1.Preparation of Triptolide-Chuanxiong Rhizoma Extract Ethanol Transfersomes and Analysis on Its in Vitro Anti-inflammatory Mechanism
Ling TAO ; Zhiyan WAN ; Yidan LIU ; Zhe LI ; Zhenzhong ZANG ; Weifeng ZHU ; Yongmei GUAN
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(10):210-218
ObjectiveTo prepare triptolide-Chuanxiong Rhizoma extract ethanol transfersomes(TP-CX@TESs), conduct its quality evaluation, and investigate its in vitro anti-inflammatory efficacy and the underlying mechanisms. MethodsTP-CX@TESs was prepared via the ultrasonic injection method. With encapsulation efficiency and particle size as evaluation indicators, Box-Behnken design-response surface methodology(BBD-RSM) was employed to optimize the formulation process. The TP-CX@TESs prepared under the optimal process was characterized and evaluated for in vitro transdermal performance. A lipopolysaccharide(LPS)-induced RAW264.7 cell inflammation model was established. After 24 h of drug intervention, the levels of inflammatory factors such as nitric oxide(NO), interleukin-6(IL-6), and tumor necrosis factor-α(TNF-α) in the cell supernatant were detected. Western blot was used to determine the protein expression levels of Janus kinase 2(JAK2), signal transducer and activator of transcription 3(STAT3), and α7 nicotinic acetylcholine receptor(α7nAChR), and real-time fluorescence quantitative polymerase chain reaction(Real-time PCR) was applied to measure the mRNA expression levels of JAK2, STAT3, the encoding gene of α7nAChR(CHRNA7), and nuclear transcription factor-κB(NF-κB). ResultsResults of BBD-RSM showed that the optimal formulation for preparing TP-CX@TESs was as follows:egg yolk lecithin content of 2.3%, ethanol volume fraction of 30%, and ratio of polysorbate-80 to egg yolk lecithin of 2∶5. Microscopic characterization revealed that TP-CX@TESs exhibited a spherical-like structure with a particle size of (105.60±3.85) nm, a polydispersity index of 0.19±0.03, and a Zeta potential of (-15.89±0.98) mV. The encapsulation efficiencies of triptolide, ferulic acid, and ligustilide were (76.88±4.40)%, (78.84±4.40)%, and (65.88±0.06)%, respectively. Both in vitro release and transdermal penetration of triptolide, ferulic acid, and ligustilide in TP-CX@TESs all followed the first-order kinetic model, showing a certain sustained-release property. Experimental results in RAW264.7 cells indicated that TP-CX@TESs significantly inhibited the release of NO, TNF-α, and IL-6(P<0.01), remarkably upregulated the protein expression levels of STAT3 and α7nAChR(P<0.01), increased the mRNA expression level of CHRNA7, and significantly downregulated the mRNA expression level of NF-κB(P<0.05, P<0.01). ConclusionThe optimized formulation process of TP-CX@TESs is simple and feasible, along with favorable in vitro release property, good transdermal permeability, and excellent in vitro anti-inflammatory activity, the mechanism is related to the inhibition of NF-κB.
2.Preparation of Triptolide-Chuanxiong Rhizoma Extract Ethanol Transfersomes and Analysis on Its in Vitro Anti-inflammatory Mechanism
Ling TAO ; Zhiyan WAN ; Yidan LIU ; Zhe LI ; Zhenzhong ZANG ; Weifeng ZHU ; Yongmei GUAN
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(10):210-218
ObjectiveTo prepare triptolide-Chuanxiong Rhizoma extract ethanol transfersomes(TP-CX@TESs), conduct its quality evaluation, and investigate its in vitro anti-inflammatory efficacy and the underlying mechanisms. MethodsTP-CX@TESs was prepared via the ultrasonic injection method. With encapsulation efficiency and particle size as evaluation indicators, Box-Behnken design-response surface methodology(BBD-RSM) was employed to optimize the formulation process. The TP-CX@TESs prepared under the optimal process was characterized and evaluated for in vitro transdermal performance. A lipopolysaccharide(LPS)-induced RAW264.7 cell inflammation model was established. After 24 h of drug intervention, the levels of inflammatory factors such as nitric oxide(NO), interleukin-6(IL-6), and tumor necrosis factor-α(TNF-α) in the cell supernatant were detected. Western blot was used to determine the protein expression levels of Janus kinase 2(JAK2), signal transducer and activator of transcription 3(STAT3), and α7 nicotinic acetylcholine receptor(α7nAChR), and real-time fluorescence quantitative polymerase chain reaction(Real-time PCR) was applied to measure the mRNA expression levels of JAK2, STAT3, the encoding gene of α7nAChR(CHRNA7), and nuclear transcription factor-κB(NF-κB). ResultsResults of BBD-RSM showed that the optimal formulation for preparing TP-CX@TESs was as follows:egg yolk lecithin content of 2.3%, ethanol volume fraction of 30%, and ratio of polysorbate-80 to egg yolk lecithin of 2∶5. Microscopic characterization revealed that TP-CX@TESs exhibited a spherical-like structure with a particle size of (105.60±3.85) nm, a polydispersity index of 0.19±0.03, and a Zeta potential of (-15.89±0.98) mV. The encapsulation efficiencies of triptolide, ferulic acid, and ligustilide were (76.88±4.40)%, (78.84±4.40)%, and (65.88±0.06)%, respectively. Both in vitro release and transdermal penetration of triptolide, ferulic acid, and ligustilide in TP-CX@TESs all followed the first-order kinetic model, showing a certain sustained-release property. Experimental results in RAW264.7 cells indicated that TP-CX@TESs significantly inhibited the release of NO, TNF-α, and IL-6(P<0.01), remarkably upregulated the protein expression levels of STAT3 and α7nAChR(P<0.01), increased the mRNA expression level of CHRNA7, and significantly downregulated the mRNA expression level of NF-κB(P<0.05, P<0.01). ConclusionThe optimized formulation process of TP-CX@TESs is simple and feasible, along with favorable in vitro release property, good transdermal permeability, and excellent in vitro anti-inflammatory activity, the mechanism is related to the inhibition of NF-κB.
3.Investigation on the current status of blood safety surveillance and management in blood collection and supply institutions in Sichuan, China
Meng LI ; Kefen WANG ; Jialiang GAO ; Lizhou ZHAO ; Yishu WANG ; Yidan ZHANG ; Xuemei FU
Chinese Journal of Blood Transfusion 2026;39(2):209-216
Objective: Blood safety surveillance is a critical measure for the objective assessment of blood quality and enhancing transfusion safety. This study aims to comprehensively understand the current status of blood safety surveillance and management in blood collection and supply institutions in Sichuan Province, systematically analyze existing problems and vulnerabilities, and provide a basis for optimizing management strategies and improving capabilities to ensure blood safety. Methods: The Blood Safety Surveillance questionnaire was designed, covering adverse donor reaction reporting, management of adverse events, and transfusion adverse reaction feedback. An online survey was conducted via Questionnaire Star platform among 21 blood collection and supply institutions in the province, gathering information on management systems, process implementation, and utilization of monitoring data. The collected data were organized and statistically analyzed using Excel. Results: The questionnaire response rate and validity rate were both 100%. Blood collection and supply institutions in Sichuan Province have generally established a blood safety surveillance system and achieved positive outcomes. Regarding adverse events in blood collection and supply, 95.24% (20 institutions) have established reporting procedures, and 66.67% (14) collect information through multiple channels such as internal reports, external reports, and statistical trend feedback. A total of 90.48% (19) institutions regularly summarize and analyze adverse event data, and 85.71% (18) produce reports with improvement recommendations based on this analysis.71.43% (15) institutions implement reward and penalty measures, and 71.43% (15) report underreporting or omission due to accountability or performance concerns. In terms of monitoring adverse blood donation reactions, all blood collection and supply institutions have established full-process management systems.76.19% (16) collect data through multiple approaches, including on-site donation records, voluntary donor reports, and donor follow-ups. Adverse reactions were followed up in 95.24% (20) of institutions with 65% (13) completing follow-ups within 24 hours.80.95% (17) have established investigation procedures, while 66.67% (14) believe underreporting or omission still occurs. All blood collection and supply institutions regularly compile statistics on adverse donation reactions. Of these, 85.71% (18) institutions providing feedback to management departments and 90.48% (19) analyzing the data and making recommendations.76.19% (16) institutions use monitoring data for return donor management and targeted care, and 71.43% (15 stations) incorporate it into management reviews. Regarding adverse transfusion reactions, 95.24% (20) institutions have established and implemented procedures for isolating, recalling, and tracing of problematic blood units. However, only 42.86% (9) have established feedback mechanisms of adverse transfusion reaction with hospitals, and only 19.05% (4) support direct reporting via information systems.47.62% (10) institutions regularly analyze adverse transfusion reaction data, and 19.05% (4) provide feedback and recommendations to relevant hospitals. All blood collection and supply institutions reported challenges in collecting hospital feedback, citing complexities in data collection and reporting processes. Conclusion: Blood safety surveillance systems have been preliminarily established in Sichuan Province. However, further strengthening is still required, including conducting in-depth data analysis and utilization, standardizing the configuration of emergency medications and equipment, and improving feedback mechanisms for adverse transfusion reactions. To improve the overall level of blood safety management, it is recommended to strengthen closed-loop data management, improve feedback mechanisms between blood collection and supply institutions and hospitals, foster a non-punitive reporting culture, and systematically advance the regionalization and standardization of the monitoring system. These efforts will contribute to sustainably improving the overall effectiveness and sustainability of blood safety management.
4.Orally deliverable biomimetic nucleic acid therapies for targeted treatment of atherosclerosis.
Chenwen LI ; Yidan CHEN ; Yuan LI ; Huan LIU ; Shengqian YANG ; Yongyao LIN ; Yuantong QI ; Songling HAN ; Yin DOU ; Gaoxing LUO ; Yingxue HAO ; Jianxiang ZHANG
Acta Pharmaceutica Sinica B 2025;15(11):6052-6069
Accumulating evidence has demonstrated that nucleic acid-based therapies are promising for atherosclerosis. However, nearly all nucleic acid delivery systems developed for atherosclerosis necessitate injection, which results in rapid elimination and poor patient compliance. Consequently, oral delivery strategies capable of targeting atherosclerotic plaques are imperative for nucleic acid therapeutics. Herein we report the development of yeast-derived capsules (YCs) packaging an antisense oligonucleotide (AM33) targeting microRNA-33 (miR-33) for the oral treatment of atherosclerosis. YCs provide stability for AM33, preventing its premature release in the gastrointestinal tract. AM33-containing YCs, defined as YAM33, showed high transfection in macrophages, thus promoting cholesterol efflux and inhibiting foam cell formation by regulating the target genes/proteins of miR-33. Orally delivered YAM33 effectively accumulated within atherosclerotic plaques in ApoE -/- mice, primarily by transepithelial absorption via M cells in Peyer's patches and subsequent translocation via macrophages through the lymphatic system. Inhibition of miR-33 by oral YAM33 significantly delayed the progression of atherosclerosis. Moreover, oral treatment with YCs co-delivering AM33 and atorvastatin afforded significantly enhanced anti-atherosclerotic effects. Our findings suggest that yeast-based microcapsules represent an effective carrier for oral delivery of nucleic acids, either alone or in combination with existing drugs, offering a promising approach for precision therapy of atherosclerotic diseases.
5.Efficacy and safety of endovascular treatment in young patients with symptomatic intracranial atherosclerotic stenosis: comparison with medical treatment alone
Yuxiang ZHANG ; Xi ZHANG ; Lili HUANG ; Yidan WANG ; Yun LUO ; Yun XU ; Jingwei LI
International Journal of Cerebrovascular Diseases 2025;33(6):435-441
Objective:To investigate the efficacy and safety of endovascular treatment (EVT) in young patients with symptomatic intracranial atherosclerotic stenosis (sICAS).Methods:Young patients with sICAS admitted to the Department of Neurology, Nanjing Drum Tower Hospital, the Affiliated Hospital of Nanjing University, Medical School from January 2020 to July 2024 were included retrospectively. According to the therapeutic modalities, they were divided into a best medical treatment (BMT) group and an EVT group. The efficacy outcome was any stroke recurrence or death within 30 days and 1 year. The safety outcome was symptomatic intracranial hemorrhage (sICH) within 30 days and restenosis within 1 year.Results:A total of 113 patients were enrolled, including 85 males (75.2%), with a median age of 43 (interquartile range, 37-48) years; 44 patients (38.9%) received EVT, and 69 (61.1%) received BMT. Among the 44 patients who underwent EVT, 8 (18.2%) underwent balloon angioplasty and 36 (81.8%) underwent stenting. There was no significant difference in the incidence of stroke recurrence or death within 30 days (2.9% vs. 2.3%) and sICH incidence (0% vs. 2.3%) between the BMT group and the EVT group. However, the 1-year stroke recurrence or death rate in the EVT group was significantly lower than that in the BMT group (18.8% vs. 4.5%; P=0.029). Cox proportional hazards regression analysis showed that EVT was independently associated with a lower incidence of stroke recurrence or death within 1 year (hazard ratio 0.225, 95% confidence interval 0.051-0.996; P<0.05). The median age of the balloon angioplasty group was significantly lower than that of the stenting group (33.5 years vs. 46 years; P=0.007), while there were no significant differences in other demographic and baseline data. There was no significant difference in all efficacy and safety outcome between the balloon angioplasty group and the stenting group. Conclusions:For young patients with sICAS who have an unsatisfactory response to drug treatment, EVT can reduce the risk of stroke recurrence or death within 1 year without increasing the risk of sICH. The safety and efficacy of balloon angioplasty and stenting are similar.
6.Economic burden of 14 chronic diseases among middle-aged and elderly people in China
Jun ZHANG ; Yidan WANG ; Xinping WANG ; Yafang ZHANG ; Yujie LI ; Chaofang YAN ; Rui DENG ; Yuan HUANG
Chinese Journal of Health Management 2025;19(12):994-1001
Objective:To estimate the economic burden of 14 chronic diseases among middle-aged and elderly people in China.Methods:This cross-sectional study was based on longitudinal data from five waves (2011 to 2020) of the China Health and Retirement Longitudinal Study (CHARLS). Participants aged 45 and over who had been diagnosed with exactly one target chronic disease were included in the study. The 14 chronic diseases included: hypertension, dyslipidemia, diabetes or elevated blood glucose, malignant tumors, chronic pulmonary diseases, liver diseases, heart diseases, stroke, kidney diseases, digestive system diseases, emotional and mental diseases, memory-related diseases, arthritis or rheumatic diseases, and asthma. The economic burden of disease was measured in terms of both direct and indirect economic burden, with the results adjusted using a healthcare-specific Consumer Price Index (CPI). The direct economic burden included direct medical and non-medical burden. The human capital method was employed to calculate the indirect economic burden. A generalized linear mixed model (GLMM) was conducted to compare the differences in the economic burden between urban and rural areas, with provinces and prefecture-level cities set as random effects and residence (urban or rural areas) as fixed effects to control for the effects of geographic hierarchical structure. Gender, age and educational attainment were also included as covariates to control for confounding factors. The model′s robustness was assessed by comparing the significance of urban-rural differences before and after adding the covariates.Results:The median annual economic burden of the 14 chronic diseases among the middle-aged and elderly population in China ranged from 7 565 to 17 174 CNY, of which the direct economic burden ranged from 6 909 to 16 565 CNY, and the indirect burden ranged from 284 to 1 276 CNY. The direct economic burden was primarily driven by direct medical burden (83.67% to 95.01% of direct economic burden). Out-of-pocket expenses for outpatient medical burden ranged from 50% to 100%, while those for inpatient ranged from 36.30% to 61.29%. GLMM analysis revealed no statistically significant difference in the overall economic burden between urban and rural areas across diseases. However, the burden of inpatient medical burden for arthritis or rheumatism was higher in urban areas than in rural areas (5 338 vs. 3 898 CNY; LR=6.04, P=0.014). Similarly, the burden of self-treatment for hypertension was also higher in urban areas than in rural areas (324 vs. 238 CNY; LR=8.30, P=0.004). The outpatient non-medical burden for diabetes or elevated blood glucose (59 vs. 149 CNY; LR=5.99, P=0.014), stroke (0 vs. 307 CNY; LR=4.55, P=0.033), and digestive system diseases (45 vs. 107 CNY; LR=9.58, P=0.002) was lower in urban areas than rural. Conclusions:Chronic diseases cause heavy economic burden on middle-aged and elderly people in both urban and rural areas of China, with direct economic burden accounting for the majority of expenditure. The outpatient medical burden accounts for a higher proportion of out-of-pocket expenses than the inpatient.
7.Role and Mechanism of Cucurbitacin B in Suppressing Proliferation of Breast Cancer 4T1 Cells via Inducing Ferroptosis
Yidan RUAN ; Huizhong ZHANG ; Huating HUANG ; Pingzhi ZHANG ; Aina YAO ; Yongqiang ZHANG ; Xiaohan XU ; Shiman LI ; Jian NI ; Xiaoxu DONG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(7):91-97
ObjectiveTo explore the role of cucurbitacin B (CuB) in inducing ferroptosis in 4T1 cells and its mechanism. MethodsThe effects of CuB(0.2, 0.4, 0.8 μmol·L-1)on the proliferation ability of 4T1 cells in vitro were detected using the methyl thiazolyl tetrazolium (MTT) assay. The clonogenic ability of 4T1 cells was detected by the plate cloning assay, and the levels of lactate dehydrogenase (LDH) in 4T1 cells were detected by the use of a kit. The mitochondrial membrane potential and reactive oxygen species (ROS) levels in 4T1 cells were detected by flow cytometry, and the mitochondrial ultrastructure of 4T1 cells was observed by transmission electron microscopy. The western blot was used to detect the expression of ferroptosis-related protein p53 in 4T1 cells, solute carrier family 7 member 11 (SCL7A11), glutathione peroxidase 4 (GPX4), long-chain acyl-CoA synthetase 4 (ACSL4), transferrin receptor protein 1 (TFR1), and ferritin heavy chain 1 (FTH1). ResultsCompared with that in the blank group, the survival rate of 4T1 cells in CuB groups was significantly decreased (P<0.05), and the number of cell clones in CuB groups was significantly reduced (P<0.01). In addition, compared with that in the blank group, the leakage of LDH in cells in CuB groups was significantly increased (P<0.01), and the mitochondrial membrane potential of cells in CuB groups decreased significantly (P<0.01). Cellular ROS levels were significantly elevated in CuB groups (P<0.01). The mitochondria of cells in CuB groups were obviously wrinkled, and the mitochondrial cristae were reduced or even disappeared. Compared with that in the blank group, the protein expression of p53, ACSL4, and TFR1 were significantly up-regulated in CuB groups (P<0.05), and that of SLC7A11, GPX4, and FTH1 were significantly down-regulated (P<0.05). ConclusionCuB may inhibit SLC7A11 and GPX4 expression by up-regulating the expression of p53, which in turn regulates the p53/SLC7A11/GPX4 signaling pathway axis and accelerates the generation of lipid peroxidation substrate by up-regulating the expression of ACSL4. It up-regulates TFR1 expression to promote cellular uptake of Fe3+ and down-regulates the expression of FTH1 to reduce the ability of iron storage, resulting in an elevated free Fe2+ level. It catalyzes the Fenton reaction, generates excess ROS, imbalances the antioxidant system and iron metabolism, and then induces ferroptosis in 4T1 cells.
8.Role and Mechanism of Cucurbitacin B in Suppressing Proliferation of Breast Cancer 4T1 Cells via Inducing Ferroptosis
Yidan RUAN ; Huizhong ZHANG ; Huating HUANG ; Pingzhi ZHANG ; Aina YAO ; Yongqiang ZHANG ; Xiaohan XU ; Shiman LI ; Jian NI ; Xiaoxu DONG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(7):91-97
ObjectiveTo explore the role of cucurbitacin B (CuB) in inducing ferroptosis in 4T1 cells and its mechanism. MethodsThe effects of CuB(0.2, 0.4, 0.8 μmol·L-1)on the proliferation ability of 4T1 cells in vitro were detected using the methyl thiazolyl tetrazolium (MTT) assay. The clonogenic ability of 4T1 cells was detected by the plate cloning assay, and the levels of lactate dehydrogenase (LDH) in 4T1 cells were detected by the use of a kit. The mitochondrial membrane potential and reactive oxygen species (ROS) levels in 4T1 cells were detected by flow cytometry, and the mitochondrial ultrastructure of 4T1 cells was observed by transmission electron microscopy. The western blot was used to detect the expression of ferroptosis-related protein p53 in 4T1 cells, solute carrier family 7 member 11 (SCL7A11), glutathione peroxidase 4 (GPX4), long-chain acyl-CoA synthetase 4 (ACSL4), transferrin receptor protein 1 (TFR1), and ferritin heavy chain 1 (FTH1). ResultsCompared with that in the blank group, the survival rate of 4T1 cells in CuB groups was significantly decreased (P<0.05), and the number of cell clones in CuB groups was significantly reduced (P<0.01). In addition, compared with that in the blank group, the leakage of LDH in cells in CuB groups was significantly increased (P<0.01), and the mitochondrial membrane potential of cells in CuB groups decreased significantly (P<0.01). Cellular ROS levels were significantly elevated in CuB groups (P<0.01). The mitochondria of cells in CuB groups were obviously wrinkled, and the mitochondrial cristae were reduced or even disappeared. Compared with that in the blank group, the protein expression of p53, ACSL4, and TFR1 were significantly up-regulated in CuB groups (P<0.05), and that of SLC7A11, GPX4, and FTH1 were significantly down-regulated (P<0.05). ConclusionCuB may inhibit SLC7A11 and GPX4 expression by up-regulating the expression of p53, which in turn regulates the p53/SLC7A11/GPX4 signaling pathway axis and accelerates the generation of lipid peroxidation substrate by up-regulating the expression of ACSL4. It up-regulates TFR1 expression to promote cellular uptake of Fe3+ and down-regulates the expression of FTH1 to reduce the ability of iron storage, resulting in an elevated free Fe2+ level. It catalyzes the Fenton reaction, generates excess ROS, imbalances the antioxidant system and iron metabolism, and then induces ferroptosis in 4T1 cells.
9.Current status of anticoccidial drug resistance in China
Yidan BAI ; Wenting LI ; Wanxin LUO ; Yuxin YU ; Dongfang LI ; Junlong ZHAO ; Lan HE
Chinese Journal of Schistosomiasis Control 2025;37(2):217-222
Avian coccidiosis, an acute parasitic disease that mainly harms chicks, is widely prevalent across the world, which poses a serious threat to poultry industry. Because of the single prophylactic formulations, veterinary clinical treatment of coccidiosis mainly relies on chemically synthesized agents, polyether ionophores and Chinese herbal medicines. The introduction of novel anticoccidial drugs is slow for a long period of time, and there is an increasing problem of anticoccidial drug resistance following long-term use, which has become an urgent problem to be solved in poultry industry. This review summarizes the levels of anticoccidial drug resistance across China from 2018 to 2023, and analyzes the resistance to various anticoccidial agents in coccidia. It is indicated that the overall prevalence of anticoccidial drug resistance is high in coccidia, and development of novel anticoccidial agents and products with reduced antibiotics use and alternatives of antibiotics is of an urgent need.
10.Machine learning models based on ultrasound radiomics for preoperatively distinguishing atypical parathyroid tumors/parathyroid carcinoma and parathyroid adenoma
Chunrui LIU ; Peng WAN ; Haiyan XUE ; Yidan ZHANG ; Wenxian LI ; Jian HE ; Zhengyang ZHOU ; Jing YAO
Chinese Journal of Medical Imaging Technology 2025;41(6):908-913
Objective To observe the value of machine learning(ML)models based on ultrasound radiomics for preoperatively distinguishing atypical parathyroid tumor(APT)/parathyroid carcinoma(PC)and parathyroid adenoma(PA).Methods Totally 330 primary hyperparathyroidism patients who underwent surgical treatments were retrospectively enrolled and categorized into APT/PC group(n=78)and PA group(n=252)according to surgical pathology and clinical follow-up results,also divided into training set(n=231)and test set(n=99)at the ratio of 7∶3.Based on preoperative ultrasound,545 radiomics features were extracted,and recursive feature elimination(RFE),Kruskal-Wallis or analysis of variance methods were used to screen the features,respectively.Support vector machine(SVM),linear discriminant analysis(LDA),least absolute shrinkage and selection operator logistic regression(LRLASSO),also random forest(RF)and decision tree(DT)algorithms were adopted to construct ML models for differentiating APT/PC and PA,respectively.Then the models were trained in training set,their performance were verified in test set,and a 5-fold cross-validation was adopted to screen out the better combinations.Results Compared with Kruskal-Wallis and analysis of variance methods,the distinguishing efficacy of SVM,LDA,LRLASSO,RF and DT models constructed based on features screened out using RFE method in training set(area under the curve[AUC]=0.870,0.878,0.850,0.847,1.000)and test set(AUC=0.856,0.842,0.827,0.847 and 0.704)were all relatively higher.In test set,the AUC of SVM,LDA,LRLASSO and RF models constructed based on the features screened out using RFE method(included 25,23,17 and 23 features)were all higher than that of DT model(8 features)(all P<0.001).No significant difference of AUC was found between SVM,LRLASSO or RF models and LDA model(all P>0.05).The AUC of SVM and RF models were higher than that of LRLASSO model(both P<0.05),while of SVM and RF models were not significantly different(P>0.05),indicating that SVM,LDA and RF models were better ones.Conclusion SVM,LDA,LRLASSO,RF and DT models based on ultrasound radiomics could effectively distinguish APT/PC and PA preoperatively,among which SVM,LDA and RF models had better diagnostic efficacy.

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