Evidence map›Paper›PMID 41409998›Full record

ArticleSmall methods2026

Dual-function, Reusable, and Flexible Thermal Interface for Kinetic Monitoring of In Vitro Bioassays.

Daniel Nieder, Isli Cela, Željko Janićijević, Xinne Zhao, Larysa Baraban

Abstract read
In one paragraph

Article in Small methods, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Daniel NiederInstitute of Radiopharmaceutical Cancer Research, Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Bautzner Landstraße 400, 01328, Dresden, Germany.
Isli CelaInstitute of Radiopharmaceutical Cancer Research, Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Bautzner Landstraße 400, 01328, Dresden, Germany.
Željko JanićijevićInstitute of Radiopharmaceutical Cancer Research, Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Bautzner Landstraße 400, 01328, Dresden, Germany.
Xinne ZhaoInstitute of Radiopharmaceutical Cancer Research, Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Bautzner Landstraße 400, 01328, Dresden, Germany.
Larysa BarabanInstitute of Radiopharmaceutical Cancer Research, Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Bautzner Landstraße 400, 01328, Dresden, Germany.ORCID https://orcid.org/0000-0003-1010-2791

Funding

Deutsche Forschungsgemeinschaft BA 4986/10HORIZON EUROPE European Research Council 101045415
6 · The paper itself

Abstract

Kinetic monitoring in life sciences is predominantly performed using contactless optical techniques. Miniaturized electronic sensing alternatives typically require direct contact with the sample. We introduce a dual-function thermal actuator/sensor that uniquely combines microwell-independent temperature control of a modified microplate and simultaneous measurement of real-time changes in thermal effusivity, offering both electronic readout and contactless sensing. The performance is demonstrated by monitoring Escherichia coli (E. coli) growth and assessing the effect of cefotaxime (CTX) as a use-case application, benchmarking it against state-of-the-art optical techniques. By qualitative comparison of characteristic data features, we report that the thermal sensing modality showed an increased response signal compared to optical density (OD) measurements in interface-dominated processes, which can be observed under experimental conditions where metabolic or morphological adaptation happens in response to CTX. Additionally, we developed an autonomous full curve data analysis approach for modified Transient Plane Source (mTPS) data, offering high robustness and lower susceptibility to systematic errors and bias. Our technique emphasizes interface-dominant processes, thereby complementing the assessment of bulk properties obtained by traditional optical techniques. The developed thermal interface is reusable, highly integrable, low-cost, easy to use, non-contact, and label-free, offering a versatile platform for bioassay development and dynamic biological studies.

Indexed as

Biological AssayCefotaximeEscherichia coliKineticsTemperatureCefotaximebioassaybiosensorE. colithermal effusivitythermal sensing interface

Identifiers

PMID41409998
PMCPMC12893297

What OpenQuestion holds

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LicenceCC BY
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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.