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通过人工智能和对低过敏性虫过敏原Der f 36疫苗的免疫化构建
Qiao-Zhi Qin1,2, Jian Tang3, Cai-Yun Wang1
1Department of Respiratory Medicine, Children's Hospital of Nanjing Medical University, Nanjing, China.
Frontiers in immunology
|April 11, 2024
概括
人工智能设计了一种低过敏性室内灰尘虫 (HDM) 疫苗,针对特定的B细胞表位. 这种新型疫苗显示过敏性降低,并诱导阻断IgG抗体,为HDM过敏提供了有前途的新免疫疗法.
科学领域:
- 免疫学 免疫学 免疫学
- 过敏学 过敏学
- 生物工程是生物工程.
- 计算生物学 计算生物学
背景情况:
- 家庭灰尘 (HDM) 过敏是一种普遍的全球健康问题.
- 过敏原特异性免疫疗法 (AIT) 是对HDM过敏的一种成熟治疗方法.
- 新型低过敏疫苗的开发对于推进AIT至关重要.
研究的目的:
- 使用人工智能 (AI) 开发一种基于B细胞表位的低过敏性B细胞过敏疫苗.
- 评估人工智能设计的疫苗的降低过敏性和免疫性.
- 评估这种疫苗作为HDM过敏患者的新型免疫疗法的潜力.
主要方法:
- 使用AlphaFold2.2构建了Derf 36的3D蛋白质结构.
- 利用人工智能工具来预测和实验验证B细胞表位.
- 合成,表达和净化的低过敏性Derf 36;通过ELISA,免疫血栓和基激活测试评估过敏性.
- 在PBMC和子免疫中通过细胞因子表达评估T细胞反应和免疫性.
- 研究了阻断IgG抗体对IgE结合和基细胞激活的抑制作用.
主要成果:
- 鉴定并选择了五种非过敏B细胞表位.
- 低过敏性Derf 36的IgE结合活性显著降低 (20%的抑制率与本地Derf 36的98%相比).
- 表现出低基因细胞刺激比率,诱导了没有Th2细胞因子的IFN-γ,并产生了疫苗特定的IgG抗体,能够阻止IgE结合和基因细胞激活.
结论:
- 这项研究是第一个应用人工智能策略来开发基于B细胞表位的低过敏Derf 36疫苗的研究.
- 人工智能设计的疫苗表现出降低的过敏性和强大的免疫性,诱导阻断IgG抗体.
- 这种低过敏的Derf 36疫苗有望成为未来的免疫疗法,用于家庭灰尘虫过敏.
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