1.Association of outdoor activity time and sleep duration with screening myopia in primary school students
LIU Xiaoling, LI Tingting, CAO Caiyun, YANG Feng, TAO Shuman, WU Xiaoyan, XU Shaojun, TAO Fangbiao
Chinese Journal of School Health 2026;47(2):279-282
Objective:
To explore the association of outdoor activity time and sleep duration with screening myopia in primary school students, so as to provide strategies for myopia prevention.
Methods:
Through a convenience sampling method, a survey was conducted among 4 248 primary school students aged 7-13 years from three primary schools in Xihu District, Nanchang City, Jiangxi Province from May to July, 2023. The average daily outdoor activity time and sleep duration on both weekdays and weekends were investigated in primary school students by using a self designed questionnaire. Uncorrected visual acuity tests and non cycloplegic autorefraction were measured by professional optometrists. Inter group comparisons were conducted using the Chi square test. Logistic regression model was used to analyze the association of outdoor activity time and sleep duration with screening myopia.
Results:
The detection rate of screening myopia in primary school students was 33.6%, with the rate in boys (32.0%) lower than that in girls (35.3%), and the difference was statistically significant ( χ 2=5.11, P =0.02). The analysis results of Logistic regression showed that after adjusting for factors such as gender, grade and parental education level, both average daily outdoor activity time <2 h on both weekdays and weekends ( OR =1.27, 95% CI =1.11-1.46) and sleep duration <10 h ( OR =1.17, 95% CI =1.01- 1.35 ), as well as their combined effect ( OR =1.57, 95% CI =1.25-1.98), were associated with an increased risk of screening myopia in primary school students(all P <0.05). Subgroup analysis results indicated that compared to boys ( OR =1.46, 95% CI = 1.07 -1.99), girls( OR =1.73, 95% CI =1.22-2.44) with insufficient outdoor activity time and sleep duration had a higher risk of screening myopia(both P <0.05).
Conclusions
There is a negative correlation of outdoor activity time and sleep duration with screening myopia in primary school students. Outdoor activity time and extending sleep duration should be increased to reduce the risk of myopia in primary school students.
2.Role of naringenin in the prevention and treatment of autoimmune hepatitis and its molecular mechanism
Changwen LIN ; Qiuyi REN ; Mengjie ZHENG ; Huan YAN ; Jia LI ; Jiaxin FENG ; Haiying LIN ; Faming SHU ; Xiaoling ZHOU ; Dewen MAO ; Fuli LONG
Journal of Clinical Hepatology 2026;42(6):1419-1425
Autoimmune hepatitis (AIH) is a chronic inflammatory liver disease mediated by T lymphocytes, and it can progress to liver cirrhosis or even liver failure without timely intervention. As a natural flavonoid compound, naringenin (NAR) shows a potential value in the prevention and treatment of AIH through multiple mechanisms such as remodeling immune homeostasis, targeted inhibition of inflammatory pathways, antioxidation, regulating hepatocyte metabolism and apoptosis, improving mitochondrial function, and regulating intestinal flora. However, the clinical translation and application of NAR is limited by issues such as low bioavailability and insufficient efficiency of liver-targeted delivery. This article systematically reviews the mechanism of action of NAR in the prevention and treatment of AIH, explores the potential signaling pathways involved in this process, and analyzes existing challenges in its translation and application and future research directions, so as to provide a reference for further research on NAR and its application in the prevention and treatment of AIH.
3.Safety and efficacy of Angong Niuhuang Pills in patients with moderate-to-severe acute ischemic stroke (ANGONG TRIAL): A randomized double-blind placebo-controlled pilot clinical trial.
Shengde LI ; Anxin WANG ; Lin SHI ; Qin LIU ; Xiaoling GUO ; Kun LIU ; Xiaoli WANG ; Jie LI ; Jianming ZHU ; Qiuyi WU ; Qingcheng YANG ; Xianbo ZHUANG ; Hui YOU ; Feng FENG ; Yishan LUO ; Huiling LI ; Jun NI ; Bin PENG
Chinese Medical Journal 2025;138(5):579-588
BACKGROUND:
Preclinical studies have indicated that Angong Niuhuang Pills (ANP) reduce cerebral infarct and edema volumes. This study aimed to investigate whether ANP safely reduces cerebral infarct and edema volumes in patients with moderate to severe acute ischemic stroke.
METHODS:
This randomized, double-blind, placebo-controlled pilot trial included patients with acute ischemic stroke with National Institutes of Health Stroke Scale (NIHSS) scores ranging from 10 to 20 in 17 centers in China between April 2021 and July 2022. Patients were allocated within 36 h after onset via block randomization to receive ANP or placebo (3 g/day for 5 days). The primary outcomes were changes in cerebral infarct and edema volumes after 14 days of treatment. The primary safety outcome was severe adverse events (SAEs) for 90 days.
RESULTS:
There were 57 and 60 patients finally included in the ANP and placebo groups, respectively for modified intention-to-treat analysis. The median age was 66.0 years, and the median NIHSS score at baseline was 12.0. The changes in cerebral infarct volume at day 14 were 0.3 mL and 0.4 mL in the ANP and placebo groups, respectively (median difference: -7.1 mL; interquartile range [IQR]: -18.3 to 2.3 mL, P = 0.30). The changes in cerebral edema volume of the ANP and placebo groups on day 14 were 11.4 mL and 4.0 mL, respectively ( median difference: 3.0 mL, IQR: -1.3 to 9.9 mL, P = 0.15). The rates of SAE within 90 days were similar in the ANP (3/57, 5%) and placebo (7/60, 12%) groups ( P = 0.36). Changes in serum mercury and arsenic concentrations were comparable. In patients with large artery atherosclerosis, ANP reduced the cerebral infarct volume at 14 days (median difference: -12.3 mL; IQR: -27.7 to -0.3 mL, P = 0.03).
CONCLUSIONS:
ANP showed a similar safety profile to placebo and non-significant tendency to reduce cerebral infarct volume in patients with moderate-to-severe stroke. Further studies are warranted to assess the efficacy of ANP in reducing cerebral infarcts and improving clinical prognosis.
TRAIL REGISTRATION
Clinicaltrials.gov , No. NCT04475328.
Aged
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Female
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Humans
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Male
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Middle Aged
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Double-Blind Method
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Drugs, Chinese Herbal/adverse effects*
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Ischemic Stroke/drug therapy*
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Pilot Projects
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Stroke/drug therapy*
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Treatment Outcome
4.Shenqi Dihuang Decoction Improves Renal Function in Mouse Model of Diabetic Kidney Disease by Inhibiting Arachidonic Acid-related Ferroptosis Via ACSL4/LPCAT3/ALOX15 Axis
Yuantao WU ; Zhibin WANG ; Xinying FU ; Xiaoling ZOU ; Wenxiao HU ; Yixian ZOU ; Jun FENG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(12):140-149
ObjectiveTo investigate the therapeutic effects and mechanism of Shenqi Dihuang decoction (SQDHD) on diabetic kidney disease (DKD), with a focus on its impact on arachidonic acid-related ferroptosis. MethodsSixty C57BL/6 mice were allocated into a normal group (n=10) and a modeling group (n=50), with 43 mice successfully modeled. The successfully modeled mice were further allocated into model, low-, medium-, and high-dose (4.68, 9.36, and 18.72 g·kg-1, respectively) SQDHD, and dapagliflozin (0.13 mg·kg-1) groups. The drug treatment groups were administrated with corresponding agents by gavage, and the normal and model groups were administrated with equal volumes of normal saline by gavage. An electronic balance and a glucometer were used to monitor the body weight and fasting blood glucose level from the tail tip, respectively. Serum creatinine (Scr) and blood urea nitrogen (BUN) levels were measured by enzyme-linked immunosorbent assay (ELISA). Histopathological changes in the renal tissue were assessed by hematoxylin-eosin staining, Masson staining, and periodic acid-Schiff (PAS) staining. The fluorescence intensity of reactive oxygen species (ROS) in frozen sections was observed by an inverted fluorescence microscope to evaluate the levels of ferrous ions (Fe2+) and lipid peroxidation in the renal tissue. Immunofluorescence staining of glutathione peroxidase 4 (GPX4) and acyl-CoA synthetase long-chain family member 4 (ACSL4) in the renal tissue was performed to detect their localization and expression. Western blot was employed to assess the expression levels of key ferroptosis proteins such as GPX4 and cystine/glutamate antiporter (xCT), as well as the arachidonic acid metabolic pathway-related proteins, including ACSL4, lysophosphatidylcholine acyltransferase 3 (LPCAT3), and arachidonate 15-lipoxygenase (ALOX15). Real-time PCR was employed to measure the mRNA levels of key ferroptosis proteins, including solute carrier family 7 member 11 (SLC7A11) and GPX4, as well as arachidonic acid metabolism-related factors (ACSL4, LPCAT3, and ALOX15) in the renal tissue. ResultsCompared with the normal group, DKD model mice exhibited a decrease in body weight (P<0.01), increases in levels of blood glucose (P<0.01), 24-hour urinary protein, Scr, and BUN (P<0.01), along with severe pathological changes, such as mesangial cell proliferation, basement membrane thickening, tubular atrophy, and interstitial inflammatory cell infiltration. In addition, the modeling elevated the levels of Fe2+, MDA, LPO, and ROS (P<0.01), lowered the GPX4 and xCT levels (P<0.01), raised the ACSL4, LPCAT3, and ALOX15 levels (P<0.01), down-regulated the mRNA levels of GPX4 and SLC7A11 (P<0.01), and up-regulated the mRNA levels of ACSL4, LPCAT3, and ALOX15 (P<0.01) in the renal tissue. Compared with the model group, low-, medium-, and high-dose SQDHD groups and the dapagliflozin group showed an increase in body weight (P<0.01), decreases in levels of blood glucose (P<0.01), 24-hour urinary protein, and Scr (P<0.01), alleviated pathological changes in glomeruli and tubules, and reduced degree of glomerular and tubular fibrosis. The high-dose SQDHD group and the dapagliflozin group showed reductions in Fe2+, MDA, LPO, and ROS levels (P<0.01). The medium- and high-dose SQDHD groups and the dapagliflozin group exhibited increased levels of GPX4 and xCT (P<0.01), decreased levels of ACSL4, LPCAT3, and ALOX15 (P<0.05, P<0.01), and down-regulated mRNA levels of ACSL4, LPCAT3, and ALOX15 (P<0.01). ConclusionSQDHD ameliorates DKD by inhibiting ferroptosis potentially by reducing iron ion levels, inhibiting lipid peroxidation, up-regulating GPX4 expression, and down-regulating ACSL4 expression. This study provides new insights and a theoretical basis for the treatment of DKD with traditional Chinese medicine and identifies potential targets for developing novel therapeutics for DKD.
5.Shenqi Dihuang Decoction Improves Renal Function in Mouse Model of Diabetic Kidney Disease by Inhibiting Arachidonic Acid-related Ferroptosis Via ACSL4/LPCAT3/ALOX15 Axis
Yuantao WU ; Zhibin WANG ; Xinying FU ; Xiaoling ZOU ; Wenxiao HU ; Yixian ZOU ; Jun FENG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(12):140-149
ObjectiveTo investigate the therapeutic effects and mechanism of Shenqi Dihuang decoction (SQDHD) on diabetic kidney disease (DKD), with a focus on its impact on arachidonic acid-related ferroptosis. MethodsSixty C57BL/6 mice were allocated into a normal group (n=10) and a modeling group (n=50), with 43 mice successfully modeled. The successfully modeled mice were further allocated into model, low-, medium-, and high-dose (4.68, 9.36, and 18.72 g·kg-1, respectively) SQDHD, and dapagliflozin (0.13 mg·kg-1) groups. The drug treatment groups were administrated with corresponding agents by gavage, and the normal and model groups were administrated with equal volumes of normal saline by gavage. An electronic balance and a glucometer were used to monitor the body weight and fasting blood glucose level from the tail tip, respectively. Serum creatinine (Scr) and blood urea nitrogen (BUN) levels were measured by enzyme-linked immunosorbent assay (ELISA). Histopathological changes in the renal tissue were assessed by hematoxylin-eosin staining, Masson staining, and periodic acid-Schiff (PAS) staining. The fluorescence intensity of reactive oxygen species (ROS) in frozen sections was observed by an inverted fluorescence microscope to evaluate the levels of ferrous ions (Fe2+) and lipid peroxidation in the renal tissue. Immunofluorescence staining of glutathione peroxidase 4 (GPX4) and acyl-CoA synthetase long-chain family member 4 (ACSL4) in the renal tissue was performed to detect their localization and expression. Western blot was employed to assess the expression levels of key ferroptosis proteins such as GPX4 and cystine/glutamate antiporter (xCT), as well as the arachidonic acid metabolic pathway-related proteins, including ACSL4, lysophosphatidylcholine acyltransferase 3 (LPCAT3), and arachidonate 15-lipoxygenase (ALOX15). Real-time PCR was employed to measure the mRNA levels of key ferroptosis proteins, including solute carrier family 7 member 11 (SLC7A11) and GPX4, as well as arachidonic acid metabolism-related factors (ACSL4, LPCAT3, and ALOX15) in the renal tissue. ResultsCompared with the normal group, DKD model mice exhibited a decrease in body weight (P<0.01), increases in levels of blood glucose (P<0.01), 24-hour urinary protein, Scr, and BUN (P<0.01), along with severe pathological changes, such as mesangial cell proliferation, basement membrane thickening, tubular atrophy, and interstitial inflammatory cell infiltration. In addition, the modeling elevated the levels of Fe2+, MDA, LPO, and ROS (P<0.01), lowered the GPX4 and xCT levels (P<0.01), raised the ACSL4, LPCAT3, and ALOX15 levels (P<0.01), down-regulated the mRNA levels of GPX4 and SLC7A11 (P<0.01), and up-regulated the mRNA levels of ACSL4, LPCAT3, and ALOX15 (P<0.01) in the renal tissue. Compared with the model group, low-, medium-, and high-dose SQDHD groups and the dapagliflozin group showed an increase in body weight (P<0.01), decreases in levels of blood glucose (P<0.01), 24-hour urinary protein, and Scr (P<0.01), alleviated pathological changes in glomeruli and tubules, and reduced degree of glomerular and tubular fibrosis. The high-dose SQDHD group and the dapagliflozin group showed reductions in Fe2+, MDA, LPO, and ROS levels (P<0.01). The medium- and high-dose SQDHD groups and the dapagliflozin group exhibited increased levels of GPX4 and xCT (P<0.01), decreased levels of ACSL4, LPCAT3, and ALOX15 (P<0.05, P<0.01), and down-regulated mRNA levels of ACSL4, LPCAT3, and ALOX15 (P<0.01). ConclusionSQDHD ameliorates DKD by inhibiting ferroptosis potentially by reducing iron ion levels, inhibiting lipid peroxidation, up-regulating GPX4 expression, and down-regulating ACSL4 expression. This study provides new insights and a theoretical basis for the treatment of DKD with traditional Chinese medicine and identifies potential targets for developing novel therapeutics for DKD.
6.Bioinformatics Analysis and Experimental Validation of the Mechanism of Leigongteng (Tripterygium wilfordii Hook. f.) in Treating Rheumatoid Arthritis
Yuzheng YANG ; Xiaoling YAO ; Feng LUO ; Wukai MA
Journal of Traditional Chinese Medicine 2025;66(7):724-733
ObjectiveTo explore the potential mechanisms of Leigongteng (Tripterygium wilfordii Hook. f.) in treating rheumatoid arthritis (RA) using bioinformatics analysis and experimental validation. MethodsBioinformatics approaches, including the Gene Expression Omnibus (GEO), the traditional Chinese medicine Systems Pharmacology Database and Analysis Platform (TCMSP), Gene Ontology (GO) enrichment analysis, Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment, protein-protein interaction (PPI) network analysis, molecular docking, receiver operating characteristic (ROC) analysis, and immune infiltration analysis, were used to predict the key active components of Leigongteng and its target genes for RA treatment. Experimental validation was conducted using human rheumatoid arthritis fibroblast-like synoviocytes (HFLS-RA) in vitro, with methotrexate as the positive control. A scratch assay was performed to assess cell migration after 24 hours of culture. Western blotting was used to detect protein expression levels, qPCR was used to measure target gene mRNA levels, and ELISA was conducted to evaluate inflammatory cytokine levels, including interleukin-1β (IL-1β), interleukin-6 (IL-6), interleukin-10 (IL-10), and tumor necrosis factor-α (TNF-α). ResultsA total of 117 target genes of Leigongteng were identified and intersected with RA-related genes, yielding 55 key genes. Further screening identified three core genes: PTGS2, CXCR4, and TIMP1. Based on the correspondence between potential drug targets and key components, triptolide and nobiletin were identified as the primary active compounds. Molecular docking results showed that both triptolide and nobiletin had binding energies lower than -5 kcal/mol with their respective target proteins, indicating strong interactions. In vitro experiments demonstrated that, compared with the blank control group, the triptolide, nobiletin, and positive control groups exhibited reduced cell migration rates after 24 hours of culture (P<0.01). The expression levels of PTGS2 and CXCR4 (both mRNA and protein) were significantly downregulated, while TIMP1 expression was upregulated. Levels of IL-1β, IL-6, and TNF-α decreased, whereas IL-10 levels increased (P<0.01). Compared with the positive control group, the triptolide and nobiletin groups showed increased cell migration rates, upregulated PTGS2 and CXCR4 expression (mRNA and protein), downregulated TIMP1 expression (mRNA and protein), increased IL-1β, IL-6, and TNF-α levels, and decreased IL-10 levels (P<0.05 or P<0.01). ConclusionThe key active components of Leigongteng, triptolide and nobiletin, may alleviate RA by inhibiting PTGS2 and CXCR4 while promoting TIMP1 expression, thereby suppressing inflammatory responses.
7.High glucose induces hippocampal neuron impairment through the SKP1/COX7C pathway: A potential mechanism for perimenopausal depression.
Ziqi WANG ; Zhiyuan LIU ; Sijia FENG ; Xintong SONG ; Dequan LIU ; Ning MA ; Xinyue ZHANG ; Weiwei LIU ; Dan Ohtan WANG ; Xiaoling LIU ; Takashi IKEJIMA
Acta Pharmaceutica Sinica B 2025;15(11):5832-5853
Perimenopause raises the risk and incidence of depression, whereas the underlying molecular mechanism remains unclear. Disturbed glucose regulation has been widely documented in depressive disorders, which renders the brain susceptible to various stresses such as estrogen depletion. However, whether and how glucose dysfunction regulates depression-like behaviors and neuronal damage in perimenopausal transition remains unexplored. Here, a prominent depressive phenotype was found in perimenopausal mice induced by the ovarian toxin 4-vinylcyclohexene diepoxide (VCD). The VCD depression susceptible group (VCDSS) and the VCD depression resilient group (VCDRES) were determined using a ROC-based behavioral screening approach. We found that the hippocampus, a crucial region linked to depression, had hyperglycemia and mitochondrial abnormalities. Interestingly, oral administration of the SGLT2 inhibitor empagliflozin (EMPA) and intrahippocampal glucose infusion suggest a close relationship between hyperglycemia in the hippocampus and the susceptibility to depression. We verified that cytochrome c oxidase 7c (COX7C) downregulation is a potential cause of the high glucose-induced neuronal injury using proteomic screening and biochemical validations. High glucose causes COX7C to be ubiquitinated in a S-phase kinase associated protein 1 (SKP1)-dependent manner. According to these results, SKP1/COX7C represents a unique therapeutic target and a novel molecular route for treating perimenopausal depression.
8.Identification of the fruit of Brucea javanica as an anti-liver fibrosis agent working via SMAD2/SMAD3 and JAK1/STAT3 signaling pathways.
Di YAN ; Liansheng QIAO ; Wenting HUANG ; Xiaoling ZHANG ; Chengmei MA ; Quansheng FENG ; Jing CHENG ; Lan XIE
Journal of Pharmaceutical Analysis 2025;15(2):101047-101047
Image 1.
9.Epidemiological and clinical characteristics of infectious diseases of the central nervous system: a national multicenter cross-sectional study
Jiahua ZHAO ; Jun GUO ; Xiaoyan ZHANG ; Wei LI ; Wen HUANG ; Xiaofei ZHU ; Jianxin YE ; Xiaoling WANG ; Juan DU ; Min LI ; Juan DU ; Zegang YIN ; Jinli FENG ; Chaohui WANG ; Xiaowei MAO ; Jing CHEN ; Xiaowei XING ; Yuheng SHAN ; Yuying CEN ; Xiaojiao XU ; Ruishu TAN ; Jiatang ZHANG
Chinese Journal of Neurology 2025;58(5):485-493
Objective:To analyze the epidemiological and clinical features of infectious diseases of the central nervous system (CNS).Methods:A cross-sectional study and analysis were conducted to summarize the epidemiological and clinical characteristics of 9 918 patients with CNS infectious diseases, who were diagnosed and treated at 29 hospitals across China from January 1, 2001 to December 31, 2020. Data collected included demographic data, clinical manifestations, health economic indicators, and prognostic outcomes.Results:Among the 9 918 collected cases of CNS infectious diseases, 5 559 were male (56.0%) and 4 359 were female (44.0%), with an onset age of 38 (25, 53) years. Education level: slightly more junior high school education (2 651 cases, 26.7%), and less elementary school education and below (2 181 cases, 22.0%) were found. Occupational distribution: farmers were found predominant (3 215 cases, 32.4%), followed by workers (1 826 cases, 18.4%) and students (1 633 cases, 16.5%). Clinical manifestations: headache (6 074 cases, 61.2%), fever (5 869 cases, 59.2%) and positive meningeal irritation signs (2 273 cases, 22.9%) were the 3 most common clinical manifestations, followed by nausea and (or) vomiting (2 095 cases, 21.1%), impaired consciousness (2 077 cases, 20.9%), psychiatric symptom (1 866 cases, 18.8%) and epilepsy (1 627 cases, 16.4%), etc., and cranial nerve involvement was found in 669 cases (6.7%). Major pathogens included viruses in 6 814 cases (68.7%), Mycobacterium tuberculosis in 1 677 cases (16.9%), common bacteria in 864 cases (8.7%), fungi in 254 cases (2.6%), spirochetes of syphilis in 183 cases (1.8%), parasites in 121 cases (1.2%), and rickettsiae in 5 cases (0.1%). Urban-rural distribution: slightly more cases were found in the countryside (5 418 cases, 54.6%) than in the towns (4 500 cases, 45.4%). Distribution of onset by season: 2 412 cases (24.3%) fell ill in spring, 2 835 cases (28.6%) in summer, 2 187 cases (22.1%) in fall, and 2 484 cases (25.0%) in winter. Health economics: the duration of hospitalization was 15 (8, 27) days, and the cost of hospitalization was 1.53 (0.91, 3.02)×10 000 yuan. Prognosis: 9 531 cases (96.1%) were cured or improved, and 92 cases (0.9%) died. Conclusions:The pathogens responsible for CNS infectious diseases are predominantly viruses. Although the incidence is slightly higher during the summer months, the overall seasonal pattern is not particularly pronounced. These infections are more commonly observed in young and middle-aged males and present with a diverse range of clinical manifestations, contributing to a significant disease burden.
10.Construction of a comprehensive prediction and visualization system for drug resistance in pulmonary tuberculosis patients based on an improved machine learning model
Feng WANG ; Luhua LIANG ; Fei ZHAI ; Xiaoling LUO ; Rongwu XIANG
Chinese Journal of Clinical Pharmacology and Therapeutics 2025;30(5):673-682
AIM:To analyze the clinical value of predicting drug resistance in pulmonary tuberculo-sis patients based on improved machine learning models,and to build a visualization system for veri-fication.METHODS:Retrospectively selected 1 025 pulmonary tuberculosis patients hospitalized in Zhuhai Sixth People's Hospital from March 2019 to March 2024 with drug sensitivity test results as the research object.According to the definition of drug-resistant tuberculosis,the patients were divided in-to 631 sensitive groups(drug sensitivity test results showed no drug resistance),271 RR/MDR groups(meeting the definition of rifampicin resistant tu-berculosis or multi drug resistant tuberculosis,but no drug resistance to any kind of fluoroquino-lones),and 123 pre XDR groups(on the basis of multi drug resistant tuberculosis,and at the same time,drug resistance to any kind of fluoroquino-lones).Analyze clinical data based on the improved machine learning model,help build a drug resistant tuberculosis prediction model,synchronously com-plete feature screening,conduct value analysis on the screened features,and build a visual system for verification.RESULTS:Three groups of patients with baseline data comparison shows:Age,Body mass index(BMI),basic treatment of classification,lung diseases,haemoptysis,second-line drug use history,damage to lung,with empty in all statisti-cally significant difference between the three groups(P<0.05);Based on the modified ma-chine learning model,8 variables were screened,which were history of second-line drug use,BMI,treatment classification,destructive lung,underly-ing lung diseases,cavitation,hemoptysis,and age.The modified machine learning model had the high-est prediction accuracy compared with the tradi-tional model,with AUC values of 0.9322(RR/MDR prediction was positive class)and 0.9545(pre-XDR prediction was positive class).CONCLUSION:The application of the improved machine learning mod-el can help predict the occurrence of drug-resistant tuberculosis and assist the clinical formulation of more effective treatment plans.


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