An Intelligent Magneto-Mechanical Platform for Cellular Sensing in 3D Microenvironments.

Yue Quan, Yuxin Wang, Sen Ding, Bingpu Zhou, Yinning Zhou

Abstract read

In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 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

5 authors.

Yue QuanInstitute of Applied Physics and Materials Engineering, Joint Key Laboratory of the Ministry of Education, University of Macau, Taipa, Macau.

Yuxin WangInstitute of Applied Physics and Materials Engineering, Joint Key Laboratory of the Ministry of Education, University of Macau, Taipa, Macau.

Sen DingInstitute of Applied Physics and Materials Engineering, Joint Key Laboratory of the Ministry of Education, University of Macau, Taipa, Macau.

Bingpu ZhouInstitute of Applied Physics and Materials Engineering, Joint Key Laboratory of the Ministry of Education, University of Macau, Taipa, Macau.

Yinning ZhouInstitute of Applied Physics and Materials Engineering, Joint Key Laboratory of the Ministry of Education, University of Macau, Taipa, Macau.ORCID https://orcid.org/0000-0003-2084-5804

Funding

, Macau SAR MYRG-GRG2025-00213-IAPMEScience and Technology Development Fund MacauSAR(FDCT)0021/2022/A1，0002/2024/TFP

6 · The paper itself

Abstract

Deciphering cellular proliferation mechanics in unperturbed 3D microenvironments remains challenging, as optical methods induce phototoxicity and fail in opaque matrices, while impedance sensing lacks spatial specificity and 3D compatibility. We introduce MagMI, a pioneering machine intelligence-driven magneto-mechanical sensing platform integrates arrays of magneto-mechanical pillars to passively monitor nanoscale cellular force associated with proliferation in dense 3D cultures. Proliferation-driven pillar deflections modulating magnetic fields are dynamically captured by high-sensitivity Hall sensors. Across each experiment, MagMI acquires and processes over 1 × 10

Indexed as

Cell Culture Techniques, Three DimensionalCellular MicroenvironmentCell ProliferationHumansMachine Learningcell monitoringcellular magneto‐mechanical sensingclosed‐loop monitoringmachine intelligence

Identifiers

PMID41431157

DOI10.1002/advs.202519132

PMCPMC13042406

What OpenQuestion holds

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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.