles with Tail‐Modified Ionizable Lipids for Safer mRNA Delivery
Systematic engineering of hydrophobic tail architecture in vitamin B5‐derived ionizable lipids establishes a comprehensive structure–activity relationship framework for mRNA delivery. Combined lipidtail and formulation optimization identifies TM1‐OPT3‐C, a lipid nanoparticle platform that improves efficacy–safety balance through efficient mRNA delivery,
Seo‐Hyeon Bae +27 more
wiley +1 more source
Engineered exosomal siRNA delivery platform enables systemic, neuron‐targeted RNA transport across the blood–brain barrier. Surface functionalization with rabies virus glycoprotein‐derived peptide facilitates receptor‐mediated transcytosis, achieving efficient cytosolic delivery and robust gene silencing. Targeting RIPK3 suppresses necroptosis, reduces
Chi Zhang +9 more
wiley +1 more source
Decomposition in an extreme cold environment and associated microbiome-prediction model implications for the postmortem interval estimation. [PDF]
Iancu L, Bonicelli A, Procopio N.
europepmc +1 more source
A Pan‐Methylome Framework for Population‐Scale Bacterial Epigenomics
A scalable quantitative framework unlocks population‐level comparative epigenomics in bacteria. By transforming site‐level data into standardized traits, this approach reconstructs methylation‐informed phylogenies and defines the core epigenome.
Bin Ma +22 more
wiley +1 more source
Lipidomes in Cadaveric Decomposition and Determination of the Postmortem Interval: A Systematic Review. [PDF]
Caballero-Moreno L, Luna A, Legaz I.
europepmc +1 more source
Development of Mathematical Models Using circRNA Combinations (<i>circTulp4</i>, <i>circSlc8a1</i>, and <i>circStrn3</i>) in Mouse Brain Tissue for Postmortem Interval Estimation. [PDF]
Song B +7 more
europepmc +1 more source
Structural changes in the crystalline lens as a function of the postmortem interval assessed with two-photon imaging microscopy. [PDF]
Martínez-Ojeda RM +3 more
europepmc +1 more source

