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转录组数据挖掘结合临床与动物实验用于鉴定激素性股骨头坏死全程证素标记基因

[Transcriptome data mining combined with clinical and animal experiments for identification of syndrome element marker genes during entire course of steroid-induced osteonecrosis of femoral head].

作者信息

Li Qun, Hu Zhi-Xing, Zhang Yan-Qiong, Jia Yan, Yang Chao, Wang Li-Li, Wang Jia-Lin, Yan Qian-Qian, Chen Wei-Heng, Lin Na, Liu Chun-Fang

机构信息

Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences Beijing 100700, China.

Third Affiliated Hospital, Beijing University of Chinese Medicine Beijing 100029, China.

出版信息

Zhongguo Zhong Yao Za Zhi. 2024 Mar;49(5):1343-1352. doi: 10.19540/j.cnki.cjcmm.20240115.401.

DOI:10.19540/j.cnki.cjcmm.20240115.401
PMID:38621982
Abstract

A research strategy combining transcriptome data mining and experimental verification was adopted to identify the marker genes characterizing the syndrome elements of phlegm, stasis, and deficiency in steroid-induced osteonecrosis of the femoral head(SONFH). Firstly, the common differentially expressed gene sets of SONFH with the syndromes of phlegm-stasis obstructing collaterals, vessel obstruction, and liver-kidney deficiency were obtained from the clinical transcriptomic analysis of a previous study. The differential expression trend analysis and functional gene mining were then employed to predict the candidate marker gene sets representing phlegm, stasis, and deficiency. The whole blood samples from SONFH patients, whole blood samples from SONFH rats, and affected femoral head tissue samples were collected for qPCR, which aimed to determine the expression levels of the candidate marker genes mentioned above. Furthermore, the receiver operating characteristic curve(ROC) was established to objectively evaluate the syndrome differentiation effectiveness of the candidate marker genes mentioned above. The transcriptome data analysis results showed that the candidate marker genes for phlegm was ELOVL fatty acid elongase 6(ELOVL6), and those for stasis were ankyrin 1(ANK1), glycophorin A/B(GYPA/B), and Rh-associated glycoprotein(RHAG). The candidate marker genes for deficiency were solute carrier family 2 member 1(SLC2A1) and stomatin(STOM). The qPCR results showed that compared with that in the non-SONFH group, ELOVL6 had the lowest expression level in the peripheral blood of the SONFH patients with the syndrome of phlegm-stasis obstructing collaterals(P<0.05). Compared with that in the normal control group, ELOVL6 had the lowest expression level in the peripheral blood and affected femoral head tissue of SONFH rats modeled for 4 weeks(P<0.01), and it showed better syndrome differentiation effectiveness of rats modeled for 4 weeks(AUC=0.850, P=0.006) than at other modeling time points(8, 12, 16, and 21 weeks, AUC of 0.689, 0.766, 0.588, and 0.662, respectively). Compared with that in the non-SONFH group, the expression levels of ANK1, GYPA, and RHAG were the lowest in the peripheral blood of SONFH patients with the vessel obstruction syndrome(P<0.05). The expression levels of the three genes were the lowest in the peripheral blood and affected femoral head tissue of SONFH rats modeled for 12 weeks(P<0.05, P<0.01), and their syndrome differentiation effectiveness in the rats modeled for 12 weeks(GYPA: AUC=0.861, P=0.012; ANK1: AUC=0.855, P=0.006; RHAG: AUC=0.854, P=0.009) was superior to that for 4, 8, 16, and 21 weeks(GYPA: AUC=0.646, 0.573, 0.691, and 0.617, respectively; ANK: AUC1=0.630, 0.658, 0.657, and 0.585, respectively; RHAG: AUC=0.592, 0.511, 0.515, and 0.536, respectively). Compared with the non-SONFH group, both SLC2A1 and STOM had the lowest expression levels in the peripheral blood of patients with the syndrome of liver and kidney deficiency(P<0.05). Compared with the normal control group, their expression levels were the lowest in the peripheral blood and affected femoral head tissue of SONFH rats modeled for 21 weeks(P<0.05, except STOM in the peripheral blood of rats). Moreover, the syndrome differentiation effectiveness of SLC2A1 in the rats modeled for 21 weeks(AUC=0.806, P=0.009) was superior to that for 4, 8, 12, and 16 weeks(AUC=0.520, 0.580, 0.741, 0.774, respectively), and STOM was meaningless in syndrome differentiation. In summary, the candidate marker gene for phlegm in SONFH is ELOVL6; the candidate marker genes for stasis are GYPA, RHAG, and ANK1; the candidate marker gene for deficiency is SLC2A1. The results help to reveal the biological connotations of phlegm, stasis, and deficiency in SONFH at the genetic level.

摘要

采用转录组数据挖掘与实验验证相结合的研究策略,以鉴定表征激素性股骨头坏死(SONFH)中痰、瘀、虚证型的标记基因。首先,通过既往研究的临床转录组分析,获得了SONFH与痰瘀阻络、血脉瘀阻、肝肾亏虚证型的共同差异表达基因集。然后,运用差异表达趋势分析和功能基因挖掘,预测代表痰、瘀、虚的候选标记基因集。收集SONFH患者的全血样本、SONFH大鼠的全血样本以及患侧股骨头组织样本进行qPCR,旨在测定上述候选标记基因的表达水平。此外,建立受试者工作特征曲线(ROC),以客观评估上述候选标记基因的辨证有效性。转录组数据分析结果显示,痰证的候选标记基因为ELOVL脂肪酸延长酶6(ELOVL6),瘀证的候选标记基因为锚蛋白1(ANK1)、血型糖蛋白A/B(GYPA/B)和Rh相关糖蛋白(RHAG),虚证的候选标记基因为溶质载体家族2成员1(SLC2A1)和 stomatin(STOM)。qPCR结果显示,与非SONFH组相比,痰瘀阻络证型的SONFH患者外周血中ELOVL6表达水平最低(P<0.05)。与正常对照组相比,造模4周的SONFH大鼠外周血和患侧股骨头组织中ELOVL6表达水平最低(P<0.01),且其在造模4周大鼠中的辨证有效性(AUC=0.850,P=0.006)优于其他造模时间点(8、12、16和21周,AUC分别为0.689、0.766、0.588和0.662)。与非SONFH组相比,血脉瘀阻证型的SONFH患者外周血中ANK1、GYPA和RHAG的表达水平最低(P<0.05)。这三个基因在造模12周的SONFH大鼠外周血和患侧股骨头组织中的表达水平最低(P<0.05,P<0.01),且它们在造模12周大鼠中的辨证有效性(GYPA:AUC=0.861,P=0.012;ANK1:AUC=0.855,P=0.006;RHAG:AUC=0.854,P=0.009)优于4、8、16和21周(GYPA:AUC分别为0.646、0.573、0.691和0.617;ANK1:AUC分别为0.630、0.658、0.657和0.585;RHAG:AUC分别为0.592、0.511、0.515和0.536)。与非SONFH组相比,肝肾亏虚证型患者外周血中SLC2A1和STOM的表达水平均最低(P<0.05)。与正常对照组相比,它们在造模21周的SONFH大鼠外周血和患侧股骨头组织中的表达水平最低(P<0.05,大鼠外周血中STOM除外)。此外,SLC2A1在造模21周大鼠中的辨证有效性(AUC=0.806,P=0.009)优于4、8、12和16周(AUC分别为0.520、0.580、0.741和0.774),而STOM在辨证中无意义。综上所述,SONFH中痰证的候选标记基因为ELOVL6;瘀证的候选标记基因为GYPA、RHAG和ANK1;虚证的候选标记基因为SLC2A1。这些结果有助于在基因水平揭示SONFH中痰、瘀、虚的生物学内涵。

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