Related Experiment Video
Updated: Jan 31, 2026

Spatial Separation of Molecular Conformers and Clusters
Published on: January 9, 2014
CoCo-MD: A Simple and Effective Method for the Enhanced Sampling of Conformational Space
Ardita Shkurti1, Ioanna Danai Styliari1, Vivek Balasubramanian2
1School of Pharmacy and Centre for Biomolecular Sciences , University of Nottingham , University Park, Nottingham NG7 2RD , U.K.
CoCo-MD enhances conformational sampling in molecular dynamics by up to 10x. This principal component analysis-based method automatically identifies optimal collective variables for efficient exploration of molecular configurations.
Area of Science:
- Computational Chemistry
- Biophysics
- Molecular Dynamics
Background:
- Principal Component Analysis (PCA) is a dimensionality reduction technique.
- Ensemble enrichment methods aim to improve the sampling of molecular configurations.
- CoCo (complementary coordinates) was initially developed for NMR data analysis.
Purpose of the Study:
- To evaluate the potential of the CoCo method combined with molecular dynamics (CoCo-MD) for enhanced conformational sampling.
- To investigate CoCo-MD's general applicability beyond NMR data analysis.
- To develop efficient workflows for free energy calculations and data unbiasing.
Main Methods:
- Iterative workflow: interleaving short multiple-walker MD simulations with CoCo-informed long-range jumps.
- Utilizing reservoir-REMD for free energy calculations.
- Developing an approximate, fast, and practical method for unbiasing CoCo-MD data.
Main Results:
- Achieved up to a 10-fold increase in conformational sampling rate for the alanine penta-peptide model system.
- Demonstrated significantly enhanced conformational sampling for cyclosporine A with reduced computational resources.
- Successfully simulated the transition from the open to the closed state of the maltose binding protein.
Conclusions:
- CoCo-MD offers a powerful and general approach for enhanced sampling of conformational space.
- The PCA-based strategy automatically identifies adaptive collective variables, eliminating the need for user pre-definition.
- The method is compatible with standard MD packages and requires no code modification.
More Related Videos
Related Concept Videos
Conformity
Sampling Methods: Sample Types
Solid samples include a variety of substances, such as sediments from water bodies, soil, metals, and biological tissues. Two standard methods for extracting sediments from water bodies are grab sampling and piston coring. Grab sampling involves using a device to collect a discrete sediment sample from the bottom of a water body with minimal disturbance. Grab samples do not always represent the entire area due to...
Convenience Sampling Method
Convenience sampling is a non-random method of sample selection; this method selects individuals that are easily accessible and may result in biased data. For example, a marketing...
Conformations of Butane
Sampling Methods: Overview
In analytical chemistry, the choice of...
Systematic Sampling Method
Systematic sampling is one of the simplest methods...

