Evidence map›Paper›PMID 42635718›Full record

ArticleSmall (Weinheim an der Bergstrasse, Germany)2026

Three-Dimensional Optical and Computational Reconstruction of Colloidal Electrokinetic Flows via Multiplane Imaging and Multiscale Modeling.

Flip de Jong, Pablo Diez-Silva, Jui-Kai Chen, Raúl P Peláez, Sudipta Seth, Bing-Yang Shih, Senne Fransen, Radin Tahvildari, Kruti Trivedi, Rémi Pelletier and 14 more

Abstract read
In one paragraph

Article in Small (Weinheim an der Bergstrasse, Germany), 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

24 authors.

Flip de JongDepartment of Chemistry, Molecular Imaging and Photonics, KU Leuven, Leuven, Belgium.
Pablo Diez-SilvaDepartment of Theoretical Condensed Matter Physics, Universidad Autónoma de Madrid, and Condensed Matter Physics Institute (IFIMAC), Madrid, Spain.ORCID https://orcid.org/0009-0005-9639-4634
Jui-Kai ChenDepartment of Chemistry, Molecular Imaging and Photonics, KU Leuven, Leuven, Belgium.ORCID https://orcid.org/0000-0003-4685-7918
Raúl P PeláezDepartment of Theoretical Condensed Matter Physics, Universidad Autónoma de Madrid, and Condensed Matter Physics Institute (IFIMAC), Madrid, Spain.
Sudipta SethDepartment of Chemistry, Molecular Imaging and Photonics, KU Leuven, Leuven, Belgium.
Bing-Yang Shihimec, Leuven, Belgium.ORCID https://orcid.org/0009-0007-3058-5985
Senne Fransenimec, Leuven, Belgium.ORCID https://orcid.org/0000-0002-4540-9470
Radin Tahvildariimec, Leuven, Belgium.ORCID https://orcid.org/0000-0001-8981-7751
Kruti Trivediimec, Leuven, Belgium.
Rémi PelletierLaboratoire de Bioimagerie et Pathologies, UMR 7021 CRS, Université de Strasbourg, Illkirch, France.ORCID https://orcid.org/0000-0002-1065-1398
Harishankar BalakrishnanDepartment of Analytical and Applied Chemistry, AppLightChem, Institut Quimic de Sarria, Universitat Ramon Lull, Barcelona, Catalunya, Spain.ORCID https://orcid.org/0000-0001-8746-3291
Carmen Hervés-CarreteCINBIO, University de Vigo, Vigo, Spain.ORCID https://orcid.org/0000-0002-1110-3115
Carlos Renero-LecunaCINBIO, University de Vigo, Vigo, Spain.ORCID https://orcid.org/0000-0002-3160-1795
Willem Van Royimec, Leuven, Belgium.
Maarten Rosmeulenimec, Leuven, Belgium.ORCID https://orcid.org/0000-0002-3663-7439
Santi NonellDepartment of Analytical and Applied Chemistry, AppLightChem, Institut Quimic de Sarria, Universitat Ramon Lull, Barcelona, Catalunya, Spain.ORCID https://orcid.org/0000-0002-8900-5291
Susana RochaDepartment of Chemistry, Molecular Imaging and Photonics, KU Leuven, Leuven, Belgium.ORCID https://orcid.org/0000-0003-1258-9396
Andrey KlymchenkoLaboratoire de Bioimagerie et Pathologies, UMR 7021 CRS, Université de Strasbourg, Illkirch, France.ORCID https://orcid.org/0000-0002-2423-830X
Luis M Liz-MarzánCINBIO, University de Vigo, Vigo, Spain.
Roger Bresolí-ObachDepartment of Analytical and Applied Chemistry, AppLightChem, Institut Quimic de Sarria, Universitat Ramon Lull, Barcelona, Catalunya, Spain.
Manuel I MarquésDepartamento de Física de Materiales & Condensed Matter Physics Center (IFIMAC) & Nicolás Cabrera Institute, Universidad Autónoma de Madrid, Madrid, Spain.
Johan HofkensDepartment of Chemistry, Molecular Imaging and Photonics, KU Leuven, Leuven, Belgium.ORCID https://orcid.org/0000-0002-9101-0567
Rafael Delgado BuscalioniDepartment of Theoretical Condensed Matter Physics, Universidad Autónoma de Madrid, and Condensed Matter Physics Institute (IFIMAC), Madrid, Spain.ORCID https://orcid.org/0000-0001-6637-2091
Boris LouisDepartment of Chemistry, Molecular Imaging and Photonics, KU Leuven, Leuven, Belgium.ORCID https://orcid.org/0000-0003-2882-6907

Funding

Agencia Estatal de Investigación CNS2025-166106Agencia Estatal de Investigación PDC2021-121441-C21Agencia Estatal de Investigación PID2020-117080RB-C51Agencia Estatal de Investigación PID2022-137569NB-C43Agencia Estatal de Investigación PID2022-13759NA-C44Agencia Estatal de Investigación PID2024-158994OB-C41Agencia Estatal de Investigación PID2025-169749NB-C32Agencia Estatal de Investigación RYC2021-032773-IFonds Wetenschappelijk Onderzoek 12AGZ24NFonds Wetenschappelijk Onderzoek G046126NFonds Wetenschappelijk Onderzoek VS00721NFonds Wetenschappelijk Onderzoek W002221NHORIZON EUROPE European Innovation Council 101130615 (FASTCOMET)HORIZON EUROPE Marie Sklodowska-Curie Actions 101151427Ministerio de Ciencia e Innovación CEX2023-001316-MMinisterio de Ciencia e Innovación MCINVlaamse Instelling voor Technologisch Onderzoek CASAS2Vlaamse Instelling voor Technologisch Onderzoek Meth/15/04
6 · The paper itself

Abstract

Sorting, filtering, and controlling colloidal particles is crucial in many fields, ranging from chemistry to biology and physics. Dielectrophoresis (DEP) enables selective manipulation of colloids by non-uniform AC electric fields, yet the associated three-dimensional nanoparticle dynamics and electrokinetic flows remain difficult to access experimentally. Here, we combine real-time multiplane widefield microscopy (> 100 fps), 3D single-particle tracking, and multiscale modeling to reconstruct the motion of 200 nm fluorescent polystyrene nanoparticles around a quadrupolar electrode under positive and negative DEP. This optical-computational approach provides volumetric trajectories and flow maps, revealing particle trapping, depletion, and three-dimensional vortical motion. A model including DEP and AC electro-osmotic flow quantitatively reproduces the positive DEP dynamics, demonstrating direct agreement between experiment and theory. Under negative DEP, the model captures particle depletion near the electrodes but not all observed flow structures, pointing to additional electrokinetic or electrothermal contributions. This framework provides a route to validate and refine AC electrokinetic models for complex colloidal and microfluidic systems.

Indexed as

3d microscopycolloiddielectrophoresiselectric fieldelectrokinetic phenomenamicrofluidicsmultiscale modelingnanoparticlenanotechnologysingle‐particle tracking

Identifiers

PMID42635718
PMCPMC13676838

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.