Evidence map›Paper›PMID 41481794›Full record

ArticleAnalytical chemistry2026

Blinking-Based Identification of Single Dye Molecules in Ink.

Alisha J Khodabocus, Walker T Knapp, Benjamin T Steinman, Kristina Knauss, Jonathan Stashenko, Sinead L McWeeney, Eden Fitsum, Chloe Autry, Kristin L Wustholz

Abstract read
In one paragraph

Article in Analytical chemistry, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

The trial behind it

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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

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5 · Who and what money

Authors and funding

9 authors.

Alisha J KhodabocusDepartment of Chemistry, William & Mary, PO Box 8795, Williamsburg, Virginia 23187-8795, United States.
Walker T KnappDepartment of Chemistry, William & Mary, PO Box 8795, Williamsburg, Virginia 23187-8795, United States.
Benjamin T SteinmanDepartment of Chemistry, William & Mary, PO Box 8795, Williamsburg, Virginia 23187-8795, United States.
Kristina KnaussDepartment of Chemistry, William & Mary, PO Box 8795, Williamsburg, Virginia 23187-8795, United States.
Jonathan StashenkoDepartment of Chemistry, William & Mary, PO Box 8795, Williamsburg, Virginia 23187-8795, United States.
Sinead L McWeeneyDepartment of Chemistry, William & Mary, PO Box 8795, Williamsburg, Virginia 23187-8795, United States.
Eden FitsumDepartment of Chemistry, William & Mary, PO Box 8795, Williamsburg, Virginia 23187-8795, United States.
Chloe AutryDepartment of Chemistry, William & Mary, PO Box 8795, Williamsburg, Virginia 23187-8795, United States.
Kristin L WustholzDepartment of Chemistry, William & Mary, PO Box 8795, Williamsburg, Virginia 23187-8795, United States.ORCID 0000-0001-7705-4240

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The identification of fluorescent dyes in cultural heritage materials is challenging due to analyte fading, as well as sample scarcity and complexity. Here, we demonstrate a blinking-based methodology to identify single dye molecules in ink, relying solely on the dyes' intrinsic fluorescence intermittency. Using widefield fluorescence microscopy, change point detection, and multinomial logistic regression, we define four quantitative determination factors that provide for positive and exclusive identification among three structurally similar rhodamine dyes. This approach is then applied to wet and dry commercial ballpoint ink samples and demonstrates the presence of rhodamine B, which is validated by bulk surface-enhanced Raman scattering (SERS) measurements. As compared to SERS, blinking-based identification yields exclusive and positive identification of rhodamine dyes with single-molecule sensitivity and without the need for plasmonic substrates. This minimally invasive and ultrasensitive method offers a powerful new tool for characterizing artists' materials, opening opportunities for conservation and heritage science.

Identifiers

PMID41481794
PMCPMC12809631

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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.