1.Potential target genes for spondylolisthesis:drugable genome analysis based on the European population-based biodatabase
Qingfeng ZHANG ; Chaoyi WANG ; Jingyan YANG ; Hanyu LI ; Yuyang ZHAO ; Huatao HAO ; Dong YU
Chinese Journal of Tissue Engineering Research 2026;30(6):1592-1601
BACKGROUND:Spondylolisthesis is a common disease,and there is a lack of effective drugs to treat it.There is still a need to further define the pathogenesis and screen out more suitable therapeutic targets for spondylolisthesis.Mendelian randomization analysis can be used to explore the drugable genes associated with spondylolisthesis and provide valuable guidance for the development of more effective and targeted therapeutic drugs.OBJECTIVE:To explore potential therapeutic targets and effective drugs for spondylolisthesis by means of pharmaceutically available genome-wide Mendelian randomization analysis.METHODS:Using the Finnish database,eQTLGen consortium,drug signature database,drug-gene interaction database,protein-protein interaction database,organic small molecule biological activity database and protein structure database,which contains genome and health information of half a million Finns,data on druggable genes were subjected to two-sample Mendelian randomization analysis and co-localization analysis with data from genome-wide association studies of spondylolisthesis to identify genes highly associated with spondylolisthesis.In addition,GO and KEGG enrichment analysis,protein network construction,drug prediction and molecular docking were performed to provide valuable guidance for the development of more effective and targeted therapeutic agents.RESULTS AND CONCLUSION:In this study,we identified 34 potential drug target genes that were significantly associated with spondylolisthesis,particularly the gene APOBEC3G.This gene showed a significant association with spondylolisthesis outcomes through Mendelian analysis and co-localization analysis,suggesting that APOBEC3G may be a priority therapeutic target.As for other potential mechanisms and drugs,we still need to conduct more in-depth research to determine their roles.This study used a database from a European population,which can be used as a reference for the study of population genetics in China.
2.Comparison of Wild and Cultivated Bupleurum scorzonerifolium Based on Traditional Quality Evaluation
Changsheng YUAN ; Feng ZHOU ; Xingyu LIU ; Yu SHI ; Yihan WANG ; Huaizhu LI ; Yongliang LI ; Shan GUAN ; Huaizhong GAO ; Yanmeng LIU ; Zhilai ZHAN
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(5):203-214
ObjectiveTo characterize the quality differences among different germplasm and introduced varieties of Bupleurum scorzonerifolium roots(BSR), and explore the underlying molecular mechanisms, providing a basis for high-quality production and quality control. MethodsWild BSR from Yulin(YLW) served as the quality reference, we conducted comparative analysis among YLW, locally domesticated wild germplasm in Yulin(YLC3), Daqing germplasm introduced and cultivated in Yulin(YLDQC3), and locally cultivated germplasm in Daqing(DQC3). A combination of traditional pharmacognostic methods and modern multi-omics analyses was employed, including macroscopic traits(appearance, odor), microscopic features(proportions of cork, phloem, xylem), cell wall component contents(hemicellulose, cellulose, lignin), carbohydrate contents(starch, water-soluble polysaccharides), marker compound contents(ethanol-soluble extracts, total saponins, liposoluble extracts, and saikosaponins A, B2, C, D), metabolomics, and transcriptomics, in order to systematically characterize quality differences and investigate molecular mechanisms among these samples. ResultsMacroscopically, Yulin-produced BSR(YLW, YLC3, YLDQC3) exhibited significantly greater weight, length, and upper and middle diameters than Daqing-produced BSR(DQC3). Odor-wise, YLW and YLC3 had a a fragrance taste, YLDQC3 had a rancid oil odor, and DQC3 had a sweet and fragrant taste. Microscopically, Yulin germplasm(YLW, YLC3) and Daqing germplasm(YLDQC3, DQC3) shared similar structural features, respectively. However, Yulin germplasm showed significantly higher proportions of cork and phloem, as well as stronger xylem vessel staining intensity compared to Daqing germplasm. Regarding various component contents, Yulin germplasm contained significantly higher levels of ethanol-soluble extracts, total saponins, and saikosaponins A, B2, C, D, while Daqing germplasm had significantly higher levels of hemicellulose, starch, and liposoluble extracts. After introduction to Yulin, the Daqing germplasm(YLDQC3) showed increased starch, water-soluble polysaccharides and liposoluble extracts contents, decreased cell wall component content, but no significant difference in other component contents. Metabolomics revealed that saponins and terpenes accumulated significantly in Yulin germplasm, while alcohols and aldehydes accumulated predominantly in Daqing germplasm. Transcriptomics indicated similar gene expression patterns within the same germplasm but specificity between different germplasms. Integrative metabolomic-transcriptomic analysis identified 145 potential key genes associated with the saikosaponin biosynthesis pathway, including one acetyl-coenzyme A(CoA) acetyltransferase gene(ACAT), one 3-hydroxy-3-methylglutaryl-coenzyme A synthase gene(HMGS), two hydroxymethylglutaryl-CoA(HMG-CoA) reductase genes(HMG), one phosphomevalonate kinase gene(PMK), one 1-deoxy-D-xylose-5-phosphate synthase gene(CLA), one hydroxymethylbuten-1-aldol synthase gene(HDR), two farnesyl pyrophosphate synthase genes(FPPS), one squalene synthase gene(SQS), one β-amyrin synthase gene(BAS), 102 cytochrome P450(CYP450) gene family members, and 32 uridine diphosphate-glucuronosyltransferase(UGT) gene family members. ConclusionAmong the three cultivated types, YLC3 most closely resembles YLW in appearance, microscopic features, contents of major bioactive constituents, metabolomic and transcriptomic profiles. Yulin germplasm exhibits superior saponin synthesis capability compared to Daqing germplasm, and Yulin region is more suitable for the growth of B. scorzonerifolium. Based on these findings, it is recommended that artificial cultivation in northern Shaanxi and similar regions utilize the local Yulin germplasm source cultivated for at least three years.
3.Potential target genes for spondylolisthesis:drugable genome analysis based on the European population-based biodatabase
Qingfeng ZHANG ; Chaoyi WANG ; Jingyan YANG ; Hanyu LI ; Yuyang ZHAO ; Huatao HAO ; Dong YU
Chinese Journal of Tissue Engineering Research 2026;30(6):1592-1601
BACKGROUND:Spondylolisthesis is a common disease,and there is a lack of effective drugs to treat it.There is still a need to further define the pathogenesis and screen out more suitable therapeutic targets for spondylolisthesis.Mendelian randomization analysis can be used to explore the drugable genes associated with spondylolisthesis and provide valuable guidance for the development of more effective and targeted therapeutic drugs.OBJECTIVE:To explore potential therapeutic targets and effective drugs for spondylolisthesis by means of pharmaceutically available genome-wide Mendelian randomization analysis.METHODS:Using the Finnish database,eQTLGen consortium,drug signature database,drug-gene interaction database,protein-protein interaction database,organic small molecule biological activity database and protein structure database,which contains genome and health information of half a million Finns,data on druggable genes were subjected to two-sample Mendelian randomization analysis and co-localization analysis with data from genome-wide association studies of spondylolisthesis to identify genes highly associated with spondylolisthesis.In addition,GO and KEGG enrichment analysis,protein network construction,drug prediction and molecular docking were performed to provide valuable guidance for the development of more effective and targeted therapeutic agents.RESULTS AND CONCLUSION:In this study,we identified 34 potential drug target genes that were significantly associated with spondylolisthesis,particularly the gene APOBEC3G.This gene showed a significant association with spondylolisthesis outcomes through Mendelian analysis and co-localization analysis,suggesting that APOBEC3G may be a priority therapeutic target.As for other potential mechanisms and drugs,we still need to conduct more in-depth research to determine their roles.This study used a database from a European population,which can be used as a reference for the study of population genetics in China.
4.Pathogenesis and Treatment Strategy of "Macrocirculation-Microcirculation" Uncoupling in Sepsis:from the Perspective of "Deep Heat,Deep Syncope"
Xinyi XU ; Yuyang LAN ; Xinyue WANG ; Ying GAO ; Ziqi SHAN ; Xiaokun YANG ; Lu XIAO
Journal of Traditional Chinese Medicine 2026;67(13):1403-1408
By reviewing modern research and integrating clinical practice, this paper interprets the correlation between "deep heat, deep syncope" and the "macrocirculation-microcirculation" uncoupling in sepsis, alongside its clinical applications in sepsis prevention and treatment. It is considered that "deep heat" corresponds to peripheral vasodilation and the hypermetabolic state at the macrocirculation level, whereas "deep syncope" manifests as hypoperfusion and impaired oxygen utilization at the microcirculation level. These two states interact detrimentally, forming the core contradiction of macrocirculation-microcirculation uncoupling in sepsis. Based on the traditional Chinese medicine (TCM) connotations of "deep heat, deep syncope" and modern medical research, this paper elucidates the systemic pathological evolution of sepsis from the inflammatory cascade to impaired oxygen utilization. Accordingly, the following therapeutic principles are proposed. In the early stage, it is suggested to clear heat and drain fire to vent the constrained yang. In the progressive stage, the focus is put on unblocking the lower jiao (焦) and expelling stasis to dredge the vessels and collaterals. In the recovery stage, the method of regulating and harmonizing yin and yang can be used to smooth the flow of qi and blood.
5.Effect of Yishen Zhuyu Tongluo Decoction on chondrocyte pyroptosis and ferroptosis in rats with knee osteoarthritis
Jingya WANG ; Kang YAN ; Jian LI ; Meng WANG ; Yuyang YANG ; Yueyue YU
Chinese Journal of Comparative Medicine 2025;35(1):49-58
Objective To investigate the effects of Yishen Zhuyu Tongluo Decoction on chondrocyte pyroptosis and ferroptosis in rats with knee osteoarthritis(KOA).Methods Forty SD were divided randomly into a sham operation group(n=10)and a modeling group(n=30).A KOA model was established in the modeling group by anterior cruciate ligament transection of the right hind limb knee joint.The drawer test was used to confirm the successful establishment of the model.Post-surgery,the rats were subjected to 30 min of forced activity daily to induce KOA.Lameness and hopping movements were observed after 4 weeks,and hematoxylin and eosin staining confirmed cartilage surface damage,deformation,and inflammatory cell infiltration,indicating successful modeling.The model rats were then assigned randomly to a model group(n=8),celecoxib group(n=8),and Yishen Zhuyu Tongluo Decoction group(n=8).The sham operation and model groups received 10 mL/kg of saline by gavage,the celecoxib group received 12 mg/kg of celecoxib solution,and the Yishen Zhuyu Tongluo Decoction group received 5.4 g/kg of the herbal decoction,once daily for 8 weeks.After the interventions,the rats were anesthetized,blood was collected from the abdominal aorta and serum was separated,and the knee joints were isolated.Three samples were fixed in paraformaldehyde,while the remaining cartilage tissue was reserved.Pathological changes in joint cartilage were observed by hematoxylin and eosin and Safranin O-Fast Green staining.Bone microstructure was analyzed using micro-computed tomography.Serum interleukin(IL)-1β and IL-18 protein levels were detected by enzyme-linked immunosorbent assay.Relative mRNA expression levels of NLRP3,ASC,Caspase-1,GSDMD,IL-1β,IL-18,ACSL-4,FTH-1,GPX-4,and cyclooxygenase(COX)-2 were detected by reverse transcription quantitative real-time PCR,and protein expression of NLRP3,Caspase-1,and COX-2 were detected by immunohistochemistry.Results Compared with the sham operation group,model rats showed surface damage and deformation of cartilage tissue,disordered cell arrangement in all layers,significant loss of Safranin O-Fast Green staining,and sparse and irregular trabecular bone distribution.Serum levels of the inflammatory factors IL-1β and IL-18 were elevated(P<0.01).mRNA expression levels of NLRP3,ASC,Caspase-1,GSDMD,IL-1β,IL-18,ACSL-4,and COX-2 were also significantly increased(all P<0.01),while FTH-1 and GPX-4 mRNA expression levels were decreased(P<0.01).Compared with the model group,rats in the celecoxib and Yishen Zhuyu Tongluo Decoction groups showed smoother and more intact cartilage surfaces,significantly increased cell counts,less loss of Safranin O-Fast Green staining,denser trabecular bone,and thicker cortical bone,with improved bone microstructure.Serum IL-1β and IL-18 levels were reduced(P<0.01),NLRP3(P<0.01,P<0.05),ASC,Capase-1,GSDMD,IL-1β,IL-18,ACSL-4,and COX-2 mRNA levels were decreased(all P<0.01),and relative expression levels of FTH-1 and GPX-4 mRNA were significantly increased(P<0.01).Conclusions Yishen Zhuyu Tongluo Decoction can treat KOA by inhibiting chondroptosis and ferroptosis in chondrocytes,reducing serum IL-1β and IL-18 levels,and improving bone microstructure.
6.Compatibility of cold herb CP and hot herb AZ in Huanglian Ganjiang decoction alleviates colitis mice through M1/M2 macrophage polarization balance via PDK4-mediated glucose metabolism reprogramming.
Yanyang LI ; Chang LIU ; Yi WANG ; Peiqi CHEN ; Shihua XU ; Yequn WU ; Lingzhi REN ; Yang YU ; Lei YANG
Chinese Journal of Natural Medicines (English Ed.) 2025;23(10):1183-1194
Ulcerative colitis (UC) is a chronic and non-specific inflammatory bowel disease (IBD). Huanglian Ganjiang decoction (HGD), derived from ancient book Beiji Qianjin Yao Fang, has demonstrated efficacy in treating UC patients traditionally. Previous research established that the compatibility of cold herb Coptidis Rhizoma + Phellodendri Chinensis Cortex (CP) and hot herb Angelicae Sinensis Radix + Zingiberis Rhizoma (AZ) in HGD synergistically improved colitis mice. This study investigated the compatibility mechanisms through which CP and AZ regulated inflammatory balance in colitis mice. The experimental colitis model was established by administering 3% dextran sulphate sodium (DSS) to mice for 7 days, followed by CP, AZ and CPAZ treatment for an additional 7 days. M1/M2 macrophage polarization levels, glucose metabolites levels and pyruvate dehydrogenase kinase 4 (PDK4) expression were analyzed using flow cytometry, Western blot, immunofluorescence and targeted glucose metabolomics. The findings indicated that CP inhibited M1 macrophage polarization, decreased inflammatory metabolites associated with tricarboxylic acid (TCA) cycle, and suppressed PDK4 expression and pyruvate dehydrogenase (PDH) (Ser-293) phosphorylation level. AZ enhanced M2 macrophage polarization, increased lactate axis metabolite lactate levels, and upregulated PDK4 expression and PDH (Ser-293) phosphorylation level. TCA cycle blocker AG-221 and adeno-associated virus (AAV)-PDK4 partially negated CP's inhibition of M1 macrophage polarization. Lactate axis antagonist oxamate and PDK4 inhibitor dichloroacetate (DCA) partially reduced AZ's activation of M2 macrophage polarization. In conclusion, the compatibility of CP and AZ synergistically alleviated colitis in mice through M1/M2 macrophage polarization balance via PDK4-mediated glucose metabolism reprogramming. Specifically, CP reduced M1 macrophage polarization by restoration of TCA cycle via PDK4 inhibition, while AZ increased M2 macrophage polarization through activation of PDK4/lactate axis.
Animals
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Drugs, Chinese Herbal/chemistry*
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Mice
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Macrophages/immunology*
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Glucose/metabolism*
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Pyruvate Dehydrogenase Acetyl-Transferring Kinase/genetics*
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Male
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Mice, Inbred C57BL
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Humans
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Colitis/drug therapy*
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Disease Models, Animal
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Colitis, Ulcerative/drug therapy*
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Metabolic Reprogramming
7.Effect of Yishen Zhuyu Tongluo Decoction on chondrocyte pyroptosis and ferroptosis in rats with knee osteoarthritis
Jingya WANG ; Kang YAN ; Jian LI ; Meng WANG ; Yuyang YANG ; Yueyue YU
Chinese Journal of Comparative Medicine 2025;35(1):49-58
Objective To investigate the effects of Yishen Zhuyu Tongluo Decoction on chondrocyte pyroptosis and ferroptosis in rats with knee osteoarthritis(KOA).Methods Forty SD were divided randomly into a sham operation group(n=10)and a modeling group(n=30).A KOA model was established in the modeling group by anterior cruciate ligament transection of the right hind limb knee joint.The drawer test was used to confirm the successful establishment of the model.Post-surgery,the rats were subjected to 30 min of forced activity daily to induce KOA.Lameness and hopping movements were observed after 4 weeks,and hematoxylin and eosin staining confirmed cartilage surface damage,deformation,and inflammatory cell infiltration,indicating successful modeling.The model rats were then assigned randomly to a model group(n=8),celecoxib group(n=8),and Yishen Zhuyu Tongluo Decoction group(n=8).The sham operation and model groups received 10 mL/kg of saline by gavage,the celecoxib group received 12 mg/kg of celecoxib solution,and the Yishen Zhuyu Tongluo Decoction group received 5.4 g/kg of the herbal decoction,once daily for 8 weeks.After the interventions,the rats were anesthetized,blood was collected from the abdominal aorta and serum was separated,and the knee joints were isolated.Three samples were fixed in paraformaldehyde,while the remaining cartilage tissue was reserved.Pathological changes in joint cartilage were observed by hematoxylin and eosin and Safranin O-Fast Green staining.Bone microstructure was analyzed using micro-computed tomography.Serum interleukin(IL)-1β and IL-18 protein levels were detected by enzyme-linked immunosorbent assay.Relative mRNA expression levels of NLRP3,ASC,Caspase-1,GSDMD,IL-1β,IL-18,ACSL-4,FTH-1,GPX-4,and cyclooxygenase(COX)-2 were detected by reverse transcription quantitative real-time PCR,and protein expression of NLRP3,Caspase-1,and COX-2 were detected by immunohistochemistry.Results Compared with the sham operation group,model rats showed surface damage and deformation of cartilage tissue,disordered cell arrangement in all layers,significant loss of Safranin O-Fast Green staining,and sparse and irregular trabecular bone distribution.Serum levels of the inflammatory factors IL-1β and IL-18 were elevated(P<0.01).mRNA expression levels of NLRP3,ASC,Caspase-1,GSDMD,IL-1β,IL-18,ACSL-4,and COX-2 were also significantly increased(all P<0.01),while FTH-1 and GPX-4 mRNA expression levels were decreased(P<0.01).Compared with the model group,rats in the celecoxib and Yishen Zhuyu Tongluo Decoction groups showed smoother and more intact cartilage surfaces,significantly increased cell counts,less loss of Safranin O-Fast Green staining,denser trabecular bone,and thicker cortical bone,with improved bone microstructure.Serum IL-1β and IL-18 levels were reduced(P<0.01),NLRP3(P<0.01,P<0.05),ASC,Capase-1,GSDMD,IL-1β,IL-18,ACSL-4,and COX-2 mRNA levels were decreased(all P<0.01),and relative expression levels of FTH-1 and GPX-4 mRNA were significantly increased(P<0.01).Conclusions Yishen Zhuyu Tongluo Decoction can treat KOA by inhibiting chondroptosis and ferroptosis in chondrocytes,reducing serum IL-1β and IL-18 levels,and improving bone microstructure.
8.Advances in digital health technology in home-based cardiac rehabilitation for patients with acute myocardial infarction
Hao ZHANG ; Guanxue XU ; Man WANG ; Yuyang JIA ; Fang LEI ; Ming YANG
Chinese Journal of Nursing 2025;60(3):373-379
In recent years,there has been an increase in the prevalence and incidence of acute myocardial infarction.Despite advances in diagnostic and therapeutic technologies related to the disease,challenges remain in the management of the disease after patients are discharged from the hospital.Home-based cardiac rehabilitation has been demonstrated to be an effective means of improving the prognosis of the disease.The utilization of digital health technology has the potential to enhance patient compliance and quality of life in the context of home-based cardiac rehabilitation for those who have experienced an acute myocardial infarction.This article reviews the forms of intervention,specific applications and effects of digital health technologies in home-based cardiac rehabilitation,It analyses the existing problems and puts forward nursing countermeasures.The aim is to further help nursing staff to guide the practice of home cardiac rehabilitation for patients with acute myocardial infarction.
9.Study on the mechanism of Xiaoqinglong decoction in intervening in airway inflammation of asthma with syndrome of cold retention accumulation in lung
Bin WANG ; Mingzhe ZHAO ; Yuyang SUN ; Peizheng YAN
China Pharmacy 2025;36(13):1574-1580
OBJECTIVE To investigate the effects and potential mechanisms of Xiaoqinglong decoction on airway inflammation in asthma with syndrome of cold retention accumulation in lung based on the metastasis-associated lung adenocarcinoma transcript 1(MALAT1).METHODS Forty Wistar rats were randomly divided into blank group,model group,dexamethasone group(positive control,1 mg/kg),and Xiaoqinglong decoction group(2.72 g/kg),with 10 rats in each group.A rat model of asthma with syndrome of cold retention accumulation in lung was established,and the corresponding drugs were administered once daily starting from the second day of modeling for 21 consecutive days.Lung histopathological changes and lung function were evaluated.The levels of superoxide dismutase(SOD),malondialdehyde(MDA),interferron-γ(IFN-γ),tumor necrosis factor α(TNF-α),and interleukin-13(IL-13)in serum were measured,and the mRNA expression levels of MALAT1,TNF-α,IL-13,IFN-γ,and transient receptor potential melastatin 2(TRPM2)in lung tissue were determined.Twenty C57BL/6J wild-type mice and twenty C57BL/6J MALAT1(-/-)mice were randomly divided into wild-type model group,wild-type Xiaoqinglong decoction group,MALAT1(-/-)model group,and MALAT1(-/-)Xiaoqinglong decoction group,with 10 mice in each group.The same asthma model was established,and Xiaoqinglong decoction was administered once daily for 21 days starting from the second day of modeling.The serum levels of SOD,MDA,IFN-γ,TNF-α and IL-13 were measured,along with the mRNA and protein expression levels of TRPM2 in lung tissue.RESULTS The results of the rat experiment showed that,compared with model group,the airway resistance,functional residual capacity,the serum levels of IL-13,TNF-α and MDA as well as inflammatory infiltration and collagen fiber deposition in lung tissue,and the expressions of IL-13,TNF-α and TRPM2 in lung tissue were all significantly decreased in the treatment group(P<0.05 or P<0.01).The peak expiratory flow,forced expiratory flow at 50%of forced vital capacity,the serum levels of SOD and IFN-γ,and the expression levels of IFN-γ and MALAT1 in lung tissue were significantly increased(P<0.05 or P<0.01).The results of the mice experiment demonstrated that,compared with the wild-type model group,serum levels of IL-13,TNF-α and MDA in wild-type xiaoqinglong decoction group were significantly reduced(P<0.05 or P<0.01),while serum IFN-γ levels and SOD activity were significantly increased(P<0.01).Compared with the wild-type Xiaoqinglong decoction group,the MALAT1(-/-)Xiaoqinglong decoction group showed significantly decreased serum IFN-γ levels and SOD activity(P<0.01),along with significantly increased levels of IL-13,TNF-α and MDA(P<0.05 or P<0.01),as well as significantly elevated TRPM2 mRNA and protein expression in lung tissue(P<0.05).CONCLUSIONS Xiaoqinglong decoction may alleviate airway inflammation by regulating the expression of MALAT1,modulating oxidative stress,inhibiting TRPM2 activation,and reducing the release of pro-inflammatory cytokines.
10.Bioinformatics analysis and experimental verification of ferroptosis in phospholipase A2 receptor associated membranous nephropathy
Manxia HUANG ; Yuyang HE ; Yangpu LI ; Zhuoting LIU ; Yanqing WANG ; Youjia ZENG
Chinese Journal of Nephrology 2025;41(2):81-89
Objective:To identify and validate the key genes of ferroptosis in phospholipase A2 receptor (PLA2R) associated membranous nephropathy through bioinformatics analysis and in vitro experiments, and to explore the potential role of ferroptosis in PLA2R associated membranous nephropathy (PMN). Methods:The GSE115857 dataset obtained by retrieving the Gene Expression Omnibus (GEO) database and the ferroptosis-related genes obtained by retrieving the FerrDb database were intersected. The intersected genes were subjected to Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis. The key ferroptosis genes associated with PMN were identified by intersecting genes selected using support vector machines-recursive feature elimination and least absolute shrinkage and selection operator regression. The results were validate by real-time PCR, cell counting kit-8, Western blotting and immunofluorescence in human renal podocyte line AB 8/13 from both the control group and model group.Results:A total of 25 genes related to ferroptosis of PMN were obtained, and GO and KEGG analysis showed that these genes were mainly involved in cell ferroptosis metabolism. The key ferroptosis genes of PMN obtained by machine learning method were activating transcription factor 3 ( ATF3) and coiled coil domain containing 6 ( CCDC6). The results of in vitro experiments showed that the human renal podocyte line AB 8/13 in the model group was significantly deformed and retracted compared with the control group. The surface area density of foot processes was significantly reduced, and the podocyte cytoskeleton was allosteric. The morphology of F-actin was disordered and the expression of synaptopodin was decreased. The cell proliferation activity was significantly decreased ( P<0.05). The expression of PLA2R protein was increased ( P<0.05), and the expression of GPX4 protein was decreased ( P<0.01). The protein and mRNA levels of ATF3 and CCDC6 were significantly up-regulated (all P<0.05). Conclusions:Ferroptosis may be one of the key mechanisms in the occurrence and development of PMN. In vitro experiments show that ATF3 and CCDC6 are the key genes in the ferroptosis of PMN podocytes, which provides new insights and ideas for the pathogenesis of PMN.

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