Evidence map›Paper›PMID 37487141›Full record

ArticleJournal of chemical theory and computation2023

Flexible Topology: A Dynamic Model of a Continuous Chemical Space.

Nazanin Donyapour, Fatemeh Fathi Niazi, Nicole M Roussey, Samik Bose, Alex Dickson

Abstract read
In one paragraph

Article in Journal of chemical theory and computation, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Undirected Exploration of Binding Pockets with Flexible Topology.Journal of chemical theory and computation · 2025
    Article
  2. AGDIFF: Attention-Enhanced Diffusion for Molecular Geometry Prediction.Journal of chemical information and modeling · 2025
    Article
  3. Flexible Topology: A Dynamic Model of a Continuous Chemical Space.Journal of chemical theory and computation · 2023
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Nazanin DonyapourDepartment of Computational Mathematics, Science & Engineering, Michigan State University, East Lansing, Michigan 48824, United States.
Fatemeh Fathi NiaziDepartment of Computational Mathematics, Science & Engineering, Michigan State University, East Lansing, Michigan 48824, United States.
Nicole M RousseyDepartment of Biochemistry & Molecular Biology, Michigan State University, East Lansing, Michigan 48824, United States.
Samik BoseDepartment of Biochemistry & Molecular Biology, Michigan State University, East Lansing, Michigan 48824, United States.
Alex DicksonDepartment of Computational Mathematics, Science & Engineering, Michigan State University, East Lansing, Michigan 48824, United States.ORCID 0000-0002-9640-1380

Funding

Revealing the Ligand Binding Landscape with Advanced Molecular Simulation MethodsR01GM130794 · NIGMS · MICHIGAN STATE UNIVERSITY · PI DICKSON, ALEXANDER · 2018 to 2025
$2.8M
NIGMS NIH HHS R01 GM130794
6 · The paper itself

Abstract

Ligand design problems involve searching chemical space for a molecule with a set of desired properties. As chemical space is discrete, this search must be conducted in a pointwise manner, separately investigating one molecule at a time, which can be inefficient. We propose a method called "Flexible Topology", where a ligand is composed of a set of shapeshifting "ghost" atoms, whose atomic identities and connectivity can dynamically change over the course of a simulation. Ghost atoms are guided toward their target positions using a translation-, rotation-, and index-invariant restraint potential. This is the first step toward a continuous model of chemical space, where a dynamic simulation can move from one molecule to another by following gradients of a potential energy function. This builds on a substantial history of alchemy in the field of molecular dynamics simulation, including the Lambda dynamics method developed by Brooks and co-workers [X. Kong and C.L. Brooks III, J. Chem. Phys. 105, 2414 (1996)], but takes it to an extreme by associating a set of four dynamical attributes with each shapeshifting ghost atom that control not only its presence but also its atomic identity. Here, we outline the theoretical details of this method, its implementation using the OpenMM simulation package, and some preliminary studies of ghost particle assembly simulations in vacuum. We examine a set of 10 small molecules, ranging in size from 6 to 50 atoms, and show that Flexible Topology is able to consistently assemble all of these molecules to high accuracy, beginning from randomly initialized positions and attributes.

Identifiers

PMID37487141
PMCPMC11060842

What OpenQuestion holds

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.