AIMC Topic: Sodium

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NA_mCNN: Classification of Sodium Transporters in Membrane Proteins by Integrating Multi-Window Deep Learning and ProtTrans for Their Therapeutic Potential.

Journal of proteome research Apr 7, 2025
Sodium transporters maintain cellular homeostasis by transporting ions, minerals, and nutrients across the membrane, and Na+/K+ ATPases facilitate the cotransport of solutes in neurons, muscle cells, and epithelial cells. Sodium transporters are impo...
Deep Learning Membrane Proteins Sodium Membrane Transport Proteins Humans
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Deep-Learning-Based Segmentation of Cells and Analysis (DL-SCAN).

Biomolecules Oct 23, 2024
With the recent surge in the development of highly selective probes, fluorescence microscopy has become one of the most widely used approaches to studying cellular properties and signaling in living cells and tissues. Traditionally, microscopy image ...
Fluorescent Dyes Microscopy, Fluorescence Neurons Calcium Animals Image Processing, Computer-Assisted Deep Learning Mice Sodium Software Astrocytes Signal-To-Noise Ratio Brain
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Evaluating machine learning performance in predicting sodium adsorption ratio for sustainable soil-water management in the eastern Mediterranean.

Journal of environmental management Sep 27, 2024
Soil salinization is a critical global issue for sustainable agriculture, impacting crop yields and posing a threat to achieving the Sustainable Development Goal (SDG) of ensuring food security. It is necessary to monitor it in detail and uncover its...
Sodium Salinity Mediterranean Region Water Neural Networks, Computer Agriculture Machine Learning Adsorption Soil
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NaII-Pred: An ensemble-learning framework for the identification and interpretation of sodium ion inhibitors by fusing multiple feature representation.

Computers in biology and medicine Jun 15, 2024
High-affinity ligand peptides for ion channels are essential for controlling the flow of ions across the plasma membrane. These peptides are now being investigated as possible therapeutic possibilities for a variety of illnesses, including cancer and...
Humans Machine Learning Sodium Sodium Channel Blockers
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Prediction of 24-Hour Urinary Sodium Excretion Using Machine-Learning Algorithms.

Journal of the American Heart Association May 10, 2024
BACKGROUND: Accurate quantification of sodium intake based on self-reported dietary assessments has been a persistent challenge. We aimed to apply machine-learning (ML) algorithms to predict 24-hour urinary sodium excretion from self-reported questio...
Sodium, Dietary Time Factors Aged United States Adult Humans Sodium Algorithms Hypertension Predictive Value of Tests Male Machine Learning Urinalysis Female Self Report Middle Aged Reproducibility of Results
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Deep Survival Analysis With Latent Clustering and Contrastive Learning.

IEEE journal of biomedical and health informatics May 6, 2024
Survival analysis is employed to analyze the time before the event of interest occurs, which is broadly applied in many fields. The existence of censored data with incomplete supervision information about survival outcomes is one key challenge in sur...
Datasets as Topic Body Temperature Racial Groups Sodium Heart Rate Survival Analysis Leukocyte Count Respiratory Rate Creatine Temperature Male Comorbidity Neoplasms Deep Learning Latent Class Analysis Humans Age Factors Female Blood Pressure Dementia Diabetes Mellitus
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Rapid 2D Na MRI of the calf using a denoising convolutional neural network.

Magnetic resonance imaging Apr 19, 2024
PURPOSE: Na MRI can be used to quantify in-vivo tissue sodium concentration (TSC), but the inherently low Na signal leads to long scan times and/or noisy or low-resolution images. Reconstruction algorithms such as compressed sensing (CS) have been pr...
Sodium Humans Healthy Volunteers Neural Networks, Computer Signal-To-Noise Ratio Image Processing, Computer-Assisted Algorithms Female Leg Magnetic Resonance Imaging Prospective Studies Adult Sodium Isotopes Muscle, Skeletal Male
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A machine learning approach for predicting treatment response of hyponatremia.

Endocrine journal Mar 2, 2024
Hyponatremia leads to severe central nervous system disorders and requires immediate treatment in some cases. However, a rapid increase in serum sodium (s-Na) concentration could cause osmotic demyelination syndrome. To achieve a safety hyponatremia ...
Adult Machine Learning Male Algorithms Humans Treatment Outcome Middle Aged Female Sodium Aged Hyponatremia Aged, 80 and over
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Predicting saturated and near-saturated hydraulic conductivity using artificial neural networks and multiple linear regression in calcareous soils.

PloS one Jan 10, 2024
Hydraulic conductivity (Kψ) is one of the most important soil properties that influences water and chemical movement within the soil and is a vital factor in various management practices, like drainage, irrigation, erosion control, and flood protecti...
Soil Water Neural Networks, Computer Sodium Linear Models
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Multi-Branch-CNN: Classification of ion channel interacting peptides using multi-branch convolutional neural network.

Computers in biology and medicine Jun 8, 2022
Ligand peptides that have high affinity for ion channels are critical for regulating ion flux across the plasma membrane. These peptides are now being considered as potential drug candidates for many diseases, such as cardiovascular disease and cance...
Sodium Neural Networks, Computer Ion Channels Peptides Potassium
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