Evidence map›Paper›PMID 41644719›Full record

ArticleScientific reports2026

Traceable stiffness calibration of colloidal AFM probes for biomechanical measurements.

Zhi Li, Valeriya Cherkasova, Sai Gao, Thomas Fröhlich, Uwe Brand

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

5 authors.

Zhi LiPhysikalisch-Technische Bundesanstalt, Bundesallee 100, 38116, Braunschweig, Germany. zhi.li@ptb.de.
Valeriya CherkasovaInstitute of Process Measurement and Sensor Technology, Technische Universität Ilmenau, 98684, Ilmenau, Germany.
Sai GaoPhysikalisch-Technische Bundesanstalt, Bundesallee 100, 38116, Braunschweig, Germany.
Thomas FröhlichInstitute of Process Measurement and Sensor Technology, Technische Universität Ilmenau, 98684, Ilmenau, Germany.
Uwe BrandPhysikalisch-Technische Bundesanstalt, Bundesallee 100, 38116, Braunschweig, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The accurate calibration of bending stiffness of colloidal atomic force microscopy (AFM) probes is essential for reliable nanomechanical measurements, especially when large micro-spheres are used in biological applications. This study investigates the influence of frictional contact between an AFM spherical tip and the load button on stiffness measurements obtained via bending tests and proposes a new analytical model to account for this effect. Finite element simulations of frictional sliding contact between colloidal spheres and load button were conducted to validate the proposed model. A proof-of-principle experimental setup was developed to traceably acquire force-deflection curves of several typical colloidal AFM probes, and results showed good agreement (within 1.5 % deviation) with a validated stiffness calibration system. Experimental data for large-sphere colloidal probes confirmed the presence of a transition phase in the unloading curve due to frictional contact and demonstrated that accurate stiffness results can be obtained when friction is properly considered. Additionally, friction coefficients for four tip-surface material combinations were experimentally determined, providing broadly relevant data that can be effectively applied in AFM nanomechanics, especially in investigations of tip-sample interactions.

Indexed as

AFM colloidal probes tip-surface interaction, Quasi-static stiffness measurementAtomic force microscopy (AFM)Bio-AFM, biomechanical measurementCantilever stiffness calibrationNano-force metrologyNanofrictionNano-sliding contact

Identifiers

PMID41644719
PMCPMC12880979

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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.