Evidence map›Paper›PMID 41587994›Full record

ArticleMicrosystems & nanoengineering2026

Portable and label-free optical detection of sweat glucose using functionalized plasmonic nanopillar array.

Ling Liu, Kuo Zhan, Joni Kilpijärvi, Matti Kinnunen, Yingqi Zhao, Yuan Zhang, Mulusew W Yaltaye, Yang Li, Artem Zhyvolozhnyi, Anatoliy Samoylenko and 2 more

Abstract read
In one paragraph

Article in Microsystems & nanoengineering, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Review
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

12 authors.

Ling LiuResearch Unit of Health Science and Technology, Faculty of Medicine, University of Oulu, 90220, Oulu, Finland.
Kuo ZhanResearch Unit of Health Science and Technology, Faculty of Medicine, University of Oulu, 90220, Oulu, Finland. Kuo.Zhan@oulu.fi.
Joni KilpijärviPolar Electro Oy, Kempele, Finland.
Matti KinnunenPolar Electro Oy, Kempele, Finland.
Yingqi ZhaoResearch Unit of Health Science and Technology, Faculty of Medicine, University of Oulu, 90220, Oulu, Finland.
Yuan ZhangResearch Unit of Health Science and Technology, Faculty of Medicine, University of Oulu, 90220, Oulu, Finland.
Mulusew W YaltayeResearch Unit of Health Science and Technology, Faculty of Medicine, University of Oulu, 90220, Oulu, Finland.
Yang LiResearch Unit of Health Science and Technology, Faculty of Medicine, University of Oulu, 90220, Oulu, Finland.
Artem ZhyvolozhnyiFaculty of Biochemistry and Molecular Medicine, Disease Networks Research Unit, University of Oulu, FI-90014, Oulu, Finland.
Anatoliy SamoylenkoFaculty of Biochemistry and Molecular Medicine, Disease Networks Research Unit, University of Oulu, FI-90014, Oulu, Finland.
Seppo VainioFaculty of Biochemistry and Molecular Medicine, Disease Networks Research Unit, University of Oulu, FI-90014, Oulu, Finland.
Jianan HuangResearch Unit of Health Science and Technology, Faculty of Medicine, University of Oulu, 90220, Oulu, Finland. Jianan.Huang@oulu.fi.ORCID http://orcid.org/0000-0002-6564-5972

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Continuous glucose monitoring (CGM) is vital for diabetes care, but current invasive electrochemical sensors of blood glucose often cause potential infection and skin irritation. Non-invasive sensors in sweat glucose are promising alternatives but limited by low sensitivity and poor compatibility with complex sweat environments, because the sweat glucose has concentrations of 20 - 600 μmol/L and are 100-fold more dilute than the blood glucose. Here, we report a portable optical sensing system that integrates an optical watch prototype with functionalized plasmonic silver-coated silicon nanopillars substrate for non-invasive and label-free glucose detection in sweat. The nanopillar sensor with wide-range plasmonic hot spots is functionalized with 4-mercaptophenylboronic acid for selective glucose capture and optical signal transduction through both Raman scattering and plasmonic detection. The optical watch system has a compact LED illumination at 623-660 nm and wireless transmission of data to a smartphone application. Significantly, the whole system demonstrated excellent sensitivity down to 22 μmol/L and high selectivity in detecting glucose in artificial sweat, which were validated by human sweat samples to confirm its applicability in real-life scenarios. Our study offers a promising portable and non-invasive alternative to traditional CGM and highlights the potential of integrating nanophotonic sensors with wearable platforms for continuous health monitoring and personalized medicine.

Identifiers

PMID41587994
PMCPMC12835093

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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.