1.Development of a Triplex TaqMan Quantitative PCR Method for Simultaneous Detection of MHV, MPV, and Reo-3
Yimin ZHOU ; Xinyu ZHANG ; Jianuo YANG ; Mengjia LIU ; Cancan SI ; Hailü YE ; Wenchao SUN ; Tian LAN
Laboratory Animal and Comparative Medicine 2026;46(3):408-415
ObjectiveTo establish a highly specific and sensitive triplex TaqMan quantitative PCR method for the detection of mouse hepatitis virus (MHV), mouse parvovirus (MPV), and reovirus type 3 (Reo-3) in laboratory mice. MethodsRecombinant plasmid standards were constructed using conserved genomic regions of the three target viruses. Specific primers and probes were designed, and a triplex TaqMan quantitative PCR (qPCR) system was optimized through preliminary experiments. Sensitivity was evaluated using 10-fold serial dilutions (101-107 copies/μL). Intra- and inter-assay repeatability were assessed via reproducibility experiments. ResultsA strong linear correlation (R 2>0.99) was observed between copy number and Ct value at template concentrations of 102-107 copies/μL. Intra-assay and inter-assay coefficients of variation (CV) were both below 5%. No cross-reactivity was observed with mouse cytomegalovirus (MCMV), vesicular stomatitis virus (VSV), Sendai virus (SeV), or pneumonia virus of mice (PVM). ConclusionThe triplex TaqMan quantitative PCR method established in this study has high sensitivity, good repeatability, and strong specificity. It enables the rapid, specific, and sensitive detection of MHV, MPV, and Reo-3, allows the simultaneous detection of multiple pathogens in a single tube, and can be applied to the detection of clinical samples from laboratory animals and to epidemiological investigations, thereby providing effective scientific and technological support for the prevention and control of viral infection and the interruption of transmission.
2.Identification and infection rate of densovirus in Culex pipiens pallens in Beijing in 2023
Xiu-yan XU ; Ting YAN ; Si-jie ZHU ; Jing LI ; Mei-de LIU ; Hong-jiang ZHANG ; Ting LIU ; Qiu-hong LI ; Xiao-jie ZHOU ; Ying TONG ; Yong ZHANG
Acta Parasitologica et Medica Entomologica Sinica 2026;33(1):25-30
Objective This study conducted molecular biological identification of the viruses carried by Culex pipiens pallens specimens collected in Shunyi District, Beijing in 2023, and observed the changes in the infection rate of the viruses carried by Cx. pipiens pallens at different collection times. Methods Cx. pipiens pallens were collected using carbon dioxide mosquito traps. The mosquito samples were ground in batches and analyzed by molecular biology technologies. The virus infection rate at different collection times was analyzed statistically. Results 17 strains of Culex pipiens pallens densovirus(CppDNV)were identified from Cx. pipiens pallens samples collected in Shunyi District, Beijing, in 2023. The nucleotide sequence analysis of the virus genome coding region showed that CppDNV was a single-stranded DNA virus with a total length of 3 335 nt, encoding 2 non-structural proteins(NS1, NS2)and 1 capsid protein(VP). The nucleotide(amino acid)sequence lengths of the three proteins were 2 376 nt(791 aa),1 092 nt(363 aa)and 1 071 nt(356 aa), respectively. Phylogenetic analysis showed that CppDNV was located in genus Brevihamaparvovirus. Statistical analysis showed no significant difference in infection rates across collection times(χ2=4.429, P=0.194). Conclusions CppDNV was identified in Cx. pipiens pallens in Beijing, and it was stably maintained in this natural population.
3.Mosquito monitoring and influence of meteorological factors on mosquito density around Beijing Capital International Airport, 2016-2022
Ran FENG ; Tie-zheng MA ; Si-jie ZHU ; Bo TIAN ; Fei QUAN ; Zhi-lin WU ; Xiao-tao LIU ; Fu-yuan ZHANG ; Song-jian ZHANG
Acta Parasitologica et Medica Entomologica Sinica 2026;33(1):40-48
Objective To understand mosquito density, species composition, and seasonal variations around the Beijing Capital International Airport(BCIA)and provide scientific evidence for mosquito-borne disease prevention and control. Methods Meteorological data were collected from 2016 to 2022, and mosquito density was monitored at seven surveillance sites around the BCIA from May to October each year using CO2-baited mosquito traps to analyze the relationship between mosquito density and meteorological factors. Results In total,68 518 female mosquitoes were captured, with a mosquito density of 10.20 per light · hour. The dominant species was Culex pipiens pallens(73.90%), followed by Aedes albopictus(9.71%)and Ae. vexans(9.29%);the mosquito density was highest in 2016(14.8 per light·hour)and lowest in 2022(4.46 per light·hour). Significant statistical differences were observed in mosquito density among different species(F=18.118, P<0.05). The density of Cx. pipiens pallens and other mosquito species showed a mutually exclusive trend; the peak of mosquito density varied based on years and habitats, with significant statistical differences in mosquito density among different habitats(F=8.504, P<0.05). The highest mosquito density was observed near the Wenyu River(21.50 per light·hour), whereas the lowest was recorded at the BCIA construction site(2.44 per light· hour). The monthly average temperature(r=0.595), monthly average highest temperature(r=0.575), and monthly average lowest temperature(r=0.624)showed moderate positive correlations, whereas the monthly average air pressure(r=-0.484)showed a moderate negative correlation. The monthly average minimum temperature was included in the regression model(F=25.575, P<0.000), and the equation Y=1.029X4-8.181 was used. The monthly average air pressure 2 months prior(b=-2.418, β=-1.619, P<0.05)and the monthly average relative humidity(b=-0.739, β=-1.201, P<0.05)significantly negatively predicted the mosquito density. Notably, the regression equation used was y=2526.170+(-2.418)X9+(-0.739)X13. The exposure-response analysis revealed that the density of mosquitoes was not linearly related to the average monthly air pressure, rainfall, and duration of sunshine. Conclusions The dominant mosquito species around the BCIA was Cx. pipiens pallens, Ae. albopictus, and Ae. vexans. During the control of Cx. pipiens pallens, the impact on other mosquito species must also be considered. Environmental management, breeding sites, and scientific use of pesticides should be prioritized based on the activity periods of mosquitoes. Further studies on mosquitoes and meteorological factors should be conducted to provide references and novel avenues for mosquito control.
4.The first record of Anopheles messeae (Diptera: Culicidae) parasitized by water mites in China
Xue-ru CHEN ; Wen-zhen YAO ; Yu-hao LI ; Gui-chang LI ; Tao MENG ; Qun-ling FENG ; Xin-hui LIU ; Li-hong QIAO ; Xiang-ting WU ; Xue-feng ZHANG ; Cheng-lin LI ; Xue-cheng DONG ; Da-wei WANG ; Xiao-yan SI ; Yu-hong GUO
Acta Parasitologica et Medica Entomologica Sinica 2026;33(1):53-57
Objective This study reports on the obligatory parasitism of water mites Arrenurus sp. on Anopheles messeae at the Manzhouli Port, Inner Mongolia, China. Methods Duing July 2024, a survey on the mosquito diversity was conducted at the Manzhouli Port. Captured mosquitoes and their ectoparasites were identified to species level. Results A total of 1840 adult mosquitoes were collected, representing species from three genera: Culex(Cx. modestus, Cx. pipiens pallens), Aedes(Ae. dorsalis, Ae. flavidorsalis, Ae. flavescens), and Anopheles (An. messeae). Among all the mosqutioes specimens,3 out of 150 captured An. messeae were found to carry ectoparasitic mites, with number of 2,4,27 mites separately. Morphological and molecular identification reached the same result as water mites(Hydrachnidiae, Hydracrina). COI gene sequence showed 94% similarity with the closest species Arrenurus truncatellus. Conlusions Literature review suggests water mites are host-specific parasitism of mosquito species and herein with the first record of Arrenurus sp. parasiting on An. Messeae in the most high-latitude region globally.
5.Effect of Zhengan Xifengtang on Intestinal Mucosal Barrier in Spontaneously Hypertensive Rats via FXR-MLCK/p-MLC Pathway
Meilong SI ; Hua JIN ; Yu WANG ; Qiuju ZHANG ; Tao LIU ; Yun YONG ; Xuan BAO
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(21):1-10
ObjectiveTo investigate the repair effects of Zhengan Xifengtang on intestinal mucosal barrier in spontaneously hypertensive rats (SHRs) through the pathways of farnesoid X receptor (FXR)-myosin light chain kinase (MLCK)/phosphorylated myosin light chain (p-MLC) and its potential mechanism. MethodsForty 10-week-old male SHRs were randomly divided into model group, amlodipine besylate group (0.5 mg·kg-1·d-1), and high, middle and low dose groups of Zhengan Xifengtang (34.5, 17.25, 8.625 g·kg-1·d-1); eight age-matched male Wistar-Kyoto (WKY) rats of the same origin served as the normal control group. Drug intervention was carried out for 8 weeks, and the blood pressure of the rats was measured regularly. After the intervention, the rats were euthanized to collect tissue samples. Hematoxylin and eosin (HE) staining and Alcian blue-periodic acid-Schiff (AB-PAS) staining were used to evaluate the pathological morphology and the number of goblet cells in colonic mucosa. Enzyme-linked immunosorbent assay (ELISA) was employed to measure plasma lipopolysaccharide (LPS) and diamine oxidase (DAO) levels in each group of rats. Immunofluorescence (IF) assay was used to detect the relative fluorescence intensity of FXR and p-MLC in colonic tissue. Western blot was used to detect the zonula occludens-1 (ZO-1), Occludin, Claudin-1, junctional adhesion molecule-1 (JAM-1), mucin-2 (MUC2), FXR, MLCK, and p-MLC protein expression in colon tissue. Real-time fluorescence quantitative polymerase chain reaction (Real-time PCR) was used to detect mRNA expression levels of ZO-1, Occludin, Claudin-1, JAM-1, MUC2, FXR, MLCK, and MLC in colon tissue. ResultsCompared with the normal group, the blood pressure in the model group increased significantly (P<0.01), the colonic mucosal structure was seriously damaged, and the number of goblet cells decreased significantly. The contents of LPS and DAO increased significantly (P<0.01), the relative fluorescence intensity of FXR in colon decreased, while that of p-MLC increased (P<0.01). The protein and mRNA expressions of ZO-1, Claudin-1, JAM-1, Occludin, MUC2 and FXR decreased significantly (P<0.01), whereas the protein expression of MLCK and p-MLC increased significantly (P<0.01). Additionally, the mRNA expression of MLCK and MLC increased significantly (P<0.01). Compared with the model group, the Zhengan Xifengtang groups at various dosages and the amlodipine besylate group showed significantly reduced blood pressure (P<0.01). The damage of colonic mucosa structure was alleviated, the infiltration of inflammatory cells decreased, and the number of goblet cells increased. LPS and DAO levels were decreased (P<0.05, P<0.01). In the colon, the relative fluorescence intensity of FXR increased, while that of p-MLC decreased (P<0.05, P<0.01). The protein and mRNA expression levels of ZO-1, Claudin-1, JAM-1, Occludin, and FXR increased significantly (P<0.05, P<0.01), while the protein expression of MLCK and p-MLC decreased significantly (P<0.05, P<0.01). Furthermore, the mRNA expression of MLCK and MLC decreased significantly (P<0.05, P<0.01), and the protein expression of MUC2 increased significantly (P<0.05, P<0.01). The expression of MUC2 mRNA in each dose group of Zhengan Xifengtang increased significantly (P<0.05, P<0.01). ConclusionZhengan Xifengtang may regulate the FXR-MLCK/p-MLC signaling pathway and enhance the expression of tight junction protein, thereby reducing intestinal mucosal permeability, promoting mucosal barrier repair, decreasing LPS release into the blood, and ultimately lowering blood pressure.
6.Effect of Zhengan Xifengtang on Intestinal Mucosal Barrier in Spontaneously Hypertensive Rats via FXR-MLCK/p-MLC Pathway
Meilong SI ; Hua JIN ; Yu WANG ; Qiuju ZHANG ; Tao LIU ; Yun YONG ; Xuan BAO
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(21):1-10
ObjectiveTo investigate the repair effects of Zhengan Xifengtang on intestinal mucosal barrier in spontaneously hypertensive rats (SHRs) through the pathways of farnesoid X receptor (FXR)-myosin light chain kinase (MLCK)/phosphorylated myosin light chain (p-MLC) and its potential mechanism. MethodsForty 10-week-old male SHRs were randomly divided into model group, amlodipine besylate group (0.5 mg·kg-1·d-1), and high, middle and low dose groups of Zhengan Xifengtang (34.5, 17.25, 8.625 g·kg-1·d-1); eight age-matched male Wistar-Kyoto (WKY) rats of the same origin served as the normal control group. Drug intervention was carried out for 8 weeks, and the blood pressure of the rats was measured regularly. After the intervention, the rats were euthanized to collect tissue samples. Hematoxylin and eosin (HE) staining and Alcian blue-periodic acid-Schiff (AB-PAS) staining were used to evaluate the pathological morphology and the number of goblet cells in colonic mucosa. Enzyme-linked immunosorbent assay (ELISA) was employed to measure plasma lipopolysaccharide (LPS) and diamine oxidase (DAO) levels in each group of rats. Immunofluorescence (IF) assay was used to detect the relative fluorescence intensity of FXR and p-MLC in colonic tissue. Western blot was used to detect the zonula occludens-1 (ZO-1), Occludin, Claudin-1, junctional adhesion molecule-1 (JAM-1), mucin-2 (MUC2), FXR, MLCK, and p-MLC protein expression in colon tissue. Real-time fluorescence quantitative polymerase chain reaction (Real-time PCR) was used to detect mRNA expression levels of ZO-1, Occludin, Claudin-1, JAM-1, MUC2, FXR, MLCK, and MLC in colon tissue. ResultsCompared with the normal group, the blood pressure in the model group increased significantly (P<0.01), the colonic mucosal structure was seriously damaged, and the number of goblet cells decreased significantly. The contents of LPS and DAO increased significantly (P<0.01), the relative fluorescence intensity of FXR in colon decreased, while that of p-MLC increased (P<0.01). The protein and mRNA expressions of ZO-1, Claudin-1, JAM-1, Occludin, MUC2 and FXR decreased significantly (P<0.01), whereas the protein expression of MLCK and p-MLC increased significantly (P<0.01). Additionally, the mRNA expression of MLCK and MLC increased significantly (P<0.01). Compared with the model group, the Zhengan Xifengtang groups at various dosages and the amlodipine besylate group showed significantly reduced blood pressure (P<0.01). The damage of colonic mucosa structure was alleviated, the infiltration of inflammatory cells decreased, and the number of goblet cells increased. LPS and DAO levels were decreased (P<0.05, P<0.01). In the colon, the relative fluorescence intensity of FXR increased, while that of p-MLC decreased (P<0.05, P<0.01). The protein and mRNA expression levels of ZO-1, Claudin-1, JAM-1, Occludin, and FXR increased significantly (P<0.05, P<0.01), while the protein expression of MLCK and p-MLC decreased significantly (P<0.05, P<0.01). Furthermore, the mRNA expression of MLCK and MLC decreased significantly (P<0.05, P<0.01), and the protein expression of MUC2 increased significantly (P<0.05, P<0.01). The expression of MUC2 mRNA in each dose group of Zhengan Xifengtang increased significantly (P<0.05, P<0.01). ConclusionZhengan Xifengtang may regulate the FXR-MLCK/p-MLC signaling pathway and enhance the expression of tight junction protein, thereby reducing intestinal mucosal permeability, promoting mucosal barrier repair, decreasing LPS release into the blood, and ultimately lowering blood pressure.
7.Clinical Efficacy of Modified Huangqi Chifengtang in Treatment of IgA Nephropathy Patients and Exploration of Dose-effect Relationship of Astragali Radix
Xiujie SHI ; Meiying CHANG ; Yue SHI ; Ziyan ZHANG ; Yifan ZHANG ; Qi ZHANG ; Hangyu DUAN ; Jing LIU ; Mingming ZHAO ; Yuan SI ; Yu ZHANG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(2):9-16
ObjectiveTo explore the dose-effect relationship and safety of high, medium, and low doses of raw Astragali Radix in the modified Huangqi Chifengtang (MHCD) for treating proteinuria in immunoglobulin A (IgA) nephropathy, and to provide scientific evidence for the clinical use of high-dose Astragali Radix in the treatment of proteinuria in IgA nephropathy. MethodsA total of 120 patients with IgA nephropathy, diagnosed with Qi deficiency and blood stasis combined with wind pathogen and heat toxicity, were randomly divided into a control group and three treatment groups. The control group received telmisartan combined with a Chinese medicine placebo, while the treatment groups were given telmisartan combined with MHCD containing different doses of raw Astragali Radix (60, 30, 15 g). Each group contained 30 patients, and the treatment period was 12 weeks. Changes in 24-hour urinary protein (24 hUTP), traditional Chinese medicine (TCM) syndrome scores, effective rate, and renal function were observed before and after treatment. Safety was assessed by monitoring liver function and blood routine. ResultsAfter 12 weeks of treatment, 24 hUTP significantly decreased in the high, medium, and low-dose groups, as well as the control group (P<0.05, P<0.01). The TCM syndrome scores in the high, medium, and low-dose groups also significantly decreased (P<0.01). Comparisons between groups showed that the 24 hUTP in the high-dose group was significantly lower than in the medium, low-dose, and control groups (P<0.05, P<0.01), and the 24 hUTP in the medium-dose group was significantly lower than in the control group (P<0.05). The TCM syndrome scores in the high and medium-dose groups were significantly lower than in the low-dose and control groups (P<0.05, P<0.01). The total effective rates for proteinuria in the high, medium, low-dose, and control groups were 92.59% (25/27), 85.19% (23/27), 60.71% (17/28), and 57.14% (16/28), respectively. The effective rates in the high and medium-dose groups were significantly higher than in the low-dose and control groups (χ2=13.185, P<0.05, P<0.01). The effective rates for TCM syndrome scores in the high, medium, low-dose, and control groups were 88.89% (24/27), 81.48% (22/27), 71.43% (20/28), and 46.43% (13/28), respectively. The efficacy of TCM syndrome scores in the high and medium-dose groups was significantly higher than in the control group (χ2=14.053, P<0.01). Compared with pre-treatment values, there was no statistically significant difference in eGFR and serum creatinine in the high and medium-dose groups. However, eGFR significantly decreased in the low-dose and control groups after treatment (P<0.05), and serum creatinine levels increased significantly in the control group (P<0.05). No statistically significant differences were observed in urea nitrogen, uric acid, albumin, total cholesterol, triglycerides, liver function, and blood routine before and after treatment in any group. ConclusionThere is a dose-effect relationship in the treatment of IgA nephropathy with high, medium, and low doses of raw Astragali Radix in MHCD. The high-dose group exhibited the best therapeutic effect and good safety profile.
8.Ginkgolic acid inhibits CD8+T cell activation and induces ferroptosis by lactate dehydrogenase A to exert immunosuppressive effect
Sai ZHANG ; Zhuyuan SI ; Mingkun LIU ; Wenjuan HAO ; Tong XIA ; Zeyang LIU ; Gang DU ; Bin JIN
Journal of Pharmaceutical Analysis 2025;15(7):1512-1525
In the context of the development of transplant oncology,it is of great clinical significance to find a drug with both antitumor and immunosuppressive effects for liver transplantation patients with hepatocellular carcinoma(HCC).The antitumor effect of ginkgolic acid(GA)has been confirmed,and some studies suggest that GA may also have an immunosuppressive effect.The immunosuppressive effect of GA was evaluated by histopathology,T-cell subpopulation,and cytokine detection in rat liver transplantation and mouse cardiac transplantation models,and transcriptomic and metabolomic analysis was used to explore the underlying mechanism of the GA immunosuppressive effect.Metabolites,activation,and ferroptosis markers of CD8+T cells were detected in vivo and in vitro.Based on rat liver transplantation and mouse cardiac transplantation models,the immunosuppressive effect of GA was first confirmed by histopathology,T-cell subpopulation,and cytokine detection.In the mouse cardiac transplantation model,transcriptomics combined with metabolomics demonstrated for the first time that GA inhibited lactate dehydrogenase A(LDHA)expression and pyruvate metabolism in CD8+T cells.It was confirmed in vivo and in vitro that GA inhibited pyruvate metabolism of CD8+T cells through LDHA,inhibiting their activation and inducing ferroptosis.Over-expression of LDHA partially reversed the effect of GA on the metabolism,activation,and ferroptosis of CD8+T cells in vitro.GA mediates metabolic reprogramming through LDHA to inhibit the activation and induce ferroptosis of CD8+T cells to exert an immunosuppressive effect,which lays an experimental foundation for the future clinical application of its immunosuppressive effect.
9.Preliminary efficacy and safety of pembrolizumab combined with chemotherapy as neoadjuvant therapy for advanced temporal bone squamous cell carcinoma
Yu SI ; Yan HUANG ; Dian LIU ; Maojin LIANG ; Wenting DENG ; Yuexin CAI ; Yuebo CHEN ; Yanfang YE ; Li LING ; Zhigang ZHANG ; Suijun CHEN
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2025;60(11):1399-1406
Objective:To evaluate the safety of neoadjuvant therapy with pembrolizumab combined with 5-fluorouracil (5-FU) and cisplatin in patients with advanced temporal bone squamous cell carcinoma (TBSCC), and its impact on tumor response rate and disease-free survival (DFS).Methods:This prospective, single-arm, open-label clinical study enrolled patients with advanced (Stage Ⅲ/Ⅳ) TBSCC from Sun Yat-sen Memorial Hospital. Patients received 2-3 cycles of neoadjuvant therapy with pembrolizumab, 5-FU, and cisplatin, followed by definitive surgery. Postoperatively, patients received 6 cycles of pembrolizumab combined with radiotherapy. The primary endpoint was the 2-year disease-free survival (DFS) rate. Secondary endpoints included objective response rate (ORR) and safety indicators. Survival analysis was performed using the Kaplan-Meier method. Adverse events (AE) were assessed using the National Cancer Institute′s Common Terminology Criteria for Adverse Events (CTCAE), version 5.0. Statistical analyses were conducted using SPSS software, version 22.0.Results:From August 2021 to April 2024, 16 patients with advanced TBSCC were enrolled (13 males and 3 females), with a median age of 54 years and a median follow-up time of 2.32 years. Following neoadjuvant therapy, the objective response rate (ORR) was 64.3% (9/14), and the disease control rate (DCR) was 92.9% (13/14). The 2-year DFS rate was 86.6%. Common treatment-related adverse events (TRAE) included leukopenia (56.3%, 9/16), nausea and vomiting (50.0%, 8/16), diarrhea, oral mucositis, and elevated liver function tests (25.0%, 4/16). One patient (6.25%) experienced a grade 3 adverse event.Conclusion:Neoadjuvant pembrolizumab-chemotherapy significantly enhances objective response rate and disease-free survival in advanced TBSCC.
10.YOLOX-SwinT algorithm improves the accuracy of AO/OTA classification of intertrochanteric fractures by orthopedic trauma surgeons.
Xue-Si LIU ; Rui NIE ; Ao-Wen DUAN ; Li YANG ; Xiang LI ; Le-Tian ZHANG ; Guang-Kuo GUO ; Qing-Shan GUO ; Dong-Chu ZHAO ; Yang LI ; He-Hua ZHANG
Chinese Journal of Traumatology 2025;28(1):69-75
PURPOSE:
Intertrochanteric fracture (ITF) classification is crucial for surgical decision-making. However, orthopedic trauma surgeons have shown lower accuracy in ITF classification than expected. The objective of this study was to utilize an artificial intelligence (AI) method to improve the accuracy of ITF classification.
METHODS:
We trained a network called YOLOX-SwinT, which is based on the You Only Look Once X (YOLOX) object detection network with Swin Transformer (SwinT) as the backbone architecture, using 762 radiographic ITF examinations as the training set. Subsequently, we recruited 5 senior orthopedic trauma surgeons (SOTS) and 5 junior orthopedic trauma surgeons (JOTS) to classify the 85 original images in the test set, as well as the images with the prediction results of the network model in sequence. Statistical analysis was performed using the SPSS 20.0 (IBM Corp., Armonk, NY, USA) to compare the differences among the SOTS, JOTS, SOTS + AI, JOTS + AI, SOTS + JOTS, and SOTS + JOTS + AI groups. All images were classified according to the AO/OTA 2018 classification system by 2 experienced trauma surgeons and verified by another expert in this field. Based on the actual clinical needs, after discussion, we integrated 8 subgroups into 5 new subgroups, and the dataset was divided into training, validation, and test sets by the ratio of 8:1:1.
RESULTS:
The mean average precision at the intersection over union (IoU) of 0.5 (mAP50) for subgroup detection reached 90.29%. The classification accuracy values of SOTS, JOTS, SOTS + AI, and JOTS + AI groups were 56.24% ± 4.02%, 35.29% ± 18.07%, 79.53% ± 7.14%, and 71.53% ± 5.22%, respectively. The paired t-test results showed that the difference between the SOTS and SOTS + AI groups was statistically significant, as well as the difference between the JOTS and JOTS + AI groups, and the SOTS + JOTS and SOTS + JOTS + AI groups. Moreover, the difference between the SOTS + JOTS and SOTS + JOTS + AI groups in each subgroup was statistically significant, with all p < 0.05. The independent samples t-test results showed that the difference between the SOTS and JOTS groups was statistically significant, while the difference between the SOTS + AI and JOTS + AI groups was not statistically significant. With the assistance of AI, the subgroup classification accuracy of both SOTS and JOTS was significantly improved, and JOTS achieved the same level as SOTS.
CONCLUSION
In conclusion, the YOLOX-SwinT network algorithm enhances the accuracy of AO/OTA subgroups classification of ITF by orthopedic trauma surgeons.
Humans
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Hip Fractures/diagnostic imaging*
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Orthopedic Surgeons
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Algorithms
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Artificial Intelligence


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