AIMC Topic: Deep Learning

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TrGPCR: GPCR-Ligand Binding Affinity Prediction Based on Dynamic Deep Transfer Learning.

IEEE journal of biomedical and health informatics Mar 6, 2025
Predicting G protein-coupled receptor (GPCR) -ligand binding affinity plays a crucial role in drug development. However, determining GPCR-ligand binding affinities is time-consuming and resource-intensive. Although many studies used data-driven metho...
Computational Biology Databases, Protein Receptors, G-Protein-Coupled Humans Deep Learning Protein Binding Ligands
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Dual-type deep learning-based image reconstruction for advanced denoising and super-resolution processing in head and neck T2-weighted imaging.

Japanese journal of radiology Mar 5, 2025
PURPOSE: To assess the utility of dual-type deep learning (DL)-based image reconstruction with DL-based image denoising and super-resolution processing by comparing images reconstructed with the conventional method in head and neck fat-suppressed (Fs...
Middle Aged Deep Learning Image Processing, Computer-Assisted Humans Image Interpretation, Computer-Assisted Aged, 80 and over Retrospective Studies Head and Neck Neoplasms Adult Head Female Neck Male Aged Signal-To-Noise Ratio Magnetic Resonance Imaging
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Measuring the severity of knee osteoarthritis with an aberration-free fast line scanning Raman imaging system.

Analytica chimica acta Mar 5, 2025
Osteoarthritis (OA) is a major cause of disability worldwide, with symptoms like joint pain, limited functionality, and decreased quality of life, potentially leading to deformity and irreversible damage. Chemical changes in joint tissues precede ima...
Signal-To-Noise Ratio Osteoarthritis, Knee Severity of Illness Index Deep Learning Spectrum Analysis, Raman Humans Algorithms
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Deep learning based estimation of heart surface potentials.

Artificial intelligence in medicine Mar 5, 2025
Electrocardiographic imaging (ECGI) aims to noninvasively estimate heart surface potentials starting from body surface potentials. This is classically based on geometric information on the torso and the heart from imaging, which complicates clinical ...
Body Surface Potential Mapping Humans Deep Learning Female Electrocardiography Male Heart
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Development of DeepPQK and DeepQK sequence-based deep learning models to predict protein-ligand affinity and application in the directed evolution of ferulic esterase DLfae4.

International journal of biological macromolecules Mar 5, 2025
Affinity plays an essential role in the rate and stability of enzyme-catalyzed reactions, thus directly impacting the catalytic activity. In general, the predictive method for protein-ligand binding affinity mainly relies on high-resolution protein c...
Neural Networks, Computer Deep Learning Directed Molecular Evolution Ligands Protein Binding Carboxylic Ester Hydrolases Binding Sites Models, Molecular Amino Acid Sequence
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Artificial intelligence-based deep learning algorithms for ground-glass opacity nodule detection: A review.

Narra J Mar 5, 2025
Ground-glass opacities (GGOs) are hazy opacities on chest computed tomography (CT) scans that can indicate various lung diseases, including early COVID-19, pneumonia, and lung cancer. Artificial intelligence (AI) is a promising tool for analyzing med...
Sensitivity and Specificity Deep Learning COVID-19 Humans Lung Neoplasms Artificial Intelligence Algorithms Tomography, X-Ray Computed
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Deep mutational learning for the selection of therapeutic antibodies resistant to the evolution of Omicron variants of SARS-CoV-2.

Nature biomedical engineering Mar 5, 2025
Most antibodies for treating COVID-19 rely on binding the receptor-binding domain (RBD) of SARS-CoV-2 (severe acute respiratory syndrome coronavirus 2). However, Omicron and its sub-lineages, as well as other heavily mutated variants, have rendered m...
Humans COVID-19 SARS-CoV-2 Antibodies, Neutralizing COVID-19 Drug Treatment Evolution, Molecular Deep Learning Angiotensin-Converting Enzyme 2 Mutation Antibodies, Viral Epitopes Spike Glycoprotein, Coronavirus
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Deep Learning Enhanced Near Infrared-II Imaging and Image-Guided Small Interfering Ribonucleic Acid Therapy of Ischemic Stroke.

ACS nano Mar 5, 2025
Small interfering RNA (siRNA) targeting the NOD-like receptor family pyrin domain-containing 3 (NLRP3) inflammasome has emerged as a promising therapeutic strategy to mitigate infarct volume and brain injury following ischemic stroke. However, the cl...
Infarction, Middle Cerebral Artery RNA, Small Interfering Infrared Rays Mice, Inbred C57BL Ischemic Stroke NLR Family, Pyrin Domain-Containing 3 Protein Animals Male Deep Learning Mice Nanoparticles Disease Models, Animal Blood-Brain Barrier
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Advanced deep learning models for predicting elemental concentrations in iron ore mine using XRF data: a cost-effective alternative to ICP-MS methods.

Environmental geochemistry and health Mar 5, 2025
Accurate elemental analysis is a critical requirement for mineral exploration, particularly in regions like Iran, where the mining sector has experienced a substantial increase in exploration activities over the past decade. Inductively Coupled Plasm...
Cost-Benefit Analysis Mining Spectrometry, X-Ray Emission Mass Spectrometry Iron Iran Deep Learning Environmental Monitoring
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Rethinking model prototyping through the MedMNIST+ dataset collection.

Scientific reports Mar 5, 2025
The integration of deep learning based systems in clinical practice is often impeded by challenges rooted in limited and heterogeneous medical datasets. In addition, the field has increasingly prioritized marginal performance gains on a few, narrowly...
Humans Image Processing, Computer-Assisted Neural Networks, Computer Datasets as Topic Databases, Factual Algorithms Deep Learning
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