Cargando…

Fake drugs: Using Baseline Spectral Fingerprinting and a sorting algorithm to infer quality of medications

An estimated 30–70% of available medications in low-income countries and conflict states are of low quality or counterfeit. Reasons for this vary but most are rooted in regulatory agencies being poorly equipped to oversee quality of pharmaceutical stocks. This paper presents the development and vali...

Descripción completa

Detalles Bibliográficos
Autores principales: Salmon, Christian, Salmon, Margaret, Paoletti, Marcus, Xu, Elaine, Priefer, Ronny, Rust, Michael, Afnan, Aliea
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10132596/
https://www.ncbi.nlm.nih.gov/pubmed/37099593
http://dx.doi.org/10.1371/journal.pone.0281416
_version_ 1785031416549998592
author Salmon, Christian
Salmon, Margaret
Paoletti, Marcus
Xu, Elaine
Priefer, Ronny
Rust, Michael
Afnan, Aliea
author_facet Salmon, Christian
Salmon, Margaret
Paoletti, Marcus
Xu, Elaine
Priefer, Ronny
Rust, Michael
Afnan, Aliea
author_sort Salmon, Christian
collection PubMed
description An estimated 30–70% of available medications in low-income countries and conflict states are of low quality or counterfeit. Reasons for this vary but most are rooted in regulatory agencies being poorly equipped to oversee quality of pharmaceutical stocks. This paper presents the development and validation of a method for point-of-care drug stock quality testing in these environs. The method is termed Baseline Spectral Fingerprinting and Sorting (BSF-S). BSF-S leverages the phenomena that all compounds in solution have nearly unique spectral profiles in the UV spectrum. Further, BSF-S recognizes that variations in sample concentrations are introduced when preparing samples in the field. BSF-S compensates for this variability by incorporating the ELECTRE-TRI-B sorting algorithm, which contains parameters that are trained in the laboratory using authentic, proxy low quality and counterfeit samples. The method was validated in a case study using fifty samples that include factually authentic Praziquantel and inauthentic samples prepared in solution by an independent pharmacist. Study researchers were blinded to which solution contained the authentic samples. Each sample was tested by the BSF-S method described in this paper and sorted to authentic or low quality/counterfeit categories with high levels of specificity and sensitivity. In combination with a companion device under development using ultraviolet light emitting diodes, the BSF-S method is intended to be a portable and low-cost method for testing medications for authenticity at or near the point-of-care in low income countries and conflict states.
format Online
Article
Text
id pubmed-10132596
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-101325962023-04-27 Fake drugs: Using Baseline Spectral Fingerprinting and a sorting algorithm to infer quality of medications Salmon, Christian Salmon, Margaret Paoletti, Marcus Xu, Elaine Priefer, Ronny Rust, Michael Afnan, Aliea PLoS One Research Article An estimated 30–70% of available medications in low-income countries and conflict states are of low quality or counterfeit. Reasons for this vary but most are rooted in regulatory agencies being poorly equipped to oversee quality of pharmaceutical stocks. This paper presents the development and validation of a method for point-of-care drug stock quality testing in these environs. The method is termed Baseline Spectral Fingerprinting and Sorting (BSF-S). BSF-S leverages the phenomena that all compounds in solution have nearly unique spectral profiles in the UV spectrum. Further, BSF-S recognizes that variations in sample concentrations are introduced when preparing samples in the field. BSF-S compensates for this variability by incorporating the ELECTRE-TRI-B sorting algorithm, which contains parameters that are trained in the laboratory using authentic, proxy low quality and counterfeit samples. The method was validated in a case study using fifty samples that include factually authentic Praziquantel and inauthentic samples prepared in solution by an independent pharmacist. Study researchers were blinded to which solution contained the authentic samples. Each sample was tested by the BSF-S method described in this paper and sorted to authentic or low quality/counterfeit categories with high levels of specificity and sensitivity. In combination with a companion device under development using ultraviolet light emitting diodes, the BSF-S method is intended to be a portable and low-cost method for testing medications for authenticity at or near the point-of-care in low income countries and conflict states. Public Library of Science 2023-04-26 /pmc/articles/PMC10132596/ /pubmed/37099593 http://dx.doi.org/10.1371/journal.pone.0281416 Text en © 2023 Salmon et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Salmon, Christian
Salmon, Margaret
Paoletti, Marcus
Xu, Elaine
Priefer, Ronny
Rust, Michael
Afnan, Aliea
Fake drugs: Using Baseline Spectral Fingerprinting and a sorting algorithm to infer quality of medications
title Fake drugs: Using Baseline Spectral Fingerprinting and a sorting algorithm to infer quality of medications
title_full Fake drugs: Using Baseline Spectral Fingerprinting and a sorting algorithm to infer quality of medications
title_fullStr Fake drugs: Using Baseline Spectral Fingerprinting and a sorting algorithm to infer quality of medications
title_full_unstemmed Fake drugs: Using Baseline Spectral Fingerprinting and a sorting algorithm to infer quality of medications
title_short Fake drugs: Using Baseline Spectral Fingerprinting and a sorting algorithm to infer quality of medications
title_sort fake drugs: using baseline spectral fingerprinting and a sorting algorithm to infer quality of medications
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10132596/
https://www.ncbi.nlm.nih.gov/pubmed/37099593
http://dx.doi.org/10.1371/journal.pone.0281416
work_keys_str_mv AT salmonchristian fakedrugsusingbaselinespectralfingerprintingandasortingalgorithmtoinferqualityofmedications
AT salmonmargaret fakedrugsusingbaselinespectralfingerprintingandasortingalgorithmtoinferqualityofmedications
AT paolettimarcus fakedrugsusingbaselinespectralfingerprintingandasortingalgorithmtoinferqualityofmedications
AT xuelaine fakedrugsusingbaselinespectralfingerprintingandasortingalgorithmtoinferqualityofmedications
AT prieferronny fakedrugsusingbaselinespectralfingerprintingandasortingalgorithmtoinferqualityofmedications
AT rustmichael fakedrugsusingbaselinespectralfingerprintingandasortingalgorithmtoinferqualityofmedications
AT afnanaliea fakedrugsusingbaselinespectralfingerprintingandasortingalgorithmtoinferqualityofmedications