Construction of novel multi-epitope-based diagnostic biomarker HP16118P and its application in the differential diagnosis of Mycobacterium tuberculosis latent infection.

IF 6.3 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY
Jie Wang, Fan Jiang, Peng Cheng, Zhaoyang Ye, Linsheng Li, Ling Yang, Li Zhuang, Wenping Gong
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Abstract

Tuberculosis (TB) is an infectious disease that significantly threatens human health. However, the differential diagnosis of latent tuberculosis infection (LTBI) and active tuberculosis (ATB) remains a challenge for clinicians in early detection and preventive intervention. In this study, we developed a novel biomarker named HP16118P, utilizing 16 helper T lymphocyte (HTL) epitopes, 11 cytotoxic T lymphocyte (CTL) epitopes, and 8 B cell epitopes identified from 15 antigens associated with LTBI-RD using the IEDB database. We analyzed the physicochemical properties, spatial structure, and immunological characteristics of HP16118P using various tools, which indicated that it is a hydrophilic and relatively stable alkaline protein. Furthermore, HP16118P exhibited good antigenicity and immunogenicity, while being non-toxic and non-allergenic, with the potential to induce immune responses. We observed that HP16118P can stimulate the production of high levels of IFN-γ+ T lymphocytes in individuals with ATB, LTBI, and health controls. IL-5 induced by HP16118P demonstrated potential in distinguishing LTBI individuals and ATB patients (p=0.0372, AUC=0.8214, 95% CI [0.5843 to 1.000]) with a sensitivity of 100% and specificity of 71.43%. Furthermore, we incorporated the GM-CSF, IL-23, IL-5, and MCP-3 induced by HP16118P into 15 machine learning algorithms to construct a model. It was found that the Quadratic discriminant analysis model exhibited the best diagnostic performance for discriminating between LTBI and ATB, with a sensitivity of 1.00, specificity of 0.86, and accuracy of 0.93. In summary, HP16118P has demonstrated strong antigenicity and immunogenicity, with the induction of GM-CSF, IL-23, IL-5, and MCP-3, suggesting their potential for the differential diagnosis of LTBI and ATB.

基于多表位的新型诊断生物标记 HP16118P 的构建及其在结核分枝杆菌潜伏感染鉴别诊断中的应用。
结核病(TB)是一种严重威胁人类健康的传染病。然而,如何鉴别诊断潜伏肺结核感染(LTBI)和活动性肺结核(ATB)仍然是临床医生早期检测和预防干预的难题。在这项研究中,我们利用 IEDB 数据库从与 LTBI-RD 相关的 15 个抗原中鉴定出的 16 个辅助性 T 淋巴细胞(HTL)表位、11 个细胞毒性 T 淋巴细胞(CTL)表位和 8 个 B 细胞表位,开发了一种名为 HP16118P 的新型生物标记物。我们利用各种工具分析了 HP16118P 的理化性质、空间结构和免疫学特征,结果表明它是一种亲水性和相对稳定的碱性蛋白。此外,HP16118P 表现出良好的抗原性和免疫原性,同时无毒、无过敏,具有诱导免疫反应的潜力。我们观察到,HP16118P 可刺激 ATB、LTBI 患者和健康对照组产生高水平的 IFN-γ+ T 淋巴细胞。HP16118P 诱导的 IL-5 有可能区分 LTBI 患者和 ATB 患者(p=0.0372,AUC=0.8214,95% CI [0.5843-1.000]),灵敏度为 100%,特异性为 71.43%。此外,我们还将 HP16118P 诱导的 GM-CSF、IL-23、IL-5 和 MCP-3 纳入 15 种机器学习算法以构建模型。结果发现,二次判别分析模型在区分 LTBI 和 ATB 方面表现出最佳诊断性能,灵敏度为 1.00,特异度为 0.86,准确度为 0.93。总之,HP16118P 具有很强的抗原性和免疫原性,能诱导 GM-CSF、IL-23、IL-5 和 MCP-3,这表明其具有鉴别诊断 LTBI 和 ATB 的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
6.30
自引率
0.00%
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审稿时长
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