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Prediction of rheological properties via structure elucidation of solvated hydrogels

delete2026-03-11
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PRE
AI
N
Nathan D. Rosenmann
L
Lauren M. Irie
J
Joanna Korpanty
E
Eric W. Roth
R
Reiner Bleher
N
Nehal Nupnar
K
Kathleen Wood
Y
Yu Chen
B
Brent S. Sumerlin
S
Steven J. Weigand
M
Michael J. A. Hore
J
Jitendra Mata
N
Nathan C. Gianneschi *
DOI:10.1038/s41563-026-02491-zdelete
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Abstract

Abstract

En 中文
Hydrogels are prevalent materials with applications ranging from drug delivery systems, contact lenses and tissue engineering scaffolds. However, they require considerable perturbation to observe their nanoscale, solution-phase structures necessary for predicting bulk properties. Although studies suggest that methylcellulose, a quintessential hydrogel material, can be described by a semiflexible biopolymer network model, there remain demonstrable inconsistencies in the predicted concentration dependence of rheological properties and in the observation of higher-order features. Here we image solvated hydrogels with high spatiotemporal resolution via liquid-phase transmission electron microscopy to avoid desolvation and shear artefacts. Corroborated by scattering and scanning electron microscopy, we observe that methylcellulose hydrogels form a network with high persistence length and micrometre-scale fibril bundles arranged in hierarchical assemblies, providing a more accurate prediction of bulk rheology. In addition, network structures are observed for hydroxypropyl methylcellulose and hydroxypropyl cellulose. These observations across multiple-length scales lead to a clearer understanding of how nanoscale structure impacts microscale structure and macroscopic behaviour, aiding the development of more accurate structure–property relationships for hydrogel materials. Liquid-cell transmission electron microscopy is used to investigate the network structure of cellulosic gels. The formation of nano- and microscale fibrillar bundles is observed, providing insight into structure–property relationships in hydrogels.
Keywords:
Characterization and analytical techniques
Gels and hydrogels
Materials science
Materials Science
general
Optical and Electronic Materials
Biomaterials
Nanotechnology
Condensed Matter Physics

Journal

Nature Materials cover
Nature Materials
IF:
38.5
Papers:
6.7K
Citations:
11.5W

Organization

N
northwestern university
Scholars:
4.5K
Papers: 1.8K
Citations: 1
U
University of Florida
Scholars:
4.0W
Papers: 3.1W
Citations: 6.6W
A
Argonne National Laboratory
Scholars:
1.1W
Papers: 9.2K
Citations: 3.8W
C
case western reserve university
Scholars:
2.6K
Papers: 1.3K
Citations: 0
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