Evidence map›Paper›PMID 42076584›Full record

ReviewSensors (Basel, Switzerland)2026

Bioimpedance-Based Measurements of In Vitro Biological Cell Barrier Integrity: A Review and Framework for the Acquisition and Analysis Strategies.

Shaginth Sivakumar, João Pinheiro Marques, Adrien Roux

Abstract readReview
In one paragraph

Review in Sensors (Basel, Switzerland), 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

3 authors.

Shaginth SivakumarSchool of Engineering, Architecture and Landscape of Geneva (HEPIA), HES-SO-University of Applied Sciences and Arts Western Switzerland, Campus Biotech, 9 Chemin des Mines, CH-1202 Geneva, Switzerland.
João Pinheiro MarquesSchool of Engineering, Architecture and Landscape of Geneva (HEPIA), HES-SO-University of Applied Sciences and Arts Western Switzerland, Campus Biotech, 9 Chemin des Mines, CH-1202 Geneva, Switzerland.ORCID 0000-0003-0682-8784
Adrien RouxSchool of Engineering, Architecture and Landscape of Geneva (HEPIA), HES-SO-University of Applied Sciences and Arts Western Switzerland, Campus Biotech, 9 Chemin des Mines, CH-1202 Geneva, Switzerland.ORCID 0000-0001-7618-6129

Funding

UNLOOC - HORIZON-KDT-JU-2023-1-IA 101140192
6 · The paper itself

Abstract

In vitro cell barrier models have been increasingly integrated into pharmaceutical and academic research pipelines to evaluate drug safety and drug delivery due to a shift towards New Approach Methodologies (NAMs) in research and regulatory safety assessment. Such models require reliable and interpretable functional readouts. Bioimpedance-based monitoring, particularly transepithelial/endothelial electrical resistance (

Indexed as

Dielectric SpectroscopyElectric ImpedanceAnimalsElectrodesHumansbioimpedanceelectrical impedance spectroscopy (EIS)electrode–electrolyte interfacein vitro cell barriernew approach methodologies (NAMs)trans-epithelial/endothelial electrical resistance (TEER)

Identifiers

PMID42076584
PMCPMC13120430

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.