Related Experiment Video
Updated: Jun 9, 2026

Implementation of In Vitro Drug Resistance Assays: Maximizing the Potential for Uncovering Clinically Relevant Resistance Mechanisms
Published on: December 9, 2015
A Review of In Silico and In Vitro Approaches in the Fight Against Carbapenem-Resistant Enterobacterales
Muhammad Absar1, Abdul Rahman Zaidah1, Amer Mahmood2
1Department of Medical Microbiology and Parasitology, School of Medical Sciences, Universiti Sains Malaysia, Kubang Kerian, Kelantan, Malaysia.
Objectives:
The rise in carbapenem-resistant Enterobacterales (CRE) has reinforced the global quest for developing effective therapeutics. Traditional drug discovery approaches have been inadequate in overcoming this challenge due to their resource and time constraints.
Methods:
English literature was searched by structured queries related to our review between January 1, 2020, and December 31, 2024.
Results:
The key resistance mechanisms in CRE, such as enzymatic hydrolysis, decreased permeability, and efflux pump overexpression, have been examined in this review. Computational technologies have become pivotal in discovering novel antimicrobial agents with improved accuracy and efficiency. Besides this, the review highlights the advances in structure- and ligand-based drug discovery approaches for identifying potential drugs against CRE. Recent studies demonstrating the use of such in silico techniques to develop targeted drugs against CRE have also been explored. Moreover, this review also underscores the significance of integrating both in silico and in vitro techniques to counter resistance in Enterobacterales, supported by the latest studies. However, these promising computational technologies have a few major drawbacks, such as a lack of standardized parameterization, potentially false positives, and the complexity of effective clinical translations. The drug regulatory barriers also restrict the progress of new antimicrobials for market approval.
Conclusion:
The use of computational technologies for antimicrobial inhibitor discovery is gaining popularity, and it can be expedited by refining computational techniques and integrating them with reliable in vitro validation. The use of innovative hybrid in silico and in vitro technologies is the need of the hour to tackle CRE and mitigate the global threat of antimicrobial resistance.
Insights
Computational technologies accelerate the discovery of new drugs against carbapenem-resistant Enterobacterales (CRE). Integrating in silico and in vitro methods is crucial for combating antimicrobial resistance.
Area of Science:
- Microbiology
- Pharmacology
- Computational Biology
Background:
- Carbapenem-resistant Enterobacterales (CRE) pose a significant global health threat.
- Traditional drug discovery methods face resource and time limitations in developing effective therapeutics against CRE.
Purpose of the Study:
- To review the role of computational technologies in discovering novel antimicrobial agents against CRE.
- To highlight advances in structure- and ligand-based drug discovery for CRE therapeutics.
- To emphasize the integration of in silico and in vitro techniques for combating antimicrobial resistance.
Main Methods:
- Comprehensive English literature search from January 1, 2020, to December 31, 2024.
- Structured queries focused on computational drug discovery for CRE.
- Analysis of recent studies on in silico techniques and hybrid approaches.
Main Results:
- Key CRE resistance mechanisms include enzymatic hydrolysis, decreased permeability, and efflux pump overexpression.
- Computational technologies offer accurate and efficient identification of novel antimicrobial agents.
- Structure- and ligand-based drug discovery approaches show promise for CRE drug development.
- Integration of in silico and in vitro methods is vital but faces challenges like standardization and clinical translation.
- Drug regulatory barriers impede the approval of new antimicrobials.
Conclusions:
- Computational technologies are increasingly valuable for antimicrobial inhibitor discovery.
- Refining computational techniques and integrating them with in vitro validation can expedite drug discovery.
- Innovative hybrid in silico and in vitro approaches are essential to combat CRE and mitigate antimicrobial resistance.
Related Concept Videos
Mechanism of Antibiotic Resistance in MRSA
Clinical Significance of Antibiotic Resistance

