Chinese Journal of Tissue Engineering Research ›› 2026, Vol. 30 ›› Issue (33): 8591-8606.doi: 10.12307/2026.477
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Yan Xiaolong1, Zhao Canbin2, Shao Jiang3, Sun Hongzhang4, Guan Donghui3, Qin Ying5, Li Xiaoyang3, Chen Dongfeng3
Received:2025-11-15
Revised:2026-03-09
Online:2026-11-28
Published:2026-06-09
Contact:
Shao Jiang, PhD, Attending physician, Orthopedics Department, Affiliated Hospital of Shandong University of Traditional Chinese Medicine, Jinan 250014, Shandong Province, China
Co-corresponding author: Sun Hongzhang, MS, Physician, Orthopedics Department, Jinan Zhangqiu District Hospital of TCM, Jinan 250200, Shandong Province, China
About author:Yan Xiaolong, MS, Associate chief physician, Orthopedics Department, University Town Hospital, Affiliated Hospital of Shandong University of Traditional Chinese Medicine, Jinan 250300, Shandong Province, China
Supported by:CLC Number:
Yan Xiaolong, Zhao Canbin, Shao Jiang, Sun Hongzhang, Guan Donghui, Qin Ying, Li Xiaoyang, Chen Dongfeng. Mechanism by which curcumin promotes osteogenic differentiation in the treatment of osteoporosis[J]. Chinese Journal of Tissue Engineering Research, 2026, 30(33): 8591-8606.
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2.1 网络药理学及分子对接结果 2.1.1 姜黄素、成骨分化与骨质疏松靶基因的筛选及交集分析 姜黄素药物作用靶点366个,成骨分化与骨质疏松相关的靶点分别为1 375,7 355个。三者取交集后共得到134个靶点,见图1A。 2.1.2 构建蛋白质相互作用网络图及GO、KEGG富集分析 将134个靶点绘制蛋白质相互作用网络图,见图1B,C。在GO功能富集分析中,涉及细胞对化学刺激的反应、对含氧化合物的反应等生物过程;酶结合、蛋白激酶活性等分子功能;膜阀、膜微区等细胞成分。KEGG通路富集分析前30个信号通路富集情况,见图1D。 2.1.3 分子对接 选取蛋白质相互作用网络图中磷脂酰肌醇3激酶/蛋白激酶B信号通路相关蛋白,结果显示PIK3R1、PIK3CG、AKT1、GSK3β与小分子化合物姜黄素均可良好对接,见图1E。 2.2 生物信息学结果 2.2.1 骨质疏松模型基因集的筛选与构建 广义线性模型提升+随机森林被确定为具有最高平均曲线下面积值(0.692)的最佳模型,见图2A。最佳模型包括14个显著基因(GSK3β、AKT1、PIK3R1、PIK3CG、CCND1、MMP3、HMGCR、APOB、ADIPOQ、STAT3、CAT、ABCC1、SOD1、RB1),定义为姜黄素-成骨分化-骨质疏松基因集。根据14个基因的表达蛋白绘制蛋白质相互作用网络图,其中GSK3β、AKT1、PIK3R1、PIK3CG主要富集于磷脂酰肌醇3激酶/蛋白激酶B信号通路,见图2B。相关性分析显示,GSK3β与AKT1、PIK3R1、PIK3CG之间的负相关较强,见图2C。 2.2.2 骨质疏松临床预测模型的建立 构建诺莫图预测蛋白质相互作用网络基因集与骨质疏松进展的关系,以进一步评估广义线性模型提升+随机森林模型的预测能力。在诺莫图中,每个特征变量的公式对应于一个点值,总值对应于多个骨质疏松风险,见图2D,然后进行受试者工作特征曲线分析,以评估模型的诊断性能。训练集的曲线下面积为0.726,验证集的曲线下面积值为0.734。同时,校准曲线显示该诺莫图模型用于诊断骨质疏松的高准确性。决策分析曲线图、临床影响曲线图均证明了诺莫图模型的预测能力,见图2E-H。最后,进一步评估GSK3β、AKT1、PIK3R1、PIK3CG在训练集中骨质疏松患者样本与非骨质疏松患者样本中的表达差异,发现GSK3β在骨质疏松患者样本中呈现高表达,在非骨质疏松患者样本中呈现低表达,AKT1、PIK3R1、PIK3CG在骨质疏松患者样本中呈现低表达,在非骨质疏松患者样本中呈现高表达,见图2I。 2.3 单细胞转录组学结果 2.3.1 单细胞RNA测序表达谱 单细胞RNA测序数据集中5个样本间具有良好的整合效果,没有显著的批次效应,因此可以进行后续分析。根据标记基因的表达水平,将所有细胞分为20个簇并基于标记基因注释成10种细胞类型:破骨细胞(用TRAP标记)、髓系细胞(用CD66b标记)、成骨细胞(用RUNX2标记)、巨噬细胞(用C1QA标记)、T 细胞(用CD3D标记)、B 细胞(用CD19标记)、单核细胞(用CD11b标记)、肥大细胞(用KIT标记)、红细胞(用HBA1标记)、间充质干细胞(用CD73标记),见图3A,B。此外,评估各个细胞类型在5个样本的细胞分布比例,见图3C。研究结果显示,成骨细胞中COO评分明显高于其他细胞类型。这进一步证实了成骨细胞在骨质疏松发生发展中的重要作用。最后,提取成骨细胞最具显著性的差异表达基因的前30名进行KEGG富集分析,结果显示磷脂酰肌醇3激酶/蛋白激酶B信号通路占据重要位置,排在第18位,见图3D。 2.3.2 细胞状态转换过程中动态基因的鉴定及富集分析 提取通过注释所得的成骨细胞分群进行研究。通过特征性基因筛选发现,可以通过GSK3β的表达差异将成骨细胞分为GSK3β低表达分群及GSK3β高表达分群,GSK3β高表达分群主要集中在骨质疏松样本细胞中,见图4A-C。将GSK3β高表达分群最具显著性的差异表达基因进行了GO与KEGG富集分析,结果显示涉及的基因富集在对含氧化合物的反应、小分子结合、膜阀等方面,且磷脂酰肌醇3激酶/蛋白激酶B信号通路在KEGG富集分析中位列第18位,见图4D,G。选取成骨细胞在由GSK3β低表达分群向GSK3β高表达分群转换过程中最显著的前50个基因绘制基因表达变化图谱,结果发现在细胞状态转换过程中GSK3β低表达分群PIK3R1、PIK3CG、AKT1表达逐渐下降,GSK3β表达逐渐上升,见图4E,F,H。 2.4 细胞实验结果 2.4.1 EdU、CCK-8及细胞克隆形成实验结果 EdU结果显示,与0 μmol/L姜黄素相比,5,10 μmol/L姜黄素未明显抑制MC3T3-E1 subclone 14细胞增殖,而15,20,25 μmol/L姜黄素明显抑制MC3T3-E1 subclone 14细胞增殖(P < 0.05),见图5A,C。CCK-8结果显示,与0 μmol/L姜黄素相比,5,10 μmol/L姜黄素未明显抑制MC3T3-E1 subclone 14细胞活性,而15,20,25 μmol/L姜黄素明显抑制MC3T3-E1 subclone 14细胞活性(P < 0.05),见图5B。细胞克隆形成实验显示,与0 μmol/L姜黄素相比,5,10 μmol/L姜黄素对MC3T3-E1 subclone 14细胞的增殖及细胞形态没有明显影响,而15,20,25 μmol/L姜黄素明显抑制MC3T3-E1 subclone 14细胞增殖,细胞形态出现皱缩及细胞群落数目减少。根据以上结果,选择对MC3T3-E1 subclone 14细胞无明显毒性的5,10 μmol/L姜黄素作为后续研究的药物浓度,见图5D。 2.4.2 慢病毒敲除、免疫荧光及RT-qPCR检测结果 RT-qPCR结果显示,与空白组相比,对照组GSK3β mRNA表达无明显变化;与对照组相比,sh-GSK3β组GSK3β mRNA表达显著下降(P < 0.05),结果提示sh-NC慢病毒不会敲除GSK3β基因,而sh-GSK3β慢病毒可以高效率地敲除GSK3β基因,见图6A,B。免疫荧光显示,与对照组相比,sh-GSK3β组、低浓度姜黄素组及高浓度姜黄素组的β-catenin平均荧光强度显著升高(P < 0.05),见图6C,D。RT-qPCR结果显示,与对照组相比,sh-GSK3β组、低浓度姜黄素组及高浓度姜黄素组的 β-catenin mRNA相对表达量显著升高 (P < 0.05),见图6E,F。 2.4.3 碱性磷酸酶染色、活性测定及茜素红染色、定量分析结果 与对照组相比,sh-GSK3β组、低浓度姜黄素组及高浓度姜黄素组碱性磷酸酶染色着色加深,且碱性磷酸酶活性显著升高(P < 0.05),见图7A,B。与对照组相比,sh-GSK3β组、低浓度姜黄素组及高浓度姜黄素组茜素红染色着色加深,且茜素红相对含量显著升高(P < 0.05),见图7C,D。 2.5 动物实验结果 2.5.1 苏木精-伊红染色及免疫组织化学染色结果 苏木精-伊红染色显示,对照组大鼠股骨远端组织骨小梁结构完整、排列有序且呈淡红色,骨细胞均匀分布于骨陷窝,骨髓腔内造血细胞与脂肪细胞比例正常。模型组大鼠股骨远端组织骨小梁稀疏、纤细且排列紊乱,部分断裂呈游离状,淡红色骨基质减少;骨陷窝内骨细胞数量减少、形态萎缩,核固缩深染;骨髓腔内脂"
肪细胞增生、体积增大。姜黄素低、高剂量组大鼠股骨远端组织骨小梁数量较模型组增多,排列紊乱程度改善,淡红色骨基质沉积增加;核固缩现象减轻;骨髓腔内脂肪细胞增生受抑、体积缩小,见图8A。 免疫组织化学染色显示,与对照组相比,模型组大鼠成骨相关指标骨形态发生蛋白 2、骨钙素、骨桥蛋白及Osterix的平均吸光度值显著下降(P < 0.05);与模型组相比,姜黄素低、高剂量组大鼠成骨相关指标骨形态发生蛋白 2、骨钙素、骨桥蛋白及Osterix的平均吸光度值显著升高(P < 0.05),见图8B-E。 2.5.2 RT-qPCR及Western blot检测结果 RT-qPCR检测结果显示,与对照组相比,模型组大鼠股骨组织中磷脂酰肌醇3激酶、蛋白激酶B1、Cyclin d1、c-MYC、骨形态发生蛋白 2、骨钙素、骨桥蛋白、Osterix及Runt相关转录因子2 mRNA表达量显著下降,GSK3β mRNA表达量显著升高(P < 0.05)。与模型组相比,姜黄素低、高剂量组大鼠股骨组织中磷脂酰肌醇3激酶、蛋白激酶B1、Cyclin d1、c-MYC、骨形态发生蛋白 2、骨钙素、骨桥蛋白、Osterix及Runt相关转录因子2 mRNA表达量显著升高,GSK3β mRNA表达量显著下降(P < 0.05),见图9A-J。 Western blot检测结果显示,与对照组相比,模型组大鼠股骨组织中磷酸化磷脂酰肌醇3激酶/磷脂酰肌醇3激酶、磷酸化蛋白激酶B/蛋白激酶B1、p-GSK3β/GSK3β、Cyclin d1以及c-MYC的蛋白表达量显著下降(P < 0.05)。与模型组相比,姜黄素低、高剂量组大鼠股骨组织中磷酸化磷脂酰肌醇3激酶/磷脂酰肌醇3激酶、磷酸化蛋白激酶B/蛋白激酶B1、p-GSK3β/GSK3β、Cyclin d1以及c-MYC的蛋白表达量显著上升(P < 0.05),见图9K-P。"
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