Evidence map›Paper›PMID 40672666›Full record

ArticleACS pharmacology & translational science2025

Mechanistic Modeling of Size and Surface Charge Changes of Gold and Silver Nanoparticles during In Vitro Nanoparticle Protein Corona Formation.

Xinyue Chen, Zhoumeng Lin

Abstract read
In one paragraph

Article in ACS pharmacology & translational science, 2025. 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
–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

4 citing papers in PubMed.

  1. Article
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  4. 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

2 authors.

Xinyue ChenDepartment of Environmental and Global Health, College of Public Health and Health Professions, University of Florida, Gainesville, Florida 32611, United States.
Zhoumeng LinDepartment of Environmental and Global Health, College of Public Health and Health Professions, University of Florida, Gainesville, Florida 32611, United States.ORCID https://orcid.org/0000-0002-8731-8366

Funding

Development of a web-based predictive model of nanoparticle delivery to tumors by integrating physiologically-based pharmacokinetic modeling with artificial intelligenceR01EB031022 · NIBIB · UNIVERSITY OF FLORIDA · PI Zhoumeng Lin · 2021 to 2026
$2.2M
Physiologically based pharmacokinetic modeling and analysis of administration route-dependent tissue distribution of gold nanoparticlesR03EB026045 · NIBIB · UNIVERSITY OF FLORIDA · PI LIN, ZHOUMENG · 2019 to 2020
$152k
NIBIB NIH HHS R01 EB031022NIBIB NIH HHS R03 EB026045
6 · The paper itself

Abstract

The formation of protein corona around nanoparticles fundamentally alters their physicochemical properties and biological identity, yet quantitative predictive models for this complex process remain limited. Here, we present novel mechanistic models that predict the temporal evolution of both hydrodynamic size and ζ-potential during nanoparticle-protein corona formation for gold (AuNPs) and silver nanoparticles (AgNPs) interacting with human serum albumin (HSA) and bovine serum albumin (BSA). Our mathematical framework incorporates protein binding affinities, cooperative effects, and surface saturation phenomena through differential rate equations with experimentally derived parameters. The size evolution models demonstrated excellent predictive capability with

Indexed as

mechanistic modelingnanoparticlenanoparticle−protein corona formationpharmacokineticsprotein corona

Identifiers

PMID40672666
PMCPMC12261223

What OpenQuestion holds

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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.