Evidence map›Paper›PMID 41984047›Full record

ReviewJournal of the American Chemical Society2026

Ab Initio Molecular Dynamics Simulations for Organic Chemists─It is About Time!

Michael M Nielsen, Corin C Wagen, Leticia A Gomes, Dean J Tantillo, Steven A Lopez, Eric N Jacobsen

Abstract readReview
In one paragraph

Review in Journal of the American Chemical Society, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

6 authors.

Michael M NielsenDepartment of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts 02138, United States.
Corin C WagenDepartment of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts 02138, United States.
Leticia A GomesDepartment of Chemistry and Chemical Biology, Northeastern University, Boston, Massachusetts 02115, United States.ORCID 0009-0008-7814-6823
Dean J TantilloDepartment of Chemistry, University of California, Davis, California 95616, United States.ORCID 0000-0002-2992-8844
Steven A LopezDepartment of Chemistry and Chemical Biology, Northeastern University, Boston, Massachusetts 02115, United States.ORCID 0000-0002-8418-3638
Eric N JacobsenDepartment of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts 02138, United States.ORCID 0000-0001-7952-3661

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Molecular dynamics simulations model chemical reactions as continuous changes in molecular structure over time instead of static minima and transition states. This perspective argues that time-dependent structural change is a crucial, but often overlooked, mechanistic feature as many reactions simply do not follow a single, equilibrated minimum-energy path. We highlight examples where traditional transition state theory fails, typically cases involving short-lived intermediates, nonequilibrium solvation, momentum-controlled selectivity, post-transition state bifurcations, and "hidden" dynamic intermediates and show how molecular dynamics can reveal the actual sequence of structural change which governs a reaction outcome. We also discuss emerging machine learning-based molecular dynamics which have found applications in photochemistry and solvent modeling. While molecular dynamics will not replace methods based on transition state theory, it offers organic chemists a time-resolved view of molecular structure which can be crucial to understanding a given reaction. However, a central barrier for organic chemists is to understand when and why to apply an advanced computational technique such as molecular dynamics simulations. In this perspective, we aim to introduce the methodology in sufficient detail to enable organic chemists to make this assessment and gain an appreciation for the importance of time in reaction mechanisms.

Identifiers

PMID41984047
PMCPMC13133800

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.