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利用一种用于自动色谱峰检测和匹配的新算法,鉴定犬类利什曼病犬呼出气体和毛发中假定的挥发性生物标志物。

Identification of putative volatile biomarkers of canine leishmaniasis in dog's breath and hair employing a novel algorithm for automated chromatographic peak detection and matching.

作者信息

Suschinel Raluca, Jaimes-Mogollón Aylen Lisset, Sim Siong Fong, Ting Woei, Cáceres-Tarazona Juan Martín, Alvarez-Valdez Eliana, Rosero-Moreano Milton, Diouani Mohamed Fethi, Chouihi Emira, Brebu Mihai, Simion Violeta, Barasona Jose Angel, Ionescu Radu

机构信息

Institute of Veterinary Medicine and Animal Sciences, Estonian University of Life Sciences, 51006, Tartu, Estonia.

VISAVET Health Surveillance Center and Animal Health Department, Faculty of Veterinary Medicine, Complutense University of Madrid, 28040, Madrid, Spain.

出版信息

Anal Bioanal Chem. 2025 Feb;417(4):771-783. doi: 10.1007/s00216-024-05691-1. Epub 2024 Dec 26.

Abstract

The analysis of the volatile compounds released by biological samples represents a promising approach for the non-invasive diagnosis of a disease. The present study, focused on a population of dogs infected with canine leishmaniasis, aimed to decipher the volatolomic profile associated with this disease in dogs, which represent the main animal reservoir for Leishmania pathogen transmission to humans. The volatiles emitted by the breath and hair of dogs were analysed employing the gas chromatography-mass spectrometry (GC-MS) technique. The acquired chromatograms were investigated using a novel algorithm developed in this study for automated chromatographic peak detection and matching in untargeted GC-MS analysis, which includes various steps that comprise noise reduction, m/z filtering, background subtraction, peak detection, peak matching, and generation of a peak table for compounds identification. The results revealed one tentative breath volatile biomarker and five tentative hair volatile biomarkers for the cutaneous form of the disease, which is characterised by skin ulcerations. Additionally, nine tentative breath volatile biomarkers and four tentative hair volatile biomarkers were found for the visceral form of the disease, which affects internal organs such as spleen, liver and bone marrow. All tentative biomarkers identified in this study were upregulated in cutaneous leishmaniasis, while in visceral leishmaniasis, all tentative biomarkers were upregulated in the breath and only one out of four in the hair. Only one compound (glyceryl monooleate) was identified as tentative volatile biomarker for both forms of the disease, in the hair of dogs.

摘要

对生物样本释放的挥发性化合物进行分析是一种很有前景的疾病非侵入性诊断方法。本研究聚焦于感染犬利什曼病的犬类群体,旨在解析与犬类这种疾病相关的挥发物组图谱,犬类是利什曼病原体向人类传播的主要动物宿主。采用气相色谱 - 质谱联用(GC - MS)技术分析犬类呼出气体和毛发释放的挥发性物质。利用本研究开发的一种新算法对获取的色谱图进行研究,用于非靶向GC - MS分析中的自动色谱峰检测和匹配,该算法包括降噪、质荷比过滤、背景扣除、峰检测、峰匹配以及生成用于化合物鉴定的峰表等多个步骤。结果揭示了该疾病皮肤型的一种暂定呼出气体挥发性生物标志物和五种暂定毛发挥发性生物标志物,其特征为皮肤溃疡。此外,还发现了该疾病内脏型的九种暂定呼出气体挥发性生物标志物和四种暂定毛发挥发性生物标志物,内脏型会影响脾脏、肝脏和骨髓等内部器官。本研究中鉴定出的所有暂定生物标志物在皮肤利什曼病中均上调,而在内脏利什曼病中,所有暂定生物标志物在呼出气体中上调,在毛发中只有四种中的一种上调。在犬类毛发中,只有一种化合物(单油酸甘油酯)被鉴定为两种疾病形式的暂定挥发性生物标志物。

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