Evidence map›Paper›PMID 41861281›Full record

ArticleThe journal of physical chemistry letters2026

Sampling the Grand Canonical Ensemble with Multisite λ Dynamics.

Thanh T Lai, Charles L Brooks Iii

Abstract read
In one paragraph

Article in The journal of physical chemistry letters, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

2 authors.

Thanh T LaiBiophysics Program, University of Michigan, Ann Arbor, Michigan 48103, United States.ORCID 0000-0001-5110-0544
Charles L Brooks IiiDepartment of Chemistry and Biophysics Program, University of Michigan, Ann Arbor, Michigan 48103, United States.ORCID 0000-0002-8149-5417

Funding

Theory and Modeling of Biomolecules and their Interactions - Equipment SupplementR35GM130587 · NIGMS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI CHARLES L BROOKS · 2019 to 2026
$6.9M
Computational infrastructure for biomedically-driven simulation and modelingS10OD034346 · OD · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI BROOKS, CHARLES L · 2023 to 2023
$593k
NIGMS NIH HHS R35 GM130587NIH HHS S10 OD034346
6 · The paper itself

Abstract

Molecular simulation in the grand canonical ensemble is widely used to study a diverse range of systems and processes, such as water networks in biological macromolecules, drug binding, and the adsorption of molecules at an interface. Here, we develop grand canonical multisite lambda dynamics (GC-MSλD) to sample fluctuations in molecule number by coupling the molecules of interest to a dynamic λ variable. The chemical potential, set as a λ-dependent energetic bias, is used to control the number of molecules. We anticipate that GC-MSλD may equilibrate faster and with less computational overhead than some GCMC/MD algorithms. We demonstrate the use of the GC-MSλD framework to control the number of molecules in a box of TIP3P water. Next, we apply the methodology to sample crystallographic water occupancies in a protein cavity and to compute protein-ligand binding free energies involving water displacement.

Indexed as

Molecular Dynamics SimulationProteinsAlgorithmsLigandsThermodynamicsWaterLigandsProteinsWater

Identifiers

PMID41861281
PMCPMC13048271

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

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.