Evidence map›Paper›PMID 42273643›Full record

ArticleNpj biosensing2026

AI-assisted label-free single-particle analysis of milk-derived extracellular vesicles enabled by nanotweezers.

Ikjun Hong, Abayomi E Opadele, Guodong Zhu, Yuankai Huo, Justus C Ndukaife

Abstract read
In one paragraph

Article in Npj biosensing, 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
0cells of the map it votes in
0citing 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

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

5 authors.

Ikjun HongVanderbilt Institute of Nanoscale Science and Engineering, Vanderbilt University, Nashville, TN USA.
Abayomi E OpadelePresent Address: Department of Electrical and Computer Engineering, Vanderbilt University, Nashville, TN USA.
Guodong ZhuVanderbilt Institute of Nanoscale Science and Engineering, Vanderbilt University, Nashville, TN USA.
Yuankai HuoPresent Address: Department of Electrical and Computer Engineering, Vanderbilt University, Nashville, TN USA.
Justus C NdukaifeVanderbilt Institute of Nanoscale Science and Engineering, Vanderbilt University, Nashville, TN USA.

Funding

Understanding the Heterogeneity of Nanoscale Extracellular Vesicles, Exomeres, and Supermeres using Next Generation Optical NanotweezersR35GM150572 · NIGMS · VANDERBILT UNIVERSITY · PI Justus Chukwunonso Ndukaife · 2023 to 2026
$1.5M
NIGMS NIH HHS R35 GM150572
6 · The paper itself

Abstract

Milk-derived extracellular vesicles (mEVs) are promising drug carriers because they can survive the digestive tract, be engineered to avoid immune rejection, and deliver therapeutic cargo to the body. Fully realizing this potential requires precise, single-particle measurements of size, composition, and purity, yet current analytical tools are often slow, require chemical labels. Here we present an electrohydrodynamic nanotweezer platform that rapidly traps thousands of mEVs in parallel, enables label-free interferometric scattering imaging, and uses artificial intelligence for automated analysis. The device employs a thin gold film patterned with a 15 µm hole array that generates radially-converging AC-driven fluid flows to hold vesicles in place in parallel within seconds. By briefly releasing them, we track their Brownian motion to calculate their size from diffusion behavior and estimate refractive index from their interferometric contrast signals to assess sample purity and heterogeneity. This fast, non-perturbative workflow combines scalable trapping, real-time label-free imaging, and automated analysis, offering a powerful approach to studying mEVs and accelerate their use as therapeutic delivery vehicles.

Indexed as

EngineeringNanoscience and technologyPhysics

Identifiers

PMID42273643
PMCPMC13246505

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.