1.Effects of loneliness, social support and social media use on post-traumatic stress symptoms among post-earthquake adolescents
Zhaoran GUO ; Qicheng CHE ; Zhihong WU ; Wei SHI
Sichuan Mental Health 2025;38(1):53-58
BackgroundPost-traumatic stress symptoms (PTSS) is highly prevalent in adolescents who have experienced earthquake, which seriously threatens their physical and mental health, yet there is currently a lack of research on the effects of loneliness, social support and social media use on PTSS among post-earthquake adolescents. ObjectiveTo assess the PTSS among adolescents experiencing MS6.0 Luxian, Sichuan, earthquake on 16 September 2021, and to investigate the effects of loneliness, social support and social media use on PTSS, so as to provide references for the intervention of PTSS among post-earthquake adolescents. MethodsOn November 12, 2021, simple random sampling technique was used to select 2 522 post-earthquake adolescents in Luxian county of Luzhou city in Sichuan province. All subjects were assessed using Post-Traumatic Stress Disorder Checklist for DSM-5 (PCL-5), Multidimensional Scale of Perceived Social Support (MSPSS), Short-form UCLA Loneliness Scale (ULS-3) and Social Media Use Scale (SM-10). Binary Logistic regression was used to determine the factors influencing PTSS among post-earthquake adolescents. ResultsPTSS was detected in 91 (3.61%) adolescents. Binary Logistic regression revealed that perceived social support from family members (OR=0.926, 95% CI: 0.879~0.976) was a protective factor for PTSS among post-earthquake adolescents. Lack of companionship (OR=1.764, 95% CI: 1.141~2.727), feeling isolated (OR=2.037, 95% CI: 1.282~3.236), and viewing negative emotional response of disaster victims through social media (OR=1.615, 95% CI: 1.291~2.020) were risk factors for PTSS among post-earthquake adolescents. ConclusionLack of companionship, feeling isolated, and viewing negative emotional response of disaster victims through social media pose a negative impact on PTSS among post-earthquake adolescents, while perceived social support from family members exert a positive impact on PTSS among post-earthquake adolescents. [Funded by Humanity and Social Science Youth foundation of Ministry of Education of China (number, 22YJC190019); Natural Science Foundation of Sichuan Province (number, 2023NSFSC1486)]
2.Modified Shaofu Zhuyutang Mediates VEGF/PI3K/Akt/eNOS Signaling Pathway to Inhibit Angiogenesis in Endometriosis
Jiaxing WANG ; Qi SHI ; Quansheng WU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(7):81-90
ObjectiveTo explore the mechanism by which modified Shaofu Zhuyutang inhibits angiogenesis in endometriosis via the vascular endothelial growth factor (VEGF)/phosphatidylinositol 3-kinase (PI3K)/protein kinase B (Akt)/endothelial nitric oxide synthase (eNOS)-nitric oxide (NO) signaling pathway. MethodsEighty-four female SD rats were randomly assigned into blank, sham operation, model, positive control (gestrinone, 0.25 mg·kg-1), high-, medium-, and low-dose (30, 15, 7.5 g·kg-1, respectively) traditional Chinese medicine (TCM, modified Shaofu Zhuyutang) groups. A rat model of endometriosis was established by the autotransplantation method. After successful modeling, rats in the drug intervention groups were administrated with corresponding agents by gavage, and those in the blank, sham operation, and model groups received an equal volume of distilled water. After 28 days of gavage, rats were administrated with oxytocin, and the number and latency period of writhing responses were observed. Serum samples from each group, ectopic lesions from modeling groups, and uteri from blank and sham operation groups were collected. Hematoxylin-eosin staining was used to observe the pathological morphology of endometriotic lesions. Immunohistochemistry was employed to observe the expression of angiogenesis-specific markers cluster of differentiation 34 antigen (CD34) and friend leukemia virus integration-1 (FLI-1). Enzyme-linked immunosorbent assay and the nitrate reductase method were employed to determine the serum levels of VEGF and NO, respectively. Western blot was employed to measure the protein levels of VEGF, PI3K, phosphorylated PI3K (p-PI3K), Akt, phosphorylated Akt (p-Akt), eNOS, and phosphorylated eNOS (p-eNOS). Real-time fluorescence quantitative polymerase chain reaction (Real-time PCR) was conducted to determine the mRNA levels of VEGF, PI3K, Akt, and eNOS. ResultsThe blank group and the sham operation group had no significant changes in the number and latency period of writhing responses, serum VEGF and NO levels, protein levels of VEGF, p-PI3K/PI3K, p-Akt/Akt, and p-eNOS/eNOS, and mRNA levels of VEGF, PI3K, Akt, and eNOS. The model group showed an increase in the number and a reduction in the latency period of writhing responses, enlargement of ectopic endometrial tissue in the abdominal wall, with stromal hyperplasia, glandular dilation, and increased vasculature. In addition, the modeling led to increased positive expression of CD34 and FLI-1, elevated serum VEGF and NO levels, and up-regulated protein levels of VEGF, p-PI3K/PI3K, p-Akt/Akt, and p-eNOS/eNOS and mRNA levels of VEGF, PI3K, Akt, and eNOS (P<0.01). Compared with the model group, the gestrinone and high-, medium-, and low-dose TCM groups showed a significant reduction in the number of writhing responses, a significant prolongation of the latency period, reduced ectopic endometrial tissue in the abdominal wall, alleviated pathological damage, and reduced positive expression of CD34 and FLI-1. The gestrinone group and the high- and medium-dose TCM groups showed lowered serum VEGF and NO levels as well as down-regulated protein levels of VEGF, p-PI3K/PI3K, p-Akt/Akt, and p-eNOS/eNOS and mRNA levels of VEGF, PI3K, Akt, and eNOS. Moreover, the low-dose TCM group showed reductions in the serum VEGF level, the protein levels of VEGF, p-PI3K/PI3K, p-Akt/Akt, and p-eNOS/eNOS, and the mRNA levels of VEGF and eNOS (P<0.05, P<0.01). ConclusionModified SShaofu Zhuyutang can inhibit angiogenesis in endometriosis by antagonizing the abnormal activation of the VEGF/PI3K/Akt/eNOS-NO signaling pathway, thereby preventing the occurrence, development, and deterioration of endometriosis.
3.Quality Evaluation of Lycii Cortex and Roasted Lycii Cortex Based on Fingerprint and Content Determination
Yihuan WU ; Wenli ZENG ; Xuemei QIN ; Zongxin SHI ; Chengcheng HUANG ; Yuntao DAI
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(2):165-172
ObjectiveTo establish fingerprint profiles and a quantitative determination method for Lycii Cortex, providing a scientific basis for the formulation of quality standards for Lycii Cortex and its roasted products. MethodsHigh performance liquid chromatography(HPLC) was developed for the quantitative method for determining kukoamine B in Lycii Cortex and its roasted products on an Alphasil XD-C18 CH column(4.6 mm×250 mm, 5 μm). HPLC fingerprint profiles were established for 10 batches of Lycii Cortex and its roasted products, and ultra-performance liquid chromatography-quadrupole-time-of-flight mass spectrometry(UPLC-Q-TOF-MS) was used to identify the common peaks based on reference standards, literature and MS information. Quality evaluation indicators included yield of decoction pieces, appearance properties, content of kukoamine B, and fingerprint profiles. The temperature and time of the roasting process were investigated to select the optimal preparation process, which was then verified. Additionally, chemical pattern recognition was combined to assess the differences in the chemical composition of Lycii Cortex before and after roasting, as well as among samples from different origins. ResultsQuantitative analysis indicated that the contents of kukoamine B in Lycii Cortex and its roasted products were 0.35%-5.51% and 0.24%-4.15%, respectively. The transfer rate of kukoamine B was 58.6%-78.9% after roasting. The fingerprint profile analysis demonstrated that the method established in this study effectively separated kukoamine B from other components in the samples and distinctly differentiated it from its impurity peak, cis-N-caffeoylputrescine. The HPLC fingerprint profiles of Lycii Cortex and its roasted products showed high similarity(all above 0.95), with 7 common peaks identified and five common components, including kukoamine B, cis-N-caffeoylputrescine, N-coumaroyl tyramine, feruloyltyramine, and glucosyringic acid, confirmed. Process optimization confirmed that baking at 110 ℃ for 20 min was a stable and feasible method for roasting Lycii Cortex. Principal component analysis and cluster analysis showed that there was little difference in the chemical composition between raw and roasted Lycii Cortex, but the quality of Lycii Cortex from different origins differed greatly. ConclusionThis study successfully established the fingerprint profiles and a quantitative method for the effective component kukoamine B in Lycii Cortex and roasted Lycii Cortex. The qualitative and quantitative analyses clarified that the impact of the roasting process on the chemical composition of Lycii Cortex was less significant than the variations due to its geographical origin. The findings of this study offer a reference for the development of quality evaluation methods and the establishment of quality standards for Lycii Cortex and its processed products.
4.Expert Consensus on Clinical Application of Qinbaohong Zhike Oral Liquid in Treatment of Acute Bronchitis and Acute Attack of Chronic Bronchitis
Jian LIU ; Hongchun ZHANG ; Chengxiang WANG ; Hongsheng CUI ; Xia CUI ; Shunan ZHANG ; Daowen YANG ; Cuiling FENG ; Yubo GUO ; Zengtao SUN ; Huiyong ZHANG ; Guangxi LI ; Qing MIAO ; Sumei WANG ; Liqing SHI ; Hongjun YANG ; Ting LIU ; Fangbo ZHANG ; Sheng CHEN ; Wei CHEN ; Hai WANG ; Lin LIN ; Nini QU ; Lei WU ; Dengshan WU ; Yafeng LIU ; Wenyan ZHANG ; Yueying ZHANG ; Yongfen FAN
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(4):182-188
The Expert Consensus on Clinical Application of Qinbaohong Zhike Oral Liquid in Treatment of Acute Bronchitis and Acute Attack of Chronic Bronchitis (GS/CACM 337-2023) was released by the China Association of Chinese Medicine on December 13th, 2023. This expert consensus was developed by experts in methodology, pharmacy, and Chinese medicine in strict accordance with the development requirements of the China Association of Chinese Medicine (CACM) and based on the latest medical evidence and the clinical medication experience of well-known experts in the fields of respiratory medicine (pulmonary diseases) and pediatrics. This expert consensus defines the application of Qinbaohong Zhike oral liquid in the treatment of cough and excessive sputum caused by phlegm-heat obstructing lung, acute bronchitis, and acute attack of chronic bronchitis from the aspects of applicable populations, efficacy evaluation, usage, dosage, drug combination, and safety. It is expected to guide the rational drug use in medical and health institutions, give full play to the unique value of Qinbaohong Zhike oral liquid, and vigorously promote the inheritance and innovation of Chinese patent medicines.
5.Effects and mechanism of Qiangxin decoction on mitochondrion of rats with chronic heart failure
Meiling MAO ; Jianqi LU ; Zhide ZHU ; Yan PANG ; Liyu XIE ; Jiayong CHEN ; Xinyu WU ; Xiang XIAO ; Junshen LU ; Weiqi SHI
China Pharmacy 2025;36(2):160-165
OBJECTIVE To investigate the effects and potential mechanism of Qiangxin decoction on mitochondrion of rats with chronic heart failure (CHF). METHODS The CHF model was established by ligating the left anterior descending branch of the coronary artery. Modeled rats were divided into model group, Qiangxin decoction low-dose and high-dose groups (12.25, 24.50 g/kg, calculated by crude drug), and chemical medicine group (Sacubitril valsartan sodium tablets, 10.42 mg/kg), with 10 rats in each group; control group was set up without treatment. Each group of rats was orally administered with the corresponding medication or normal saline twice a day for 28 consecutive days. After the last medication, the contents of N-terminal pro-brain natriuretic peptide (NT-proBNP) and adenosine triphosphate (ATP) in serum and phosphatidic acid (PA) and cardiolipin (CL) in myocardial tissue were all detected; the pathological damage and collagen fibrosis of rat myocardial tissue were observed; the apoptosis of myocardial cells was determined; the ultrastructure of myocardial tissue was observed; the protein expressions of mitofusin 1 (Mfn1), Mfn2, optic atrophy protein 1 (OPA1) and dynamin-related protein 1 (Drp1) were all detected in myocardial tissue. RESULTS Compared with control group,the serum content of NT-proBNP, apoptotic rate of myocardial cells, and relative expressions of S-OPA1 and Drp1 proteins were all increased significantly; serum content of ATP,contents of PA and CL, and relative expressions of Mfn1, Mfn2 and L-OPA1 proteins were all significantly reduced (P<0.05). There were abnormal membrane tissue structure in various layers of myocardial tissue, degeneration and necrosis of myocardial cells, and severe fibrosis; the mitochondria were swollen, with reduced or absent cristae, and uneven matrix density. After intervention with Qiangxin decoction, the levels of the aforementioned quantitative indicators in serum and myocardial tissue of rats (excluding CL content in the Qiangxin decoction low- dose group) were significantly reversed (P<0.05); the pathological damage of myocardial tissue had significantly improved, fibrosis had significantly reduced, mitochondrial morphology tended to be normal, cristae had increased, and matrix density was uniform. CONCLUSIONS Qiangxin decoction can regulate myocardial mitochondrial function and structural integrity of CHF rats, thereby improving myocardial energy metabolism and antagonizing myocardial fibrosis, the mechanism of which may be associated with activating PA/Mfn/CL signaling pathway.
6.Effects and mechanism of Qiangxin decoction on mitochondrion of rats with chronic heart failure
Meiling MAO ; Jianqi LU ; Zhide ZHU ; Yan PANG ; Liyu XIE ; Jiayong CHEN ; Xinyu WU ; Xiang XIAO ; Junshen LU ; Weiqi SHI
China Pharmacy 2025;36(2):160-165
OBJECTIVE To investigate the effects and potential mechanism of Qiangxin decoction on mitochondrion of rats with chronic heart failure (CHF). METHODS The CHF model was established by ligating the left anterior descending branch of the coronary artery. Modeled rats were divided into model group, Qiangxin decoction low-dose and high-dose groups (12.25, 24.50 g/kg, calculated by crude drug), and chemical medicine group (Sacubitril valsartan sodium tablets, 10.42 mg/kg), with 10 rats in each group; control group was set up without treatment. Each group of rats was orally administered with the corresponding medication or normal saline twice a day for 28 consecutive days. After the last medication, the contents of N-terminal pro-brain natriuretic peptide (NT-proBNP) and adenosine triphosphate (ATP) in serum and phosphatidic acid (PA) and cardiolipin (CL) in myocardial tissue were all detected; the pathological damage and collagen fibrosis of rat myocardial tissue were observed; the apoptosis of myocardial cells was determined; the ultrastructure of myocardial tissue was observed; the protein expressions of mitofusin 1 (Mfn1), Mfn2, optic atrophy protein 1 (OPA1) and dynamin-related protein 1 (Drp1) were all detected in myocardial tissue. RESULTS Compared with control group,the serum content of NT-proBNP, apoptotic rate of myocardial cells, and relative expressions of S-OPA1 and Drp1 proteins were all increased significantly; serum content of ATP,contents of PA and CL, and relative expressions of Mfn1, Mfn2 and L-OPA1 proteins were all significantly reduced (P<0.05). There were abnormal membrane tissue structure in various layers of myocardial tissue, degeneration and necrosis of myocardial cells, and severe fibrosis; the mitochondria were swollen, with reduced or absent cristae, and uneven matrix density. After intervention with Qiangxin decoction, the levels of the aforementioned quantitative indicators in serum and myocardial tissue of rats (excluding CL content in the Qiangxin decoction low- dose group) were significantly reversed (P<0.05); the pathological damage of myocardial tissue had significantly improved, fibrosis had significantly reduced, mitochondrial morphology tended to be normal, cristae had increased, and matrix density was uniform. CONCLUSIONS Qiangxin decoction can regulate myocardial mitochondrial function and structural integrity of CHF rats, thereby improving myocardial energy metabolism and antagonizing myocardial fibrosis, the mechanism of which may be associated with activating PA/Mfn/CL signaling pathway.
7.The distribution pattern of traditional Chinese medicine syndromes and influencing factors for primary liver cancer: An analysis of 415 cases
Zhiyao SHI ; Xiaofei FAN ; Yu GAO ; Shaojian REN ; Shiyu WU ; Xixing WANG
Journal of Clinical Hepatology 2025;41(1):84-91
ObjectiveTo investigate the influencing factors for traditional Chinese medicine (TCM) syndromes of primary liver cancer, and to provide a theoretical basis for the TCM syndrome differentiation and standardized treatment of liver cancer. MethodsTCM syndrome differentiation was performed for 415 patients who were admitted to Shanxi Institute of Traditional Chinese Medicine and were diagnosed with primary liver cancer based on pathological or clinical examinations from January 2019 to December 2023. The chi-square test was used for comparison of categorical data between groups, and the unordered polytomous logistic regression model was used to investigate the influencing factors for TCM syndromes of liver cancer. ResultsThe common initial symptoms of the 415 patients with primary liver cancer included pain in the liver area (31.81%), abdominal distension (25.30%), abdominal pain (15.18%), and weakness (13.98%), and the main clinical symptoms included poor appetite (70.84%), fatigue (69.16%), pain in the liver area (67.47%), poor sleep (59.04%), abdominal distension (53.01%), and constipation (52.53%). There were significant differences in TCM syndromes between patients with different sexes, courses of the disease, clinical stages, Child-Pugh classes, presence or absence of intrahepatic and extrahepatic metastasis, and presence or absence of transcatheter arterial chemoembolization (TACE) and radiofrequency ablation (all P<0.05). The logistic regression analysis showed that male sex was a risk factor for damp-heat accumulation (odds ratio [OR]=2.036, P=0.048) and the syndrome of spleen-kidney Yang deficiency (OR=5.240, P<0.001); a course of disease of<1 year was a risk factor for damp-heat accumulation (OR=2.837, P=0.004) and syndrome of Qi stagnation and blood stasis (OR=2.317, P=0.021), but it was a protective factor against syndrome of spleen-kidney Yang deficiency (OR=0.385, P=0.005); Child-Pugh class A/B was a protective factor against liver-kidney Yin deficiency (OR=0.079, P<0.001); intrahepatic metastasis was a risk factor for liver-kidney Yin deficiency (OR=5.117, P=0.003) and syndrome of spleen-kidney Yang deficiency (OR=3.303, P=0.010); TACE was a protective factor against liver-kidney Yin deficiency (OR=0.171, P<0.001) and syndrome of spleen-kidney Yang deficiency (OR=0.138, P<0.001); radiofrequency ablation was a risk factor for damp-heat accumulation (OR=4.408, P<0.001) and liver-kidney Yin deficiency (OR=32.036, P<0.001). ConclusionSex, course of disease, Child-Pugh class, intrahepatic metastasis, TACE, and radiofrequency ablation are the main influencing factors for TCM syndromes of liver cancer.
8.Modified Shaofu Zhuyutang Mediates VEGF/PI3K/Akt/eNOS Signaling Pathway to Inhibit Angiogenesis in Endometriosis
Jiaxing WANG ; Qi SHI ; Quansheng WU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(7):81-90
ObjectiveTo explore the mechanism by which modified Shaofu Zhuyutang inhibits angiogenesis in endometriosis via the vascular endothelial growth factor (VEGF)/phosphatidylinositol 3-kinase (PI3K)/protein kinase B (Akt)/endothelial nitric oxide synthase (eNOS)-nitric oxide (NO) signaling pathway. MethodsEighty-four female SD rats were randomly assigned into blank, sham operation, model, positive control (gestrinone, 0.25 mg·kg-1), high-, medium-, and low-dose (30, 15, 7.5 g·kg-1, respectively) traditional Chinese medicine (TCM, modified Shaofu Zhuyutang) groups. A rat model of endometriosis was established by the autotransplantation method. After successful modeling, rats in the drug intervention groups were administrated with corresponding agents by gavage, and those in the blank, sham operation, and model groups received an equal volume of distilled water. After 28 days of gavage, rats were administrated with oxytocin, and the number and latency period of writhing responses were observed. Serum samples from each group, ectopic lesions from modeling groups, and uteri from blank and sham operation groups were collected. Hematoxylin-eosin staining was used to observe the pathological morphology of endometriotic lesions. Immunohistochemistry was employed to observe the expression of angiogenesis-specific markers cluster of differentiation 34 antigen (CD34) and friend leukemia virus integration-1 (FLI-1). Enzyme-linked immunosorbent assay and the nitrate reductase method were employed to determine the serum levels of VEGF and NO, respectively. Western blot was employed to measure the protein levels of VEGF, PI3K, phosphorylated PI3K (p-PI3K), Akt, phosphorylated Akt (p-Akt), eNOS, and phosphorylated eNOS (p-eNOS). Real-time fluorescence quantitative polymerase chain reaction (Real-time PCR) was conducted to determine the mRNA levels of VEGF, PI3K, Akt, and eNOS. ResultsThe blank group and the sham operation group had no significant changes in the number and latency period of writhing responses, serum VEGF and NO levels, protein levels of VEGF, p-PI3K/PI3K, p-Akt/Akt, and p-eNOS/eNOS, and mRNA levels of VEGF, PI3K, Akt, and eNOS. The model group showed an increase in the number and a reduction in the latency period of writhing responses, enlargement of ectopic endometrial tissue in the abdominal wall, with stromal hyperplasia, glandular dilation, and increased vasculature. In addition, the modeling led to increased positive expression of CD34 and FLI-1, elevated serum VEGF and NO levels, and up-regulated protein levels of VEGF, p-PI3K/PI3K, p-Akt/Akt, and p-eNOS/eNOS and mRNA levels of VEGF, PI3K, Akt, and eNOS (P<0.01). Compared with the model group, the gestrinone and high-, medium-, and low-dose TCM groups showed a significant reduction in the number of writhing responses, a significant prolongation of the latency period, reduced ectopic endometrial tissue in the abdominal wall, alleviated pathological damage, and reduced positive expression of CD34 and FLI-1. The gestrinone group and the high- and medium-dose TCM groups showed lowered serum VEGF and NO levels as well as down-regulated protein levels of VEGF, p-PI3K/PI3K, p-Akt/Akt, and p-eNOS/eNOS and mRNA levels of VEGF, PI3K, Akt, and eNOS. Moreover, the low-dose TCM group showed reductions in the serum VEGF level, the protein levels of VEGF, p-PI3K/PI3K, p-Akt/Akt, and p-eNOS/eNOS, and the mRNA levels of VEGF and eNOS (P<0.05, P<0.01). ConclusionModified SShaofu Zhuyutang can inhibit angiogenesis in endometriosis by antagonizing the abnormal activation of the VEGF/PI3K/Akt/eNOS-NO signaling pathway, thereby preventing the occurrence, development, and deterioration of endometriosis.
9.Study on the protective effect of saikosaponin C on acute liver injury in mice based on metabolomics
Xincun LI ; Donghui PENG ; Yongfu WANG ; Yamin SHI ; Mengjuan WU ; Zhihui FU ; Juan WANG
China Pharmacy 2025;36(5):552-557
OBJECTIVE To investigate the protective effect and mechanism of saikosaponin C (SSC) on acute liver injury (ALI) in mice induced by carbon tetrachloride (CCl4) based on serum metabolomics. METHODS Forty mice were divided into blank group (water), model group (water), positive control drug group (Biphenyl diester drop pills, 150 mg/kg), and SSC low- and high-dose groups (2.5, 10 mg/kg) using the random number table method, with 8 mice in each group. They were given water/ relevant drugs, once a day, for 7 consecutive days. One hour after the last administration, all mice were intraperitoneally injected with 0.2% CCl4 olive oil to induce ALI model, except for the blank group. After 17 hours of the modeling, the liver index of mice was calculated. The levels of aspartate aminotransferase (AST), alanine aminotransferase (ALT), lactate dehydrogenase (LDH), tumor necrosis factor-α (TNF-α), interleukin-6 (IL-6), and IL-1β in serum of mice were detected. The histopathological changes of liver tissue were observed. Meanwhile, the serum metabolomics of mice were analyzed by liquid chromatography-mass spectrometry. RESULTS Compared with the blank group, the levels of liver index, ALT, AST, LDH, TNF-α, IL-6, and IL-1β in the model group were significantly increased (P<0.01). Hepatocytes were edema, vacuolar degeneration, more necrosis, and a large number of inflammatory cells were infiltrated. Compared with the model group, liver index and serum index levels of mice were significantly decreased (P<0.05 or P<0.01), accompanied by marked improvement in histopathological damage to the liver tissue. The metabolomics results showed that compared with the model group, there were 63 up-regulated and 256 down-regulated differential metabolites in the serum of mice in the SSC high-dose group, including prostaglandin B2, 20-hydroxy-leukotriene B4, 5- hydroxy-L-tryptophan, 7α -hydroxycholesterol, etc.; these metabolites were primarily involved in metabolic pathways such as arachidonic acid metabolism, 5-hydroxytryptamine synapse, primary bile acid biosynthesis. CONCLUSIONS SSC exerts a protective effect against CCl4-induced ALI by down-regulating the level of key metabolites such as prostaglandin B2 and 20-hydroxy-leukotriene B4, and then ruducing metabolic pathways such as arachidonic acid metabolism, 5- hydroxytryptamine synapse, and primary bile acid biosynthesis.
10.Weighted gene co-expression network analysis and machine learning identification of key genes in rheumatoid arthritis synovium
Yingkai WU ; Gaolong SHI ; Zonggang XIE
Chinese Journal of Tissue Engineering Research 2025;29(2):294-301
BACKGROUND:Rheumatoid arthritis is a condition that affects the entire immune system in the body and is known for causing inflammatory hyperplasia in the joints and destruction of articular cartilage.The pathogenesis of rheumatoid arthritis is still unclear;therefore,there is an urgent need to discover new highly sensitive and specific diagnostic biomarkers. OBJECTIVE:To identify and screen key genes in the synovium of rheumatoid arthritis patients using bioinformatics techniques and machine learning algorithms and to construct and validate a rheumatoid arthritis prediction model. METHODS:Three datasets containing synovial tissue samples from rheumatoid arthritis patients(GSE77298,GSE55235,GSE55457)were downloaded from the Gene Expression Omnibus(GEO)database.GSE77298 and GSE55235 were used as the training set,while GSE55457 served as the test set,with a total of 66 samples,including 39 samples from rheumatoid arthritis patients and 27 normal synovial samples.Differentially expressed genes in the training set were selected using R language,and then the weighted gene co-expression network analysis was used to modularize the genes in the training set.The most relevant module was selected,and feature genes within this module were identified.Differentially expressed genes and the feature genes from the module were intersected for the subsequent machine learning analysis.Three machine learning methods,namely the least absolute shrinkage and selection operator algorithm,support vector machine with recursive feature elimination,and random forest algorithm,were employed to further analyze the intersected genes and identify the hub genes.The hub genes obtained from these three machine learning algorithms were intersected again to obtain the key genes in the synovium of rheumatoid arthritis.A predictive rheumatoid arthritis model was constructed using these key genes as variables,and the risk of developing rheumatoid arthritis in patients was inferred based on the model.The receiver operating characteristic curve was used to determine the diagnostic value of the rheumatoid arthritis prediction model and its key genes. RESULTS AND CONCLUSION:Through the differential analysis,a total of 730 differentially expressed genes were identified in the training set,and 185 feature genes were identified in the weighted gene co-expression network analysis feature modules.There were 159 intersected genes obtained.There were 4 hub genes identified by the least absolute shrinkage and selection operator algorithm,11 hub genes by the support vector machine with recursive feature elimination algorithm,and 5 hub genes by the random forest algorithm.After intersection,2 key genes(TNS3 and SDC1)were obtained.Based on the two key genes,a nomogram model was constructed in the training and test sets,with good fit between the calibration prediction curve and the standard curve,and good clinical efficacy in predicting the onset of rheumatoid arthritis.These findings indicate that TNS3 and SDC1,obtained based on bioinformatics and machine learning algorithms,may become key targets for the diagnosis and treatment of rheumatoid arthritis.

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