1.Establishment of a Rat Model of Alzheimer's Disease by Introducing Human Triple Mutant APP Gene into Hippocampus via Brain Stereotactic Technology
Linlin XIAO ; Yixuan YANG ; Shanshan LI ; Lanshiyu LUO ; Siwei YIN ; Juming SUN ; Wei SHI ; Yiqiang OUYANG ; Xiyi LI
Laboratory Animal and Comparative Medicine 2025;45(3):269-278
		                        		
		                        			
		                        			Objective To establish a rat model of Alzheimer's disease (AD) expressing human triple mutant amyloid precursor protein (APP) in the hippocampus, and to provide a model for the study of disease mechanisms and drug development. Methods Twenty-four 12-week-old SPF-grade female SD rats were randomly divided into a blank control group, a virus control group and an experimental group, with eight rats in each group; among them, the experimental group received a stereotaxic injection of adeno-associated virus (AAV) carrying the human triple mutant APP and NanoLuc luciferase genes into the hippocampus. In vivo imaging was used to observe viral expression in the brains of rats in each group, the novel object recognition test was used to assess the recognition memory of the rats in each group, real-time fluorescent quantitative PCR was used to detect the expression level of the APP gene, HE staining was used to examine the brain histopathology, Nissl staining was used to assess the hippocampal lesions, and immunohistochemistry was used to detect the deposition of amyloid β-protein (Aβ). Results In vivo imaging showed that reporter fluorescence was detected in the brains of rats in both experimental and virus control groups. Fluorescence quantitative PCR showed that the expression level of the APP gene was significantly increased in the brains of rats in the experimental group (P<0.01). Novel object recognition test revealed that the recognition memory of rats in the experimental group was significantly reduced compared with that of the blank control group (P<0.01). Six months after recombinant AAV virus infection, HE staining and Nissl staining of brain tissues showed that the number of neurons and Nissl bodies in the CA1 region of the hippocampus in the experimental group was reduced and disorganized; immuno-histochemistry testing of the CA1 region of the hippocampus and the pyramidal cell layer of the experimental group revealed prominent brown deposits, indicating Aβ protein deposition. Conclusion The rat model successfully established by stereotaxic injection and AAV-mediated delivery of human triple mutant APP gene exhibits typical AD features, providing a valuable animal model for studying AD pathology and developing drug therapies targeting Aβ protein deposition. 
		                        		
		                        		
		                        		
		                        	
2.Establishment of a Rat Model of Alzheimer's Disease by Introducing Human Triple Mutant APP Gene into Hippocampus via Brain Stereotactic Technology
Linlin XIAO ; Yixuan YANG ; Shanshan LI ; Lanshiyu LUO ; Siwei YIN ; Juming SUN ; Wei SHI ; Yiqiang OUYANG ; Xiyi LI
Laboratory Animal and Comparative Medicine 2025;45(3):269-278
		                        		
		                        			
		                        			Objective To establish a rat model of Alzheimer's disease (AD) expressing human triple mutant amyloid precursor protein (APP) in the hippocampus, and to provide a model for the study of disease mechanisms and drug development. Methods Twenty-four 12-week-old SPF-grade female SD rats were randomly divided into a blank control group, a virus control group and an experimental group, with eight rats in each group; among them, the experimental group received a stereotaxic injection of adeno-associated virus (AAV) carrying the human triple mutant APP and NanoLuc luciferase genes into the hippocampus. In vivo imaging was used to observe viral expression in the brains of rats in each group, the novel object recognition test was used to assess the recognition memory of the rats in each group, real-time fluorescent quantitative PCR was used to detect the expression level of the APP gene, HE staining was used to examine the brain histopathology, Nissl staining was used to assess the hippocampal lesions, and immunohistochemistry was used to detect the deposition of amyloid β-protein (Aβ). Results In vivo imaging showed that reporter fluorescence was detected in the brains of rats in both experimental and virus control groups. Fluorescence quantitative PCR showed that the expression level of the APP gene was significantly increased in the brains of rats in the experimental group (P<0.01). Novel object recognition test revealed that the recognition memory of rats in the experimental group was significantly reduced compared with that of the blank control group (P<0.01). Six months after recombinant AAV virus infection, HE staining and Nissl staining of brain tissues showed that the number of neurons and Nissl bodies in the CA1 region of the hippocampus in the experimental group was reduced and disorganized; immuno-histochemistry testing of the CA1 region of the hippocampus and the pyramidal cell layer of the experimental group revealed prominent brown deposits, indicating Aβ protein deposition. Conclusion The rat model successfully established by stereotaxic injection and AAV-mediated delivery of human triple mutant APP gene exhibits typical AD features, providing a valuable animal model for studying AD pathology and developing drug therapies targeting Aβ protein deposition. 
		                        		
		                        		
		                        		
		                        	
3.Clinical characteristics and prognosis of male dermatomyositis patients with positive anti-melanoma differentiation associated gene 5 antibody
Yitian SHI ; Fenghong YUAN ; Ting LIU ; Wenfeng TAN ; Ju LI ; Min WU ; Zhanyun DA ; Hua WEI ; Lei ZHOU ; Songlou YIN ; Jian WU ; Yan LU ; Dinglei SU ; Zhichun LIU ; Lin LIU ; Longxin MA ; Xiaoyan XU ; Yinshan ZANG ; Huijie LIU ; Tianli REN
Chinese Journal of Rheumatology 2024;28(1):44-49
		                        		
		                        			
		                        			Objective:To investigate the clinical features and prognosis of male with anti-melanoma differentiation-associated gene 5 (MDA5) autoantibody.Methods:The clinical data of 246 patients with DM and anti-MDA5 autoantibodies hospitalized by Jiangsu Myositis Cooperation Group from 2017 to 2020 were collected and retrospectively analyzed. Chi-square test was performed to compared between counting data groups; Quantitative data were expressed by M ( Q1, Q3), and rank sum test was used for comparison between groups; Single factor survival analysis was performed by Kaplan-Meier method and Log rank test; Cox regression analysis were used for multivariate survival analysis. Results:①The male group had a higher proportion of rash at the sun exposure area [67.1%(47/70) vs 52.8%(93/176), χ2=4.18, P=0.041] and V-sign [50.0%(35/70) vs 30.7%(54/176), χ2=8.09, P=0.004] than the female group. The male group had higher levels of creatine kinase [112(18, 981)U/L vs 57 (13.6, 1 433)U/L, Z=-3.50, P<0.001] and ferritin [1 500 (166, 32 716)ng/ml vs 569 (18, 14 839)ng/ml, Z=-5.85, P<0.001] than the female group. The proportion of ILD [40.0%(28/70) vs 59.7%(105/176), χ2=7.82, P=0.020] patients and the red blood cell sedimentation rate[31.0(4.0, 101.5)mm/1 h vs 43.4(5.0, 126.5)mm/1 h, Z=-2.22, P=0.026] in the male group was lower than that of the female group, but the proportion of rapidly progressive interstitial lung disease (PR-ILD) [47.1%(33/70) vs 31.3%(55/176), χ2=5.51, P=0.019] was higher than that of the female group. ②In male patients with positive anti-MDA5 antibodies,the death group had a shorter course of disease[1.0(1.0, 3.0) month vs 2.5(0.5,84) month, Z=-3.07, P=0.002], the incidence of arthritis [16.7%(4/24) vs 42.2%(19/45), χ2=4.60, P=0.032] were low than those in survival group,while aspartate aminotransferase (AST)[64(22.1, 565)U/L vs 51(14,601)U/L, Z=-2.42, P=0.016], lactate dehydrogenase (LDH) [485(24,1 464)U/L vs 352(170, 1 213)U/L, Z=-3.38, P=0.001], C-reactive protein (CRP) [11.6(2.9, 61.7) mg/L vs 4.95(0.6, 86.4) mg/L, Z=-1.96, P=0.050], and ferritin levels [2 000(681, 7 676) vs 1 125 (166, 32 716)ng/ml, Z=-3.18, P=0.001] were higher than those in the survival group, and RP-ILD [95.8%(23/24) vs 22.2%(10/45), χ2=33.99, P<0.001] occurred at a significantly higher rate. ③Cox regression analysis indicated that the course of disease LDH level, and RP-ILD were related factors for the prognosis of male anti-MDA5 antibodies [ HR (95% CI)=0.203(0.077, 0.534), P=0.001; HR (95% CI)=1.002(1.001, 1.004), P=0.003; HR (95% CI)=95.674 (10.872, 841.904), P<0.001]. Conclusion:The clinical manifestations of male anti-MDA5 antibody-positive patients are different from those of female. The incidence of ILD is low, but the proportion of PR-ILD is high. The course of disease, serum LDH level, and RP-ILD are prognostic factors of male anti-MDA5 antibody-positive patients.
		                        		
		                        		
		                        		
		                        	
4.Efficacy of pecto-intercostal fascial plane block versus transversus thoracic muscle plane block under ultrasound guidance in coronary artery bypass grafting with general anesthesia
Hailing YIN ; Yali GE ; Haiyan WEI ; Zhonghong SU ; Hongwei SHI ; Tao SHI ; Jialin YIN
Chinese Journal of Anesthesiology 2024;44(2):194-198
		                        		
		                        			
		                        			Objective:To compare the efficacy of pecto-intercostal fascial plane (PIFP) block versus transversus thoracic muscle plane (TTP) block under ultrasound guidance in coronary artery bypass grafting with general anesthesia.Methods:Ninety American Society of Anesthesiologists Physical Status classification Ⅱor Ⅲ patients of either sex, aged 50-79 yr, scheduled for elective coronary artery bypass grafting, were divided into 3 groups ( n=30 each) using a random number table method: PIFP block combined with general anesthesia group (PG group), TTP block combined with general anesthesia group (TG group), and general anesthesia group (G group). After anesthesia induction, bilateral PIFP block was performed under ultrasound guidance in group PG, TTP block was performed under ultrasound guidance in group TG. Three groups used the same general anesthesia method and patient-controlled intravenous analgesia after surgery. Visual analog scale scores (cough, position change, etc) at rest and during activity were recorded at 6, 12, 18 and 24 h after operation. The total consumption of intraoperative sufentanil, extubation time, length of stay in intensive care units, rate of rescue analgesia, effective pressing times of patient-controlled analgesia, incidence of postoperative nausea and vomiting, skin pruritus and nerve block-related adverse events were recorded. The operation time of nerve block was recorded and ultrasound-guided needle visibility score was assessed in PG group and TG group. Results:Compared with group G, the total consumption of intraoperative sufentanil was significantly reduced, the extubation time and length of stay in intensive care units were shortened, visual analog scale scores at rest and during activity were decreased at 6, 12 and 18 h after operation, the rate of rescue analgesia was decreased, and the effective pressing times of patient-controlled analgesia were decreased in group PG and group TG ( P<0.05), and no significant change was found in the aforementioned parameters in PG and TG groups ( P> 0.05). Compared with group TG, the operational time of nerve block was significantly shortened, and the ultrasound-guided needle visibility score was increased in group PG ( P<0.05). No nerve block-related adverse events were found in PG and TG groups. There was no significant difference in the incidence of postoperative nausea and vomiting and skin pruritus among the three groups ( P>0.05). Conclusions:PIFP block can provide good perioperative analgesia and promote the rapid recovery in the patients undergoing coronary artery bypass grafting with general anesthesia. Although the analgesic effect of PIFP blockade is similar to that of TTP blockade, PIFP blockade is more clinically valuable due to its simpler operation and less relative risk.
		                        		
		                        		
		                        		
		                        	
5.Correlation between ultrasound parameters of internal carotid artery blood flow and regional cerebral oxygen saturation in elderly patients undergoing coronary artery bypass grafting under CPB
Ying HAN ; Wanlin LI ; Yamei ZHAO ; Haiyan WEI ; Jialin YIN ; Zhonghong SU ; Yali GE ; Hongwei SHI
Chinese Journal of Anesthesiology 2024;44(2):214-219
		                        		
		                        			
		                        			Objective:To evaluate the correlation between ultrasound parameters of internal carotid artery blood flow and regional cerebral oxygen saturation (rScO 2) in elderly patients undergoing coronary artery bypass grafting (CABG) under cardiopulmonary bypass (CPB). Methods:Sixty-four elderly patients undergoing elective CABG under CPB, aged 60-80 yr, regardless of gender, with body mass index of 18.1-28.9 kg/m 2, of American Society of Anesthesiologists Physical Status classification Ⅱ or Ⅲ, with New York Heart Association class Ⅱ or Ⅲ, with left ventricular ejection fraction≥50%, were selected. The rScO 2 and ultrasonic parameters of internal carotid artery including peak systolic velocity (PSV-ICA), end-diastolic velocity (EDV-ICA), diameter (D-ICA) and blood flow volume (Q-ICA) were recorded before anesthesia induction (T 0), at surgical skin incision (T 1), at 30 and 60 min of CPB (mean value was calculated, T 2), and at 30 and 60 min after termination of CPB (mean value was calculated, T 3). The ratio of unilateral internal carotid artery blood flow to cardiac output (Q/CO) was calculated. The receiver operating characteristic curve was used to analyze the accuracy of ultrasound parameters of internal carotid artery blood flow in predicting rScO 2 < 60%. Results:PSV-ICA was positively correlated with rScO 2 at T 0, T 1 and T 3 ( P<0.05), but no correlation was found between PSV-ICA and rScO 2 at T 2 ( P>0.05). There was no correlation between EDV-ICA and rScO 2 at each time point ( P>0.05). Q-ICA was positively correlated with rScO 2 at each time point ( P<0.05). Q/CO was not correlated with rScO 2 at T 1 ( P>0.05), but Q/CO was positively correlated with rScO 2 at T 2 and T 3 ( P<0.05). During the non-CPB period (T 0, T 1, T 3), the cutoff values of PSV-ICA and Q-ICA in predicting rScO 2< 60% were 51.35 cm/s and 283.5 ml/min respectively, the sensitivity was 0.900 and 0.900 respectively, and the specificity was 0.610 and 0.857 respectively (AUC=0.761, P=0.006; AUC=0.903, P< 0.001). During the CPB period, the cutoff values of Q-ICA and Q/CO in predicting rScO 2<60% were 296.5 ml/min and 5.84% respectively, the sensitivity was 0.900 and 0.800, and the specificity was 0.545 and 0.659 (AUC=0.764, P=0.001; AUC=0.748, P=0.002), respectively. Conclusions:PSV-ICA and Q-ICA are positively correlated with rScO 2 during the non-CPB period, and Q-ICA and Q/CO are positively correlated with rScO 2 during the CPB period in elderly patients undergoing CABG. PSV-ICA, Q-ICA and Q/CO can accurately predict rScO 2<60%.
		                        		
		                        		
		                        		
		                        	
6.Study on the Value of Serum miR-145 and P53 Antibody Detection in the Evaluation of Therapeutic Effect and Prognosis in the Treatment of Breast Cancer with Long Bei Xiaoyao Powder
Yuan-Kai LYU ; Rui YIN ; Qing-Zhong WEI ; Yi REN ; Ya-Hui ZHANG ; Feng-Qin SHI
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(11):2869-2875
		                        		
		                        			
		                        			Objective To explore the value of serum microRNAs-145(miR-145)and P53 antibody detection in the evaluation of therapeutic effect and prognosis in the treatment of breast cancer with Long Bei Xiaoyao Powder.Methods Ninety cases of breast cancer patients admitted to Beijing Aerospace General Hospital from January 2020 to January 2021 were selected as the study subjects.The patients were randomly divided into an observation group and a control group by random number table method,with 45 cases in each group.All of the patients in the two groups received individualized comprehensive treatment,and additionally the observation group was treated with Long Bei Xiaoyao Powder.The course of treatment covered three months.Real-time fluorescence quantitative polymerase chain reaction(PCR)method was used to detect serum miR-145 expression level,and enzyme-linked immunosorbent assay(ELISA)was used to detect serum P53 antibody expression level.The differences in the pre-and post-treatment expression levels of serum miR-145 and P53 antibodies in the two groups were compared,the relationship between the serum miR-145 and P53 antibody expression level and the poor prognosis of the patients in the observation group was explored by logistic regression analysis,and receiver operating characteristic curve(ROC)was drawn to analyze the value of the serum miR-145 and P53 antibody detection in the prediction of poor prognosis in the observation group.Results(1)After treatment,the detection value of serum miR-145 in the two groups of patients showed an increasing trend(P<0.05),while that of the P53 antibody showed a decreasing trend(P<0.05).The intergroup comparison showed that the detection value of serum miR-145 in the observation group was significantly higher than that of the control group,while the detection value of P53 antibody was significantly lower than that of the control group,the differences being all statistically significant(P<0.05).(2)In the observation group,the detection value of serum miR-145 in the patients with good prognosis was significantly higher than that in the patients with poor prognosis,and the detection value of serum P53 antibody in the patients with good prognosis was significantly lower than that in the patients with poor prognosis,the differences being all statistically significant(P<0.05).(3)Logistic regression analysis showed that high expression of miR-145 was a protective factor for the patients with poor prognosis in the observation group,and high expression of P53 antibody was a risk factor for the patients with poor prognosis in the observation group(P<0.05).(4)The area under the ROC curve(AUC)for the prediction of prognosis of the patients in the observation group by the combination of serum miR-145 and P53 antibody was the largest(0.877,95%CI:0.769-0.985),and its sensitivity and specificity were 93.75%and 93.10%,respectively,with statistically significant differences(P<0.05).Conclusion Low expression of serum miR-145 and high expression of serum P53 antibody are presented in the breast cancer patients with poor prognosis,and Long Bei Xiaoyao Powder exerts satisfactory therapeutic effect in treating breast cancer,which is conducive to enhancing the expression level of serum miR-145 and reducing the expression level of serum P53 antibody.
		                        		
		                        		
		                        		
		                        	
7.Effects of esketamine on ventricular function and internal carotid artery blood flow in patients un-dergoing cardiac surgery under cardiopulmonary bypass
Wanlin LI ; Jieqiong MENG ; Ying HAN ; Yamei ZHAO ; Jialin YIN ; Haiyan WEI ; Zhonghong SU ; Tao SHI ; Yali GE ; Hongwei SHI
The Journal of Clinical Anesthesiology 2024;40(10):1039-1045
		                        		
		                        			
		                        			Objective To assess the impact of intravenous esketamine administered prior to car-diopulmonary bypass(CPB)initiation on ventricular function and internal carotid artery blood flow in pa-tients undergoing heart valve replacement surgery.Methods Sixty patients underwent elective CPB heart valve replacement,38 males and 22 females,aged 18-75 years,BMI 18.5-30.0 kg/m2,ASA physical status Ⅱ or Ⅲ,NYHA cardiac function classification Ⅰ-Ⅲ,and a left ventricular ejection fraction(LVEF)of≥45%,were selected.The patients were randomly divided into two groups:esketamine group(group E)and normal saline group(group C),30 patients in each group.Total intravenous anesthesia was used during the operation.Following the initiation of CPB,group E received an intravenous infusion of es-ketamine at a rate of 0.5 mg·kg-1·h-1 until the conclusion of the procedure,while group C received an equivalent volume of normal saline concurrently at the same rate.HR,MAP,CVP,and cardiac output index(CI)were recorded before anesthesia induction,during skin resection,and within 60 minutes after stopping CPB.LVEF,left ventricular global longitudinal strain(GLS),global longitudinal time-to-peak strain standard deviation(GLTSD),global circumferential strain(GCS),global circumferential time-to-peak strain standard deviation(GCTSD),right ventricular ejection fraction(RVEF),right ventricular GLS,and GLTSD were obtained during skin resection,within 40 minutes of CPB,and 60 minutes after stopping CPB.rScO2,BIS,concentrations of Hb and lactic acid(Lac),peak systolic flow velocity(SPV),quantity of flow-internal carotid artery(Q-ICA),and blood flow resistance index(RI)were recorded before anesthesia induction,during skin resection,within 40 minutes of CPB,and within 60 minutes after stopping CPB.Concentrations of cardiac troponin Ⅰ(cTnⅠ),alanine aminotransferase(ALT),creatinine(Cr),and neuron-specific enolase(NSE)were recorded before anesthesia induction and 6 hours after operation.Spon-taneous resuscitation after CPB,postoperative extubation time,duration of ICU stay,total hospital stay,in-cidence of adverse cardiac events,and 30-day postoperative mortality were recorded.Results Compared with group C,group E exhibited a significant increase in CI within 60 minutes after stopping CPB(P<0.05).The LVEF,RVEF,and right ventricular GLS demonstrated significant increases within 60 minutes after stopping CPB in group E compared with group C(P<0.05).The left ventricular GLS and left ven-tricular GCTSD displayed significant increases 30 minutes after stopping CPB in group E compared with group C.The RI exhibited a significant increase within 40 minutes of CPB in group E compared with group C(P<0.05).There were no significant differences in cTnⅠ,ALT,Cr,NSE,spontaneous resuscitation affter CPB,postoperative extubation time,duration of ICU stay,total hospital stay,incidence of cardiac adverse events,and 30-day postoperative mortality between the two groups.Conclusion Administration of esket-amine following the onset of CPB in patients undergoing cardiac surgery demonstrates a significant elevation in CI post-CPB cessation.Furthermore,it may augment ventricular longitudinal strain,thereby enhancing myocardial contraction,leading to increased postoperative ventricular ejection fraction,and sustaining hemo-dynamic stability.
		                        		
		                        		
		                        		
		                        	
8.Clinical guidelines for the diagnosis and treatment of osteoporotic thoracolumbar vertebral fracture with kyphotic deformity in the elderly (version 2024)
Jian CHEN ; Qingqing LI ; Jun GU ; Zhiyi HU ; Shujie ZHAO ; Zhenfei HUANG ; Tao JIANG ; Wei ZHOU ; Xiaojian CAO ; Yongxin REN ; Weihua CAI ; Lipeng YU ; Tao SUI ; Qian WANG ; Pengyu TANG ; Mengyuan WU ; Weihu MA ; Xuhua LU ; Hongjian LIU ; Zhongmin ZHANG ; Xiaozhong ZHOU ; Baorong HE ; Kainan LI ; Tengbo YU ; Xiaodong GUO ; Yongxiang WANG ; Yong HAI ; Jiangang SHI ; Baoshan XU ; Weishi LI ; Jinglong YAN ; Guangzhi NING ; Yongfei GUO ; Zhijun QIAO ; Feng ZHANG ; Fubing WANG ; Fuyang CHEN ; Yan JIA ; Xiaohua ZHOU ; Yuhui PENG ; Jin FAN ; Guoyong YIN
Chinese Journal of Trauma 2024;40(11):961-973
		                        		
		                        			
		                        			The incidence of osteoporotic thoracolumbar vertebral fracture (OTLVF) in the elderly is gradually increasing. The kyphotic deformity caused by various factors has become an important characteristic of OTLVF and has received increasing attention. Its clinical manifestations include pain, delayed nerve damage, sagittal imbalance, etc. Currently, the definition and diagnosis of OTLVF with kyphotic deformity in the elderly are still unclear. Although there are many treatment options, they are controversial. Existing guidelines or consensuses pay little attention to this type of fracture with kyphotic deformity. To this end, the Lumbar Education Working Group of the Spine Branch of the Chinese Medicine Education Association and Editorial Committee of Chinese Journal of Trauma organized the experts in the relevant fields to jointly develop Clinical guidelines for the diagnosis and treatment of osteoporotic thoracolumbar vertebral fractures with kyphotic deformity in the elderly ( version 2024), based on evidence-based medical advancements and the principles of scientificity, practicality, and advanced nature, which provided 18 recommendations to standardize the clinical diagnosis and treatment.
		                        		
		                        		
		                        		
		                        	
9.Artificial intelligence and radiomics-assisted X-ray in diagnosis of lumbar osteoporotic vertebral compression fractures
Kang-En HAN ; Hong-Wei WANG ; Hong-Wen GU ; Yin HU ; Shi-Lei TANG ; Zhi-Hao ZHANG ; Hai-Long YU
Journal of Regional Anatomy and Operative Surgery 2024;33(7):579-583
		                        		
		                        			
		                        			Objective To explore the efficiency of artificial intelligence and radiomics-assisted X-ray in diagnosis of lumbar osteoporotic vertebral compression fractures(OVCF).Methods The clinical data of 455 patients diagnosed as lumbar OVCF by MRI in our hospital were selected.The patients were divided into the training group(n=364)and the validation group(n=91),X-ray films were extracted,the image delineation,feature extraction and data analysis were carried out,and the artificial intelligence radiomics deep learning was applied to establish a diagnostic model for OVCF.After verifying the effectiveness of the model by receiver operating characteristic(ROC)curve,area under the curve(AUC),calibration curve,and decision curve analysis(DCA),the efficiencies of manual reading,model reading,and model-assisted manual reading of X-ray in the early diagnosis of OVCF were compared.Results The ROC curve,AUC and calibration curve proved that the model had good discrimination and calibration,and excellent diagnostic performance.DCA demonstrated that the model had a higher clinical net benefit.The diagnostic efficiency of the manual reading group:the accuracy rate was 0.89,the recall rate was 0.62.The diagnostic efficiency of the model reading group:the accuracy rate was 0.93,the recall rate was 0.86,the model diagnosis showed good predictive performance,which was significantly better than the manual reading group.The diagnostic efficiency of the model-assisted manual reading group:the accuracy rate was 0.92,the recall rate was 0.72,and the recall rate of the model-assisted manual reading group was higher than that of the manual reading group,but lower than that of the model reading group,indicating the superiority of the model diagnosis.Conclusion The diagnostic model established based on artificial intelligence and radiomics in this study has reached an ideal level of efficacy,with better diagnostic efficacy compared with manual reading,and can be used to assist X-ray in the early diagnosis of OVCF.
		                        		
		                        		
		                        		
		                        	
10.Establishment and validation of a prediction model to evaluate the prolonged hospital stay after anterior cervical discectomy and fusion
Hong-Wen GU ; Hong-Wei WANG ; Shi-Lei TANG ; Kang-En HAN ; Zhi-Hao ZHANG ; Yin HU ; Hai-Long YU
Journal of Regional Anatomy and Operative Surgery 2024;33(7):604-609
		                        		
		                        			
		                        			Objective To develop a clinical prediction model for predicting risk factors for prolonged hospital stay after anterior cervical discectomy and fusion(ACDF).Methods The clinical data of 914 patients underwent ACDF treatment for cervical spondylotic myelopathy(CSM)were retrospectively analyzed.According to the screening criteria,800 eligible patients were eventually included,and the patients were divided into the development cohort(n=560)and the validation cohort(n=240).LASSO regression was used to screen variables,and multivariate Logistic regression analysis was used to establish a prediction model.The prediction model was evaluated from three aspects:differentiation,calibration and clinical effectiveness.The performance of the model was evaluated by area under the curve(AUC)and Hosmer-Lemeshow test.Decision curve analysis(DCA)was used to evaluate the clinical effectiveness of the model.Results In this study,the five factors that were significantly associated with prolonged hospital stay were male,abnormal BMI,mild-to-moderate anemia,stage of surgery(morning,afternoon,evening),and alcohol consumption history.The AUC of the development cohort was 0.778(95%CI:0.740 to 0.816),with a cutoff value of 0.337,and that of the validation cohort was 0.748(95%CI:0.687 to 0.809),with a cutoff value of 0.169,indicating that the prediction model had good differentiation.At the same time,the Hosmer-Lemeshow test showed that the model had a good calibration degree,and the DCA proved that it was effective in clinical application.Conclusion The prediction model established in this study has excellent comprehensive performance,which can better predict the risk of prolonged hospital stay,and can guide clinical intervention as soon as possible,so as to minimize the postoperative hospital stay and reduce the cost of hospitalization.
		                        		
		                        		
		                        		
		                        	
            
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