1.Analysis of sports supplement usage among grade 9 students and associated factors
GE Meiqin, CUI Yinchen, XUE Yaqi, BA Yi, CHEN Shuo, LAI Fengkun, ZHANG Hongyu, ZHEN Zhiping
Chinese Journal of School Health 2026;47(3):323-326
Objective:
To investigate the status and associated factors of sports supplement usage among grade 9 students, so as to provide a scientific basis for targeted supervision and health education regarding sports supplement usage among junior high school students.
Methods:
From June to September 2025, a stratified cluster random sampling method was used to select 2 261 grade 9 students from 10 provinces (autonomous regions, municipalities) in China. A questionnaire survey was conducted on their sports supplement usage and related factors. The Chi square test was used to compare the usage rates of sports supplements among different groups of students, and binary Logistic regression analysis was employed to investigate the related factors of sports supplement usage among grade 9 students.
Results:
Totally 59.7% of the grade 9 students used sports supplements. The usage rate (62.5%) was higher among boys than girls (56.3%), higher among students from rural areas and towns/counties (66.5%, 66.2%) than those from urban districts (52.9%), higher among boarding students (65.2%) than non resident students (54.3%), higher among students whose parents occupations were businessmen and workers (fathers: 65.0%, 63.7%; mothers: 63.6%, 61.1%) than those whose parents were farmers and civil servants (fathers: 57.5%, 54.1%; mothers: 58.8%, 55.7%), higher among students with a monthly family income of 5 000- 10 000 yuan (66.3%) than those in other income groups, and higher among students in the high score zone for the entrance physical examination to senior high school (67.7%) than those in the medium and low score zones ( 56.3% , 56.5%) ( χ 2=8.99, 42.21, 27.98, 20.55, 8.20, 22.74, 24.70, respectively, all P <0.05). Binary Logistic regression analysis showed that boys ( OR =1.26), those from rural areas ( OR =1.59), boarding students ( OR =1.36), those with a monthly family income of 5 000- 10 000 yuan ( OR =1.41), and those in the high score zone for entrance physical examination to senior high school ( OR =1.34) were more likely to use sports supplements during the entrance physical examination to senior high school; the probability of sports supplement usage was lower among students whose fathers were civil servants ( OR =0.74) (all P <0.05).
Conclusions
The usage of sports supplements is relatively common among grade 9 students. Intervention measures should be targeted at specific populations to reduce the risk of misuse.
2.Effects of Autonomic Neuromodulators on Atrial Electrical Remodeling and Histopathological Changes in a Rat Model of Atrial Fibrillation
Jiafei LI ; Zhenhao ZHANG ; Shuo WANG ; Ge TIAN ; Shuang WEN ; Yuxue YAN ; Ran CUI ; Zhen YE ; Yongchun CUI
Laboratory Animal and Comparative Medicine 2026;46(3):321-331
ObjectiveTo elucidate the effects of autonomic neuromodulators [calcium chloride (CaCl₂)-acetylcholine (ACh)] on atrial electrical remodeling and histopathological changes in rats, thereby providing evidence for further investigation into the pathological mechanisms by which autonomic imbalance induces atrial fibrillation (AF). MethodsTen 8-week-old male Sprague-Dawley (SD) rats were randomly divided into experimental and control groups, with 5 rats in each group. The experimental group received daily tail vein injections of a CaCl₂-ACh mixed solution for 28 days, while the control group received an equal volume of saline. Surface electrocardiograms were recorded before and after daily administration. On day 28 of administration, under isoflurane inhalation anesthesia, echocardiography was performed, and then the rats were euthanized by exsanguination under isoflurane anesthesia for tissue collection. Body weight and heart weight of rats were measured, and electrophysiological parameters including AF inducibility, conduction velocity, and conduction dispersion in isolated rat hearts were monitored using the MappingLab multichannel electrophysiological mapping system. HE staining was performed to evaluate atrial tissue architecture and inflammatory cell infiltration. The expression levels of matrix metalloproteinase 9 (MMP-9) and interleukin-1 beta (IL-1β) were analyzed by Western blotting. Masson staining was used to quantitatively analyze the proportional distribution of collagen fibers and myocardial fibers, and to calculate the area of collagen deposition, thereby evaluating the degree of myocardial fibrosis. Wheat germ agglutinin (WGA) staining was used to evaluate morphological changes of cardiomyocytes. Dihydroethidium (DHE) staining was used to detect the level of oxidative stress in atrial myocytes. Terminal deoxynucleotidyl transferase-mediated dUTP nick-end labeling (TUNEL) staining was used to detect atrial cell apoptosis. ResultsCompared with the control group, the experimental group showed obvious arrhythmias on electrocardiograms. Echocardiography after 28 days of administration revealed significant structural remodeling in the experimental group, with a marked increase in left atrial anteroposterior diameter (P < 0.05), and also showed cardiac dysfunction, with significant decreases in left ventricular ejection fraction and left ventricular fractional shortening (P < 0.01). Compared with the control group, the experimental group showed a significantly increased heart weight-to-body weight ratio (P < 0.05), a markedly higher AF inducibility (P < 0.001), a significantly slowed atrial conduction velocity (P < 0.05), an uneven isochronal map with irregular directions, and a significantly increased conduction dispersion (P < 0.01). HE staining showed that atrial myocytes in the experimental group were disorganized, with slight inflammatory cell infiltration. Western blotting showed that the expression levels of MMP-9 and IL-1β in the atrial tissue of the experimental group were significantly upregulated (P < 0.05). Masson staining showed a significant increase in collagen deposition and a significant increase in fibrosis area in the atrial tissue of the experimental group (P < 0.001). WGA staining showed that cardiomyocytes in the experimental group were significantly hypertrophied compared with the control group (P < 0.05). DHE staining and TUNEL staining revealed that the level of oxidative stress in atrial myocytes (P < 0.001) and the apoptotic rate (P < 0.01) were both significantly increased. Conclusion Daily tail vein injections of the autonomic neuromodulator CaCl₂-ACh mixed solution for 28 days can successfully induce AF in rats, accompanied by significant atrial structural remodeling, electrical remodeling, and oxidative stress.
3.Mechanism of Chidamide Combined with Compound Kushen Injection on Breast Cancer Cells Based on Transcriptomics
Yanxing BI ; Yuning LI ; Ge LI ; Wenping CUI ; Xiaolai YANG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(17):134-143
ObjectiveTo investigate the synergistic inhibitory effect of chidamide (CHI) combined with compound Kushen injection (CKI) on breast cancer MCF-7 cells and to elucidate the potential molecular mechanisms based on transcriptomics analysis. MethodsCell proliferation was detected by the methyl thiazolyl tetrazolium (MTT) assay, and the "one belt and one line" method was adopted to screen the optimal mass concentration for synergistic effect. According to the combination index (CI) values, cells were allocated into the blank, CHI (1.6 mg·L-1), CKI (0.4 g·L-1), and CHI+CKI (1.6 mg·L-1+0.4 g·L-1) groups. Transwell assay was employed to examine cell migration, and flow cytometry to measure cell cycle distribution and apoptosis rate. Transcriptome sequencing (RNA-seq) and weighted gene co-expression network analysis (WGCNA) were performed to screen the key modules highly correlated with the cell inhibition rate. Candidate genes were identified by intersecting module genes with differentially expressed genes (DEGs), followed by functional enrichment analysis. Western blot was employed to quantify the protein levels of histone deacetylase 1 (HDAC1), protein kinase A (PKA), cyclin-dependent kinase inhibitor 1 (p21), cAMP response element-binding protein (CREB) and its phosphorylated form (p-CREB), B-cell lymphoma-2 (Bcl-2), and Bcl-2-associated X protein (Bax) in cells of each group. ResultsCompared with the blank group, both CHI and CKI monotherapies inhibited the proliferation of MCF-7 cells in a mass concentration-dependent manner. Compared with the blank and monotherapy groups, CHI+CKI inhibited cell migration, increased the proportion of cells arrested in the G0/G1 phase, and elevated the apoptosis rate (P<0.01). WGCNA identified the MEred module strongly correlated with the inhibition rate (r=0.90, P<0.01), yielding 97 candidate genes upon intersection with DEGs. Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis indicated significant enrichment of the cAMP signaling pathway. Western blot results showed that compared with the blank group, all treatment groups down-regulated the expression of HDAC1, up-regulated the expression of PKA and p21, and increased the p-CREB/CREB and Bax/Bcl-2 ratios (P<0.01). Compared with the monotherapy groups, CHI+CKI further up-regulated the PKA and p21 expression and increased the p-CREB/CREB and Bax/Bcl-2 ratios (P<0.01). ConclusionThe combination of CHI and CKI exerts a significant synergistic anti-tumor effect. CHI exerts epigenetic regulation by inhibiting HDAC1, which, in combination with CKI, may further contribute to the activation of the cAMP/PKA/CREB signaling pathway, leading to up-regulation of p21 expression and the Bax/Bcl-2 ratio, thereby promoting cell cycle arrest and apoptosis.
4.Influencing Factors Analysis of the Dynamic Trajectories of Fasting Blood Glucose-Insulin Resistance in Patients With Type 2 Diabetes Mellitus
Xinyuan CUI ; Bojin XU ; Haiping ZHOU ; Juan DU ; Xiaoxu GE ; Yubin TANG ; Shan HUANG ; Wenfang PENG
Journal of Sun Yat-sen University(Medical Sciences) 2026;47(1):162-171
ObjectiveTo explore the long-term dynamic trajectories of fasting blood glucose (FBG) and insulin resistance (IR) in patients with type 2 diabetes mellitus (T2DM) and their influencing factors. MethodsThis retrospective cohort study included 1 896 T2DM patients registered at Tongren Hospital from May 2020 to May 2025. Based on longitudinal follow-up data of FBG and fasting insulin, joint latent class mixed models (JLMM) were applied to identify FBG-IR trajectories. Univariate and multinomial logistic regression was used to examine demographic characteristics, lifestyle, and clinical determinants of trajectory type. ResultsFour distinct FBG-IR trajectories were identified: stable FBG-IR (9.76%), rising FBG-stable IR (5.01%), stable FBG-elevated IR (75.90%), and elevated FBG-IR (9.34%). Compared with the stable FBG-IR group, age ≥60 years was protective against the elevated FBG-stable IR trajectory (OR=0.55, 95%CI:0.33-0.92, P=0.023). Highereducation increased the risk of stable FBG-elevated IR (OR=1.40, 95%CI:1.01-1.94, P=0.046). Abnormal blood pressure was associated with lower risks of stable FBG-elevated IR (OR=0.66, 95%CI:0.48-0.92, P=0.013) and elevated FBG-IR (OR=0.48, 95%CI:0.31-0.74, P=0.001). Non-drinkers were less likely to belong to the stable FBG-elevated IR trajectory (OR=0.39, 95%CI:0.16-0.95, P=0.038). ConclusionsThe evolution trajectory of FBG and IR in T2DM patients shows significant heterogeneity. The majority of patients have a deterioration of IR first. Age, education level, blood pressure, and alcohol consumption are the main influencing factors. Joint assessment of FBG and IR is helpful for early identification of high-risk individuals and guiding individualized intervention.
5.The bridging role of programmed cell death in association between periodontitis and rheumatoid arthritis
GE Ruiyang ; ZHOU Yingying ; MAO Haowei ; HAN Lei ; CUI Di ; YAN Fuhua
Journal of Prevention and Treatment for Stomatological Diseases 2025;33(6):457-465
Periodontitis and rheumatoid arthritis (RA) are chronic inflammatory diseases that share similar inflammatory mechanisms and characteristics. Programmed cell death (PCD) has recently garnered attention for its crucial role in regulating inflammation and maintaining tissue homeostasis, as well as for its potential to link these two diseases. The various forms of PCD--including apoptosis, pyroptosis, and necroptosis--are closely controlled by signaling pathways such as Toll-like receptor 4 (TLR4) /NF-κB and MAPK. These pathways determine cell fate and influence inflammatory responses, tissue destruction, and repair, and they both play important roles in the pathogenesis of RA and periodontitis. In periodontitis, periodontal pathogens such as Porphyromonas gingivalis (P. gingivalis) and its virulence factors, including lipopolysaccharide (LPS), induce pyroptosis and necroptosis in immune cells such as macrophages via the TLR4/NF-κB pathway, which leads to an excessive release of pro-inflammatory cytokines such as interleukin (IL)-1β and tumor necrosis factor (TNF)-α. Concurrently, these pathogens inhibit the normal apoptotic process of immune cells, such as neutrophils, prolonging their survival, exacerbating immune imbalance, and aggravating periodontal tissue destruction. Similarly, in RA synovial tissue, fibroblast-like synoviocytes (FLS) acquire apoptosis resistance through signaling pathways such as the Bcl-2 family, JAK/STAT, and NF-κB, allowing for the consistent proliferation and secretion of matrix metalloproteinases and pro-inflammatory cytokines. Meanwhile, the continuous activation of pyroptotic pathways in neutrophils and macrophages results in the sustained release of IL-1β, further exacerbating synovial inflammation and bone destruction. Notably, dysregulated PCD fosters inter-organ crosstalk through shared inflammatory mediators and metabolic networks. Damage-associated molecular patterns (DAMPs) and cytokines that originate from periodontal lesions can spread systemically, influencing cell death processes in synovial and immune cells, thereby aggravating joint inflammation and bone erosion. By contrast, systemic inflammation in RA can upregulate osteoclastic activity or interfere with the normal apoptosis of periodontal cells via TNF-α and IL-6, ultimately intensifying periodontal immune imbalance. This review highlights the pivotal bridging role of PCD in the pathogenesis of both periodontitis and RA, providing a reference for therapeutic strategies that target cell death pathways to manage and potentially mitigate these diseases.
6.Effects of Electroacupuncture with "Tonifying the Kidney and Dispelling Stasis" Acupoint Prescription on Sexual Function and Penile Vascular Endothelial Function in Diabetic Erectile Dysfunction Model Rats
Mingxi YAN ; Mengze LI ; Pingyu GE ; Chunxia LU ; Caihong XIAO ; Jin CUI
Journal of Traditional Chinese Medicine 2025;66(12):1265-1272
ObjectiveTo observe the effects of electroacupuncture with "tonifying the kidney and dispelling stasis" acupoint prescription on sexual function in diabetic erectile dysfunction (DMED)model rats, and to explore its possible mechanism of action. MethodsSPF male SD rats were randomly divided into 10 each in blank group, model group, Tadalafil group, and electroacupuncture group. DMED rat model was prepared by high glucose and high fat diet combined with intraperitoneal injection of streptozotocin. After successful modelling, rats in the electroacupuncture group were given electroacupuncture intervention of "tonifying the kidney and dispelling stasis" acupoint prescription once every other day; Tadalafil group was given Tadalafil solution 0.5 mg/kg·d by gavage, and the blank group, model group and electroacupuncture group were given 10 ml/kg pure water by gavage once a day. Each group was intervened for 30 days. The body mass and blood glucose level of the rats were detected on the 1st, 8th, 15th, 22nd days and at the end of the intervention, respectively. At the end of the intervention, the penile erection of the rats was observed by using the apomorphine test; the level of plasma endothelial cell microparticles (EMPs)was detected by flow cytometry; the histopathological morphology of the penile cavernous body was observed by HE staining, and the pathological morphology of the endothelial cells of the penile vasculature was observed by electron microscopy. Serum sex hormones including testosterone (T), follicle stimulating hormone (FSH), luteinising hormone (LH) and vascular endothelial function-related factors including vascular endothelial growth factor (VEGF), endothelin-1 (ET-1), lectin-like oxidized low-density lipoprotein receptor-1 (LOX-1), soluble E-selectin (sE-selectin), and soluble intercellular adhesion molecule-1 (sICAM-1) were measured by ELISA method. ResultsCompared with blank group, the model group, Tadalafil group, and electroacupuncture group all had lower body mass and higher blood glucose levels at each time of testing (P<0.01). Compared with the blank group, the number of penile erections reduced in the model group, the level of CD31+ EMPs increased, the levels of serum T, FSH, LH, and VEGF reduced, and the levels of serum ET-1, LOX-1, sE-selectin, and sICAM-1 increased (P<0.01). Compared with the model group, the Tadalafil group and the electroacupuncture group showed an increased number of penile erections decreased level of CD31+ EMPs, increased levels of serum T, FSH, LH, and VEGF, and decreased levels of serum ET-1, LOX-1, sE-selectin, and sICAM-1 (P<0.01). Compared with the Tadalafil group, serum T, FSH, LH, VEGF levels increased and ET-1, LOX-1 levels decreased in the electroacupuncture group (P<0.05 or P<0.01). HE staining and electron microscopic observation revealed that there was severe pathological damage to the cavernous tissue of the penis and vascular endothelial cells of the rat in the model group, which was ameliorated to a certain degree in both Tadalafil group and electroacupuncture group. ConclusionThe electroacupuncture prescription of "tonifying the kidney and dispelling stasis" can improve the erectile dysfunction of DMED rats, which is comparable to the effect of Tadalafi. Its mechanism of action may be related to the regulation of vascular endothelial function.
7.Assessment of perioperative pulmonary fluid volume using remote dielectric sensing (ReDSTM) non-invasive lung fluid measurement technology in transcatheter tricuspid valve-in-valve implantation: The first case report
Yuliang LONG ; Yuan ZHANG ; Xiaochun ZHANG ; Peng WANG ; Xiaotong CUI ; Wenzhi PAN ; Daxin ZHOU ; Junbo GE
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(04):571-574
One of its primary surgical treatments of tricuspid regurgitation is tricuspid valve biological valve replacement. Catheter tricuspid valve-in-valve implantation is a novel interventional alternative for biological valve failure. The non-invasive lung fluid measuring device remote dielectric sensing (ReDSTM) has been increasingly incorporated into clinical practice as a means of monitoring chronic heart failure in recent years. This report describes the process and outcomes of the first instance of perioperative lung fluid volume evaluation following transcatheter tricuspid valve implantation utilizing ReDSTM technology. The patient has a short-term, substantial increase in postoperative lung fluid volume as compared to baseline.
8.Separate and Combained Associations of PM 2.5 Exposure and Smoking with Dementia and Cognitive Impairment.
Lu CUI ; Zhi Hui WANG ; Yu Hong LIU ; Lin Lin MA ; Shi Ge QI ; Ran AN ; Xi CHEN ; Hao Yan GUO ; Yu Xiang YAN
Biomedical and Environmental Sciences 2025;38(2):194-205
OBJECTIVE:
The results of limited studies on the relationship between environmental pollution and dementia have been contradictory. We analyzed the combined effects of PM 2.5 and smoking on the prevalence of dementia and cognitive impairment in an elderly community-dwelling Chinese population.
METHODS:
We assessed 24,117 individuals along with the annual average PM 2.5 concentrations from 2012 to 2016. Dementia was confirmed in the baseline survey at a qualified clinical facility, and newly suspected dementia was assessed in 2017, after excluding cases of suspected dementia in 2015. National census data were used to weight the sample data to reflect the entire population in China, with multiple logistic regression performed to analyze the combined effects of PM 2.5 and smoking frequency on dementia and cognitive impairment.
RESULTS:
Individuals exposed to the highest PM 2.5 concentration and smoked daily were at higher risk of dementia than those in the lowest PM 2.5 concentration group ( OR, 1.603; 95% CI [1.626-1.635], P < 0.0001) and in the nonsmoking group ( OR, 1.248; 95% CI [1.244-1.252]; P < 0.0001). Moderate PM 2.5 exposure and occasional smoking together increased the short-term risk of cognitive impairment. High-level PM 2.5 exposure and smoking were associated with an increased risk of dementia, so more efforts are needed to reduce this risk through environmental protection and antismoking campaigns.
CONCLUSION
High-level PM 2.5 exposure and smoking were associated with an increased risk of dementia. Lowering the ambient PM 2.5, and smoking cessation are recommended to promote health.
Humans
;
Dementia/etiology*
;
Male
;
Aged
;
Female
;
Cognitive Dysfunction/etiology*
;
China/epidemiology*
;
Particulate Matter/analysis*
;
Smoking/epidemiology*
;
Air Pollutants/analysis*
;
Aged, 80 and over
;
Environmental Exposure/adverse effects*
;
Prevalence
;
Middle Aged
9.Diverse Subtypes of Cardiovascular Disease Risk Evaluated by Novel PREVENT Associated with Different Polycyclic Aromatic Hydrocarbon Metabolites.
Ye XIN ; Yu Cheng SUN ; Lin CHEN ; Feng Tao CUI ; Ying Ge DUAN ; Han Yun WANG ; Li CHEN ; Tian CHEN ; Pi Ye NIU ; Jun Xiang MA
Biomedical and Environmental Sciences 2025;38(10):1217-1229
OBJECTIVE:
To investigate the association of various polycyclic aromatic hydrocarbon (PAH) metabolites with diverse subtypes of cardiovascular disease (CVD) risk.
METHODS:
A novel predicting risk of cardiovascular disease EVENTs PREVENT equation was used to estimate the 10-year diverse subtypes of CVD risk, and their associations with PAH metabolites were analyzed using multiple logistic regression models, the weighted quantile sum (WQS) model, the quantile g-computation (qgcomp) model, and a stratified analysis of subgroups.
RESULTS:
For this study, six thousand seven hundred and forty-five participants were selected, and significant positive associations were observed between PAHs, naphthalene (NAP), and fluorene (FLU), and the risks of total CVD, atherosclerotic cardiovascular disease (ASCVD), and heart failure (HF). NAP and FLU were the primary contributors to the effects of PAH mixtures, and their associations with total CVD, ASCVD, and HF risk were significant in younger participants (30 ≤ age < 50 years); however, the associations of phenanthrene (PHEN) with ASCVD, HF, coronary heart disease (CHD), and stroke were dominant in aging participants (age ≥ 50 years). Notably, pyrene (PYR) was negatively associated with the risk of ASCVD, HF, CHD, and stroke. Similarly, negative associations of PYR with the four CVD subtypes were noticeable in aging participants.
CONCLUSION
Different PAHs metabolites had different impacts on each CVD subtype among different age groups. Notably, the protective effects of PYR on ASCVD, HF, CHD, and stroke were noticeable in aging individuals.
Humans
;
Cardiovascular Diseases/chemically induced*
;
Middle Aged
;
Polycyclic Aromatic Hydrocarbons/metabolism*
;
Male
;
Female
;
Adult
;
Aged
;
Risk Factors
;
China/epidemiology*
10.Construction of diagnostic model for Alzheimer's disease and immune analysis based on bioinformatics and machine learning
Linrui XU ; Yiyu ZHANG ; Jiaqi CUI ; Xianzhu CONG ; Shuang LI ; Jiayu GE ; Yujia KONG ; Suzhen WANG ; Fuyan SHI ; Jinrong WANG
Journal of Jilin University(Medicine Edition) 2025;51(4):1039-1051
Objective:To screen the Alzheimer's disease(AD)-related genes and construct its diagnostic model using bioinformatics technology and machine learning(ML)algorithms,to discuss the immunological characteristics of AD patients,and to provide novel biomarkers for AD diagnosis.Methods:The AD-related gene expression dataset GSE125583 was downloaded from the Gene Expression Omnibus(GEO)database.Differentially expressed genes(DEGs)were identified through differential analysis.Gene Ontology(GO)functional enrichment and Kyoto Encyclopedia of Genes and Genomes(KEGG)signaling pathway enrichment analyses were performed to explore the biological functions and signaling pathways of DEGs.A protein-protein interaction(PPI)network was constructed,and hub genes were screened using Cytoscape software combined with three ML algorithms:Least Absolute Shrinkage and Selection Operator(LASSO),eXtreme Gradient Boosting(XGBoost),and Random Forest(RF).The screened hub genes were utilized to build an AD diagnostic model via RF,followed by feature importance ranking.The model's efficacy and key genes were evaluated using a test set.Single-sample gene set enrichment analysis(ssGSEA)was used for immune cell infiltration analysis between AD group and control group.Results:Differential analysis identified 1 287 DEGs.The GO functional enrichment analysis results revealed that DEGs were primarily involved in biological functions related to neural signaling,synapses,and vesicles.KEGG signaling pathway enrichment analysis indicated significant enrichment of DEGs in ion transport,neurotransmitter,and ligand-gated channel pathways.Nine overlapping hub genes were screened by the three ML algorithms.In the AD diagnostic model,the top four key genes with highest diagnostic performance were adenylate cyclase-activating polypeptide 1(ADCYAP1),brain-derived neurotrophic factor(BDNF),platelet-derived growth factor receptor β(PDGFRB),and C-X-C motif chemokine receptor 4(CXCR4),with corresponding area under the curve(AUC)values of 0.852,0.795,0.820,and 0.756,respectively.The model achieved an AUC of 0.828,accuracy of 81.25%,sensitivity of 84.40%,and specificity of 71.43%.The immune cell infiltration analysis results demonstrated higher infiltration of macrophages,monocytes,natural killer(NK)cells,and lymphocytes in AD tissue.Among these,NK/natural killer T(NKT)cells and plasmacytoid dendritic cells showed significant correlations with the four key genes(P<0.05).Conclusion:The feature genes screened based on bioinformatics and ML exhibit diagnostic potential for AD.Genes such as ADCYAP1 may serve as potential biomarkers for AD diagnosis,offering significant implications for early prevention and treatment.


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