1.Weighted gene co-expression network analysis combined with machine learning to screen and validate biomarkers for osteoarthritis
Chinese Journal of Tissue Engineering Research 2026;30(5):1096-1105
BACKGROUND:Dyslipidemia affects chondrocyte metabolism and plays an important role in the occurrence and progression of osteoarthritis,yet its underlying mechanisms remain unclear.OBJECTIVE:To identify characteristic genes related to lipid metabolism in chondrocytes of osteoarthritis through the weighted gene co-expression network analysis combined with machine learning algorithms and to conduct the preliminary experimental validation.METHODS:Based on the weighted gene co-expression network analysis and linear models for microarray data,differentially co-expressed genes were identified.Machine learning methods were used for screening characteristic genes related to lipid metabolism.Protein-protein interaction analysis was conducted to explore the interaction network and Gene Ontology and Kyoto Encyclopedia of Genes and Genomes enrichment analyses were employed to investigate the signaling pathways involved in the differentially co-expressed genes.Subsequently,immune correlation analysis was utilized to identify the associations between the characteristic genes and immune infiltration patterns.Furthermore,in vitro molecular experiments were performed to validate the mRNA and protein levels of the characteristic genes.RESULTS AND CONCLUSION:(1)A total of 123 high-expression and 110 low-expression differentially co-expressed genes were identified after data normalization and application of principal component analysis,weighted gene co-expression network analysis,and linear models for microarray data.(2)Thirty-seven characteristic genes were screened using logistic regression,random forest,and support vector machine,among which SMPD3 and CYP4F3 were identified as two characteristic genes related to lipid metabolism.(3)Protein-protein interaction analysis revealed that SMPD3 and CYP4F3 proteins showed relatively low levels of interaction.(4)Gene Ontology analysis indicated that these genes were primarily enriched in multiple biological processes,including neutrophils and their immune responses,immune system processes,and neutrophil activation.Kyoto Encyclopedia of Genes and Genomes enrichment analysis suggested that they were mainly involved in key pathways such as extracellular matrix-receptor interaction and cell adhesion.(5)Cell type Identification by estimating relative subsets of RNA transcripts immune infiltration analysis showed significant differences in eight types of immune cells in osteoarthritis.Further correlation analysis revealed that SMPD3 was significantly positively correlated with resting dendritic cells(r=0.44,P=3.6×10-3)and significantly negatively correlated with neutrophils(r=-0.48,P=1.7×10-3),whereas CYP4F3 was significantly positively correlated with monocytes and neutrophils(r=0.76,P=7.6×10-9;r=0.73,P=6.0×10-8),and significantly negatively correlated with T follicular helper cells and resting dendritic cells(r=-0.38,P=0.01;r=-0.38,P=0.01).(6)In vitro molecular experiments demonstrated that SMPD3 mRNA and protein levels were significantly increased in the osteoarthritis group,while CYP4F3 mRNA and protein levels were decreased.To conclude,the lipid metabolism-related SMPD3 and CYP4F3 of osteoarthritis can serve as potential biomarkers for the targeted therapy of osteoarthritis and for assessing cartilage repair or degeneration,which provides a new strategy for exploring the relationship between dyslipidemia and osteoarthritis and for clinical targeted treatment in Chinese population.
2.Impact of optimized varicella vaccination strategy on varicella incidence among nursery children in Shenzhen
Chinese Journal of School Health 2026;47(5):728-731
Objective:
To analyze the epidemiological characteristics of varicella among nursery children in Shenzhen from 2015 to 2024, and to evaluate the impact of optimizing varicella vaccine (VarV) immunization strategies on varicella incidence.
Methods:
Varicella incidence data for nursery children in Shenzhen from 2015 to 2024 were obtained from the China Disease Prevention and Control Information System. The study period was divided into three phases:one dose self pay VarV (January 2015 to October 2017), two dose self pay VarV (November 2017 to October 2019), and two dose free VarV (November 2019 to December 2024). Interrupted time series (ITS) analysis was conducted to assess changes in the level and trend of varicella incidence associated with each phase of policy implementation.
Results:
A total of 27 517 varicella cases was reported among nursery children from 2015 to 2024, with an average annual incidence of 514.01/100 000. During the same period, 136 clustered outbreaks were reported in nursery institutions, involving a cumulative total of 1 091 cases. ITS analysis showed that during the self pay 1 dose stage, the varicella incidence among nursery children showed an upward trend, with an average monthly increase of 2.58/100 000 (95% CI =2.21/ 100 000 -2.95/100 000, P <0.01). After the implementation of the self pay 2 dose strategy, the incidence decreased, with a change in incidence of -26.12/100 000 (95% CI =-37.30/100 000 to -14.94/100 000) and a change in slope of -2.65/100 000 (95% CI = -3.38/100 000 to -1.93/100 000)(all P <0.01). After the implementation of the free 2 dose strategy, the incidence decreased further, with a change in incidence of -40.03/100 000 (95% CI =-50.39/100 000 to -29.66/100 000, P <0.01) and a change in slope of -0.56/100 000 (95% CI =-1.20/100 000-0.08/100 000, P =0.09).
Conclusion
The gradual optimization of the VarV vaccination strategy in Shenzhen from self pay 1 dose to free 2 dose has significantly reduced the varicella incidence among nursery children, demonstrating good short term control and long term intervention effectiveness.
3.Weighted gene co-expression network analysis combined with machine learning to screen and validate biomarkers for osteoarthritis
Chinese Journal of Tissue Engineering Research 2026;30(5):1096-1105
BACKGROUND:Dyslipidemia affects chondrocyte metabolism and plays an important role in the occurrence and progression of osteoarthritis,yet its underlying mechanisms remain unclear.OBJECTIVE:To identify characteristic genes related to lipid metabolism in chondrocytes of osteoarthritis through the weighted gene co-expression network analysis combined with machine learning algorithms and to conduct the preliminary experimental validation.METHODS:Based on the weighted gene co-expression network analysis and linear models for microarray data,differentially co-expressed genes were identified.Machine learning methods were used for screening characteristic genes related to lipid metabolism.Protein-protein interaction analysis was conducted to explore the interaction network and Gene Ontology and Kyoto Encyclopedia of Genes and Genomes enrichment analyses were employed to investigate the signaling pathways involved in the differentially co-expressed genes.Subsequently,immune correlation analysis was utilized to identify the associations between the characteristic genes and immune infiltration patterns.Furthermore,in vitro molecular experiments were performed to validate the mRNA and protein levels of the characteristic genes.RESULTS AND CONCLUSION:(1)A total of 123 high-expression and 110 low-expression differentially co-expressed genes were identified after data normalization and application of principal component analysis,weighted gene co-expression network analysis,and linear models for microarray data.(2)Thirty-seven characteristic genes were screened using logistic regression,random forest,and support vector machine,among which SMPD3 and CYP4F3 were identified as two characteristic genes related to lipid metabolism.(3)Protein-protein interaction analysis revealed that SMPD3 and CYP4F3 proteins showed relatively low levels of interaction.(4)Gene Ontology analysis indicated that these genes were primarily enriched in multiple biological processes,including neutrophils and their immune responses,immune system processes,and neutrophil activation.Kyoto Encyclopedia of Genes and Genomes enrichment analysis suggested that they were mainly involved in key pathways such as extracellular matrix-receptor interaction and cell adhesion.(5)Cell type Identification by estimating relative subsets of RNA transcripts immune infiltration analysis showed significant differences in eight types of immune cells in osteoarthritis.Further correlation analysis revealed that SMPD3 was significantly positively correlated with resting dendritic cells(r=0.44,P=3.6×10-3)and significantly negatively correlated with neutrophils(r=-0.48,P=1.7×10-3),whereas CYP4F3 was significantly positively correlated with monocytes and neutrophils(r=0.76,P=7.6×10-9;r=0.73,P=6.0×10-8),and significantly negatively correlated with T follicular helper cells and resting dendritic cells(r=-0.38,P=0.01;r=-0.38,P=0.01).(6)In vitro molecular experiments demonstrated that SMPD3 mRNA and protein levels were significantly increased in the osteoarthritis group,while CYP4F3 mRNA and protein levels were decreased.To conclude,the lipid metabolism-related SMPD3 and CYP4F3 of osteoarthritis can serve as potential biomarkers for the targeted therapy of osteoarthritis and for assessing cartilage repair or degeneration,which provides a new strategy for exploring the relationship between dyslipidemia and osteoarthritis and for clinical targeted treatment in Chinese population.
4.Association between physical activity level and dyslipidemia among freshmen of a medical college
Yushuang LUO ; Yan WANG ; Yanli LIU ; Jin ZHANG ; Minghui HE ; Wanhong HE ; Juan WU ; Yihan GU ; Chenyang ZHENG ; WANG WANG
Journal of Public Health and Preventive Medicine 2026;37(2):170-174
Objective To investigate the association between physical activity levels and blood lipids among college freshmen, and to provide scientific evidence for the health management of college freshmen. Methods An electronic questionnaire survey on physical activity was conducted on freshmen of a university, and fasting blood biochemical indicators were detected. The International Physical Activity Questionnaire (IPAQ) short form was used to evaluate the physical activity levels of the participants. Dyslipidemia was defined as an abnormality in any one of the following serum lipid parameters: total cholesterol, triglycerides, low-density lipoprotein cholesterol (LDL-C), high-density lipoprotein cholesterol (HDL-C), or non-high-density lipoprotein cholesterol. Binary logistic regression and stratified analyses were employed to explore the relationship between physical activity and blood lipids. Results A total of 3 401 participants were included, with an average age of 18.45 ± 0.92 years, and 60.5% were female. The prevalence of dyslipidemia was 17.7%, with a higher rate among males (22.1%) than females (14.8%). After adjusting for confounding factors related to blood lipids, high-intensity physical activity was negatively associated with the risk of elevated LDL-C among males (OR = 0.36, 95% CI: 0.13–0.99, P = 0.049). Conclusion Among freshmen at a medical college in Hubei Province, high-intensity physical activity is negatively associated with the risk of elevated LDL-C in males, but this association needs to be further confirmed by larger prospective cohort studies.
5.Impact of six lipid parameters on cognitive impairment in the elderly Chinese population: a prospective cohort study
Yanzhi YAN ; Keyong HUANG ; Yanyan ZHANG ; Yijin PEI ; Fangchao LIU ; Shufeng CHEN ; Jianxin LI ; Jie CAO ; Chong SHEN ; Jianfeng HUANG ; Dongsheng HU ; Dongfeng GU ; Xiangfeng LU
Chinese Journal of Preventive Medicine 2025;59(7):1069-1077
Objective:To investigate the relationship between lipid levels and cognitive impairment in the elderly Chinese population using prospective cohort data.Methods:Based on the China-PAR (Prediction for Atherosclerotic Cardiovascular Disease Risk in China) cohort, this study included 24 380 individuals aged ≥60 years who participated in the cognitive function follow-up survey from 2018 to 2019. Cognitive function was assessed using the Mini-Mental State Examination (MMSE), with cognitive impairment defined according to different educational levels: MMSE ≤17 for illiterate individuals, MMSE ≤20 for those with primary education and MMSE ≤24 for those with secondary education or above. Multivariable linear regression and logistic regression models were employed to examine the associations between six baseline lipid indicators and cognitive scores, as well as cognitive impairment. Additionally, restricted cubic splines were used to explore the exposure-dose relationship between lipid levels and cognitive function.Results:The study population had a median follow-up time of 11.6 years, with a baseline age of (59.7±6.8) years. Among the participants, 9 510 (39.0%) were males, and the mean MMSE score was 24.7±6.8. A total of 3 887 individuals (15.9%) were identified as cognitively impaired. The results of multivariable linear regression and logistic regression indicated that total cholesterol (TC), low-density lipoprotein cholesterol (LDL-C) and non-high-density lipoprotein cholesterol (non-HDL-C) levels were not only significantly positively associated with cognitive scores but also significantly associated with a lower risk of cognitive impairment. Each 1 mmol/L increase in these lipid levels corresponded to β values (95% CI) of 0.267 (0.173-0.361), 0.385(0.271-0.499) and 0.331(0.231-0.431), respectively. Each 1 mmol/L increase in these lipid levels corresponded to odds ratio ( OR) (95% CI) values of 0.915 (0.876-0.956), 0.875 (0.830-0.923) and 0.886 (0.848-0.927), respectively. The dose-response curve demonstrated that the negative association was primarily observed within the guideline-recommended optimal lipid level range. Specifically, when LDL-C was less than 3.4 mmol/L and non-HDL-C was less than 4.1 mmol/L, the corresponding OR (95% CI) values were 0.859 (0.796-0.926) and 0.876 (0.818-0.939). Conclusion:Lipid levels exhibit a certain linear negative association with cognitive impairment in elderly Chinese adults, with LDL-C and non-HDL-C demonstrating a stronger effect, particularly within the guideline-recommended optimal range.
6.Impact of six lipid parameters on cognitive impairment in the elderly Chinese population: a prospective cohort study
Yanzhi YAN ; Keyong HUANG ; Yanyan ZHANG ; Yijin PEI ; Fangchao LIU ; Shufeng CHEN ; Jianxin LI ; Jie CAO ; Chong SHEN ; Jianfeng HUANG ; Dongsheng HU ; Dongfeng GU ; Xiangfeng LU
Chinese Journal of Preventive Medicine 2025;59(7):1069-1077
Objective:To investigate the relationship between lipid levels and cognitive impairment in the elderly Chinese population using prospective cohort data.Methods:Based on the China-PAR (Prediction for Atherosclerotic Cardiovascular Disease Risk in China) cohort, this study included 24 380 individuals aged ≥60 years who participated in the cognitive function follow-up survey from 2018 to 2019. Cognitive function was assessed using the Mini-Mental State Examination (MMSE), with cognitive impairment defined according to different educational levels: MMSE ≤17 for illiterate individuals, MMSE ≤20 for those with primary education and MMSE ≤24 for those with secondary education or above. Multivariable linear regression and logistic regression models were employed to examine the associations between six baseline lipid indicators and cognitive scores, as well as cognitive impairment. Additionally, restricted cubic splines were used to explore the exposure-dose relationship between lipid levels and cognitive function.Results:The study population had a median follow-up time of 11.6 years, with a baseline age of (59.7±6.8) years. Among the participants, 9 510 (39.0%) were males, and the mean MMSE score was 24.7±6.8. A total of 3 887 individuals (15.9%) were identified as cognitively impaired. The results of multivariable linear regression and logistic regression indicated that total cholesterol (TC), low-density lipoprotein cholesterol (LDL-C) and non-high-density lipoprotein cholesterol (non-HDL-C) levels were not only significantly positively associated with cognitive scores but also significantly associated with a lower risk of cognitive impairment. Each 1 mmol/L increase in these lipid levels corresponded to β values (95% CI) of 0.267 (0.173-0.361), 0.385(0.271-0.499) and 0.331(0.231-0.431), respectively. Each 1 mmol/L increase in these lipid levels corresponded to odds ratio ( OR) (95% CI) values of 0.915 (0.876-0.956), 0.875 (0.830-0.923) and 0.886 (0.848-0.927), respectively. The dose-response curve demonstrated that the negative association was primarily observed within the guideline-recommended optimal lipid level range. Specifically, when LDL-C was less than 3.4 mmol/L and non-HDL-C was less than 4.1 mmol/L, the corresponding OR (95% CI) values were 0.859 (0.796-0.926) and 0.876 (0.818-0.939). Conclusion:Lipid levels exhibit a certain linear negative association with cognitive impairment in elderly Chinese adults, with LDL-C and non-HDL-C demonstrating a stronger effect, particularly within the guideline-recommended optimal range.
7.Application of non μ-opioids anaesthesia/analgesia based on quadratus lumborum block in emergency cesarean section under general anesthesia
Dongfeng MA ; Meilin AN ; Guixiang GUO ; Lei ZHANG ; Yu LI ; Fuyu TIAN ; Xinli HUANG
Chinese Journal of Integrated Traditional and Western Medicine in Intensive and Critical Care 2025;32(1):84-87
Objective To observe the analgesic and rehabilitation effects of non μ-opioids anesthesia/analgesia(NΜOA)based on quadratus lumborum block(QLB)in emergency cesarean section under general anesthesia.Methods The retrospective study method was adopted,50 pregnant women undergoing hysterectomy under emergency general anesthesia in Langfang People's Hospital from January 2023 to December 2024 were selected as the study objects.The patients were divided into μ-opioids anesthesia/analgesia(ΜOA)group and NΜOA group according to different anesthesia/analgesia methods,25 cases in each group.ΜOA group received ΜOA;NΜOA group received NΜOA+QLB.Incisional pain and uterine contraction pain numerical rating scale(NRS)at out of the post-anesthesia care unit(T1),intravenous injection of oxytocin(T2),press the palace bottom 24 hours(T3),out of bed activity after operation(T4)and first analgesic time of incision pain,first analgesic time of uterine contraction pain,first no vomiting eating time,first exhaust time was observed and recorded.The incidence of vasoactive agents during the anesthetic period,rescue analgesia,rescue antiemetic,constipation,sleep disturbance after operation within 48 hours after operation were also recorded.Results The NRS scores at T1,T2,T3 and T4 in ΜOA group were significantly higher than those in NΜOA group(incisional pain 3.36±1.25 vs.1.12±0.97,3.68±1.18 vs.2.00±0.91,5.76±1.67 vs.4.20±1.00,4.48±1.29 vs.3.32±0.95;uterine contraction pain 3.72±1.49 vs.1.24±1.05,4.64±1.60 vs.3.04±1.27,7.56±1.71 vs.5.16±1.37,3.56±0.22 vs.2.56±0.16,all P<0.05).The first analgesic time of incision pain,first analgesic time of uterine contraction pain in ΜOA group were significantly less than that in NΜOA group(hours:3.06±2.02 vs.17.48±10.93,2.68±2.22 vs.15.80±11.39,both P<0.05),the first no vomiting eating time,first exhaust time in ΜOA group were significantly longer than those in NΜOA group(hours:8.56±0.57 vs.6.32±0.14,15.44±1.42 vs.10.16±1.14,both P<0.05),the incidence of vasoactive agents,rescue analgesia,rescue antiemetic,constipation,sleep disturbance after operation within 48 hours in ΜOA group were significantly higher than those in NΜOA group[64.0%(16/25)vs.32.0%(8/25),48.0%(12/25)vs.20.0%(5/25),44.0%(11/25)vs.16.0%(4/25),64.0%(16/25)vs.36.0%(9/25),60.0%(15/25)vs.32.0%(8/25),all P<0.05].Conclusion NΜOA based on QLB safely and effectively reduced side effects of μ-opioids and enhanced recovery compared to ΜOA on emergency cesarean section patients undergoing general anesthesia.
8.Research progress on digital biomarkers related to motor symptoms in diagnosis and monitoring of Parkinson′s disease
Yi CHEN ; Yuanyuan FENG ; Haiying ZHANG ; Dongfeng LI ; Bo SHEN ; Li ZHANG
Chinese Journal of Neurology 2025;58(12):1331-1342
Parkinson′s disease (PD) is the second most common neurodegenerative disease. It is particularly important to find biomarkers with high sensitivity and specificity to capture the early features and evolution of the disease. As motor symptoms are the core symptomatic manifestation of PD and subtle changes in motor function occur early in the disease, the objectivity and broad applicability of digital devices make them ideal for screening and monitoring changes in motor function during the development of PD. Digital biomarkers related to motor symptoms in the diagnosis and monitoring of PD are reviewed in this article, with a view to providing some references for the clinical diagnosis and treatment of the disease.
9.Efficacy and safety of Tacrolimus in combination with glucocorticosteroid in treatment of IgA vasculitis nephritis in children
Fujuan LIU ; Chao SUN ; Yanan HAN ; Yanjun YANG ; Xin CHEN ; Meina YIN ; Peitong HAN ; Dongfeng ZHANG
Chinese Pediatric Emergency Medicine 2025;32(4):292-296
Objective:To assess the efficacy and safety of Tacrolimus(TAC)in combination with glucocorticosteroid(GC)for treating IgA vasculitis nephritis(IgAVN)in children.Methods:A retrospective analysis was conducted on pediatric patients who were diagnosed with IgAVN from January 2015 to January 2022 in Children's Hospital of Hebei Province.The patients presented with nephrotic-range proteinuria or persistent urine protein(>0.5g/24 h)despite adequate glucocorticoid and other treatments in patients who do not reach massive proteinuria levels.They were treated with TAC combined with GC. The following laboratory parameters were obtained for outcome assessment: 24-hour urinary protein excretion, serum albumin, serum creatinine levels, and fasting blood glucose measurements. The efficacy and adverse reactions of TAC were summarized.Results:A total of 97 children (55 males and 42 females) were included. The average age of diagnosis of IgA vasculitis was (8.65±2.46) years, and 95.9% of the children developed renal involvement within 30 days after diagnosis. Pathological examination of renal puncture: 5 cases of grade Ⅱa, 2 cases of grade Ⅱb, 31 cases of grade Ⅲa, 57 cases of grade Ⅲb, and 2 cases of grade Ⅳb.Remission rate at 3 months was 96.9%(94/97).Three patients failed to achieve clinical remission who were treaed with other immunosuppressants.After 1, 3, 6 and 12 months of TAC treatment, the urine protein levels of 94 children were lower than those before treatment, and the differences were statistically significant ( P < 0.05), showing a gradual downward trend. Serum albumin levels were higher than those before treatment, and the differences were statistically significant ( P < 0.05), showing a gradual upward trend.After 3 months and 6 months of TAC treatment, the serum creatinine and fasting blood glucose of the children increased. With the remission of the disease, TAC dosage decreased, the mean values of serum creatinine and fasting blood glucose decreased after 12 months of treatment.The average treatment time of TAC was (10.8±2.6) months, the average follow-up time was (3.33±1.56) years, and the longest follow-up time was 8 years. During the follow-up period, there were no serious adverse reactions such as gastrointestinal discomfort, liver function damage and severe infection. After stopping GC and TAC treatment, 80 children got sustained remission. Conclusion:The combination of TAC and GC has been proved to be effective in treating IgAVN in children.The overall effective rate is high,and clinical remission can be achieved quickly with relatively mild adverse reactions.
10.Icariside II attenuates isoproterenol-induced myocardial ischemia by regulating NLRP3/Caspase-1 axis
Wenzhong FENG ; Dong fei FANG ; Fangying TANG ; Jianmei GAO ; Fuchao CHEN ; Zhihao LI ; Cancan DUAN ; Yan ZHANG ; Ming YU ; Pingping WANG ; Jianyong ZHANG
Science of Traditional Chinese Medicine 2025;3(1):40-51
Background: Epimedii Folium, first recorded in the Shennong’s Classic of Materia Medica (Shen Nong Ben Cao Jing), is a traditional Chinese medicine (TCM) known for its effects of “benefiting Qi and strengthening the heart.” Icariside II (ICS II) is one of the main active components of Epimedii Folium, possessing cardiovascular protective and anti-inflammatory properties. However, the potential mechanisms of ICS II on myocardial ischemia (MI) remain unclear. Objective: The aim of the study was to investigate the effects and preliminary molecular mechanisms of ICS II in treating isoproterenolinduced MI in rats. Methods: A rat model of MI was established by subcutaneous injection of isoproterenol. Electrocardiography, echocardiography, myocardial enzymes analysis, heart weight index, triphenyltetrazolium chloride staining, histopathology, TUNEL staining, RT-qPCR, and Western blot were employed to evaluate the effects and preliminary molecular mechanisms of ICS II on MI rats. Results: Pharmacodynamic studies suggested that ICS II inhibited ST-segment elevation in electrocardiograms, improved cardiac function, reduced heart weight index and myocardial enzyme levels, decreased myocardial infarct size, alleviated cardiac histological damage, and inhibited apoptosis, thereby exerting cardioprotective effects in MI rats. Further studies revealed that ICS II may partially inhibit the expression of NLRP3/Caspase-1 axis-related targets at both protein and mRNA levels. Conclusions: Our findings indicate that ICS II exerts anti-MI effects, and its preliminary molecular mechanisms may be related to inhibiting the activation of the NLRP3/Caspase-1 axis to alleviate inflammatory responses.


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