Laser induced breakdown spectroscopy with machine learning reveals lithium-induced electrolyte imbalance in the kidneys

Journal of Pharmaceutical and Biomedical Analysis - Tập 194 - Trang 113805 - 2021
Irfan Ahmed1,2, Muhammad Shehzad Khan1, Santosh Paidi3, Zhenhui Liu3, Chi Zhang3, Yuanchao Liu1, Gulsher Ali Baloch2, Alan W.L. Law1, Yanpeng Zhang4, Ishan Barman3,5,6, Condon Lau1
1Department of Physics, City University of Hong Kong, Hong Kong SAR, China
2Department of Electrical Engineering, Sukkur IBA University, Sukkur, Pakistan
3[Department of Mechanical Engineering, Johns Hopkins University, Baltimore, USA]
4Key Laboratory for Physical Electronics and Devices of the Ministry of Education & Shaanxi Key Lab of Information Photonic Technique, Xi’an Jiaotong University, Xi’an, China
5Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
6Department of Radiology & Radiological Science, Johns Hopkins University School of Medicine, Baltimore, MD, USA

Tài liệu tham khảo

Jeanmarie Perrone, 2019 Amdisen, 1988, Clinical features and management of lithium poisoning, Med. Toxicol. Adverse Drug Exp., 3 Shine, 2015, Long-term effects of lithium on renal, thyroid, and parathyroid function: a retrospective analysis of laboratory data, Lancet., 386, 461, 10.1016/S0140-6736(14)61842-0 Smith, 2015, Long-term effects of lithium on renal function, Lancet., 386, 1943, 10.1016/S0140-6736(15)00832-6 Rej, 2015, Long-term effects of lithium on renal function, Lancet., 386, 1943, 10.1016/S0140-6736(15)00834-X Waring, 2007, Delayed cardiotoxicity in chronic Lithium poisoning: discrepancy between serum Lithium concentrations and clinical status, Basic Clin. Pharmacol. Toxicol., 100, 353, 10.1111/j.1742-7843.2007.00054.x Gitlin, 1999, Lithium and the kidney: an updated review, Drug Saf., 20, 231, 10.2165/00002018-199920030-00004 McKnight, 2012, Lithium toxicity profile: a systematic review and meta-analysis, Lancet (London, England)., 379, 721, 10.1016/S0140-6736(11)61516-X Trepiccione, 2010, Lithium-induced nephrogenic diabetes insipidus: new clinical and experimental findings, J. Nephrol., 23, S43-8 Yang, 2015, Laser Induced Breakdown Spectroscopy Based on Single Beam Splitting and Geometric Configuration for Effective Signal Enhancement, Sci. Rep., 5, 1 Hussain Shah, 2020, Laser induced breakdown spectroscopy methods and applications: a comprehensive revie, Radiat. Phys. Chem., 170, 10.1016/j.radphyschem.2019.108666 Dixon, 2005, Feasibility of detection and identification of individual bioaerosols using laser-induced breakdown spectroscopy, Anal. Chem., 77, 631, 10.1021/ac048838i Harmon, 2013, Applications of laser-induced breakdown spectroscopy for geochemical and environmental analysis: a comprehensive review, Spectrochim. Acta - Part B At. Spectrosc., 87, 11, 10.1016/j.sab.2013.05.017 Rehse, 2012, Laser-induced breakdown spectroscopy (LIBS): an overview of recent progress and future potential for biomedical applications, J. Med, Eng. Technol., 36, 77 Williams, 2017, Laser-induced breakdown spectroscopy (LIBS) in a novel molten salt aerosol system, Appl. Spectrosc., 71, 744, 10.1177/0003702816648965 Chen, 2018, Discrimination of lymphoma using laser-induced breakdown spectroscopy conducted on whole blood samples, Biomed. Opt. Express, 9, 1057, 10.1364/BOE.9.001057 Ahmed, 2018, Detection of lithium in breast milk and in situ elemental analysis of the mammary gland, Biomed. Opt. Express, 9, 10.1364/BOE.9.004184 Ahmed, 2018, Rapid and in situ optical detection of trace lithium in tissues, Biomed. Opt. Express, 9, 10.1364/BOE.9.004459 Meyer, 1988, Laser induced breakdown spectroscopy (LIBS) of kidney stones, 25 Oztoprak, 2012, Analysis and classification of heterogeneous kidney stones using laser-induced breakdown spectroscopy (LIBS), Appl. Spectrosc., 66, 1353, 10.1366/12-06679 Dingari, 2012, Incorporation of support vector machines in the LIBS toolbox for sensitive and robust classification amidst unexpected sample and system variability, Anal. Chem., 84, 2686, 10.1021/ac202755e Yu, 2016, Laser-induced breakdown spectroscopy coupled with multivariate chemometrics for variety discrimination of soil, Sci. Rep., 6 Gottfried, 2009, Multivariate analysis of laser-induced breakdown spectroscopy chemical signatures for geomaterial classification, Spectrochim. Acta Part B At. Spectrosc., 64, 1009, 10.1016/j.sab.2009.07.005 Zhu, 2014, Advanced statistical analysis of laser-induced breakdown spectroscopy data to discriminate sedimentary rocks based on Czerny–Turner and Echelle spectrometers, Spectrochim. Acta Part B At. Spectrosc., 93, 8, 10.1016/j.sab.2014.01.001 Martin, 2005, Analysis of preservative-treated wood by multivariate analysis of laser-induced breakdown spectroscopy spectra, Spectrochim. Acta Part B At. Spectrosc., 60, 1179, 10.1016/j.sab.2005.05.022 Sirven, 2006, Qualitative and quantitative investigation of chromium-polluted soils by laser-induced breakdown spectroscopy combined with neural networks analysis, Anal. Bioanal. Chem., 385, 256, 10.1007/s00216-006-0322-8 Bardarov, 2019, Laser-induced break down spectroscopy for quantitative analysis of electrolytes (Na, K, Ca, Mg) in human blood serum, 7 Ahmed, 2017, Elemental analysis of the thyroid by laser induced breakdown spectroscopy, Biomed. Opt. Express, 8, 10.1364/BOE.8.004865 L. Jorhem, J. Engman, B.-M. Arvidsson, B. Åsman, C. Åstrand, K.O. Gjerstad, J. Haugsnes, V. Heldal, K. Holm, A.M. Jensen, M. Johansson, L. Jonsson, H. Liukkonen-Lilja, E. Niemi, C. Thorn, K. Utterström, E.-R. Venäläinen, T. Waaler, Determination of Lead, Cadmium, Zinc, Copper, and Iron in Foods by Atomic Absorption Spectrometry after Microwave Digestion: NMKL 1 Collaborative Study, (n.d.). https://pdfs.semanticscholar.org/fb20/a37339984b416748d07ca1818657c8219d11.pdf (accessed April 20, 2018). Gupta, 2017, Drug information update, Lithium and chronic kidney disease: Debates and dilemmas, BJPsych Bull., 41, 216