ObjectiveTo investigate the value of predictive models established based on machine learning methods in predicting the risk of metabolic associated fatty liver disease （MAFLD）， and to analyze its key risk factors. MethodsA retrospective analysis was performed for the 50 variables of 2 168 healthy individuals who underwent physical examination in Department of Health Assessment， Xiyuan Hospital， China Academy of Chinese Medical Sciences， from January 2021 to December 2024， including body composition， past history， and laboratory tests， and according to whether they were diagnosed with MAFLD or not， they were divided into MAFLD group with 265 individuals and non-MAFLD group with 1 903 individuals. The Mann-Whitney U test was used for comparison of continuous data between two groups， and the chi-square test was used for comparison of categorical data between two groups. Randomly split the research data into a training set and a validation set in a 70% to 30% ratio. Predictive factors were screened from the training set data using univariate analysis， LASSO regression， and multivariate Logistic regression analysis. Predictive models were then constructed using seven machine learning methods： Logistic regression， decision tree， random forest （RF）， eXtreme gradient boosting， light gradient boosting machine， support vector machine， and artificial neural network. Model performance was evaluated by plotting receiver operating characteristic curve for the validation set and calculating the area under the curve （AUC）， sensitivity， specificity， and Youden index for each model. Furthermore， the SHapley Additive exPlanation （SHAP） method was used to analyze the contribution of variables in the optimal model. ResultsThe prevalence rate of MAFLD among the 2 168 subjects was 12.22% （265/2 168）. Smoking， diastolic blood pressure， phase angle， visceral fat area， muscle fat ratio， waist-to-hip ratio， aspartate aminotransferase， non-HDL-C/HDL-C ratio， triglyceride-glucose index， and gallstones were independent risk factors for MAFLD （all P<0.05）. The seven predictive models of support vector machine， eXtreme gradient boosting， decision tree， light gradient boosting machine， artificial neural network， RF， and Logistic regression had an AUC of 0.738， 0.754， 0.757， 0.786， 0.795， 0.796， and 0.815， respectively， in the validation set， among which the RF model had the best discriminatory ability （AUC=0.796， 95% confidence interval： 0.754 — 0.839）， with a sensitivity of 81.01%， a specificity of 63.16%， and a Youden index of 44.17%. The SHAP analysis showed that visceral fat area， waist-to-hip ratio， and diastolic blood pressure were the top three predictive factors in terms of importance. ConclusionThe RF model， constructed based on body composition and clinical indicators， has a good performance in predicting the risk of MAFLD， and its interpretability can help to identify high-risk individuals in the early stage in clinical practice.

Objective:To investigate the effect of childhood trauma on non-suicidal self-injury (NSSI) behavior in patients with depression.Method:Embase, PubMed, Cochrane Library, PsycINFO, China National Knowledge Infrastructure, Wanfang Data and China Biology Medicine dis were searched from inception to March 2024 for cross-sectional, case-control and cohort studies on childhood trauma and NSSI in patients with depression. Two researchers independently screened studies, extracted data, and assessed quality. The effect indicators were the odds ratio ( OR) of childhood trauma and school bullying to NSSI in the depressed population and the mean difference ( MD) of the childhood trauma subscale scores between the depressed population with and without NSSI. Meta-analysis was performed using Review Manager 5.3 and Stata17 software. Results:A total of 29 articles with 5 095 depressed patients were included. Childhood trauma was significantly associated with NSSI in patients with depression ( OR=2.91, 95% CI=2.01-4.21). Various forms of childhood trauma were related to NSSI behaviors in depressive patients: physical abuse ( MD=0.77, 95% CI=0.47-1.06), emotional abuse ( MD=2.99, 95% CI=2.10-3.88), physical neglect ( MD=1.17, 95% CI=0.47-1.87), emotional neglect ( MD=2.59, 95% CI=1.82-3.36), and sexual abuse ( MD=0.35, 95% CI=0.19-0.51). Additionally, school bullying among extra-family factors was identified as a risk factor for NSSI ( OR=2.16, 95% CI=1.46-3.18). Conclusion:Childhood trauma is a risk factor for NSSI behaviors in patients with depression. Different types of childhood trauma within the family, including various forms of abuse and neglect, and school bullying outside the family are related to NSSI behaviors in this population.

Objective To analyze the difference of serum Irisin in patients with type 2 diabetes mellitus(T2DM)and different degrees of arteriosclerosis lower extremity,and explore the relationship between irisin and inflammatory response.Methods A total of 120 patients with T2DM admitted to our hospital from June 2020 to June 2023 were enrolled in this study.All the patients were divided into simple T2DM group(n=32,0.9≤ABI<1.4),mild arteriosclerosis lower extremity group(MIA,n=49,0.7≤ABI<0.9),moderate arteriosclerosis lower extremity group(MOA,n=26,0.5≤ABI<0.7),and severe arteriosclerosis lower extremity group(SA,n=13,ABI<0.5)according to the patients'ankle brachial index(ABI).The relationship between serum Irisin and inflammatory response and the effect on the degree of arteriosclerosis of lower limbs were analyzed.Results Multivariate Logistic regression analysis showed that HbA1c,serum Irisin,hs-CRP,TNF-α,CysC and LP-PLA2 were independent influencing factors for severe arteriosclerosis lower extremity.Spearman correlation analysis showed that ABI was positively correlated with Irisin(P<0.05),and negatively correlated with hs-CRP,TNF-α,CysC and LP-PLA2(P<0.05).Restricted cubic spline analysis showed that serum Irisin was negatively correlated with severe arteriosclerosis lower extremity(P<0.05).Mediation effect model analysis showed that hs-CRP(β=0.149,95%CI 0.126～0.183),TNF-α(β=0.115,95%CI 0.096～0.147),CysC(β=0.096,95%CI 0.078～0.132),LP-PLA2(β=0.197,95%CI 0.166～0.214)all played a mediating effect between serum Irisin and the degree of arteriosclerosis of lower limbs.Conclusions The degree of lower extremity arteriosclerosis is negatively correlated with serum Irisin level in patients with T2DM,which reduces the risk of disease exacerbation by inhibiting inflammatory response.

Objective To explore the mechanism of total saponin from Panax japonicus(TSPJ)in alleviating neuroinflammation in experimental autoimmune encephalomyelitis(EAE)based on the activation of microglia mediated by MAPK signaling pathway.Methods In vivo experiments,mice were divided into normal group,model group and TSPJ low-and high-dosage groups.EAE mouse model was induced by myelin oligodendrocyte glycoprotein polypeptide.Each medication group was gavaged with corresponding drug solution once a day for 28 days.The number of Iba-1-positive cells was assessed using immunofluorescence,the protein expressions of tumor necrosis factor-α(TNF-α),interleukin(IL)-6,IL-1β and MAPK signaling pathway related factors were detected by Western blot.In vitro experiments,murine microglia BV2 were divided into normal group,model group and TSPJ low-and high-dosage groups.LPS+IFN-γ was used to induce M1 polarization of BV2 cells,medication groups were given TSPJ intervention,the content of nitric oxide(NO)in cell supernatant,the expression of M1 microglia markers and MAPK signaling pathway related factors were detected,and ERK and JNK signaling pathway inhibitors were further used to clarify the molecular mechanism of TSPJ antagonizing neuroinflammation.Results The results of in vivo experiments showed that compared with the normal group,the cell body and number of microglia in cerebral cortex of the model group mice increased significantly(P<0.01),and the protein expressions of TNF-α,IL-6,IL-1β,p-p38/p38,p-JNK/JNK,p-ERK1/2/ERK1/2 significantly increased(P<0.05,P<0.01);compared with the model group,the number of microglia in cerebral cortex of TSPJ low-and high-dosage groups significantly decreased(P<0.01),the expressions of TNF-α,IL-6,p-p38/p38,p-JNK/JNK,p-ERK1/2/ERK1/2 protein significantly decreased(P<0.05,P<0.01),and the expression of IL-1β protein in TSPJ high-dosage group significantly decreased(P<0.05).The results of in vitro experiments showed that compared with the normal group,the content of NO in cell supernatant of the model group significantly increased(P<0.01),the protein expressions of CD16,CD86,p-p38/p38,p-JNK/JNK,p-ERK1/2/ERK1/2 significantly increased(P<0.01);compared with the model group,the content of NO in cell supernatant of TSPJ low-and high-dosage groups significantly decreased(P<0.01),and the protein expressions of CD16,CD86,p-p38/p38,p-JNK/JNK,p-ERK1/2/ERK1/2 significantly decreased(P<0.05,P<0.01).TSPJ combined with ERK and JNK pathway inhibitors could further inhibit the expressions of TNF-α and IL-6,but there was no significant difference compared with inhibitors alone.Conclusion TSPJ can inhibit the activation of microglia by regulating MAPK signaling pathway,thereby reducing EAE induced central nervous inflammation.

Objective:To compare the etiological characteristics between influenza-like illness (ILI) cases in outpatient and emergency departments and those with severe acute respiratory infection (SARI) in Guangdong Province, hoping to provide scientific evidence for the treatment, prevention, and control of respiratory infectious diseases.Methods:Laboratory testing for multiple respiratory pathogens was conducted on 6 090 specimens collected from ILI and SARI cases in Guangdong Province from August to December 2023. Chi-square test was used to analyze the differences in positive rates. Results:The overall positive rate of respiratory pathogens was 49.5% (3 016/6 090). The positive rate was 54.5% (2 260/4 145) in ILI cases and 38.9% (756/1 945) in SARI cases. The overall positive rate was higher in ILI cases than in SARI cases across all genders and age groups, and in most cities of the province, with statistically significant differences ( P<0.05). No significant difference was found in the overall positive rate between different genders. However, the difference between different age groups was statistically significant( P<0.001), with the highest rate identified in children aged 5-14 years (57.2%, 957/1 673). The main pathogens detected in ILI cases were influenza virus, human rhinovirus/enterovirus, and Streptococcus pneumoniae, while in SARI cases they were Mycoplasma pneumoniae, human rhinovirus/enterovirus, and influenza virus. The positive rates of adenovirus, human parainfluenza virus, SARS-CoV-2, human coronavirus, influenza virus, and Streptococcus pneumoniae were significantly higher in ILI cases than in SARI cases, while the positive rate of Mycoplasma pneumoniae was significantly higher in SARI cases ( P<0.05). Moreover, ILI cases were characterized by a higher risk of coinfection compared with SARI cases, especially in males or those aged 25-59 years. Conclusions:There are differences in the detection rates and spectrum of respiratory pathogens between ILI and SARI cases in Guangdong Province. Case features should be considered when developing strategies for preventing and treating respiratory infections.

Objective:To characterize and compare the polysaccharide components of Panax japonicus with its common counterfeits (Dysosma versipellis, Lycopus lucidus and Dysosma pleiantha); To provide a scientific basis for the quality evaluation of polysaccharides of Panax japonicu.Methods:Crude polysaccharides were extracted using water and subsequently precipitated with ethanol. Three batches of total polysaccharides from Panax japonicus, Dysosma versipellis, Lycopus lucidus and Dysosma pleiantha were prepared using the savage deproteinization method. The molecular weight distribution, functional group characteristics and monosaccharide composition of each batch were analyzed using high performance gel filtration chromatography (HPGFC), fourier-transform infrared spectroscopy (FT-IR) and derivatization of 1-phenyl-3-methyl-5-pyrazolinone with high performance liquid chromatography (PMP-HPLC). Using DEAE column chromatography purification and specific enzymolysis, combined with high performance thin layer chromatography and carbohydrate gel electrophoresis, the saccharide profiles of polysaccharides of Panax japonicus and its counterfeits were analyzed and compared.Results:The molecular weight distribution of total polysaccharides from three batches of Panax japonicus exhibited high similarity, with a concentrated distribution ranging from 2.05×10 4 - 1.87×10 3 Da. However, the molecular weight distribution of total polysaccharides from Dysosma versipellis was scattered in regions 5.08×10 6-6.47×10 5 Da and 6.47×10 5-2.05×10 4 Da, while Lycopus lucidus and Dysosma pleiantha was scattered in regions 6.47×10 5-2.05×10 4 Da and 2.05×10 4-1.87×10 3 Da; the infrared spectra of all samples exhibited similarity, indicating that the sugar chains of each polysaccharide were predominantly linked by α-glycosidic bonds, with no significant differences was observed. In terms of monosaccharide composition, the polysaccharides from Panax japonicus, Dysosma versipellis and Dysosma pleiantha were mainly composed of glucose, galactose, arabinose, galacturonic acid, rhamnose and mannose. In contrast, the polysaccharides from Lycopus lucidus were distinct, primarily consisting of galactose and glucose; glycosidic linkage analysis revealed that the polysaccharides purified by DEAE column chromatography from Panax japonicus and its counterfeits were resistant to hydrolysis by β- galactosidase, but could be hydrolyzed by α-amylase and pectinase (except for Lycopus lucidus). The oligosaccharides produced by α-amylase hydrolysis of three batches of Panax japonicus polysaccharides were similar, showing clear differences from those of the counterfeits. The results of pectinase hydrolysis were correlated with the content of uronic acids. Conclusions:The total polysaccharides from Panax japonicus, Dysosma versipellis, Lycopus lucidus and Dysosma pleiantha exhibit significant differences in their molecular weight distributions. The monosaccharide composition of Lycopus lucidus polysaccharides is notably distinct, making it easily distinguishable from other species; purification using DEAE column chromatography, combined with HPTLC and polysaccharide analysis using carbohydrate gel electrophoresis (PACE), effectively differentiates the polysaccharides of Panax japonicus from its counterfeits. This approach provides a valuable reference for the quality analysis of polysaccharides in TCM. Additionally, it lays a foundation for the development and utilization of Panax japonicus polysaccharides.

OBJECTIVES: To construct a GA-BP neural network model based on the spectrum-effect relationship of Cassia seeds extract and test its performance for quality control of Cassia seeds using spectrum-effect score. METHODS: The HPLC fingerprints of Cassia seeds extract (0.1, 0.2, and 0.4 g/mL) were established. In a mouse model of 5-Fu-induced liver injury treated with 0.4, 0.8, and 1.6 g/kg of Cassia seeds extract, the pharmacodynamics parameters were measured to calculate the comprehensive efficacy using AHP-EWM. A GA-BP neural network model between the fingerprints and comprehensive efficacy was constructed, and the corresponding predicted comprehensive efficacy was obtained. The spectrum-effect relationship between the fingerprints and the measured and predicted comprehensive efficacy was established using grey correlation method followed by Gaussian fitting analysis. The spectral efficiency score was calculated using the relative peak area of the fingerprints and the correlation degree of the spectral efficiency. The reliability of the data was tested using the Z-ratio score method. The limit range of the spectral efficiency score was determined and the quality of the verification samples was evaluated. RESULTS: The error between the predicted value using the GA-BP neural network model and the measured value of the comprehensive efficacy was less than 0.2. Gaussian fitting analysis showed good fitting between the spectrum-effect relationship data of the measured and predicted comprehensive efficacy. The limit of the spectral efficiency score was 6.16-7.30. The prediction results for each verification group were consistent with the experimental results and within the limit of spectral efficiency score, and the results of Z-ratio score analysis demonstrated good data reliability. CONCLUSIONS The GA-BP neural network model can effectively predict the comprehensive efficacy of Cassia seeds extract, and the established spectrum-effect scoring method can be used for quality evaluation of samples.
Neural Networks, Computer ; Animals ; Seeds/chemistry* ; Mice ; Cassia/chemistry* ; Quality Control ; Drugs, Chinese Herbal/pharmacology* ; Plant Extracts/pharmacology* ; Male

OBJECTIVE: To observe the clinical efficacy of heat-sensitive moxibustion robot for improving the depressive state of methamphetamine addicts during withdrawal period. METHODS: A total of 60 patients with methamphetamine addiction accompanied with depressive state were randomly divided into an observation group (40 cases, 4 cases dropped out) and a control group (20 cases, 2 cases dropped out). The control group received routine health education and addiction treatment in compulsory isolation drug rehabilitation center. On the basis of the treatment in the control group, in the observation group, the heat-sensitive moxibustion robot was used to locate sensitive points at the Shenque (CV8) and Danzhong (CV17), and dual-point sparrow-pecking moxibustion was delivered for 60 min per session. The moxibustion therapy was performed 4 times in the 1st week, 3 times in the 2nd and 3rd weeks respectively, and 2 times in the 4th week, for 12 times totally. The scores of Hamilton depression scale (HAMD), self-rating depression scale (SDS), visual analogue scale (VAS) for drug craving, Hamilton anxiety scale (HAMA), self-rating anxiety scale (SAS), and Pittsburgh sleep quality index (PSQI) were observed before treatment, at the end of the 2nd and 4th weeks of treatment, and 4 weeks after the treatment completion (follow-up) in the two groups. RESULTS: At each time point after treatment, in the observation group, the HAMD, VAS, HAMA and PSQI scores were decreased compared with those before treatment (P<0.01, P<0.001); at the end of the 4th week of treatment and in follow-up, the SDS and SAS scores were decreased compared with those before treatment (P<0.001, P<0.01). Compared before treatment, there were no significant differences in the above scores at each time point after treatment in the control group (P>0.05). In the observation group, at each time point after treatment, the HAMD and VAS scores were lower than those in the control group (P<0.01, P<0.001, P<0.05); at the end of the 4th week of treatment and in follow-up, the SDS and HAMA scores were lower than those in the control group (P<0.05, P<0.001); at the end of the 4th week of treatment, the PSQI score was lower than that in the control group (P<0.01). CONCLUSION Heat-sensitive moxibustion robot effectively improves depression, anxiety and sleep quality, and reduces drug craving in methamphetamine addicts during withdrawal period.
Humans ; Moxibustion/methods* ; Male ; Adult ; Female ; Methamphetamine/adverse effects* ; Depression/therapy* ; Middle Aged ; Robotics ; Young Adult ; Amphetamine-Related Disorders/psychology* ; Acupuncture Points ; Substance Withdrawal Syndrome/psychology*

Objective To explore the similarities and differences in clinical efficacy and mRNA transcriptomics characteristics between acupuncture and shallow needling at non-acupoints and to provide a basis for determining whether shallow needling at non-acupoints is suitable as a sham acupuncture control in acupuncture clinical trials.Methods Eighty patients with chronic spontaneous urticaria(CSU)who visited the Dermatology Department of the Affiliated Hospital of Chengdu University of Traditional Chinese Medicine between July 8,2018 and to July 29,2019,were included.The patients were randomly divided into the acupuncture group(n=41)and the sham acupuncture group(n=39)using a computerized complete random design.Additionally,12 healthy individuals were included as the healthy control group.For patients in the acupuncture group,"Baihui(GV20),""Shenting(GV24),""Zhongwan(CV12),"and bilateral"Quchi(LI11),""Tianshu(ST25),""Xuehai(SP10),""Zusanli(ST36),"and"Sanyinjiao(SP6)"were selected for regular acupuncture.The sham acupuncture group received non-acupoint shallow needling at eight non-acupoints on the head,upper limbs,lower limbs,and abdomen.Both groups underwent daily treatment,with five consecutive days constituting one treatment course followed by a two-day interval.A total of two courses were administered.The urticaria activity score(UAS)was used to evaluate wheals and pruritus,whereas the visual analog scale(VAS)score was used to evaluate the degree of pruritus.Blinding effectiveness was also evaluated.Based on clinical evaluation and sample quality,serum samples from six patients in each treatment group before and after the intervention,along with those from six healthy individuals,were selected for RNA sequencing using the BGISEQ-500 sequencer.Differentially expressed mRNAs were identified using the"DEGseq"software package,and the similarities and differences in mRNA expression between the two groups were analyzed.Results UAS and VAS scores decreased in both groups at 1,2,3,and 4 weeks of treatment compared with before treatment(P＜0.01).The decrease in UAS and VAS scores in both groups was time-dependent(P＜0.01)but not related to the grouping or the interaction between grouping and time(P＞0.05).By the end of the second week of treatment,the number of patients in both groups who believed they had received true acupuncture was similar between the two groups,with no significant difference.mRNA transcriptomic sequencing revealed that,before and after treatment,the enrichment types and degrees of differentially expressed mRNA were similar between the acupuncture and sham acupuncture groups at the biological process,cellular component,and molecular function levels.In terms of biological processes,both groups were commonly enriched in coagulation,hematoma,oxygen transport,and gas transport.In terms of cellular components,both groups exhibited enrichment in hemoglobin complexes,platelet alpha granules,extracellular exosomes,extracellular organelles,and extracellular vesicles.At the molecular function level,both groups were commonly enriched in actin filament-binding substances,haptoglobin,peroxidase activity,and oxygen blood binding.In the Kyoto Encyclopedia of Genes and Genomes(KEGG)pathway enrichment analysis,both groups showed common enrichment in multiple entries such as cytokine-cytokine receptor interaction,ECM-receptor interaction,microRNAs in cancer,proteoglycans in cancer,bladder cancer,and malaria.Conclusion Acupuncture and sham acupuncture exhibited similar clinical treatment effects and mRNA transcriptomics profiles.In the design of acupuncture clinical trials,disease specificity should be carefully considered.Sham acupuncture control using non-acupoint shallow needling may not be suitable for skin diseases such as urticaria.

Objective To explore the mechanism of total saponin from Panax japonicus(TSPJ)in alleviating neuroinflammation in experimental autoimmune encephalomyelitis(EAE)based on the activation of microglia mediated by MAPK signaling pathway.Methods In vivo experiments,mice were divided into normal group,model group and TSPJ low-and high-dosage groups.EAE mouse model was induced by myelin oligodendrocyte glycoprotein polypeptide.Each medication group was gavaged with corresponding drug solution once a day for 28 days.The number of Iba-1-positive cells was assessed using immunofluorescence,the protein expressions of tumor necrosis factor-α(TNF-α),interleukin(IL)-6,IL-1β and MAPK signaling pathway related factors were detected by Western blot.In vitro experiments,murine microglia BV2 were divided into normal group,model group and TSPJ low-and high-dosage groups.LPS+IFN-γ was used to induce M1 polarization of BV2 cells,medication groups were given TSPJ intervention,the content of nitric oxide(NO)in cell supernatant,the expression of M1 microglia markers and MAPK signaling pathway related factors were detected,and ERK and JNK signaling pathway inhibitors were further used to clarify the molecular mechanism of TSPJ antagonizing neuroinflammation.Results The results of in vivo experiments showed that compared with the normal group,the cell body and number of microglia in cerebral cortex of the model group mice increased significantly(P<0.01),and the protein expressions of TNF-α,IL-6,IL-1β,p-p38/p38,p-JNK/JNK,p-ERK1/2/ERK1/2 significantly increased(P<0.05,P<0.01);compared with the model group,the number of microglia in cerebral cortex of TSPJ low-and high-dosage groups significantly decreased(P<0.01),the expressions of TNF-α,IL-6,p-p38/p38,p-JNK/JNK,p-ERK1/2/ERK1/2 protein significantly decreased(P<0.05,P<0.01),and the expression of IL-1β protein in TSPJ high-dosage group significantly decreased(P<0.05).The results of in vitro experiments showed that compared with the normal group,the content of NO in cell supernatant of the model group significantly increased(P<0.01),the protein expressions of CD16,CD86,p-p38/p38,p-JNK/JNK,p-ERK1/2/ERK1/2 significantly increased(P<0.01);compared with the model group,the content of NO in cell supernatant of TSPJ low-and high-dosage groups significantly decreased(P<0.01),and the protein expressions of CD16,CD86,p-p38/p38,p-JNK/JNK,p-ERK1/2/ERK1/2 significantly decreased(P<0.05,P<0.01).TSPJ combined with ERK and JNK pathway inhibitors could further inhibit the expressions of TNF-α and IL-6,but there was no significant difference compared with inhibitors alone.Conclusion TSPJ can inhibit the activation of microglia by regulating MAPK signaling pathway,thereby reducing EAE induced central nervous inflammation.