Systematic analysis of global features and model building for recognition of antimicrobial peptides

EG Randou, D Veltri, A Shehu - 2013 IEEE 3rd International …, 2013 - ieeexplore.ieee.org
With growing bacterial resistance to antibiotics, it is becoming paramount to seek out new
antibacterials. Antimicrobial peptides (AMPs) provide interesting templates for antibacterial …

A novel method to improve recognition of antimicrobial peptides through distal sequence-based features

D Veltri, U Kamath, A Shehu - 2014 IEEE International …, 2014 - ieeexplore.ieee.org
Growing bacterial resistance to antibiotics is urging the development of new lines of
treatment. The discovery of naturally-occurring antimicrobial peptides (AMPs) is motivating …

Binary response models for recognition of antimicrobial peptides

EG Randou, D Veltri, A Shehu - Proceedings of the International …, 2013 - dl.acm.org
There is now great urgency in developing new antibiotics to combat bacterial resistance.
Recent attention has turned to naturally-occurring antimicrobial peptides (AMPs) that can …

Improving recognition of antimicrobial peptides and target selectivity through machine learning and genetic programming

D Veltri, U Kamath, A Shehu - IEEE/ACM transactions on …, 2015 - ieeexplore.ieee.org
Growing bacterial resistance to antibiotics is spurring research on utilizing naturally-
occurring antimicrobial peptides (AMPs) as templates for novel drug design. While …

[HTML][HTML] An automatic representation of peptides for effective antimicrobial activity classification

JA Beltran, G Del Rio, CA Brizuela - Computational and structural …, 2020 - Elsevier
Antimicrobial peptides (AMPs) are a promising alternative to small-molecules-based
antibiotics. These peptides are part of most living organisms' innate defense system. In order …

A computational and statistical framework for screening novel antimicrobial peptides

DP Veltri - 2015 - search.proquest.com
Bacterial resistance to antibiotics continues to be a serious concern worldwide. This has
motivated a strong research focus on naturally-occurring antimicrobial peptides (AMPs) as …

Predictive model of linear antimicrobial peptides active against gram-negative bacteria

B Vishnepolsky, A Gabrielian, A Rosenthal… - Journal of chemical …, 2018 - ACS Publications
Antimicrobial peptides (AMPs) have been identified as a potential new class of anti-
infectives for drug development. There are a lot of computational methods that try to predict …

Novel Antimicrobial Peptide Design Using Motif Match Score Representation

ÜG Söylemez, M Yousef… - IEEE/ACM Transactions …, 2024 - ieeexplore.ieee.org
Antimicrobial peptides (AMPs) have drawn the interest of the researchers since they offer an
alternative to the traditional antibiotics in the fight against antibiotic resistance and they …

[HTML][HTML] AMP-GSM: prediction of antimicrobial peptides via a grouping–scoring–modeling approach

ÜG Söylemez, M Yousef, B Bakir-Gungor - Applied Sciences, 2023 - mdpi.com
Due to the increasing resistance of bacteria to antibiotics, scientists began seeking new
solutions against this problem. One of the most promising solutions in this field are …

Machine learning for antimicrobial peptide identification and design

F Wan, F Wong, JJ Collins… - Nature Reviews …, 2024 - nature.com
Artificial intelligence (AI) and machine learning (ML) models are being deployed in many
domains of society and have recently reached the field of drug discovery. Given the …