Evidence map›Paper›PMID 41849402›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2026

Nonmonotonic rate-dependent adhesion of hydrogels.

Dongjing He, Jiahe Huang, Yuhang Hu

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 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
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0citing papers in PubMed
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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

3 authors.

Dongjing HeGeorge W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA 30332.ORCID 0000-0003-1034-4256
Jiahe HuangSchool of Chemical and Biomolecular Engineering, Georgia Institute of Technology, Atlanta, GA 30332.ORCID 0000-0001-7301-3652
Yuhang HuGeorge W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA 30332.ORCID 0000-0002-2274-4903

Funding

DOD | USN | Office of Naval Research (ONR) N00014-23-1-2754
6 · The paper itself

Abstract

Hydrogel adhesion underlies a wide range of biological and engineering functions, yet its rate dependence remains poorly understood. Classical adhesive systems exhibit a monotonic increase in adhesion strength with separation rate, a behavior attributed to bond stress relaxation. Here, we show that hydrogels fundamentally deviate from this paradigm. Using atomic force microscopy-based indentation over six orders of magnitude in retraction rate, we find that the pull-off force first decreases and then increases, revealing a distinctly nonmonotonic rate dependence in hydrogels. To explain this behavior, we develop a quantitative model that couples the deformation of the hydrogel with a rate-dependent traction carried by interfacial bonds with distinct association and dissociation kinetics. The model reproduces the full pull-off force spectrum exhibiting the nonmonotonic behavior and predicts the evolution of the contact radius during detachment. In situ confocal microscopy measurements of contact-area dynamics confirm these predictions, providing independent validation of the kinetic mechanism. Together, the experiments and theory reveal that hydrogel adhesion is governed by a competition between time-dependent bond formation, which strengthens adhesion at slow rates, and limited bond relaxation, which enhances traction at fast rates. This interplay produces a broad intermediate regime in which reduced contact time suppresses bond buildup and weakens adhesion. Our findings identify a previously unrecognized adhesion regime in polymeric materials and provide a unified framework for understanding and designing hydrogel interfaces whose performance depends sensitively on rate, contact history, and interfacial bonding kinetics.

Indexed as

dynamic bondinghydrogelrate-dependent adhesion

Identifiers

PMID41849402
PMCPMC13011931

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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.