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应用红外光谱和人工神经网络技术寻找与冠心病和幽门螺杆菌感染相关的血清生物标志物。

Searching for serum biomarkers linking coronary heart disease and Helicobacter pylori infection using infrared spectroscopy and artificial neural networks.

机构信息

Department of Immunology and Infectious Biology, Faculty of Biology and Environmental Protection, University of Lodz, Banacha 12/16, 90-237, Lodz, Poland.

Department of Synthesis and Structural Research, Faculty of Natural Sciences, Jan Kochanowski University, Świętokrzyska 11, 25-406, Kielce, Poland.

出版信息

Sci Rep. 2022 Oct 31;12(1):18284. doi: 10.1038/s41598-022-23191-z.

Abstract

Helicobacter pylori (Hp) Gram-negative bacteria cause gastritis or gastric ulcers. They may be involved in the development of systemic diseases i.e. coronary heart disease (CHD). Both Hp infection and CHD are related to inflammation accompanied by C-reactive protein (CRP), tumor necrosis factor alfa (TNF-α) and homocysteine. Low density lipoprotein (LDL) and triglicerides are a classic risk factors of CHD. Infrared spectroscopy has been introduced for monitoring chronic infections or endogenous disorders using specific absorption bands for biocomponents typed as diagnostic markers. In this study we selected specific motives of infrared radiation (IR) spectra for the sera from CHD patients infected with Hp. In total 141 sera were used: 90 from patients with CHD, all Hp positive, and 51 from healthy donors, 32 Hp negative and 21 Hp positive. Hp status was evaluated by anti-Hp IgG antibodies and/or C urea breath testing. IR spectra were measured using FT-IR/FT-NIR Spectrum 400 spectrometer (PerkinElmer) chemometrically analyzed using artificial neural networks and they showed differences in absorption bands corresponding to triglicerides, CRP, homocysteine, LDL and TNF-α, and selected component groups between CHD patients infected with Hp vs healthy uninfected donors (96.15% accuracy). Triglicerides and CRP were the best biomarkers linking Hp infection with CHD.

摘要

幽门螺杆菌(Hp)是革兰氏阴性细菌,可引起胃炎或胃溃疡。它们可能与全身性疾病(如冠心病)的发生有关。Hp 感染和冠心病均与炎症有关,同时伴有 C 反应蛋白(CRP)、肿瘤坏死因子-α(TNF-α)和同型半胱氨酸。低密度脂蛋白(LDL)和三酰甘油是冠心病的经典危险因素。红外光谱已被引入,用于使用生物成分的特征吸收带(特定吸收带)来监测慢性感染或内源性疾病,并将其作为诊断标志物。在这项研究中,我们选择了与 Hp 感染的冠心病患者血清相关的特定红外(IR)光谱动机。共使用了 141 份血清:90 份来自 Hp 阳性的冠心病患者,51 份来自健康供体,其中 32 份 Hp 阴性,21 份 Hp 阳性。Hp 状态通过抗 Hp IgG 抗体和/或 C 尿素呼气试验进行评估。IR 光谱使用 FT-IR/FT-NIR 光谱 400 光谱仪(PerkinElmer)进行测量,采用人工神经网络进行化学计量学分析,结果显示,与 Hp 感染的冠心病患者和健康未感染者之间的三酰甘油、CRP、同型半胱氨酸、LDL 和 TNF-α的吸收带存在差异,同时还存在选定的成分组(准确率为 96.15%)。三酰甘油和 CRP 是将 Hp 感染与冠心病联系起来的最佳生物标志物。

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