1.Discriminant analysis of pulmonary tuberculosis patients and pneumonia patients based on machine learning
Minli Chang ; Shuping You ; Xiaodie Chen ; Zhifei Chen ; Yanling Zheng
Acta Universitatis Medicinalis Anhui 2025;60(3):507-514
Objective :
To explore the feasibility of machine learning methods in the discrimination of tuberculosis patients.
Methods :
The data of 15 observation indicators of 860 patients were obtained from a tertiary hospital. Through in-depth mining and analysis of the data, support vector machine, random forest and neural network model methods were used to discriminate the diseases of patients.
Results :
The accuracies of the TB suspected patient discrimination models based on support vector machine, random forest and neural network were 90%, 91% and 88%, respectively.
Conclusion
All three machine learning methods can be used for discriminative analysis of suspected tuberculosis patients. In comparison, random forest performs better in discriminating patients with tuberculosis from those with pneumonia.
2.Spatial and temporal epidemiological characteristics of tuberculosis in Shache county, Kashgar region, 2019—2021
Xiaodie Chen ; Yimamu Maiwulajiang ; Minli Chang ; Lining Zhang ; Yanling Zheng
Acta Universitatis Medicinalis Anhui 2025;60(5):937-944
Objective:
To investigate the characteristics of temporal and spatial distribution of tuberculosis epidemics in Shache County, Kashgar Region, Xinjiang.
Methods:
Information on the incidence of tuberculosis in Sacha County from 2019—2021 was collected and spatiotemporally analyzed by applying the circular distribution method, local spatial autocorrelation analysis, hot and cold spot analysis, directional distribution and spatial center of gravity methods.
Results :
The total number of tuberculosis cases in Shache County in 2019—2021 was 8 345, of which 52.03%were male and 47.97% were female, and the patients were predominantly 60-75 years old. The number of reported incidences of TB in Tagarqi Township, Shache Township, and Chajek Township ranked among the top three in the county. Spring and summer were the disease-prone seasons for TB, and mid-March to mid-July was the period of high disease incidence. Misha Township and Ishkuli Township are the “high and high” gathering areas, while the “low and low” gathering areas are mainly concentrated in Khoshrav Township and Karasu Township. The hotspots of TB incidence in Shache county were Tagarqi township, Misha township, and Ishkuli township. During the study period, the center of gravity of TB incidence in Shache county of Kashgar area gradually shifted from the southwest to the northeast.
Conclusion
In Shache county, there is a certain degree of aggregation of tuberculosis outbreaks, with more men than women reporting illnesses, a larger proportion of older people, and a strong seasonal incidence of the disease, with Mixia township and Ishikuli township being the key areas of incidence. Relevant departments should continue to strengthen the disease surveillance of key populations and regions during the high incidence of tuberculosis, and take appropriate intervention measures to reduce the risk of tuberculosis transmission.
3.Combination of the LPS/TLR4 Pathway and Fecal Metabolomics Analysis Reveals the Chronic Inflammatory Mechanism of Early Atherosclerosis in Tibetan Miniature Pigs
Qinqin YANG ; Songtao XU ; Yueqin CAI ; Yongming PAN ; Junjie HUANG ; Keyan ZHU ; Minli CHEN ; Xiaoping XU
Cardiology Discovery 2025;05(2):121-132
Objective::This study aimed to elucidate the effect of the lipopolysaccharides/toll-like receptor 4 (LPS/TLR4) pathway on early atherosclerosis (AS) development and its associated changes in fecal metabolites, thereby providing an experimental foundation for strategies to prevent and treat early AS.Methods::Twelve Tibetan miniature pigs aged 4-5 months were divided into normal control (NC) group and AS group (6 pigs in each). The group assignment was primarily based on body weight; Secondary criteria, including glucose, lipid profiles, and inflammatory indices, were considered to ensure balanced baseline characteristics between the 2 groups (all P > 0.05). AS group received a high-fat diet for 16 weeks to establish an AS model, while the NC group received a normal diet. Subsequently, serum levels of lipids and various inflammation and oxidative stress markers were measured. Pathological changes in the aorta and colon tissue, LPS/TLR4 pathway-associated protein expressions in the aorta, as well as occludin and zonula occludens-1 in the colon were also assessed. Proton nuclear magnetic resonance spectra technology was employed for the metabolomic analysis of fecal extracts. Results::The lipid metabolism was disrupted in AS group, with significantly higher total cholesterol, high-density lipoprotein cholesterol, and low-density lipoprotein cholesterol levels ((12.24 ± 5.24) mmol/L vs. (1.86 ± 0.27) mmol/L, P = 0.004,6; (2.39 ± 0.50) mmol/L vs. (0.83 ± 0.07) mmol/L, P = 0.000,5; (6.94 ± 2.87) mmol/L vs. (0.77 ± 0.18) mmol/L, P = 0.003,3), as compared to that in NC group. Serum factors, including LPS, tumor necrosis factor-α, and malondialdehyde levels of AS group were significantly higher than that of NC group ((1,230.00 ± 192.70) EU/L vs. (695.70 ± 213.70) EU/L), P = 0.001,1; (424.20 ± 176.90) ng/L vs. (51.20 ± 26.61) ng/L, P = 0.023,5; (3.60 ± 0.77) nmol/mL vs. (2.62 ± 0.21) nmol/mL, P = 0.025,4). Pathological evaluations revealed prominent lipid deposition area in the aortic arch, thoracic aorta, and abdominal aorta of the AS group compared with that of the NC group (4.17% ± 2.30% vs. 0, P = 0.006,7; 6.23% ± 2.95% vs. 0, P = 0.003,6; 3.78% ± 2.18% vs. 0, P = 0.008,1). TLR4, nuclear factor kappa-B p65, and tumor necrosis factor-α expression in the aorta tissue of the AS group were upregulated, whereas occludin and zonula occludens-1 expression in colon tissues was downregulated. Additionally, metabolomics identified significant differences in 21 metabolites in the feces of the AS group compared to the NC group, with further analysis linking these differences to amino acid metabolism. Conclusions::The Tibetan miniature pig model of early AS induced by high-fat intake displayed pronounced chronic inflammation. Preliminary findings suggest that the underlying mechanisms may be associated with the LPS/TLR4 pathway and intestinal metabolic disorders.
4.Combination of the LPS/TLR4 Pathway and Fecal Metabolomics Analysis Reveals the Chronic Inflammatory Mechanism of Early Atherosclerosis in Tibetan Miniature Pigs
Qinqin YANG ; Songtao XU ; Yueqin CAI ; Yongming PAN ; Junjie HUANG ; Keyan ZHU ; Minli CHEN ; Xiaoping XU
Cardiology Discovery 2025;05(2):121-132
Objective::This study aimed to elucidate the effect of the lipopolysaccharides/toll-like receptor 4 (LPS/TLR4) pathway on early atherosclerosis (AS) development and its associated changes in fecal metabolites, thereby providing an experimental foundation for strategies to prevent and treat early AS.Methods::Twelve Tibetan miniature pigs aged 4-5 months were divided into normal control (NC) group and AS group (6 pigs in each). The group assignment was primarily based on body weight; Secondary criteria, including glucose, lipid profiles, and inflammatory indices, were considered to ensure balanced baseline characteristics between the 2 groups (all P > 0.05). AS group received a high-fat diet for 16 weeks to establish an AS model, while the NC group received a normal diet. Subsequently, serum levels of lipids and various inflammation and oxidative stress markers were measured. Pathological changes in the aorta and colon tissue, LPS/TLR4 pathway-associated protein expressions in the aorta, as well as occludin and zonula occludens-1 in the colon were also assessed. Proton nuclear magnetic resonance spectra technology was employed for the metabolomic analysis of fecal extracts. Results::The lipid metabolism was disrupted in AS group, with significantly higher total cholesterol, high-density lipoprotein cholesterol, and low-density lipoprotein cholesterol levels ((12.24 ± 5.24) mmol/L vs. (1.86 ± 0.27) mmol/L, P = 0.004,6; (2.39 ± 0.50) mmol/L vs. (0.83 ± 0.07) mmol/L, P = 0.000,5; (6.94 ± 2.87) mmol/L vs. (0.77 ± 0.18) mmol/L, P = 0.003,3), as compared to that in NC group. Serum factors, including LPS, tumor necrosis factor-α, and malondialdehyde levels of AS group were significantly higher than that of NC group ((1,230.00 ± 192.70) EU/L vs. (695.70 ± 213.70) EU/L), P = 0.001,1; (424.20 ± 176.90) ng/L vs. (51.20 ± 26.61) ng/L, P = 0.023,5; (3.60 ± 0.77) nmol/mL vs. (2.62 ± 0.21) nmol/mL, P = 0.025,4). Pathological evaluations revealed prominent lipid deposition area in the aortic arch, thoracic aorta, and abdominal aorta of the AS group compared with that of the NC group (4.17% ± 2.30% vs. 0, P = 0.006,7; 6.23% ± 2.95% vs. 0, P = 0.003,6; 3.78% ± 2.18% vs. 0, P = 0.008,1). TLR4, nuclear factor kappa-B p65, and tumor necrosis factor-α expression in the aorta tissue of the AS group were upregulated, whereas occludin and zonula occludens-1 expression in colon tissues was downregulated. Additionally, metabolomics identified significant differences in 21 metabolites in the feces of the AS group compared to the NC group, with further analysis linking these differences to amino acid metabolism. Conclusions::The Tibetan miniature pig model of early AS induced by high-fat intake displayed pronounced chronic inflammation. Preliminary findings suggest that the underlying mechanisms may be associated with the LPS/TLR4 pathway and intestinal metabolic disorders.
5.Guanxinning Tablet Improves Early Heart Failure in Rats by Regulating Intestinal Microflora
Yan ZHANG ; Yu HUANG ; Quanxin MA ; Songtao XU ; Liye SHEN ; Yanyun XU ; Minli CHEN ; Yili RONG
Chinese Journal of Modern Applied Pharmacy 2024;41(8):1056-1065
OBJECTIVE
To investigate the effect of Guanxinning tablets(GXN) on early heart failure model rats, and to explore the protective mechanism of GXN on heart failure rats from the perspective of intestinal flora.
METHODS
Six rats who underwent sham operation were set as sham operation group. Took 80 SD rats to undergo aortic arch stenosis and established a heart failure rat model. The surviving rats were divided into 4 groups, namely the model control group, the positive control group(captopril tablets 12.5 mg·kg–1), high-dose and low-dose of GXN group(600, 1 200 mg·kg–1). The 4 groups were administered continuously for 8 weeks. Cardiac ultrasonography was performed every 4 week. Serum NT-proBNP, hs-CRP, IL-6, TNF-α, SOD and MDA levels were measured. The effects of GXN on the structure and function of intestinal flora were observed based on the high-throughput sequencing technology and bioinformatics analysis of 16S gut microbiome.
RESULTS
Compared to the model control group, after giving different doses of GXN, the survival rate of rats increased, and the thickness of the ventricular wall decreased to varying degrees. The weight of the heart and coefficient of the heart were all reduced. GXN could also reduce the level of inflammatory factors, inhibit the level increase of NT-proBNP in rats, and increase the activity of serum SOD. In addition, GXN intervention could significantly improve the intestinal flora diversity of rats with heart failure, the possible target genera of GXN were Akkermansia genera, Phascolarctobacterium genera and Oxalobacter genera. The effect of GXN on intestinal function in rats with heart failure might be concentrated in non-homologous end-joining, influenza A, carotenoid synthesis, indole alkaloids biosynthesis, betalain biosynthesis, renin-angiotensin system and other biological pathways.
CONCLUSION
The protective effect of GXN on early heart failure rats may be related to the regulation of intestinal flora pathway.
6.Effects of 1470 nm Semiconductor Laser on Vaporization Ablation,Cutting,and Coagulation in Ex Vivo Animal Tissue
Guo ZHENG ; Yongming PAN ; Junjie HUANG ; Hui ZHANG ; Chen YU ; Minli CHEN ; Qingfeng XU ; Heng HUANG
Laboratory Animal and Comparative Medicine 2024;44(3):279-288
Objective To observe the effects of a 1 470 nm semiconductor laser on vaporization cutting,coagulation,and thermal injury of ex vivo animal tissues,aiming to explore the feasibility of its application in the treatment of benign prostatic hyperplasia.Methods The experimental group and control group were treated with HANS-D1 and ML-DD01FI 1 470 nm semiconductor laser therapy equipment,respectively.Fresh ex vivo pig bladder tissue was exposed to lasers with the optical fiber placed at distances of 0.5 cm and 1 cm from the tissue for 5 s.The effects of layers at powers of 60,90,120,150,and 160 W on tissue injury were observed.Ex vivo dog prostate and pig kidney tissues were used for vaporization ablation and cutting to observe the effects of lasers at the same power levels on tissue vaporization and cutting thermal injury.Additionally,in coagulation mode,the effects of 30,40,and 50 W semiconductor lasers on tissue coagulation were observed after irradiating ex vivo pig kidney tissue for 5,10,and 15 seconds.Results When the optical fiber was placed 1 cm away from the tissue,the 1 470 nm semiconductor lasers did not cause accidental damage to adjacent normal bladder tissue.However,at a distance of 0.5 cm,the 120 W,150 W,or 160 W lasers caused slight damage to the bladder tissue.In addition,with the increase in output power,the vaporization ablation efficiency of 60-160 W lasers on dog prostate tissue gradually increased,showing a good linear correlation between vaporization volume and total energy consumption(P<0.001).Histopathological HE staining results indicated that the coagulation layer thickness in the experimental group was 292.20-309.98 μm,and the vaporization layer depth was 1.49-4.52 mm.In the control group,the coagulation layer thickness was 289.91-303.53 μm,and the vaporization layer depth was 1.88-4.43 mm.There was no significant difference between the two groups(P>0.05).Moreover,when performing vaporization cutting on ex vivo pig kidney tissue with a cross-sectional area of 1 cm2,the efficiency of vaporization cutting by the 60-160 W 1 470 nm semiconductor lasers increased with the increase in output power(P<0.05).The coagulated layer thickness in the experimental group was 496.04-514.47 μm,while that in the control group was 489.39-518.53 μm.Additionally,in coagulation mode,when ex vivo pig kidney tissue was irradiated for 5,10,and 15 s with 30,40,and 50 W semiconductor lasers,the coagulation diameter,groove depth,and coagulation efficiency gradually increased with the increase in laser output power(P<0.05).The coagulation layer thickness in the experimental group and control group was 399.10-449.98 μm and 392.97-447.65 μm,respectively,and the vaporization layer depth was 3.05-7.09 mm and 2.70-7.14 mm,respectively.There was no significant difference between the two groups(P>0.05).Conclusion The 1 470 nm semiconductor laser shows good vaporization ablation,cutting,and coagulation effect on ex vivo tissues,with a good linear correlation between the effect and the output energy.
7.Clinical analysis of neuropsychological characteristics in adolescents with Turner syndrome
Xiaojing LIU ; Huimin HAO ; Jing GAO ; Shuxian YUAN ; Suhua LIU ; Yongxing CHEN ; Minli DING ; Qiujin QIAN ; Haiyan WEI
Chinese Journal of Applied Clinical Pediatrics 2024;39(11):858-861
Objective:To analyze the neurocognitive abnormalities and related emotional and behavioral problems in 410 adolescent patients with Turner syndrome (TS) managed in Henan Children′s Hospital in the past 5 years, and to explore the relationship between neurocognitive abnormalities and chromosome karyotype, pubertal development, hormone replacement therapy.Methods:A retrospective case series study.A total of 410 adolescent patients who were diagnosed with TS by karyotype or fluorescence in situ hybridization in the outpatient or inpatient Department of Endocrinology, Genetics and Metabolism at Henan Children′s Hospital from June 2018 to June 2023 were selected and divided into 2 groups according to age: < 12 years old and 12-18 years old.Neurocognitive assessments were performed based on the results of the Wechsler Intelligence Scale (4 th edition) for children and behavior scales for children, SPSS 22.0 software was used for data processing and statistical analysis, and chi-square test was used to analyze the correlation between chromosome karyotype, intelligence development level, pubertal development status, hormone therapy status and the occurrence of neuropsychiatric diseases. Results:Among the 410 TS patients, 207 cases had the karyotype of 45, X0/46, XX, accounting for 50.49%, 94 cases had the monosomic karyotype of 45, X0, accounting for 22.93%.Forty-six patients completed the Wechsler intelligence test, with the intelligence quotient (IQ) score ranging from 70 to 105, with high verbal comprehension and perceptual reasoning scores and low processing speed and working memory scores on all assessments.Fifty-two patients completed the hyperactivity scale assessment, and 43 cases had a predisposition to attention deficit hyperactivity disorder (ADHD).There were no significant differences in total IQ, perceptual reasoning and processing speed among the children with karyotype 45, X0, chimeric, and X chromosome structural abnormalities ( H=3.161, 1.955, 5.890, all P>0.05), while there were significant differences in verbal comprehension and working memory among the three groups ( H=7.697, 9.694, all P<0.05).Among TS patients 12-18 years old, 68 cases completed the depression scale self-assessment, of which 23 cases had depressive tendencies.There was no correlation between depressive tendency and chromosome karyotype, pubertal development and hormone replacement therapy ( P>0.05). Conclusions:TS patients generally have low intelligence levels and tend to have ADHD in childhood.TS patients in the pubertal development have a high incidence of depression.Pubertal development status and hormone replacement therapy show no correlation with the occurrence of neuropsychiatric diseases in TS patients.
8.Advances in Research on Pathological and Molecular Mechanism of Hyperuricemic Nephropathy Based on Animal Models
Fangqi BAO ; Haiye TU ; Mingsun FANG ; Qian ZHANG ; Minli CHEN
Laboratory Animal and Comparative Medicine 2024;44(2):180-191
Uric acid (UA), the final product of human purine metabolism, can cause hyperuricemia (HUA) when excessively accumulated. HUA is closely linked to chronic kidney diseases (CKD) and is considered an independent risk factor. Hyperuricemic nephropathy, a form of CKD induced by HUA, has seen significant advances in understanding through research into the pathogenic roles of uric acid and the development of HUA animal models. Although progress has been made in understanding the pathophysiological mechanisms by which UA induces CKD, much remains to be learned about its pathological molecular mechanisms. New approaches in animal modeling or the selection of model animals may potentially lead to significant breakthroughs in research on hyperuricemia as well as related CKD. This paper reviews the research progress on the molecular mechanisms of hyperuricemic nephropathy, focusing on oxidative stress, inflammation, autophagy, fibrosis, and gut microbiota. Oxidative stress is induced by uric acid intracellularly through xanthine oxidase, NADPH oxidases, and mitochondria, leading to cellular damage. In terms of inflammation, uric acid crystals can activate the NLRP3 inflammasome, triggering an inflammatory cascade. The role of free uric acid as a pro-inflammatory agent, however, remains controversial. Depending on the study conducted, autophagy has been found to either alleviate or exacerbate inflammation induced by uric acid. Fibrosis, particularly through epithelial-mesenchymal transition (EMT), is a major mechanism by which uric acid causes glomerulosclerosis and tubulointerstitial fibrosis. Extensive research has explored various signaling pathways involved in uric acid-induced EMT. Beneficial gut microbiota protect the kidneys by synthesizing short-chain fatty acids, reducing urea’s enterohepatic circulation, and decreasing uric acid production. This paper aims to enhance understanding of the complex relationships between HUA and CKD, serving as a reference for further research and new drug development.
9.Method for constructing a mouse model of bile stasis caused by partial bile duct ligation
Haiye TU ; Fangqi BAO ; Lizong ZHANG ; Chen JIANG ; Sisi WEN ; Ziyu ZHAO ; Mingsun FANG ; Minli CHEN
Acta Laboratorium Animalis Scientia Sinica 2024;32(5):620-629
Objective To observe the effects of different ligation sites and fasting method on a C57BL/6J mouse model of partial bile duct ligation(pBDL)-induced cholestasis,to establish a pBDL modeling method with a high modeling rate,typical symptoms,and good stability.Methods C57BL/6J mice were subjected to selective ligation of the left hepatic bile duct(L-pBDL)and left-to-median bile duct junction ligation(ML-pBDL)for modeling,and the effects of different pBDL ligation method on serum alanine aminotransferase,aspartate aminotransferase,alkaline phosphatase(ALP),total bilirubin,total bile acid,and liver histopathology were observed.The effects of different fasting method on symptoms and liver injury in the ML-pBDL model were also observed after fasting for 12 and 16 h before surgery,and for 4 h after surgery.Results(1)The incidence of jaundice in the ML-pBDL group was 52.94%and the survival rate within 3 weeks after surgery was 64.71%,while the incidence of jaundice in the L-pBDL group was 11.76%and the survival rate within 3 weeks after surgery was 82.35%.Compared with those in the sham surgery group,serum liver function indicators were significantly increased in the L-pBDL and ML-pBDL groups(P<0.01),and ALP activity was significantly higher in the ML-pBDL group than in the L-pBDL group(P<0.05).Compared with mice in the L-pBDL group,mice in the ML-pBDL group had more severe liver fibrosis at 3 weeks post-surgery(P<0.01).(2)In addition,the incidence of jaundice in the 16 h fasting group was 93.33%and the survival rate within 3 weeks after surgery was 73.77%,while the incidence of jaundice in the 12 h fasting group was 42.86%and the survival rate within 3 weeks after surgery was 71.42%.Compared with those in the normal group,ALP activity,alanine aminotransferase/aspartate aminotransferase ratio,total bile acid level,and proportion of collagen fiber area were all significantly increased in the 16 h and 12 h fasting groups(P<0.05).Although the observed indicators were higher in the 16 h fasting group compared with those in the 12 h fasting group,the difference was not significant(P>0.05).Mice in the 12 h and 16 h fasting groups both showed significant bile duct hyperplasia and liver fibrosis(P<0.01),with more severe liver fibrosis in the 16 h fasting group(P<0.01).Conclusions Both L-pBDL and ML-pBDL ligation method can be used to establish a mouse model of cholestasis;however,symptoms in the L-pBDL model only exhibit transient damage characteristics,while the liver lesions in the ML-pBDL model are typical and stable.Prolonging the preoperative fasting time can improve the modeling rate and stability of the ML-pBDL model and produce more-typical pathological symptoms.
10.Establishment of a WHBE rabbit knee osteoarthritis model and therapeutic effect of platelet-rich fibrin releasates
Junjie HUANG ; Minli CHEN ; Keyan ZHU ; Jingao JIANG ; Jinghui ZHANG ; Chao JIANG ; Yongming PAN
Chinese Journal of Comparative Medicine 2024;34(5):65-73
Objective To investigate the mechanism of cartilage injury and inflammation in the WHBE rabbit KOA model and the effect of platelet-rich fibrin releasates(PRFr)treatment on the KOA process,we established a WHBE rabbit KOA model by excision of medial collateral and partial patellar ligaments and administered a PRFr solution.Methods Twenty-four WHBE rabbits were randomly divided into three groups:normal control(NC)group(n=6),model(KOA)group(n=12),and cure(PRFr)group(n=6).KOA and PRFr groups were injected with 0.5 mL saline and PRFr into both joint cavities on 7 and 14 postoperative days,respectively.At 4 and 8 weeks of modeling,the knee joint grade scoring,X-ray imaging,and gross scoring were performed.Serum levels of IL-1β,TNF-α,and MMP-13 were measured by ELISA.At 4 weeks,6 animals in the KOA group were euthanized,and at 8 weeks,the remaining animals in each group were euthanized.Pathological sections were prepared after decalcification,and then HE,toluidine blue,and safranin O-fast green staining and immunohistochemical analysis of TGF-β,BMP3,and NF-κB were conducted.Results The Lequesne MG behavioral score,Mankin's score,and Pelletier score of WHBE rabbits after the operation were significantly increased compared with the NC group(P<0.01).Pathological observations revealed surface defects of the cartilage and partial loss of chondrocytes.These result indicated that the KOA model was established successfully.In KOA rabbits,knee joint swelling,joint pain stimulation,and movement limitation were obvious.X-rays showed a high-density soft tissue shadow,indicating more joint effusion and a rough articular surface in general.After PRFr treatment,the serum levels of proinflammatory factors IL-1β,TNF-α,and MMP-13 in KOA model rabbits were significantly reversed(P<0.05,P<0.01).Additionally,the cartilage surface became smooth,and most chondrocytes were neatly distributed.Expression levels of TGF-β,BMP3,and NF-κB induced by KOA were also significantly decreased(P<0.01).Conclusions We successfully established a KOA model in WHBE rabbits,and PRFr improved the cartilage injury and inflammation of the WHBE rabbit KOA model through TGF-β/BMP and NF-κB pathways.


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