Evidence map›Paper›PMID 41813857›Full record

ArticleNature materials2026

Prediction of rheological properties via structure elucidation of solvated hydrogels.

Nathan D Rosenmann, Lauren M Irie, Joanna Korpanty, Eric W Roth, Reiner Bleher, Nehal Nupnar, Kathleen Wood, Yu Chen, Brent S Sumerlin, Steven J Weigand and 3 more

Abstract read
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In one paragraph

Article in Nature materials, 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. Review
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

13 authors.

Nathan D RosenmannDepartment of Materials Science and Engineering, International Institute for Nanotechnology, Chemistry of Life Processes Institute, Simpson Querrey Institute, Northwestern University, Evanston, IL, USA.ORCID http://orcid.org/0000-0001-6767-3515
Lauren M IrieDepartment of Materials Science and Engineering, International Institute for Nanotechnology, Chemistry of Life Processes Institute, Simpson Querrey Institute, Northwestern University, Evanston, IL, USA.ORCID http://orcid.org/0009-0005-0298-4802
Joanna KorpantyDepartment of Chemistry, International Institute for Nanotechnology, Chemistry of Life Processes Institute, Simpson Querrey Institute, Northwestern University, Evanston, IL, USA.
Eric W RothNorthwestern University Atomic and Nanoscale Characterization Experimental Center, Northwestern University, Evanston, IL, USA.ORCID http://orcid.org/0000-0002-8295-9834
Reiner BleherDepartment of Materials Science and Engineering, International Institute for Nanotechnology, Chemistry of Life Processes Institute, Simpson Querrey Institute, Northwestern University, Evanston, IL, USA.ORCID http://orcid.org/0000-0003-0962-797X
Nehal NupnarDepartment of Macromolecular Science and Engineering, Case Western Reserve University, Cleveland, OH, USA.ORCID http://orcid.org/0009-0003-7103-3440
Kathleen WoodAustralian Center for Neutron Scattering, Australian Nuclear Science and Technology Organization, Lucas Heights, New South Wales, Australia.
Yu ChenDepartment of Chemistry, International Institute for Nanotechnology, Chemistry of Life Processes Institute, Simpson Querrey Institute, Northwestern University, Evanston, IL, USA.ORCID http://orcid.org/0000-0002-4481-2137
Brent S SumerlinGeorge & Josephine Butler Polymer Research Laboratory, Center for Macromolecular Science and Engineering Department of Chemistry, University of Florida, Gainesville, FL, USA.
Steven J WeigandNorthwestern University/DND-CAT, Advanced Photon Source, Argonne National Laboratory, Argonne, IL, USA.ORCID http://orcid.org/0000-0003-3137-0672
Michael J A HoreDepartment of Macromolecular Science and Engineering, Case Western Reserve University, Cleveland, OH, USA.ORCID http://orcid.org/0000-0003-2571-2111
Jitendra P MataAustralian Center for Neutron Scattering, Australian Nuclear Science and Technology Organization, Lucas Heights, New South Wales, Australia.ORCID http://orcid.org/0000-0001-9225-7900
Nathan C GianneschiDepartment of Materials Science and Engineering, International Institute for Nanotechnology, Chemistry of Life Processes Institute, Simpson Querrey Institute, Northwestern University, Evanston, IL, USA. nathan.gianneschi@northwestern.edu.ORCID http://orcid.org/0000-0001-9945-5475

Funding

National Science Foundation (NSF) CHE-MSN 1905270United States Department of Defense | United States Army | U.S. Army Research, Development and Engineering Command | Army Research Office (ARO) W911NF-17-1-0326
6 · The paper itself

Abstract

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.

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Registered trials

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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.