An exploratory clinical study of the diagnosis and staging of typhoid fever using label-free surface-enhanced Raman spectroscopy liquid biopsy

Allah Ditta , Rui Zhang , Haq Nawaz , Muhammad Irfan Majeed , Shengjie He , Zijie Zhuang , Stephan Rütten , Aleena Shahzadi , Sonia Yaseen , Fabian Kiessling , Jingtian Hu , Twan Lammers , Roger M. Pallares
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Abstract

Typhoid fever is a highly contagious tropical disease that requires early diagnosis to avoid rapid spread among communities and long-lasting effects on patients. Standard diagnostic protocols rely on microbial cultures and agglutination assays, which have inherent limitations, including low sensitivity, slow clinical results, and the need for often unavailable reagents and equipment in the regions of the outbreak. Label-free surface-enhanced Raman spectroscopy (SERS) is a promising chemical identification technology that can be performed in liquid samples. In this clinical study, we demonstrate the use of label-free SERS based on gold nanoparticles to diagnose and stage typhoid fever through liquid biopsy analysis of 30 patient serum samples and an unsupervised algorithm. Our method can discriminate between healthy and typhoid fever patient samples, as well as identify whether the disease is in an early or consolidated stage. Using only 15 spectra from each patient sample, label-free SERS correctly diagnosed and staged all tested samples (with a true positive rate of 1.00 and a clustering silhouette score of 0.6) as demonstrated by a cross-validation approach. Taken together, our method opens up new avenues for the accurate, rapid, and inexpensive diagnosis and staging of tropical diseases based on liquid biopsy samples.

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无标记表面增强拉曼光谱液体活检对伤寒诊断和分期的探索性临床研究
伤寒是一种高度传染性的热带病,需要及早诊断,以避免在社区中迅速传播并对患者产生长期影响。标准诊断方案依赖于微生物培养和凝集试验,这些方法具有固有的局限性,包括灵敏度低、临床结果缓慢,以及在疫情暴发地区往往需要无法获得的试剂和设备。无标签表面增强拉曼光谱(SERS)是一种很有前途的化学鉴定技术,可以在液体样品中进行。在这项临床研究中,我们通过对30例患者血清样本进行液体活检分析和无监督算法,展示了基于金纳米颗粒的无标记SERS诊断和分期伤寒的应用。我们的方法可以区分健康和伤寒患者样本,并确定疾病是处于早期阶段还是巩固阶段。交叉验证方法表明,仅使用来自每个患者样本的15个光谱,无标签SERS正确诊断并分期了所有测试样本(真阳性率为1.00,聚类轮廓评分为0.6)。总之,我们的方法为基于液体活检样本的热带病的准确、快速、廉价的诊断和分期开辟了新的途径。
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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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