1.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
;
Hip Fractures/diagnostic imaging*
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Orthopedic Surgeons
;
Algorithms
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Artificial Intelligence
2.Efficacy and safety of recombinant human anti-SARS-CoV-2 monoclonal antibody injection(F61 injection)in the treatment of patients with COVID-19 combined with renal damage:a randomized controlled exploratory clinical study
Ding-Hua CHEN ; Chao-Fan LI ; Yue NIU ; Li ZHANG ; Yong WANG ; Zhe FENG ; Han-Yu ZHU ; Jian-Hui ZHOU ; Zhe-Yi DONG ; Shu-Wei DUAN ; Hong WANG ; Meng-Jie HUANG ; Yuan-Da WANG ; Shuo-Yuan CONG ; Sai PAN ; Jing ZHOU ; Xue-Feng SUN ; Guang-Yan CAI ; Ping LI ; Xiang-Mei CHEN
Chinese Journal of Infection Control 2024;23(3):257-264
Objective To explore the efficacy and safety of recombinant human anti-severe acute respiratory syn-drome coronavirus 2(anti-SARS-CoV-2)monoclonal antibody injection(F61 injection)in the treatment of patients with coronavirus disease 2019(COVID-19)combined with renal damage.Methods Patients with COVID-19 and renal damage who visited the PLA General Hospital from January to February 2023 were selected.Subjects were randomly divided into two groups.Control group was treated with conventional anti-COVID-19 therapy,while trial group was treated with conventional anti-COVID-19 therapy combined with F61 injection.A 15-day follow-up was conducted after drug administration.Clinical symptoms,laboratory tests,electrocardiogram,and chest CT of pa-tients were performed to analyze the efficacy and safety of F61 injection.Results Twelve subjects(7 in trial group and 5 in control group)were included in study.Neither group had any clinical progression or death cases.The ave-rage time for negative conversion of nucleic acid of SARS-CoV-2 in control group and trial group were 3.2 days and 1.57 days(P=0.046),respectively.The scores of COVID-19 related target symptom in the trial group on the 3rd and 5th day after medication were both lower than those of the control group(both P<0.05).According to the clinical staging and World Health Organization 10-point graded disease progression scale,both groups of subjects improved but didn't show statistical differences(P>0.05).For safety,trial group didn't present any infusion-re-lated adverse event.Subjects in both groups demonstrated varying degrees of elevated blood glucose,elevated urine glucose,elevated urobilinogen,positive urine casts,and cardiac arrhythmia,but the differences were not statistica-lly significant(all P>0.05).Conclusion F61 injection has initially demonstrated safety and clinical benefit in trea-ting patients with COVID-19 combined with renal damage.As the domestically produced drug,it has good clinical accessibility and may provide more options for clinical practice.
3.Clinical profiles and outcomes of acute type A aortic dissection and intramural hematoma in the current era: lessons from the first registry of aortic dissection in China.
Wei-Xun DUAN ; Wei-Guang WANG ; Lin XIA ; Chao XUE ; Bo YU ; Kai REN ; Wei YI ; Hong-Liang LIANG ; Xiao-Chao DONG ; Jian ZUO ; Jin-Cheng LIU ; Shi-Qiang YU ; Ding-Hua YI
Chinese Medical Journal 2021;134(8):927-934
BACKGROUND:
Acute type A aortic dissection (ATAAD) and acute type A intramural hematoma (ATAIMH) are life-threatening diseases with high mortality. To better understand their clinical features in the Chinese population, we analyzed the data from the first Registry of Aortic Dissection in China (Sino-RAD) to promote the understanding and management of the diseases.
METHODS:
All patients with ATAAD and ATAIMH enrolled in Sino-RAD from January 1, 2012 to December 31, 2016 were involved. The data of patients' selection, history, symptoms, management, outcomes, and postoperation complications were analyzed in the study. The continuous variables were compared using the Student's t test for normal distributions and the Mann-Whitney U test for non-normal distributions. Categorical variables were compared using the Chi-square test or Fisher exact test.
RESULTS:
A total of 1582 patients with ATAAD and 130 patients with ATAIMH were included. The mean age of all patients was 48.4 years. Patients with ATAAD were significantly younger than patients with ATAIMH (48.9 years vs. 55.6 years, P < 0.001). For the total cohort, males were dominant, but the male ratio of patients with ATAAD was significantly higher compared to those with ATAIMH (P = 0.01). The time range from the onset of symptom to hospitalization was 2.0 days. More patients of ATAIMH had hypertension than that of ATAAD (82.3% vs. 67.6%, P < 0.05). Chest and back pain were the most common clinical symptoms. Computerized tomography (CT) was the most common initial diagnostic imaging modality. 84.7% received surgical treatment and in-hospital mortality was 5.3%. Patients with ATAAD mainly received surgical treatment (89.6%), while most patients with ATAIMH received medical treatment (39.2%) or endovascular repair (35.4%).
CONCLUSIONS
Our study suggests that doctors should comprehensively use clinical examination and genetic background screening for patients with ATAAD and ATAIMH and further shorten the time range from symptoms onset to intervention, achieving early diagnosis and treatment, thereby reducing the mortality rate of patients with aortic dissection in China. We should standardize the procedures of aortic dissection treatment and improve people's understanding. Meanwhile, the curing and transferring efficiency should also be improved.
Acute Disease
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Aneurysm, Dissecting/diagnosis*
;
China
;
Hematoma
;
Humans
;
Male
;
Middle Aged
;
Registries
;
Retrospective Studies
;
Time Factors
;
Treatment Outcome
4.Determination of cryptotanshinone and tanshinone Ⅱ A in human plasma by LC-MS/MS
Xue-Ning ZHANG ; Li-Guang DUAN
The Chinese Journal of Clinical Pharmacology 2019;35(7):690-693
Objective To develop a LC-MS/MS method for the determination of cryptotanshinone and tanshinone Ⅱ A in human plasma.Methods The plasma samples were precipitated with methano1. After sample preparation, the samples were separated on a Symmetry C18 (150 mm × 4. 6 mm, 5 μm) column using acetonitrile and water (with 0. 1%formic acid) as mobile phase in gradient elution mode. Velocity of flow was 0. 1 m L·min-1. Column temperature was 35 ℃. Sample size was 10μL. The mass spectrometer was operated under the positive ion mode with the electrospray ionization source. And, the detection was performed by multiple reaction monitoring. The specificity, standard curve and lower limit of quantification, precision and recovery, stability of the method were investigated. Results The linear relationships for cryptotanshinone and tanshinone Ⅱ A were good in the concentration range of0. 50-100. 10 ng·m L-1 and 0. 51-101. 20 ng·m L-1, limit of quantitation were 0. 50 and 0. 51 ng·m L-1 and the intra-day and inter-day precision (RSD) were less than 8. 3%. The average recoveries for cryptotanshinone and tanshinone Ⅱ A at low, medium and high levels were greater than 88. 3%. Conclusion The analysis method was sensitive, simple and suitable enough to be applied for the determination of cryptotanshinone and tanshinone ⅡA in human plasma.
5.Selection of policy tools for constructing tiered medical care system: A Quantitative analysis based on provincial government policy text
Yang LI ; Guang-Feng DUAN ; Wen-Hua TIAN ; Wei ZHANG ; Jun-Rui LONG ; Zi-Xue SUN
Chinese Journal of Health Policy 2018;11(1):48-52
Objective:To compare and analyze the choice and application of policy tools in the construction of hierarchical medical system in different provinces of china, and to provide advice for improving the effectiveness of the hierarchical medical policy implementation. Methods:Retrieve the policy documents of provincial governments on hierarchical medical policy through internet search;sort names and categories of policy tools based on the classifica-tion of policy tools by Rothwell&Zegveld after consulting the expert,and analyze the use of policy tools by calculating the frequency of different policy tools. Results:This study has summed up 15 types of policy tools in 3 categories in-cluding demand,supply,and environment of provincial hierarchical medical policy. Supply policy tools accounted for 32.92%,demand policy tools accounted for 20.58%, and environmental policy tools accounted for 46.50%. The most widely used policy tool is the regulatory control, and the least used policy tool is the disease catalog. Conclu-sions:Among the choice of policy tools,the category of environmental policy tools are the most widely used,and de-mand policy tools are applied the least. The use of three types of policy tools in the eastern region are balanced,the demand policy tools in Central China are relatively few, and the environmental policy tools are widely used in the western region,while the demand oriented policy tools are scarce.
6.Electrophysiological characteristics of hippocampal postnatal early development mediated by AMPA receptors in rats.
Xue-Yi CHEN ; Ai-Feng ZHANG ; Wen ZHAO ; Yu-Dan GAO ; Hong-Mei DUAN ; Peng HAO ; Zhao-Yang YANG ; Xiao-Guang LI
Acta Physiologica Sinica 2018;70(2):106-114
The present study was aimed to investigate the electrophysiological characteristics of hippocampal postnatal early development mediated by α-amino-3-hydroxy-5-methyl-4-isoxazolepropionic acid (AMPA) receptors in rats. Forty-eight Wistar rats were divided into postnatal 0.5-, 1-, 2- and 3-month groups (n = 12). Spontaneous excitatory postsynaptic currents (sEPSCs) and field excitatory postsynaptic potentials (fEPSPs) mediated by AMPA receptors were recorded to evaluate the changes in the intrinsic membrane properties of hippocampal CA1 pyramidal neurons by using patch-clamp and MED64 planar microelectrode array technique respectively. The results showed that, during the period of postnatal 0.5-3 months, some of the intrinsic membrane properties of hippocampal CA1 pyramidal neurons, such as the membrane capacitance (Cm) and the resting membrane potential (RMP), showed no significant changes, while the membrane input resistance (Rin) and the time constant (τ) of the cells were decreased significantly. The amplitude, frequency and kinetics (both rise and decay times) of sEPSCs were significantly increased during the period of postnatal 0.5-1 month, but they were all decreased during the period of postnatal 1-3 months. In addition, the range of evoked fEPSPs in hippocamal CA1 region was significantly expanded, but the fEPSP amplitudes were decreased significantly during the period of postnatal 0.5-3 months. Furthermore, the evoked fEPSPs could be significantly inhibited by extracellular application of the AMPA receptor antagonist 6-cyano-7-nitroquinoxaline-2,3-dione (CNQX). These results suggest that AMPA receptor may act as a major type of excitatory receptor to regulate synaptic transmission and connections during the early stage of hippocampal postnatal development, which promotes the development and functional maturation of hippocampus in rats.
7.Analysis on the hierarchical medical system of regional longitudinal medical consortium based on system dynamics
Zi-Xue SUN ; Jun-Rui LONG ; Guang-Feng DUAN ; Wen-Hua TIAN
Chinese Journal of Health Policy 2018;11(10):20-28
Objective: To analyze the change in community first diagnosis and two-way referral rate under the condition of the regional longitudinal medical consortium implementation in the country at large. According to the simulation results,some suggestions for hierarchical medical system were put forward. Methods : The community first diagnosis and two-way referral rates were determined using the literature meta-analysis, and were simulated under different conditions by means of the system dynamics. Results :The analysis results confirmed that simply increasing the financial subsidies can increase the community first diagnosis rate within a range from 0.08% to 0. 17%. For in case increases are made by the government in technical financial input to enhance the technical level of the community health service centers and in compensatory financial input to reduce the higher hospitals dependence on the light disease, results showed that the lower conversion rate increased within the range of 0.33%~0.45% in terms of the two-way referral rating. On the contrary, when technical financial input is increased to improve the technical level of community health service centers, the rate of change was in the range of 7.52% '- 12.61% - Conclusions : Firstly, the diversified strategy should be used to promote the achievement of graded diagnosis and treatment. Secondly, the Health Commission plays a key role in the promotion of themedical consortiumconstruction. Thirdly, medical insurance reimbursement differential strategy should be implemented and the supply-side reform should be strengthened. At last,attention should be paid to the rational development of existing referrals, especially the upper and lower ones.
8.Immunohistochemically stained sections against different anti-Mam-A epitopes for in situ breast cancer diagnosis
Jiang-Xue LI ; Cui-Mi DUAN ; Xi-Qin YANG ; Chao YUAN ; Yan-Feng ZHAO ; Yang-Guang LU ; Xu-Hui ZHANG ; Zhi-Qiang LIU ; He-Qiu ZHANG ; Xiao-Yan FENG
Military Medical Sciences 2017;41(11):881-886
Objective To investigate the difference between mammary gland tissues and breast cancer tissues.Methods Monoclonal antibodies against Mam-A immunized epitopes were screened for immunohistochemical staining of normal breast tissues and breast cancer tissues.The average optical density was used as an index to identify the quantitative data by computer-aided technology to screen epitope-specific antibodies with significant difference in staining characteristics between two types of tissues.Furthermore the feasibility and effectiveness of breast cancer diagnosis were evaluated.Results Four anti-Mam-A epitope-specific monoclonal antibodies,mAb1152,mAb11617,mAb995 and mAb656,were obtained.Immunohistochemical staining showed that the average density of mAb1152,mAb11617 and mAb995 was significantly different between the two types of tissues.The difference was significant between normal breast tissues and breast cancer tissues under the same conditions.The results showed that mAb11617 was better than mAb1152 and mAb995.At the best working point,mAb11617 was the best,the specificity was 90% and the sensitivity was 59.62%.Further analysis showed that the sensitivity of mAb11617 combined with mAb995 in the diagnosis of in situ breast cancer was 81.48% and the specificity was 90%,which was of great diagnostic significance.Conclusion There is significant difference between breast tissues and breast cancer tissues in Mam-A protein immunological activity or expression.This difference,which can be recognized by the specific antibody staining and computer aided technology,is of important diagnostic value.
9.Efficacy of Leflunomide, Telmisartan, and Clopidogrel for Immunoglobulin A Nephropathy: A Randomized Controlled Trial.
Jie WU ; Shu-Wei DUAN ; Xue-Feng SUN ; Wen-Ge LI ; Ya-Ping WANG ; Wen-Hu LIU ; Jian-Rong ZHANG ; Li-De LUN ; Xue-Mei LI ; Chun-Hua ZHOU ; Ji-Jun LI ; Shu-Wen LIU ; Yuan-Sheng XIE ; Guang-Yan CAI ; Lu MA ; Wen HUANG ; Hua WU ; Qiang JIA ; Xiang-Mei CHEN
Chinese Medical Journal 2016;129(16):1894-1903
BACKGROUNDThe efficacy and safety of telmisartan combined with clopidogrel, leflunomide, or both drugs for immunoglobulin A nephropathy (IgAN) are unclear. This study was designed to evaluate the efficacy and safety of telmisartan combined with clopidogrel, leflunomide, or both drugs for IgAN.
METHODSIt is a multicenter, prospective, double-dummy randomized controlled trial. Primary IgAN patients were recruited in 13 renal units across Beijing, China, from July 2010 to June 2012. After a 4-week telmisartan (80 mg/d) wash-in, 400 patients continuing on 80 mg/d telmisartan were randomly assigned to additionally receive placebo (Group A), 50 mg/d clopidogrel (Group B), 20 mg/d leflunomide (Group C), or 50 mg/d clopidogrel and 20 mg/d leflunomide (Group D). The 24-week intervention was completed by 360 patients. The primary endpoint was change in 24-h proteinuria at 24 weeks. A linear mixed-effect model was used to analyze the changes at 4, 12, and 24 weeks. Generalized estimating equations were used to evaluate changes in hematuria grade. This trial was registered at the Chinese Clinical Trial Registry.
RESULTSThe effects of telmisartan combined with leflunomide on changes in proteinuria (0.36 [95% confidence interval (CI) 0.18-0.55] g/d, P < 0.001), in serum uric acid (76.96 [95% CI 57.44-96.49] μmol/L, P < 0.001), in serum creatinine (9.49 [95% CI 6.54-12.44] μmol/L, P < 0.001), and in estimated glomerular filtration rate (-6.72 [95% CI-9.46 to -3.98] ml·min-1·1.73 m-2, P < 0.001) were statistically significant, whereas they were not statistically significant on changes in systolic and diastolic blood pressure and weight (P > 0.05). Telmisartan combined with clopidogrel had no statistical effect on any outcome, and there was no interaction between the interventions. No obvious adverse reactions were observed.
CONCLUSIONSTelmisartan combined with leflunomide, not clopidogrel, is safe and effective for decreasing proteinuria in certain IgAN patients.
TRIAL REGISTRATIONchictr.org.cn, ChiCTR-TRC-10000776; http://www.chictr.org.cn/showproj.aspx?proj=8760.
Adolescent ; Adult ; Benzimidazoles ; adverse effects ; therapeutic use ; Benzoates ; adverse effects ; therapeutic use ; Blood Pressure ; drug effects ; China ; Creatinine ; blood ; Female ; Glomerular Filtration Rate ; drug effects ; Glomerulonephritis, IGA ; blood ; drug therapy ; Humans ; Isoxazoles ; adverse effects ; therapeutic use ; Kidney Function Tests ; Male ; Middle Aged ; Prospective Studies ; Ticlopidine ; adverse effects ; analogs & derivatives ; therapeutic use ; Treatment Outcome ; Uric Acid ; blood ; Young Adult
10.Analysis of early detection of HIV infections by provider initiated HIV testing and counselling in regions with high HIV/AIDS epidemic in China.
Duo SHAN ; Song DUAN ; Jie GAO ; Yuecheng YANG ; Runhua YE ; Yiyun HU ; Hui XUE ; Guang ZHANG ; Jiangping SUN
Chinese Journal of Preventive Medicine 2015;49(11):962-966
OBJECTIVETo understand provider initiated HIV testing and counseling (PITC) in a region with high HIV/AIDS epidemic in China, and analyze its effect to early detection of HIV infections.
METHODSBetween January and December, 2013, 37 county level medical institutions were selected as the study sites, among which, 19 were public medical institutions and 18 were private institutions. According to the related regulation, procedures and contents of PITC, the study was implemented among outpatients and inpatients who seek for doctors in these medical institutions and PITC were provided for them. The 'Individual Investigation Form' was used to record the information and high-risky factors, and the respondents were taken venous blood and given HIV screening and confirmation. All available serum samples of newly found HIV/AIDS cases were tested using the BED HIV Incidence Capture Enzyme Immunoassay (BED-CEIA) to differentiate the long-term infections and new infections (early detected infections). Chi-square analysis was used to compare the differences of characteristics of newly infected patients.
RESULTSBetween January and December, 2013, a total of 37 medical institutions provided PITC. 55 164 person times were received HIV screening, among which 658 were HIV positive, and 598 were confirmed to be HIV positive. The 598 cases were all provided transferring service. The differences of age, marital status, education levels, transmission routes and testing institutions had statistical significance to early detection (χ(2) equals to 23.54, 10.50, 17.96, 21.22 and 4.80; P equals to < 0.001, 0.005, < 0.001, < 0.001 and 0.029, respectively). And the early detection proportions among patients aged from 20 to 29 and from 50 to 84 were 47.1% (114/242) and 42.1% (24/57), respectively; the proportions among single and married patients were 37.8% (56/148) and 38.9% (143/368), respectively; the proportion among patients with high school education levels were 42.6% (26/61); the proportion among patients transmitted by fixed heterosexual sexual partners was 46.0% (86/187); the proportion among private hospitals was 40.3% (58/144).
CONCLUSIONA certain proportion of HIV infections were early detected by PITC in this region. The HIV early detection proportions among specific age group and population with spouse/fixed sexual partners were relatively high.
Acquired Immunodeficiency Syndrome ; diagnosis ; epidemiology ; Adult ; Aged ; Aged, 80 and over ; China ; Counseling ; Early Diagnosis ; Epidemics ; HIV Infections ; diagnosis ; epidemiology ; Humans ; Marital Status ; Mass Screening ; Middle Aged ; Outpatients ; Surveys and Questionnaires ; Young Adult

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