Evidence map›Paper›PMID 42065578›Full record

ArticleLab on a chip2026

Nanomembrane-based microfluidic platform with embedded electrical pressure transducer for on-chip nanoparticle quantification.

Zachary Morris, Juliana Chawich, Owen Perreault, Simon Chewchuk, Kate Gragg, Vincent Tabard-Cossa, James L McGrath, Michel Godin

Abstract read
In one paragraph

Article in Lab on a chip, 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

8 authors.

Zachary MorrisDepartment of Physics, University of Ottawa, 150 Louis-Pasteur, Ottawa, Ontario, Canada K1N 6N5. michel.godin@uottawa.ca.
Juliana ChawichDepartment of Physics, University of Ottawa, 150 Louis-Pasteur, Ottawa, Ontario, Canada K1N 6N5. michel.godin@uottawa.ca.
Owen PerreaultDepartment of Physics, University of Ottawa, 150 Louis-Pasteur, Ottawa, Ontario, Canada K1N 6N5. michel.godin@uottawa.ca.
Simon ChewchukDepartment of Physics, University of Ottawa, 150 Louis-Pasteur, Ottawa, Ontario, Canada K1N 6N5. michel.godin@uottawa.ca.
Kate GraggDepartment of Physics, University of Ottawa, 150 Louis-Pasteur, Ottawa, Ontario, Canada K1N 6N5. michel.godin@uottawa.ca.ORCID http://orcid.org/0009-0004-1572-3831
Vincent Tabard-CossaDepartment of Physics, University of Ottawa, 150 Louis-Pasteur, Ottawa, Ontario, Canada K1N 6N5. michel.godin@uottawa.ca.
James L McGrathDepartment of Biomedical Engineering, University of Rochester, Rochester, NY, USA.ORCID http://orcid.org/0000-0003-2017-8335
Michel GodinDepartment of Physics, University of Ottawa, 150 Louis-Pasteur, Ottawa, Ontario, Canada K1N 6N5. michel.godin@uottawa.ca.ORCID http://orcid.org/0000-0002-9360-0675

Funding

Solid-state nanopores and silicon nanomembranes for ultrasensitive protein biomarker detectionR01EB031581 · NIBIB · UNIVERSITY OF ROCHESTER · PI FLAX, JONATHAN D, GODIN, MICHEL · 2021 to 2024
$1.7M
NIBIB NIH HHS R01 EB031581
6 · The paper itself

Abstract

Accurate quantification of nanoparticle concentration is important in a host of fields, particularly in nanomedicine, electronics, and catalysis. Microfluidic systems present an opportunity to develop low-cost tests for nanoparticle quantification but often suffer technical challenges related to small sample volumes and optical interference from materials used to construct the device. Here we introduce a microfluidic device that integrates an ultrathin silicon nitride nanoporous membrane (nanomembrane) with an on-chip pressure transducer, designed to precisely quantify nanoparticle concentrations within a microfluidic device using an electrical readout for quantification. As nanoparticles are captured by the membrane under pressure-driven flow, the pressure differential across it changes and is measured by an on-chip transducer. The pressure transducer utilizes a thin PDMS membrane that deflects under pressure to change the cross-section and ionic flow resistance of an adjacent channel. This enables the determination of nanoparticle concentration by analysis of the kinetics of trans-membrane pressure changes relative to particle blockage of the nanomembrane. We also propose a statistical model of partial blockage and particle caking in nanoporous membranes, which accounts for distributions in pore and particle sizes. This model provides a more detailed understanding of nanoparticle filtration behavior and the kinetics of nanopore blocking, enabling accurate concentration determination. Experimental validation of the model on the data acquired by the microfluidic device demonstrates a lower limit of detection on the order of 10

Identifiers

PMID42065578
PMCPMC13131052

What OpenQuestion holds

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LicenceCC BY-NC
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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.