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. 2025 Dec 14;14(12):1263. doi: 10.3390/antibiotics14121263
A. baumannii Acinetobacter baumannii
ACEP Antimicrobial Peptide Recognition
ADAM A Database of Anti-Microbial Peptides
AI Artificial Intelligence
AMPs Antimicrobial Peptides
AMR Antimicrobial Resistance
AMPDB V1 Anti-Microbial Peptide Database Version 1
ANNs Artificial Neural Networks
APD-3 Antimicrobial Peptide Database-3
ATT Attention Mechanism
AUROC Area Under the Curve
B-AMP Biofilm-AMP
BERT Bidirectional Encoder Representations from Transformers
Bi-LSTM Bi-directional Long Short-Term Memory
CAMP Collection of Anti-Microbial Peptides
CNN Convolutional Neural Network
DA Discriminant Analysis
dbAMP Database of Antimicrobial Peptides
DBAASP Database of Antimicrobial/Cytotoxic Activity and Structure of Peptides
DF Deep Forest
DL Deep Learning
DPL Database of Peptide Ligands
DRAMP Data Repository of Antimicrobial Peptides
E. coli Escherichia coli
ECE Expected Calibration Error
ESM Evolutionary Scale Modeling
FBGAN Featurized Bidirectional Generative Adversarial Networks
GANs Generative Adversarial Networks
GCN Graph Convolutional Networks
GNN Graph Neural Network
GRU Gated Recurrent Unit
GRAMPA Giant Repository of AMP Activities
GPT-3 Generative Pre-trained Transformer-3
IAMPE Integrated Antimicrobial Peptide Estimator
InverPep Invertebrate Peptides Database
KL Kullback–Leibler
kNNs k-Nearest Neighbours
K. pneumoniae Klebsiella pneumoniae
LAMP2 Linking Antimicrobial Peptides-2
LGBM Light Gradient-Boosting Machine
LLMs Large Language Models
LSTM Long Short-Term Memory
MCC Matthews Correlation Coefficient
MIC Minimum Inhibitory Concentration
MLP Multi-Layer Perception
ML Machine Learning
modlAMP Molecular Design Laboratory’s Antimicrobial Peptides
MRSA Methicillin-Resistant Staph. aureus
MSA Multiple Sequence Alignments
NLP Natural Language Processing
NSGA-II Non-Dominated Sorting Genetic Algorithm-II
P. aeruginosa Pseudomonas aeruginosa
PGAT-ABPp Position-aware Graph Attention for Antibacterial Peptides
PSEAAC Pseudo Amino Acid Composition
QSVM Quantum Support Vector Machine
RF Random Forest
RMSE Root Mean Square Error
RNN Recurrent Neural Network
S. aureus Staph. aureus
SAR Structure–Activity Relationships
SVM Support Vector Machine
StAPD Stability-Aware Peptide Database
VAEs Variational Autoencoders
YADAMP Yet Another Database of Antimicrobial Peptides