Chinese Journal of Tissue Engineering Research ›› 2026, Vol. 30 ›› Issue (34): 8878-8888.doi: 10.12307/2026.890
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Chen Cai1, Hong Zhongyuan1, Deng Huaidong1, Zeng Qin1, Chen Jiancong2
Received:2025-09-17
Revised:2026-02-12
Online:2026-12-08
Published:2026-04-11
Contact:
Hong Zhongyuan, MS, Associate chief physician, Department of Orthopedics I, Dongguan Hospital of Traditional Chinese Medicine Affiliated to Guangzhou University of Chinese Medicine, Dongguan 523000, Guangdong Province, China
About author:Chen Cai, MS, Department of Orthopedics I, Dongguan Hospital of Traditional Chinese Medicine Affiliated to Guangzhou University of Chinese Medicine, Dongguan 523000, Guangdong Province, China
Supported by:CLC Number:
Chen Cai, Hong Zhongyuan, Deng Huaidong, Zeng Qin, Chen Jiancong. Therapeutic targets for knee osteoarthritis: identification via a bioinformatics approach[J]. Chinese Journal of Tissue Engineering Research, 2026, 30(34): 8878-8888.
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2.5 SMR分析获得膝骨关节炎强相关遗传基因 基于P < 0.05、FDR < 0.05、HEIDI 检验P > 0.05为条件,SMR分析共获得了76个基因与eQTL变异显著相关,利用R语言软件构建可视化曼哈顿图,如图6所示。 2.6 生物信息学法与SMR分析的交集基因 将生物信息学法与SMR分析获得的基因通过韦恩分析法取交集,SPP1(人骨桥蛋白?)、LAPTM5(溶酶体蛋白跨膜5)与ADM(肾上腺髓质素)是此次研究得到的关键基因,如图7所示。 2.7 核心基因与膝骨关节炎的遗传风险关系 构建SPP1、LAPTM5与ADM与膝骨关节炎的遗传共定位分析,并构建风险关系线形图,如图8所示。SMR分析结果表明,SPP1、LAPTM5 eQTL中单核苷酸多态性的效应值与GWAS数据库中膝骨关节炎的效应值呈负相关,ADM eQTL中的单核苷酸多态性效应值与GWAS数据库中膝骨关节炎的效应值呈正相关,表明遗传决定的SPP1与LAPTM5是膝骨关节炎的“保护”基因,而ADM是膝骨关节炎的致病基因。 2.8 膝骨关节炎核心基因的免疫浸润分析结果 采用CIBERSORT算法获得了膝骨关节炎中22种免疫细胞类型的比例,结果表明,SPP1与巨噬细胞M0、调节性T细胞呈正相关,与静息树突状细胞、单核细胞、活化的NK细胞和静息肥大细胞呈负相关;LAPTM5与巨噬细胞M2呈正相关,与幼稚B细胞、巨噬细胞M1和浆细胞呈负相关;ADM与浆细胞呈正相关,与调节性T细胞呈负相关。结果如图9所示。 2.9 分子对接与分子动力学模拟结果 2.9.1 分子对接结果 分子对接结果表明核心基因与塞来昔布活性成分均能稳定结合,一般来说当结合能小于-20.92 kJ/mol时表明二者具有较好的结合活性,小于-29.29 kJ/mol表明二者有强烈的结合活性[12],结合能越低说明两者结合活性越强、亲和力越高、构象也越稳定,表明这些配体与相应的受体靶蛋白具有良好的结合亲和力,详细结果见表2,可视化结果见图10。"
2.9.2 分子动力学模拟结果 核心基因与塞来昔布的分子动力学模拟图,见图11,12。 均方根偏差是衡量蛋白质和配体构象稳定性的良好指标,也是衡量原子位置与起始位置偏差程度的指标,均方根偏差越小,构象的稳定性越好。因此,利用均方根偏差对仿真系统的平衡性进行了评估。结果显示,SPP1-塞来昔布复合物体系的均方根偏差在30 ns后达到平衡,最终在0.33 nm上下波动。ADM-塞来昔布复合物体系的均方根偏差在98 ns后达到平衡,最终在0.31 nm上下波动。LAPTM5-塞来昔布复合物体系的均方根偏差在40 ns后达到平衡,最终在2.27 nm上下波动。 回转半径可以用来描述整体结构的变化情况,可用于表征蛋白质结构的紧密程度,回转半径变化越大表明体系越膨胀。结果显示,SPP1-塞来昔布、ADM-塞来昔布和LAPTM5-塞来昔布复合物体系在运动过程中呈现轻微波动,说明小分子-靶蛋白复合物在运动过程中发生了构象变化。 溶剂可及表面积是评估蛋白质表面积的指标,此次模拟计算靶蛋白和小分子之间的溶剂可及表面积,结果显示,SPP1-塞来昔布、ADM-塞来昔布和LAPTM5-塞来昔布复合物体系呈现轻微波动,证明结合小分子会影响结合微环境,并导致一定程度上溶剂可及表面积的变化。 氢键在配体与蛋白质的结合中起着重要的作用。结果显示,SPP1-塞来昔布小分子与靶蛋白之间的氢键数量为0-5,在大多数情况下复合物大约有2个氢键;ADM-塞来昔布小分子与靶蛋白之间的氢键数量为0-4,在大多数情况下复合物大约有2个氢键;LAPTM5-塞来昔布小分子与靶蛋白之间的氢键数量为0-3,在大多数情况下复合物大约有1个氢键,表明这种配体与靶蛋白具有良好的氢键相互作用。 均方根涨落值可以表示蛋白质中氨基酸残基的柔性大小。SPP1-塞来昔布和ADM-塞来昔布复合物的均方根涨落值相对较低(大多在0.5 nm以下),因此灵活性更低,稳定性较高。LAPTM5-塞来昔布复合物的均方根涨落值较高(大多在0.7 nm以下),因此复合物具有较高的柔性。 2.10 核心基因的细胞实验验证结果 qPCR检测结果表明,实验组细胞中ADM mRNA表达高于正常组(P < 0.001),SPP1与LAPTM5 mRNA表达低于正常组(P < 0.001),结果如图13所示。"
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