Evidence map›Paper›PMID 38444933›Full record

ArticleMaterials advances2024

Crosslinker energy landscape effects on dynamic mechanical properties of ideal polymer hydrogels.

Eesha Khare, Amadeus C S de Alcântara, Nic Lee, Munir S Skaf, Markus J Buehler

Open access · goldAbstract read
In one paragraph

Article in Materials advances, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
1.4field-weighted citation impact, top 22% of its field
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

4 citing papers in PubMed, 8 citations in OpenAlex.

  1. Review
  2. Article
  3. Capturing Dynamic Assembly of Nanoscale Proteins During Network Formation.Small (Weinheim an der Bergstrasse, Germany) · 2025
    Article
  4. Considerations and implications of currentFrontiers in cell and developmental biology · 2025
    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

5 authors at 2 institutions in 2 countries.

Eesha KhareLaboratory for Atomistic and Molecular Mechanics (LAMM), Massachusetts Institute of Technology 77 Massachusetts Avenue Cambridge Massachusetts USA mbuehler@mit.edu.ORCID https://orcid.org/0000-0001-8696-9821
Amadeus C S de AlcântaraLaboratory for Atomistic and Molecular Mechanics (LAMM), Massachusetts Institute of Technology 77 Massachusetts Avenue Cambridge Massachusetts USA mbuehler@mit.edu.ORCID https://orcid.org/0000-0003-4493-0827
Nic LeeLaboratory for Atomistic and Molecular Mechanics (LAMM), Massachusetts Institute of Technology 77 Massachusetts Avenue Cambridge Massachusetts USA mbuehler@mit.edu.
Munir S SkafCenter for Computing in Engineering & Sciences (CCES), Universidade Estadual de Campinas (UNICAMP) Campinas Sao Paulo Brazil.ORCID https://orcid.org/0000-0001-7485-1228
Markus J BuehlerLaboratory for Atomistic and Molecular Mechanics (LAMM), Massachusetts Institute of Technology 77 Massachusetts Avenue Cambridge Massachusetts USA mbuehler@mit.edu.ORCID https://orcid.org/0000-0002-4173-9659
Massachusetts Institute of Technology · USUniversidade Estadual de Campinas (UNICAMP) · BR

Funding

Models to Predict Protein Biomaterial PerformanceU01EB014976 · NIBIB · TUFTS UNIVERSITY MEDFORD · PI BUEHLER, MARKUS J., KAPLAN, DAVID L. · 2012 to 2020
$5.2M
Strain Analysis Software for Open ScienceR01AR077793 · NIAMS · WASHINGTON UNIVERSITY · PI Guy M Genin, Stavros Thomopoulos · 2020 to 2026
$5.2M
Biomaterial Platforms to Model the Role of Mechanical Overload in MYBPC3-Linked Hypertrophic CardiomyopathyR01HL159094 · NHLBI · WASHINGTON UNIVERSITY · PI HUEBSCH, NATHANIEL · 2021 to 2025
$2.0M
NHLBI NIH HHS R01 HL159094NIAMS NIH HHS R01 AR077793NIBIB NIH HHS U01 EB014976
6 · The paper itself

Abstract

Reversible crosslinkers can enable several desirable mechanical properties, such as improved toughness and self-healing, when incorporated in polymer networks for bioengineering and structural applications. In this work, we performed coarse-grained molecular dynamics to investigate the effect of the energy landscape of reversible crosslinkers on the dynamic mechanical properties of crosslinked polymer network hydrogels. We report that, for an ideal network, the energy potential of the crosslinker interaction drives the viscosity of the network, where a stronger potential results in a higher viscosity. Additional topographical analyses reveal a mechanistic understanding of the structural rearrangement of the network as it deforms and indicate that as the number of defects increases in the network, the viscosity of the network increases. As an important validation for the relationship between the energy landscape of a crosslinker chemistry and the resulting dynamic mechanical properties of a crosslinked ideal network hydrogel, this work enhances our understanding of deformation mechanisms in polymer networks that cannot easily be revealed by experiment and reveals design ideas that can lead to better performance of the polymer network at the macroscale.

Identifiers

PMID38444933
PMCPMC10911231
OpenAlexW4390741037

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

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.