Related Experiment Video
Updated: Jan 27, 2026

Improving the Success Rate of Protein Crystallization by Random Microseed Matrix Screening
Published on: August 31, 2013
Multi-target, ensemble-based virtual screening yields novel allosteric KRAS inhibitors at high success rate
Amit K Gupta1, Xu Wang2, Cynthia V Pagba1
1Department of Integrative Biology and Pharmacology, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, Texas.
Abstract:
RAS mutations account for >15% of all human tumors, and of these ~85% are due to mutations in a particular RAS gene: KRAS. Recent studies revealed that KRAS harbors four druggable allosteric sites. Here, we have (a) used molecular simulations to generate ensembles of wild type and four major oncogenic KRAS mutants (G12V, G12D, G13D, and Q61H); (b) characterized the druggability of each allosteric pocket in each protein; (c) conducted extensive ensemble-based virtual screening using pocket-tailored ligand libraries; (d) prioritized hits through hierarchical postdocking analysis; and (e) validated predicted hits with NMR. Of the 785 diverse potential hits identified by our in silico analysis, we tested 90 for their ability to bind KRAS using NMR and found that nine cause backbone amide chemical shift perturbations of residues near the functionally responsive switch loops, suggesting potential binding. We conducted detailed biophysical analyses on a novel indole-based compound to demonstrate the potential of our workflow to yield lead compounds. We believe the detailed information documented in this work regarding the druggability profile of each allosteric site and the chemical fingerprints of compounds that target them will serve as vital resources for future structure-based drug design efforts against KRAS, a high-value target for cancer therapy.
Insights
Researchers identified potential KRAS cancer drug leads by simulating KRAS mutations and screening compounds against druggable allosteric sites. Nine compounds showed binding potential, offering new avenues for structure-based cancer therapy development.
Area of Science:
- Oncology
- Structural Biology
- Computational Chemistry
Background:
- RAS mutations, particularly KRAS, are implicated in over 15% of human cancers.
- KRAS proteins possess four identified druggable allosteric sites, presenting therapeutic opportunities.
Purpose of the Study:
- To characterize the druggability of KRAS allosteric pockets for four major oncogenic mutants.
- To identify novel small molecules that bind to these druggable KRAS allosteric sites.
Main Methods:
- Molecular simulations were used to generate protein ensembles for wild type and mutant KRAS.
- Ensemble-based virtual screening with tailored ligand libraries was performed.
- Nuclear Magnetic Resonance (NMR) and biophysical analyses were employed for hit validation.
Main Results:
- 90 potential KRAS-binding compounds were tested using NMR, with nine showing significant chemical shift perturbations.
- These nine compounds interact near functionally important switch loops of KRAS.
- A novel indole-based compound was characterized, demonstrating the workflow's potential for lead generation.
Conclusions:
- The study provides a detailed druggability profile of KRAS allosteric sites.
- Identified compounds and their chemical fingerprints serve as resources for future KRAS-targeted drug design.
- This work advances structure-based drug discovery for KRAS, a critical cancer target.
Related Concept Videos
Cooperative Allosteric Transitions
Cooperative Allosteric Transitions
Cooperative Allosteric Transitions
Ecological Succession
Reaction Yield
ATP Yield
The ETC is embedded in the inner mitochondrial membrane and is comprised of four main protein complexes and an ATP synthase. NADH and FADH2 pass electrons to these complexes, which pump protons into the intermembrane space. This distribution of...

