Evidence map›Paper›PMID 41037634›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2025

Electrostatics and viscosity are strongly linked in concentrated antibody solutions.

Fabrizio Camerin, Marco Polimeni, Anna Stradner, Emanuela Zaccarelli, Peter Schurtenberger

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Viscosity of concentrated antibodies from a dynamic model of electrostatics.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  3. Electrostatics and viscosity are strongly linked in concentrated antibody solutions.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

5 authors.

Fabrizio CamerinDivision of Physical Chemistry, Department of Chemistry, Lund University, SE-221 00 Lund, Sweden.ORCID 0000-0003-2468-9351
Marco PolimeniDivision of Physical Chemistry, Department of Chemistry, Lund University, SE-221 00 Lund, Sweden.ORCID 0000-0002-9670-7232
Anna StradnerDivision of Physical Chemistry, Department of Chemistry, Lund University, SE-221 00 Lund, Sweden.ORCID 0000-0003-3310-3412
Emanuela ZaccarelliConsiglio Nazionale delle Ricerche Institute of Complex Systems, Uos Sapienza, Rome 00185, Italy.ORCID 0000-0003-0032-8906
Peter SchurtenbergerDivision of Physical Chemistry, Department of Chemistry, Lund University, SE-221 00 Lund, Sweden.ORCID 0000-0002-2790-8831

Funding

EC | Horizon Europe | Excellent Science | HORIZON EUROPE Marie Sklodowska-Curie Actions (MSCA) 10110672Vetenskapsrådet (VR) 2019-06075Vetenskapsrådet (VR) 2022-03142
6 · The paper itself

Abstract

Monoclonal antibodies are among the most promising therapeutic agents in modern medicine, yet their formulation into high-concentration solutions for subcutaneous self-administration poses a major challenge. A key obstacle is the marked increase in viscosity often observed under these conditions. To gain deeper insights into this phenomenon, coarse-grained models derived from soft matter physics have been widely employed. However, these models have yet to be fully leveraged for analyzing the rheological collective properties of such systems. In this study, using molecular dynamics simulations, we directly compute the antibody solution viscosity by starting from commonly used models in which electrostatic interactions are treated through effective screened Coulomb potentials. We demonstrate that this approach fails to reproduce experimental evidence and we show, by analyzing stress correlations in the system, that it is necessary to treat the heterogeneously charged domains with explicit Coulomb interactions, also including counterions and salt ions. By thoroughly analyzing the microscopic structure of the system, we further reveal the presence of transient strongly correlated antibodies which would not be present if charges were treated implicitly, thus pointing to a prominent role of electrostatics in determining the increase in viscosity at high concentrations. By taking advantage of our realistic treatment, new approaches can be devised to ensure that antibody solutions exhibit the desired characteristics for their intended broad use and effective deployment.

Indexed as

Antibodies, MonoclonalStatic ElectricityMolecular Dynamics SimulationSolutionsViscosityAntibodies, MonoclonalSolutionsantibodiescharge heterogeneitycoarse-grained modelingexplicit ionsviscosity

Identifiers

PMID41037634
PMCPMC12519079

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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.