Evidence map›Paper›PMID 41683666›Full record

ArticleInternational journal of molecular sciences2026

Temperature Dependence of a Thermosensitive Nanogel: A Dissipative Particle Dynamics Simulation of PNIPAM in Water.

Daniel Valero, Francesc Mas, Sergio Madurga

Abstract read
In one paragraph

Article in International journal of molecular sciences, 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

3 authors.

Daniel ValeroDepartment of Material Science and Physical Chemistry, Institute of Theoretical and Computational Chemistry (IQTC), University of Barcelona (UB), 08028 Barcelona, Spain.
Francesc MasDepartment of Material Science and Physical Chemistry, Institute of Theoretical and Computational Chemistry (IQTC), University of Barcelona (UB), 08028 Barcelona, Spain.ORCID 0000-0002-1362-4002
Sergio MadurgaDepartment of Material Science and Physical Chemistry, Institute of Theoretical and Computational Chemistry (IQTC), University of Barcelona (UB), 08028 Barcelona, Spain.ORCID 0000-0002-8135-7057

Funding

Agencia Estatal de Investigación CEX2021-001202-MGeneralitat de Catalunya 2021SGR00350Ministerio de Ciencia, Innovación y Universidades PID2023-150539OB-I00
6 · The paper itself

Abstract

Thermosensitive nanogels undergo a volume phase transition in response to temperature changes, making them promising candidates for applications, such as water pollutant remediation and drug delivery. In this study, we investigated the thermosensitive volume phase transition of a neutral poly(N-isopropylacrylamide) (PNIPAM) nanogel using coarse-grained dissipative particle dynamics (DPD) simulations conducted using ESPResSo software with varying bead volumes. Langevin dynamics simulations were employed to compare the results. In DPD simulations, water is explicitly treated, whereas in Langevin dynamics, it is treated implicitly, and hydrophobic interactions are represented by an attractive potential between monomer beads. Our results, including the radius of gyration and various radial distribution functions, revealed a clear volume phase transition as the temperature varied, transitioning from an expanded state to a collapsed state. Notably, the volume phase transition observed in Langevin simulations is attributed to the attractive potential between the PNIPAM monomers, whereas in the DPD simulations, it arises from implicit hydrophobic interactions, obviating the need for an additional attractive potential between the monomer beads. This implicit hydrophobic effect originates from the temperature dependence of the Flory-Huggins interaction parameter.

Indexed as

Acrylic ResinsNanogelsWaterHydrophobic and Hydrophilic InteractionsMolecular Dynamics SimulationPhase TransitionTemperatureAcrylic ResinsNanogelspoly-N-isopropylacrylamideWatercomputer simulationsdissipative particle dynamicsPNIPAMthermosensitive nanogelvolume phase transition

Identifiers

PMID41683666
PMCPMC12897716

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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.