Alessandro Pandini

Brunel University London
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Articles (11)

Motivation Molecular dynamics (MD) simulations have become routine tools for the study of protein dynamics and function. Thanks to faster GPU-based algorithms, atomistic and coarse-grained simulations are being used to explore biological functions over the microsecond timescale, yielding terabytes of data spanning multiple trajectories, thereby extracting relevant protein conformations without losing important information is often challenging. Results We present MDSubSampler, a Python library and toolkit for a posteriori subsampling of data from multiple trajectories. This toolkit provides access to uniform, random, stratified, weighted sampling, and bootstrapping sampling methods. Sampling can be performed under the constraint of preserving the original distribution of relevant geometrical properties. Possible applications include simulations post-processing, noise reduction, and structures selection for ensemble docking. Availability and implementation MDSubSampler is freely available at https://github.com/alepandini/MDSubSampler, along with guidance on installation and tutorials on how it can be used.

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2023

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2023

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2022

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2022

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2021

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2021

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2021

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2021

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2020

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2020

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2020

Collaborators (4)

Dr. Saima Rehman

Postdoctoral Research Associate and Teaching Fellow

King's College London

UNITED KINGDOM
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Yi He

Assistant Professor

University of New Mexico

UNITED STATES
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STEFANO MOTTA

Associate Professor

University of Milano-Bicocca

ITALY
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Laura Bonati

University of Milano-Bicocca

ITALY
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