基于数据挖掘、网络药理学探索名老中医治疗系统性红斑狼疮治疗靶点
Exploration of Therapeutic Targets of Renowned Senior Traditional Chinese Medicine Practitioners in the Treatment of Systemic Lupus Erythematosus Based on Data Mining and Network Pharmacology
DOI: 10.12677/tcm.2026.154216, PDF,   
作者: 肖 冰, 陈 鑫, 朱 珠:山东中医药大学针灸推拿学院,山东 济南;管一鸣, 刘立煜:山东中医药大学健康学院,山东 济南;毕思玲*:山东中医药大学教务处,山东 济南
关键词: 数据挖掘网络药理学孟德尔随机化GEO数据库系统性红斑狼疮潜在靶点Data Mining Network Pharmacology Mendelian Randomization GEO Database Systemic Lupus Erythematosus Potential Target
摘要: 背景:系统性红斑狼疮(Systemic Lupus Erythematosus, SLE)是一种多器官、多系统受累的自身免疫性炎症疾病,临床症状多样。本次研究旨在通过总结名老中医张鸣鹤教授治疗SLE的处方用药规律,探索相关药对治疗SLE的潜在靶点。方法:从公共数据库中获取GSE20864数据集,从FangNet网站收集116例张鸣鹤治疗SLE相关病例及处方,构建中药–中药联系网络,使用PageRank算法识别重要节点,通过Fisher检验分析得到中药共现水平和互斥水平,预测潜在药对。并与GSE20864中差异表达基因(SLE与正常)重叠以获得候选靶点。然后,利用孟德尔随机化分析,验证候选靶点与SLE的因果关系得到关键靶点。在GSE20864中构建并评估诊断列线图,并进行GSEA富集分析。结果:共预测6个候选靶点,其中HLA-A、IFIT3和ISG15被筛选为关键靶点,并与SLE存在因果关系作为疾病的保护因素(P < 0.05, OR < 1)。此外,列线图表现出相当高的预测精度和效率,提示半枝莲–白花蛇舌草药对可能通过影响针对HLA-A的“Human papillomavirus infection”等途径在治疗SLE中发挥作用。对于其他潜在通路和药物作用,IFIT3和ISG15可能参与“Epstein-Barr virus infection”和“Hepatitis C”等通路。GSEA富集分析显示,HLA-A与SLE相关的显著上调的基因通路21个,显著下调的基因通路19个;IFIT3与SLE相关的显著上调的基因通路16个,显著下调的基因通路24个;ISG15与SLE相关的显著上调的基因通路22个,显著下调的基因通路18个。这些上调基因通路可作为SLE相关的候选通路。结论:半枝莲–白花蛇舌草药对被确定为治疗系统性红斑狼疮的潜在药对,具有显著的临床意义。其潜在作用机制涉及多个生物学过程和信号通路,包括病毒免疫应答、细胞质和蛋白质结合等功能。此外,HLA-A、IFIT3和ISG15被预测为与SLE具有因果关系的保护靶点,在SLE的诊断和治疗中可能发挥重要作用,值得临床进一步研究。
Abstract: Background: Systemic lupus erythematosus (SLE) is a multi-organ, multi-system autoimmune inflammatory disease characterized by diverse clinical manifestations. This study aimed to summarize the prescription patterns of Professor Zhang Minghe, a renowned senior traditional Chinese medicine practitioner, in the treatment of SLE, and to explore the potential therapeutic targets of the related herb pair for SLE. Methods: The Gene Expression Omnibus (GEO) dataset GSE20864 was retrieved from a public database. A total of 116 SLE-related cases and corresponding prescriptions treated by Zhang Minghe were collected from the FangNet website. A traditional Chinese medicine (TCM)-TCM association network was constructed, and the PageRank algorithm was applied to identify key nodes. Fisher’s exact test was used to analyze the co-occurrence and mutual exclusivity levels of herbs to predict potential herb pairs. These were overlapped with differentially expressed genes (SLE vs. normal) in GSE20864 to obtain candidate targets. Subsequently, Mendelian randomization analysis was performed to validate the causal relationship between candidate targets and SLE, thereby identifying key targets. A diagnostic nomogram was constructed and evaluated based on GSE20864, followed by gene set enrichment analysis (GSEA). Results: A total of six candidate targets were predicted, among which HLA-A, IFIT3, and ISG15 were screened as key targets and demonstrated a causal relationship with SLE, serving as protective factors for the disease (P < 0.05, OR < 1). In addition, the nomogram exhibited relatively high predictive accuracy and efficiency. The herb pair Scutellaria barbata-Hedyotis diffusa (Ban Zhi Lian-Bai Hua She She Cao) may exert therapeutic effects on SLE by influencing pathways such as “Human papillomavirus infection” associated with HLA-A. Furthermore, regarding other potential pathways and mechanisms, IFIT3 and ISG15 may participate in pathways including “Epstein-Barr virus infection” and “Hepatitis C”. GSEA results showed that HLA-A was associated with 21 significantly upregulated and 19 significantly downregulated gene pathways in SLE; IFIT3 was associated with 16 significantly upregulated and 24 significantly downregulated pathways; and ISG15 was associated with 22 significantly upregulated and 18 significantly downregulated pathways. These upregulated pathways may serve as candidate pathways related to SLE. Conclusion: The herb pair Scutellaria barbata-Hedyotis diffusa was identified as a potential therapeutic combination for systemic lupus erythematosus (SLE), with significant clinical implications. Its potential mechanisms involve multiple biological processes and signaling pathways, including antiviral immune responses, cytoplasmic activity, and protein-binding functions. Moreover, HLA-A, IFIT3, and ISG15 were predicted as protective targets with causal associations with SLE, and they may play important roles in the diagnosis and treatment of SLE and warrant further clinical investigation.
文章引用:肖冰, 陈鑫, 朱珠, 管一鸣, 刘立煜, 毕思玲. 基于数据挖掘、网络药理学探索名老中医治疗系统性红斑狼疮治疗靶点[J]. 中医学, 2026, 15(4): 334-347. https://doi.org/10.12677/tcm.2026.154216

参考文献

[1] Siegel, C.H. and Sammaritano, L.R. (2024) Systemic Lupus Erythematosus: A Review. JAMA, 331, 1480-1491. [Google Scholar] [CrossRef] [PubMed]
[2] Ocampo-Piraquive, V., Nieto-Aristizábal, I., Cañas, C.A. and Tobón, G.J. (2018) Mortality in Systemic Lupus Erythematosus: Causes, Predictors and Interventions. Expert Review of Clinical Immunology, 14, 1043-1053. [Google Scholar] [CrossRef] [PubMed]
[3] Tunnicliffe, D.J., Singh‐Grewal, D., Kim, S., Craig, J.C. and Tong, A. (2015) Diagnosis, Monitoring, and Treatment of Systemic Lupus Erythematosus: A Systematic Review of Clinical Practice Guidelines. Arthritis Care & Research, 67, 1440-1452. [Google Scholar] [CrossRef] [PubMed]
[4] Mohan, C., Zhang, T. and Putterman, C. (2023) Pathogenic Cellular and Molecular Mediators in Lupus Nephritis. Nature Reviews Nephrology, 19, 491-508. [Google Scholar] [CrossRef] [PubMed]
[5] Zucchi, D., Elefante, E., Schilirò, D., Signorini, V., Trentin, F., Bortoluzzi, A., et al. (2022) One Year in Review 2022: Systemic Lupus Erythematosus. Clinical and Experimental Rheumatology, 40, 4-14. [Google Scholar] [CrossRef] [PubMed]
[6] Walling, H.W. and Sontheimer, R.D. (2009) Cutaneous Lupus Erythematosus: Issues in Diagnosis and Treatment. American Journal of Clinical Dermatology, 10, 365-381. [Google Scholar] [CrossRef] [PubMed]
[7] 卢露露, 曾文静, 朱春香, 等. 持续质量改进护理模式降低系统性红斑狼疮患者疼痛程度及并发症发生率的效果[J/OL]. 中国典型病例大全, 1-7. 2026-03-30.[CrossRef
[8] Téllez Arévalo, A.M., Quaye, A., Rojas-Rodríguez, L.C., Poole, B.D., Baracaldo-Santamaría, D. and Tellez Freitas, C.M. (2022) Synthetic Pharmacotherapy for Systemic Lupus Erythematosus: Potential Mechanisms of Action, Efficacy, and Safety. Medicina, 59, Article No. 56. [Google Scholar] [CrossRef] [PubMed]
[9] Xu, J. and Wang, S. (2024) Successful Complementary Therapy with Chinese Herbal Medicine in a Patient with Refractory Symptoms from Systemic Lupus Erythematosus: A Case Report. Explore, 20, 138-142. [Google Scholar] [CrossRef] [PubMed]
[10] Wu, Z., Peng, S. and Zhou, L. (2023) Visualization of Traditional Chinese Medicine Formulas: Development and Usability Study. JMIR Formative Research, 7, e40805. [Google Scholar] [CrossRef] [PubMed]
[11] Jiang, P., Yao, C. and Guo, D. (2024) Traditional Chinese Medicine for the Treatment of Immune-Related Nephropathy: A Review. Acta Pharmaceutica Sinica B, 14, 38-66. [Google Scholar] [CrossRef] [PubMed]
[12] Tian, R., Yuan, L., Huang, Y., Zhang, R., Lyu, H., Xiao, S., et al. (2023) Perturbed Autophagy Intervenes Systemic Lupus Erythematosus by Active Ingredients of Traditional Chinese Medicine. Frontiers in Pharmacology, 13, Article ID: 1053602. [Google Scholar] [CrossRef] [PubMed]
[13] Zhu, B.Y., Liu, Z.C., Zhao, Z.X., Huang, H.P., Zhang, N., Xia, J., et al. (2024) Pharmacological Mechanism of Chinese Medicine in Systemic Lupus Erythematosus: A Narrative Review. Chinese Journal of Integrative Medicine, 31, 157-169. [Google Scholar] [CrossRef] [PubMed]
[14] Udhaya Kumar, S., Thirumal Kumar, D., Siva, R., George Priya Doss, C., Younes, S., Younes, N., et al. (2020) Dysregulation of Signaling Pathways Due to Differentially Expressed Genes from the B-Cell Transcriptomes of Systemic Lupus Erythematosus Patients—A Bioinformatics Approach. Frontiers in Bioengineering and Biotechnology, 8, Article No. 276. [Google Scholar] [CrossRef] [PubMed]
[15] Liu, Y., Tu, Z., Zhang, X., Du, K., Xie, Z. and Lin, Z. (2022) Pathogenesis and Treatment of Neuropsychiatric Systemic Lupus Erythematosus: A Review. Frontiers in Cell and Developmental Biology, 10, Article ID: 998328. [Google Scholar] [CrossRef] [PubMed]
[16] Poznyak, A.V., Orekhov, N.A., Churov, A.V., Starodubtseva, I.A., Beloyartsev, D.F., Kovyanova, T.I., et al. (2024) Mitochondrial Dysfunction in Systemic Lupus Erythematosus: Insights and Therapeutic Potential. Diseases, 12, Article No. 226. [Google Scholar] [CrossRef] [PubMed]
[17] Davis, L.S., Hutcheson, J. and Mohan, C. (2011) The Role of Cytokines in the Pathogenesis and Treatment of Systemic Lupus Erythematosus. Journal of Interferon & Cytokine Research, 31, 781-789. [Google Scholar] [CrossRef] [PubMed]
[18] Montoya, T., Castejón, M.L., Muñoz-García, R. and Alarcón-de-la-Lastra, C. (2021) Epigenetic Linkage of Systemic Lupus Erythematosus and Nutrition. Nutrition Research Reviews, 36, 39-59. [Google Scholar] [CrossRef] [PubMed]
[19] Li, H., Boulougoura, A., Endo, Y. and Tsokos, G.C. (2022) Abnormalities of T Cells in Systemic Lupus Erythematosus: New Insights in Pathogenesis and Therapeutic Strategies. Journal of Autoimmunity, 132, Article ID: 102870. [Google Scholar] [CrossRef] [PubMed]
[20] He, J., Liu, D., Jiang, L., Chen, M., Ling, X., Dong, M., et al. (2025) A Novel IgD-FcδR Blocker, IgD-Fc-Ig Fusion Protein, Effectively Alleviates Abnormal Activation of T Cells the Disease Progression in Systemic Lupus Erythematosus. Biochemical Pharmacology, 237, Article ID: 116930. [Google Scholar] [CrossRef] [PubMed]
[21] Wang, M., Zhang, Y., Zhai, Y., Li, H., Xie, Z. and Wen, C. (2024) The Mechanism of Langchuangding in Treatment of Systemic Lupus Erythematosus via Modulating TLR7-IRF7-IFNα Pathway. Heliyon, 10, e26022. [Google Scholar] [CrossRef] [PubMed]
[22] 赵天琛, 于静, 金明秀. 中西医治疗系统性红斑狼疮的研究进展[J]. 中外医学研究, 2024, 22(17): 176-179.
[23] 赵今朝, 于静, 金明秀. 基于“正气存内, 邪不可干”理论从扶脾益肾论治系统性红斑狼疮[J]. 云南中医中药杂志, 2026, 47(3): 37-40.
[24] 黄淑洁, 程宏斌. 基于“审症求因”探析系统性红斑狼疮从痹论治的理论机制[J]. 基层中医药, 2025, 4(3): 58-63.
[25] 何家颖, 刘明岭, 王馨玉, 等. 基于热毒血瘀理论探讨系统性红斑狼疮活动期的中医认识[J]. 四川中医, 2023, 41(1): 35-39.
[26] 吴宏基, 高敏, 徐炎, 等. 丁樱从阴火、伏火、火毒辨治系统性红斑狼疮经验[J]. 中医杂志, 2026, 67(4): 365-369.
[27] 唐慧琼, 刘良丽. 刘良丽教授治疗肺结节常用中药药对总结[J]. 亚太传统医药, 2025, 21(8): 99-103.
[28] 牛国晓, 李洁. 半枝莲抗肿瘤机制研究进展[J]. 肿瘤防治研究, 2012, 39(2): 231-233.
[29] 李玲娟, 黄冠江, 林葆睿, 等. 基于网络药理学、分子对接探讨夏枯草-猫爪草-白花蛇舌草防治喉癌的作用机制[J]. 中国中西医结合耳鼻咽喉科杂志, 2026, 34(1): 29-39.
[30] 喻春霞, 张雅静, 刘雯, 等. 白花蛇舌草和半枝莲抗宫颈癌的实验研究文献分析[J]. 实用中西医结合临床, 2025, 25(3): 9-15.
[31] 林靖怡, 刘韶松, 明艳林. 半枝莲化学成分及药理活性研究进展(综述) [J]. 亚热带植物科学, 2015, 44(1): 77-82.
[32] 尹占良, 夏新婷, 胡营斌, 等. 汉黄芩素调节磷脂酰肌醇3激酶/丝氨酸苏氨酸蛋白激酶/核因子κB信号通路对慢性阻塞性肺疾病大鼠辅助性T细胞17/调节性T细胞平衡的影响[J]. 安徽医药, 2024, 28(8): 1523-1528.
[33] 掌琳惠, 马元婧, 缪蓉, 等. 养阴清热方通过下调JAK/STAT信号通路调节Treg/Th17平衡的实验研究[J]. 南京中医药大学学报, 2022, 38(9): 810-818.
[34] Yao, H., Wang, D., Ye, J., Cong, H. and Yu, B. (2025) Investigation on the Antitumor Effects of Fisetin Extracted from Hedyotis diffusa Willd Based on Network Pharmacology and Experimental Validation. Journal of Ethnopharmacology, 353, Article ID: 120288. [Google Scholar] [CrossRef] [PubMed]
[35] Song, Y., Huang, H., Chang, C.Y., Lee, H., Liu, C., Lo, H., et al. (2020) A Potential Herbal Adjuvant Combined with a Peptide-Based Vaccine Acts against HPV-Related Tumors through Enhancing Effector and Memory T-Cell Immune Responses. Frontiers in Immunology, 11, Article No. 62. [Google Scholar] [CrossRef] [PubMed]
[36] Xu, L., Li, Y., Ji, J., Lai, Y., Chen, J., Ding, T., et al. (2022) The Anti-Inflammatory Effects of Hedyotis diffusa Willd on SLE with STAT3 as a Key Target. Journal of Ethnopharmacology, 298, Article ID: 115597. [Google Scholar] [CrossRef] [PubMed]
[37] Sargent, C.A., Dunham, I. and Campbell, R.D. (1989) Identification of Multiple HTF-Island Associated Genes in the Human Major Histocompatibility Complex Class III Region. The EMBO Journal, 8, 2305-2312. [Google Scholar] [CrossRef] [PubMed]
[38] Andryushkina, A.V., Ananeva, A., Gusev, O. and Shagimardanova, E.I. (2024) Discovery of the Novel HLA-A*33:256 Allele, a Variant of HLA-A*33:03:01:01, by Next‐Generation Sequencing. HLA, 103, e15335. [Google Scholar] [CrossRef] [PubMed]
[39] Grinde, B., Gayorfar, M. and Rinaldo, C.H. (2007) Impact of a Polyomavirus (BKV) Infection on mRNA Expression in Human Endothelial Cells. Virus Research, 123, 86-94. [Google Scholar] [CrossRef] [PubMed]
[40] Wu, R., Yang, H. and Liu, C. (2025) IFIT3: A Crucial Mediator in Innate Immunity and Tumor Progression with Therapeutic Implications. Frontiers in Immunology, 16, Article ID: 1515718. [Google Scholar] [CrossRef] [PubMed]
[41] Wong, M.T. and Chen, S.S. (2014) Emerging Roles of Interferon-Stimulated Genes in the Innate Immune Response to Hepatitis C Virus Infection. Cellular & Molecular Immunology, 13, 11-35. [Google Scholar] [CrossRef] [PubMed]
[42] Yang, L., Du, X., Hu, Y., Wu, Z. and Bao, W. (2025) Insight into Mechanism of ALKBH5-Mediated N6-Methyladenosine (m6A) Regulating Porcine Epidemic Diarrhea Virus Infection in IPEC-J2 Cells. International Journal of Biological Macromolecules, 310, Article ID: 143501. [Google Scholar] [CrossRef] [PubMed]
[43] Malakhov, M.P., Malakhova, O.A., Kim, K.I., Ritchie, K.J. and Zhang, D. (2002) UBP43 (USP18) Specifically Removes ISG15 from Conjugated Proteins. Journal of Biological Chemistry, 277, 9976-9981. [Google Scholar] [CrossRef] [PubMed]
[44] Sarkar, L., Liu, G., Acharya, D., Zhu, J., Sayyad, Z. and Gack, M.U. (2025) MDA5 ISGylation Is Crucial for Immune Signaling to Control Viral Replication and Pathogenesis. Proceedings of the National Academy of Sciences, 122, e2420190122. [Google Scholar] [CrossRef] [PubMed]
[45] Chen, P., Zhu, J., Yu, J., Liu, R., Lao, M., Yu, L., et al. (2022) Porcine Epidemic Diarrhea Virus Strain Fjzz1 Infection Induces Type I/III IFNs Production through RLRs and TLRs-Mediated Signaling. Frontiers in Immunology, 13, Article ID: 984448. [Google Scholar] [CrossRef] [PubMed]