Evidence map›Paper›PMID 40508496›Full record

ArticleMaterials (Basel, Switzerland)2025

Synergistic Density Functional Theory and Molecular Dynamics Approach to Elucidate PNIPAM-Water Interaction Mechanisms.

Noor Alomari, Santiago Aparicio, Paul Meyer, Yi Zeng, Shuang Cui, Alberto Gutiérrez, Mert Atilhan

Abstract read
In one paragraph

Article in Materials (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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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

7 authors.

Noor AlomariChemical and Paper Engineering Department, Western Michigan University, Kalamazoo, MI 49008, USA.
Santiago AparicioDepartment of Chemistry, University of Burgos, 09001 Burgos, Spain.ORCID 0000-0001-9996-2426
Paul MeyerNational Renewable Energy Laboratory, 15013 Denver West Parkway, Golden, CO 80401, USA.ORCID 0000-0002-1079-0048
Yi ZengNational Renewable Energy Laboratory, 15013 Denver West Parkway, Golden, CO 80401, USA.
Shuang CuiNational Renewable Energy Laboratory, 15013 Denver West Parkway, Golden, CO 80401, USA.
Alberto GutiérrezDepartment of Chemistry, University of Burgos, 09001 Burgos, Spain.ORCID 0000-0003-2000-7413
Mert AtilhanChemical and Paper Engineering Department, Western Michigan University, Kalamazoo, MI 49008, USA.

Funding

Industrial Efficiency and Decarbonization Office DE-EE0010200Institute for Cyber-Enabled Research at Michigan State University N/ANational Renewable Energy Laboratory, operated by Alliance for Sustainable Energy, LLC, for the U.S. Department of Energy (DOE) DE-AC36-08GO28308Office of Energy Efficiency and Renewable Energy DE-EE0010200Spanish Ministerio de Universidades BG22/00089U.S. National Science Foundation 2318720
6 · The paper itself

Abstract

This study employs Density Functional Theory (DFT) and Molecular Dynamics (MD) simulations to investigate interactions between water molecules and Poly(N-isopropylacrylamide) (PNIPAM). DFT reveals preferential water binding sites, with enhanced binding energy observed in the linker zone. Quantum Theory of Atoms in Molecules (QTAIM) and electron localization function (ELF) analyses highlight the roles of hydrogen bonding and steric hindrance. MD simulations unveil temperature-dependent hydration dynamics, with structural transitions marked by changes in the radius of gyration (Rg) and the radial distribution function (RDF), aligning with DFT findings. Our work goes beyond prior studies by combining a DFT, QTAIM and MD simulations approach across different PNIPAM monomer-to-30mer structures. It introduces a systematic quantification of pseudo-saturation thresholds and explores water clustering dynamics with structural specificity, which have not been previously reported in the literature. These novel insights establish a more complete molecular-level picture of PNIPAM hydration behavior and temperature responsiveness, emphasizing the importance of amide hydrogen and carbonyl oxygen sites in hydrogen bonding, which weakens above the lower critical solution temperature (LCST), resulting in increased hydrophobicity and paving the way for understanding water sorption mechanisms, offering guidance for future applications such as dehumidification and atmospheric water harvesting.

Indexed as

DFT calculationshydrogen bonding interactionslower critical solution temperatureMD (LAMMPS) simulationspoly(N-isopropylacrylamide) (PNIPAM)water sorption

Identifiers

PMID40508496
PMCPMC12155661

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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.