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том 20 издание 3 страницы e0319523

A comparative study between Near-Infrared (NIR) spectrometer and High-Performance Liquid Chromatography (HPLC) on the sensitivity and specificity

Тип публикацииJournal Article
Дата публикации2025-03-25
scimago Q1
wos Q2
БС1
SJR0.839
CiteScore6.2
Impact factor2.6
ISSN19326203
Краткое описание

It is estimated that 10.5% of medicines in low- and middle-income countries are substandard or falsified (SF), causing approximately 1 million deaths annually. Over the past two decades, there have been significant technological advancements in low-cost, portable screening devices to detect poor-quality medicines, which could be especially beneficial in these countries. The pharmaceutical market in Nigeria is valued at USD 4.5 billion and is growing at over 9% annually. However, SF medicines remain a major public health concern. We compared a novel Near-Infrared (NIR) Spectrometer with high-performance liquid chromatography (HPLC) by analyzing 246 drug samples purchased from retail pharmacies across the six geopolitical regions of Nigeria. We measured the sensitivity and specificity of a patented and Artificial Intelligence (AI) - powered handheld NIR spectrometer, which uses a proprietary machine-learning algorithm as well as hardware and software, across four categories of medicines: analgesics, antimalarials, antibiotics, and antihypertensives. Our findings reveal that the prevalence of SF medicines remains high, with 25% of samples failing the HPLC test. When tested with the NIR spectrometer, only a smaller subset of medicines—specifically analgesics—failed the test. Sensitivity and specificity for all medicines were 11% and 74%, respectively. For analgesics, the sensitivity was 37%, and the specificity was 47%. While these devices hold great potential, regulators should require more independent evaluations of various drug formulations before implementing them in real-world settings. Improving the sensitivity of these devices should be prioritized to ensure that no SF medicines reach patients.

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Maffioli E., Anyakora C. A comparative study between Near-Infrared (NIR) spectrometer and High-Performance Liquid Chromatography (HPLC) on the sensitivity and specificity // PLoS ONE. 2025. Vol. 20. No. 3. p. e0319523.
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Maffioli E., Anyakora C. A comparative study between Near-Infrared (NIR) spectrometer and High-Performance Liquid Chromatography (HPLC) on the sensitivity and specificity // PLoS ONE. 2025. Vol. 20. No. 3. p. e0319523.
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TY - JOUR
DO - 10.1371/journal.pone.0319523
UR - https://dx.plos.org/10.1371/journal.pone.0319523
TI - A comparative study between Near-Infrared (NIR) spectrometer and High-Performance Liquid Chromatography (HPLC) on the sensitivity and specificity
T2 - PLoS ONE
AU - Maffioli, Elisa
AU - Anyakora, Chimezie
PY - 2025
DA - 2025/03/25
PB - Public Library of Science (PLoS)
SP - e0319523
IS - 3
VL - 20
SN - 1932-6203
ER -
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@article{2025_Maffioli,
author = {Elisa Maffioli and Chimezie Anyakora},
title = {A comparative study between Near-Infrared (NIR) spectrometer and High-Performance Liquid Chromatography (HPLC) on the sensitivity and specificity},
journal = {PLoS ONE},
year = {2025},
volume = {20},
publisher = {Public Library of Science (PLoS)},
month = {mar},
url = {https://dx.plos.org/10.1371/journal.pone.0319523},
number = {3},
pages = {e0319523},
doi = {10.1371/journal.pone.0319523}
}
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Maffioli, Elisa, and Chimezie Anyakora. “A comparative study between Near-Infrared (NIR) spectrometer and High-Performance Liquid Chromatography (HPLC) on the sensitivity and specificity.” PLoS ONE, vol. 20, no. 3, Mar. 2025, p. e0319523. https://dx.plos.org/10.1371/journal.pone.0319523.