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. 2025 Mar 18;12(3):312. doi: 10.3390/bioengineering12030312
AI Artificial Intelligence
BindingDB Binding Database
BioGRID Biological General Repository for Interaction Datasets
BioLiP Biologically Relevant Ligand–Protein Binding Interactions Database
BSA Bovine Serum Albumin
CAFA Critical Assessment of Protein Function Annotation
ChEMBL Chemogenomic Database
CNN Convolutional Neural Network
CNTs Carbon Nanotubes
CSI Cell Shape Index
DFT Density Functional Theory
DIP Database of Interacting Proteins
DL Deep Learning
DNA Deoxyribonucleic Acid
DNNs Deep Neural Networks
DrugBank Drug and Drug Target Database
DWCNTs Doublewalled Carbon Nanotubes
ENMs Engineered Nanomaterials
ERA Environmental Risk Assessment
ERT Extremely Randomized Tree
FAIR Findable, Accessible, Interoperable, and Reusable
GBDT Gradient-Boosting Decision Tree
GLASS GPCR–Ligand Association
GO Gene Ontology
GPCR G-Protein-Coupled Receptor
GPCRdb G-Protein-Coupled Receptor Database
His Histidine
HPRD Human Protein Reference Database
IntAct Molecular Interaction Database
KGsim2vec Knowledge-Graph-Based Method
KNN K-Nearest Neighbor
LigAsite Ligand Attachment Site Database
LightGBM Light Gradient-Boosting Machine
LLMPs Large Language Models for Proteins
MD Molecular Dynamics
ML Machine Learning
MWCNTs Multiwalled Carbon Nanotubes
NAFs Nuclear Area Factors
NBRP NP Blood Removal Pathways
NMs Nanomaterials
NN Neural Networks
NPs Nanoparticles
RPA Relative Protein Abundance
PCRO-RLRM Polypeptide Chemical Reaction Optimized Resistant Logistic Regression Model
PDB Protein Data Bank
PDBbind Binding Affinity Data for Biomolecular Complexes Deposited in the PDB
PepPIs/PPIs Peptide/Protein–Protein Interactions
Phe Phenylalanine
Phos Phosphorylation
PLIs Protein–Ligand Interactions
PSSM Position-Specific Scoring Matrix
PPIs Protein–Protein Interactions
QSAR Quantitative Structure–Activity Relationship
PubChem Public Chemical Information Resource
R2 Coefficient of Determination
RF Random Forest
RNA Ribonucleic Acid
SHAP SHapley Additive exPlanations
SKEMPI Structural Kinetic and Energetic Database of Mutant Protein Interactions
SOM Self-Organizing Map
STRING Search Tool for the Retrieval of Interacting Genes/Proteins
SVM Support Vector Machine
Trp Tryptophan
Tyr Tyrosine
UMOD Uromodulin
UniProt Universal Protein Resource
XGBoost Extreme Gradient Boosting