ArticleAnalytical sciences : the international journal of the Japan Society for Analytical Chemistry2025
Statistical quantification of SERS signals in microfluidic flow using AuNP-bound polystyrene microparticles.
Article in Analytical sciences : the international journal of the Japan Society for Analytical Chemistry, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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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.
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1 citing paper in PubMed.
- Beyond ensemble averages: single-entity approaches for complex systems.Analytical sciences : the international journal of the Japan Society for Analytical Chemistry · 2026Review
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3 authors.
Funding
Abstract
Surface-enhanced Raman scattering (SERS) is a powerful analytical technique; however, its quantitative application has been limited by the instability of substrates and significant signal fluctuations. In this study, we demonstrated that 4-aminobenzenethiol (4-ATP) can be quantitatively detected through statistical analysis of SERS signal intensity distributions obtained using citrate-stabilized AuNPs, biotin-functionalized AuNPs, and gold nanoparticle (AuNP)-bound polystyrene (PS) microparticles. Raman spectra obtained in bulk aqueous solution under static conditions showed that the detection sensitivity of 4-ATP using AuNP-bound PS microparticles was approximately twice that achieved with citrate-stabilized AuNPs or biotin-modified AuNPs. Furthermore, the detection sensitivity of 4-ATP was enhanced by introducing AuNP-bound PS microparticles into a microfluidic chip and delivering an aqueous 4-ATP solution under controlled flow conditions. Analysis of the flow rate dependence of SERS signal intensity revealed that the optimal detection sensitivity for 4-ATP was achieved at a flow rate of 0.66 μL·min⁻
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