Evidence map›Paper›PMID 41419509›Full record

ArticleScientific reports2025

The open-source multi-wavelength non-invasive blood glucose sensing system.

Anh Thu Pham Nguyen, Thanh Ven Huynh, Hoang Nhut Huynh, Thien Hau Tran, Minh Hoang Phan, Hoang Van Nguyen Thi, Anh Tu Lai Le, Ngoc An Dang Nguyen, Phuong Thanh Pham Thi, The Thuong Nguyen and 4 more

Abstract read
In one paragraph

Article in Scientific reports, 2025. 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

14 authors.

Anh Thu Pham NguyenLaboratory of Laser Technology, Faculty of Applied Science, Ho Chi Minh City University of Technology (HCMUT), 268 Ly Thuong Kiet Street, Dien Hong Ward, Ho Chi Minh City, 72409, Vietnam.
Thanh Ven HuynhLaboratory of Laser Technology, Faculty of Applied Science, Ho Chi Minh City University of Technology (HCMUT), 268 Ly Thuong Kiet Street, Dien Hong Ward, Ho Chi Minh City, 72409, Vietnam.
Hoang Nhut HuynhLaboratory of Laser Technology, Faculty of Applied Science, Ho Chi Minh City University of Technology (HCMUT), 268 Ly Thuong Kiet Street, Dien Hong Ward, Ho Chi Minh City, 72409, Vietnam.
Thien Hau TranLaboratory of Laser Technology, Faculty of Applied Science, Ho Chi Minh City University of Technology (HCMUT), 268 Ly Thuong Kiet Street, Dien Hong Ward, Ho Chi Minh City, 72409, Vietnam.
Minh Hoang PhanHo Chi Minh City Hospital For Rehabilitation - Professional Diseases, 313 Au Duong Lan, Chanh Hung Ward, Ho Chi Minh City, 73020, Vietnam.
Hoang Van Nguyen ThiHo Chi Minh City Hospital For Rehabilitation - Professional Diseases, 313 Au Duong Lan, Chanh Hung Ward, Ho Chi Minh City, 73020, Vietnam.
Anh Tu Lai LeHo Chi Minh City Hospital For Rehabilitation - Professional Diseases, 313 Au Duong Lan, Chanh Hung Ward, Ho Chi Minh City, 73020, Vietnam.
Ngoc An Dang NguyenDepartment of Radiologic Technology, Faculty of Nursing and Medical Technology, University of Medicine and Pharmacy at Ho Chi Minh City, 217 Hong Bang Street, Cho Lon Ward, Ho Chi Minh City, 72714, Vietnam.
Phuong Thanh Pham ThiDepartment of Anatomy and Physiology, Faculty of Nursing and Medical Technology, University of Medicine and Pharmacy at Ho Chi Minh City, 217 Hong Bang Street, Cho Lon Ward, Ho Chi Minh City, 72714, Vietnam.
The Thuong Nguyen175 Military Hospital, 786 Nguyen Kiem Street, Hanh Thong Ward, Ho Chi Minh City, 72518, Vietnam.
Van Thanh Dang175 Military Hospital, 786 Nguyen Kiem Street, Hanh Thong Ward, Ho Chi Minh City, 72518, Vietnam.
Duc Manh Nguyen175 Military Hospital, 786 Nguyen Kiem Street, Hanh Thong Ward, Ho Chi Minh City, 72518, Vietnam.
Hong Duyen Trinh TranLaboratory of Laser Technology, Faculty of Applied Science, Ho Chi Minh City University of Technology (HCMUT), 268 Ly Thuong Kiet Street, Dien Hong Ward, Ho Chi Minh City, 72409, Vietnam. tt_hd2005@hcmut.edu.vn.
Trung Nghia TranLaboratory of Laser Technology, Faculty of Applied Science, Ho Chi Minh City University of Technology (HCMUT), 268 Ly Thuong Kiet Street, Dien Hong Ward, Ho Chi Minh City, 72409, Vietnam.

Funding

Vietnam National University Ho Chi Minh City (VNU-HCM) VL2024-20-01
6 · The paper itself

Abstract

Diabetes treatment requires reliable blood glucose monitoring to allow for appropriate adjustments and interventions. The conventional finger-prick test is associated with significant discomfort and poor compliance, highlighting the critical need for non-invasive, user-friendly solutions. This study proposes and validates an open-source, multi-wavelength spectroscopy system that combines visible (660 nm) and near-infrared (940 nm) wavelengths through six distinct transmission and reflection strategies. The system was validated through a rigorous three-phase process. Phase I established a preliminary regression model against a commercial meter using 500 controlled samples ([Formula: see text] up to 0.8832). Phase II expanded this validation in 96 healthy volunteers, confirming high clinical acceptability (over 95% in Zone A, Clarke Error Grid) and a mean absolute error of 8.438 mg/dL relative to the commercial device. Critically, Phase III performed a definitive clinical validation, comparing our system and the commercial meter against the venous plasma glucose (VPG) gold standard. This analysis definitively established the clinical failure of all reflection-based strategies (resulting in Zone D errors), while confirming 100% clinical safety (Zones A/B) for all transmission modes. Notably, our multi-wavelength transmission (MT) strategy achieved 100% Zone A accuracy and demonstrated superior analytical precision (tighter ISO 15197:2015 compliance) than the ISO-compliant commercial benchmark when both were compared to the VPG. This work validates a transparent, open-source platform as a clinically reliable and accurate non-invasive alternative for intermittent glucose monitoring.

Indexed as

Biosensing TechniquesBlood GlucoseBlood Glucose Self-MonitoringHumansSpectroscopy, Near-InfraredBlood GlucoseBlood glucose sensingDiabetes managementMulti-wavelength spectroscopyNear-infraredNon-invasive glucose monitoringSelf-monitoring

Identifiers

PMID41419509
PMCPMC12753677

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LicenceCC BY-NC-ND
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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.