Accuracy of COVID-19 diagnostic tests via infrared spectroscopy: A systematic review and meta-analysis

Alexandre de Fátima Cobre , Mariana Millan Fachi , Karime Zeraik Abdalla Domingues , Raul Edison Luna Lazo , Luana Mota Ferreira , Fernanda Stumpf Tonin , Roberto Pontarolo
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Abstract

This study aims to synthesize the evidence on the accuracy parameters of COVID-19 diagnosis methods using infrared spectroscopy (FTIR). A systematic review with searches in PubMed and Embase was performed (September 2023). Studies reporting data on test specificity, sensitivity, true positive, true negative, false positive, and false negative using different human samples were included. Meta-analysis of accuracy estimates with 95 % confidence intervals and area under the ROC Curve (AUC) were conducted (Meta-Disc 1.4.7). Seventeen studies were included – all of them highlighted regions 650–1800 cm−1 and 2300–3900 cm−1 as most important for diagnosing COVID-19. The FTIR technique presented high sensitivity [0.912 (95 %CI, 0.878–0.939), especially in vaccinated [0.959 (CI95 %, 0.908–0.987)] compared to unvaccinated [0.625 (CI95 %, 0.584–0.664)] individuals for COVID-19. Overall specificity was also high [0.886 (95 %CI, 0.855–0.912), with increased rates in vaccinated [0.884 (CI95 %, 0.819–0.932)] than in unvaccinated [0.667 (CI95 %, 0.629–0.704)] patients. These findings reveal that FTIR is an accurate technique for detecting SARS-CoV-2 infection in different biological matrices with advantages including low cost, rapid and environmentally friendly with minimal preparation analyses. This could lead to an easy implementation of this technique in practice as a screening tool for patients with suspected COVID-19, especially in low-income countries.

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通过红外光谱进行 COVID-19 诊断测试的准确性:系统回顾和荟萃分析
本研究旨在综合利用红外光谱(FTIR)分析 COVID-19 诊断方法准确性参数的证据。我们在 PubMed 和 Embase 中进行了系统性检索(2023 年 9 月)。纳入了使用不同人体样本报告检验特异性、灵敏度、真阳性、真阴性、假阳性和假阴性数据的研究。对带有 95% 置信区间和 ROC 曲线下面积 (AUC) 的准确度估计值进行了元分析(Meta-Disc 1.4.7)。共纳入 17 项研究,所有研究都强调 650-1800 cm-1 和 2300-3900 cm-1 区域对诊断 COVID-19 最为重要。傅立叶变换红外技术对 COVID-19 的灵敏度较高[0.912(95 %CI,0.878-0.939)],尤其是接种过疫苗的人[0.959(CI95 %,0.908-0.987)],而未接种过疫苗的人[0.625(CI95 %,0.584-0.664)]。总体特异性也很高[0.886 (95 %CI, 0.855-0.912)],接种疫苗的患者[0.884 (CI95 %, 0.819-0.932)]比未接种疫苗的患者[0.667 (CI95 %, 0.629-0.704)]的特异性更高。这些研究结果表明,傅立叶变换红外光谱是检测不同生物基质中 SARS-CoV-2 感染的一种准确技术,具有成本低、快速、环保、只需少量准备分析等优点。因此,在实践中,特别是在低收入国家,可以很容易地采用这种技术作为筛查疑似 COVID-19 患者的工具。
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来源期刊
CiteScore
8.40
自引率
11.40%
发文量
1364
审稿时长
40 days
期刊介绍: Spectrochimica Acta, Part A: Molecular and Biomolecular Spectroscopy (SAA) is an interdisciplinary journal which spans from basic to applied aspects of optical spectroscopy in chemistry, medicine, biology, and materials science. The journal publishes original scientific papers that feature high-quality spectroscopic data and analysis. From the broad range of optical spectroscopies, the emphasis is on electronic, vibrational or rotational spectra of molecules, rather than on spectroscopy based on magnetic moments. Criteria for publication in SAA are novelty, uniqueness, and outstanding quality. Routine applications of spectroscopic techniques and computational methods are not appropriate. Topics of particular interest of Spectrochimica Acta Part A include, but are not limited to: Spectroscopy and dynamics of bioanalytical, biomedical, environmental, and atmospheric sciences, Novel experimental techniques or instrumentation for molecular spectroscopy, Novel theoretical and computational methods, Novel applications in photochemistry and photobiology, Novel interpretational approaches as well as advances in data analysis based on electronic or vibrational spectroscopy.
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