Evidence map›Paper›PMID 42100637›Full record

ArticleADMET & DMPK2026

Graphene-supported Pd/Pt nano-catalysts for enhanced colorimetric detection of dopamine and NADH using paper-based microfluidic devices.

Ruri Agung Wahyuono, Jovin Jovin, Ignacius Gilbert Chano, Arda Fridua Putra, Annisa Septyana Ningrum, Muhammad Yusuf Hakim Widianto, Irkham Irkham, Yeni Wahyuni Hartati, Wulan Tri Wahyuni, Isnaini Rahmawati and 2 more

Abstract read
In one paragraph

Article in ADMET & DMPK, 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
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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

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

12 authors.

Ruri Agung WahyuonoDepartment of Engineering Physics, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia.ORCID https://orcid.org/0000-0002-6937-9907
Jovin JovinDepartment of Engineering Physics, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia.ORCID https://orcid.org/0009-0005-3431-8409
Ignacius Gilbert ChanoDepartment of Engineering Physics, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia.ORCID https://orcid.org/0009-0005-1290-1556
Arda Fridua PutraDepartment of Engineering Physics, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia.ORCID https://orcid.org/0009-0009-3816-459X
Annisa Septyana NingrumDepartment of Engineering Physics, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia.ORCID https://orcid.org/0009-0009-9833-8328
Muhammad Yusuf Hakim WidiantoDepartment of Mathematics, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia.ORCID https://orcid.org/0000-0002-1720-9754
Irkham IrkhamDepartment of Chemistry, University of Padjadjaran, Sumedang 45363, Indonesia.ORCID https://orcid.org/0000-0001-9938-2931
Yeni Wahyuni HartatiDepartment of Chemistry, University of Padjadjaran, Sumedang 45363, Indonesia.ORCID https://orcid.org/0000-0003-1463-6352
Wulan Tri WahyuniDepartment of Chemistry, Institut Pertanian Bogor (IPB) University, Bogor 16680, Indonesia.ORCID https://orcid.org/0000-0002-3071-4974
Isnaini RahmawatiDepartment of Chemistry, University of Indonesia, Depok 16424, Indonesia.ORCID https://orcid.org/0000-0003-1327-592X
Chi-Hsien HuangDepartment of Engineering Physics, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia.ORCID https://orcid.org/0000-0003-0369-3124
Yi-Ting LaiDepartment of Materials Engineering, Ming Chi University of Technology, New Taipei City 243303, Taiwan.ORCID https://orcid.org/0000-0002-5662-2090

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background and purpose: Dopamine and nicotinamide adenine dinucleotide (NADH) are key biomarkers associated with neurological and metabolic disorders. Developing rapid, low-cost, and portable detection platforms of these biomarkers is essential for a point-of-care diagnostic kit. In this work, we report a colorimetric sensing approach using paper-based microfluidic devices (μPADs) modified with graphene-supported palladium (G/Pd) and platinum (G/Pt) nanocatalysts to enhance detection performance. Experimental approach: Monolayer G/Pd and G/Pt nanocomposites were synthesized via a hydrothermal method with precursor concentrations ranging from 0.1 to 10 mM. The catalytic behaviour and metal-graphene interactions were further investigated using spin-polarized density functional theory (DFT) calculation (PHASE/0). Microfluidic paper-based analytical devices (μPADs) were laser-printed on commercial filter paper and folded into 3D origami structures. Colorimetric responses were quantified using red, green, blue (RGB) and hue, saturation, value (HSV) analysis, where time-dependent Euclidean distance in RGB colour space was used to assess the reaction kinetics. Key results: DFT results indicate that Pd and Pt clusters preferentially adopt a top-site configuration on graphene, facilitating interfacial charge redistribution and enhancing catalytic activity experimentally. Catalyst-modified μPADs significantly improve reaction kinetics, reducing detection time by up to 3.7× for dopamine and 2.5× for NADH compared to unmodified devices. G/Pt (10 mM) exhibits the best overall performance, achieving limits of detection of 0.16 μM for dopamine and 0.195 μM for NADH with good linearity ( Conclusion: The findings highlight that optimizing catalyst morphology and interfacial electronic structure is more critical than minimizing activation energy for achieving high-performance colorimetric sensing. The resulting platform shows potential as a cost-effective and portable tool for the detection of clinically relevant biomarkers in point-of-care settings.

Indexed as

Biomarkercolorimetrymicrofluidic paper-based analytical devicesnanocompositessensor

Identifiers

PMID42100637
PMCPMC13147513

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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.