Evidence map›Paper›PMID 39716982›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2025

How Highly Heterogeneous Sensors with Single-Molecule Resolution can Result in Robust Continuous Monitoring Over Long Time Spans.

Chris Vu, Junhong Yan, Arthur M de Jong, Menno W J Prins

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

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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

4 authors.

Chris VuDepartment of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, 5612 AZ, The Netherlands.ORCID https://orcid.org/0000-0001-9863-2855
Junhong YanHelia Biomonitoring BV, Eindhoven, 5612 AR, The Netherlands.ORCID https://orcid.org/0000-0002-2332-2315
Arthur M de JongInstitute for Complex Molecular Systems (ICMS), Eindhoven University of Technology, Eindhoven, 5612 AZ, The Netherlands.ORCID https://orcid.org/0000-0001-6019-7333
Menno W J PrinsDepartment of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, 5612 AZ, The Netherlands.ORCID https://orcid.org/0000-0002-9788-7298

Funding

The Netherlands National Growth Fund Programme NXTGEN HighTechThe Netherlands Topsectors Agri&Food, HTSM, and Chemistry LWV20.117
6 · The paper itself

Abstract

Biomolecular sensors with single-molecule resolution are composed of multitudes of transducers that measure state changes related to single-molecular binding and unbinding events. Conventionally, signals are aggregated from many individual transducers in order to achieve sufficient statistics. However, by aggregating signals, transducer-to-transducer differences are lost and heterogeneities cannot be studied. Here, transducers with single-molecule resolution over long time spans are studied, enabling the collection of sufficient statistics from independent transducers. This allows comparisons between transducers that reveal fundamental heterogeneities in their molecular assemblies related to stochastic variations. The study is performed with biosensing by particle motion, a sensing methodology with thousands of particles that dynamically interact with a sensing surface. The signals of individual particles are studied for series of modulations of analyte concentration over 25 h. The results show large differences in individual concentration-dependent responses. Monte Carlo simulations clarify that heterogeneities can be attributed to stochastic fluctuations in the numbers of binder molecules, and that gradual changes of the response characteristics can be related to losses of molecules in the single-particle transducers. The results give insights into molecular and temporal heterogeneities of continuous transducers with single-molecule resolution and explain how sensors can be engineered to achieve robust, precise, and stable biomolecular monitoring.

Indexed as

antibody‐based sensingbiosensingcontinuous long‐term monitoringparticle‐based sensingsingle‐molecule studies

Identifiers

PMID39716982
PMCPMC11831471

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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.