Machine learning-enabled predictive modeling to precisely identify the antimicrobial peptides

MA Wani, P Garg, KK Roy - Medical & Biological Engineering & Computing, 2021 - Springer
The ubiquitous antimicrobial peptides (AMPs), with a broad range of antimicrobial activities,
represent a great promise for combating the multi-drug resistant infections. In this study …

[HTML][HTML] Accelerated antimicrobial discovery via deep generative models and molecular dynamics simulations

P Das, T Sercu, K Wadhawan, I Padhi… - Nature Biomedical …, 2021 - nature.com
The de novo design of antimicrobial therapeutics involves the exploration of a vast chemical
repertoire to find compounds with broad-spectrum potency and low toxicity. Here, we report …

A Computationally Designed Peptide Derived from Escherichia coli as a Potential Drug Template for Antibacterial and Antibiofilm Therapies

MH Cardoso, ES Candido, LY Chan… - ACS infectious …, 2018 - ACS Publications
Computer-aided screening of antimicrobial peptides (AMPs) is a promising approach for
discovering novel therapies against multidrug-resistant bacterial infections. Here, we …

Collection of antimicrobial peptides database and its derivatives: Applications and beyond

FH Waghu, S Idicula‐Thomas - Protein Science, 2020 - Wiley Online Library
Collection of antimicrobial peptides (CAMP), CAMPSign, and ClassAMP are open‐access
resources that have been developed to enhance research on antimicrobial peptides (AMPs) …

Comprehensive assessment of machine learning-based methods for predicting antimicrobial peptides

J Xu, F Li, A Leier, D Xiang, HH Shen… - Briefings in …, 2021 - academic.oup.com
Antimicrobial peptides (AMPs) are a unique and diverse group of molecules that play a
crucial role in a myriad of biological processes and cellular functions. AMP-related studies …

DBAASP v. 2: an enhanced database of structure and antimicrobial/cytotoxic activity of natural and synthetic peptides

M Pirtskhalava, A Gabrielian, P Cruz… - Nucleic acids …, 2016 - academic.oup.com
Antimicrobial peptides (AMPs) are anti-infectives that may represent a novel and untapped
class of biotherapeutics. Increasing interest in AMPs means that new peptides (natural and …

Machine learning-enabled discovery and design of membrane-active peptides

EY Lee, GCL Wong, AL Ferguson - Bioorganic & medicinal chemistry, 2018 - Elsevier
Antimicrobial peptides are a class of membrane-active peptides that form a critical
component of innate host immunity and possess a diversity of sequence and structure …

[HTML][HTML] Analysis and prediction of the critical regions of antimicrobial peptides based on conditional random fields

KY Chang, T Lin, LY Shih, CK Wang - PloS one, 2015 - journals.plos.org
Antimicrobial peptides (AMPs) are potent drug candidates against microbes such as
bacteria, fungi, parasites, and viruses. The size of AMPs ranges from less than ten to …

Computational design of highly selective antimicrobial peptides

D Juretic, D Vukicevic, N Ilic, N Antcheva… - Journal of chemical …, 2009 - ACS Publications
We have created a structure-selectivity database (AMPad) of frog-derived, helical
antimicrobial peptides (AMPs), in which the selectivity was determined as a therapeutic …

The structure/function relationship in antimicrobial peptides: what can we obtain from structural data?

MH Cardoso, KGN Oshiro, SB Rezende… - Advances in protein …, 2018 - Elsevier
Antimicrobial peptides (AMPs) have been widely isolated from most organisms in nature.
This class of antimicrobials may undergo changes in their sequence for improved …