Predicting antibacterial activity of some Curcumin compounds: Fingerprint-based 2D-QSAR models

The strong spreads of bacterial infections, caused inter alia by the strong bacterial resistance to drugs, have impelled scientists to look for new antimicrobial agents. A series of Curcumin derivatives with heterocyclic moiety have been evaluated, in terms of MIC (Minimum Inhibitory Concentration), because of their antibacterial activity against Gram-Positive Cocci ( Streptococcus aureus ) as well as Gram-Negative Bacilli ( Escherichia coli ) bacterial strains. To investigate the relationship between activities and structures, a 2D-QSAR study is applied to a set of fifty compounds that are split into two sub-groups; the first group contains 29 molecules that exhibited antibacterial activity towards S. aureus bacterium, while the second one includes 27 molecules that displayed the same activity against E. coli. This study was conducted using the kernel-based Partial Least-Square method (KPLS) combined with four non classical descriptors 2D binary fingerprints (linear, dendritic, radial, and MACCS). All forms of the previous fingerprints displayed good statistical indicators: regression correlation coefficient R 2 > 0.9 and validation coefficient Q 2 > 0.8. In terms of correlation and validity, the model built from the dendritic fingerprint was chosen as the best KPLS model for both types of bacteria. Relating to the model visualization, Curcumin's ß-diketone moiety and 1,6-heptadiene consistently improve their efficacy against different types of bacteria. The feruloyl moieties substituents in Curcumin Skeleton showed a positive contribution for the hydroxyl radicals, while the methoxy group was unfavorable. Regardless of the type of bacteria, the hydrophobic group produces a favorable interaction for all structures.

Authors

Institutions

Publication Details

Journal
Scientific African
Published
2024-11-19
DOI
https://doi.org/10.1016/j.sciaf.2024.e02483
Citations
1
Primary Topic
Curcumin's Biomedical Applications
Type
article
Field-Weighted Citation Impact
0.17
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Predicting antibacterial activity of some Curcumin compounds: Fingerprint-based 2D-QSAR models

Said Byadi, Hajar Tebbaai, Aziz Aboulmouhajir, Naoual El Hamdani
1 citations
Scientific African
Curcumin's Biomedical Applications
0.17
article

Predicting antibacterial activity of some Curcumin compounds: Fingerprint-based 2D-QSAR models

Said Byadi, Hajar Tebbaai, Aziz Aboulmouhajir, Naoual El Hamdani
article en
1 citations

Abstract

The strong spreads of bacterial infections, caused inter alia by the strong bacterial resistance to drugs, have impelled scientists to look for new antimicrobial agents. A series of Curcumin derivatives with heterocyclic moiety have been evaluated, in terms of MIC (Minimum Inhibitory Concentration), because of their antibacterial activity against Gram-Positive Cocci ( Streptococcus aureus ) as well as Gram-Negative Bacilli ( Escherichia coli ) bacterial strains. To investigate the relationship between activities and structures, a 2D-QSAR study is applied to a set of fifty compounds that are split into two sub-groups; the first group contains 29 molecules that exhibited antibacterial activity towards S. aureus bacterium, while the second one includes 27 molecules that displayed the same activity against E. coli. This study was conducted using the kernel-based Partial Least-Square method (KPLS) combined with four non classical descriptors 2D binary fingerprints (linear, dendritic, radial, and MACCS). All forms of the previous fingerprints displayed good statistical indicators: regression correlation coefficient R 2 > 0.9 and validation coefficient Q 2 > 0.8. In terms of correlation and validity, the model built from the dendritic fingerprint was chosen as the best KPLS model for both types of bacteria. Relating to the model visualization, Curcumin's ß-diketone moiety and 1,6-heptadiene consistently improve their efficacy against different types of bacteria. The feruloyl moieties substituents in Curcumin Skeleton showed a positive contribution for the hydroxyl radicals, while the methoxy group was unfavorable. Regardless of the type of bacteria, the hydrophobic group produces a favorable interaction for all structures.

Scientific AfricanVol. 26
Institute of Organic Synthesis (RU), Laboratoire de Synthèse Organique (FR), Chemical Synthesis Lab (SG)
Zero hunger
Openalex Percentile: Top 55%
Curcumin's Biomedical Applications
0.17
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.