1.Development of a nomogram-based risk prediction model for chronic obstructive pulmonary disease incidence in community-dwelling population aged 40 years and above in Shanghai
Yixuan ZHANG ; Yiling WU ; Jinxin ZANG ; Xuyan SU ; Xin YIN ; Jing LI ; Wei LUO ; Minjun YU ; Wei WANG ; Qi ZHAO ; Qin WANG ; Genming ZHAO ; Yonggen JIANG ; Na WANG
Shanghai Journal of Preventive Medicine 2025;37(8):669-675
		                        		
		                        			
		                        			ObjectiveTo develop a nomogram-based risk prediction model for chronic obstructive pulmonary disease (COPD) incidence among the community-dwelling population aged 40 years old and above, so as to provide targeted references for the screening and prevention of COPD. MethodsBased on a natural population cohort in suburban Shanghai, a total of 3 381 randomly selected participants aged ≥40 years underwent pulmonary function tests between July and October 2021. Cox stepwise regression analysis was used to develop overall and gender-specific risk prediction models, along with the construction of corresponding risk nomograms. Model predictive performance was evaluated using the C-indice, area under the curve (AUC) values, and Brier score. Stability was assessed through 10-fold cross-validation and sensitivity analysis. ResultsA total of 3 019 participants were included, with a median follow-up duration of 4.6 years. The COPD incidence density was 17.22 per 1 000 person-years, significantly higher in males (32.04/1 000 person-years) than that in females (7.38/1 000 person-years) (P<0.001). The overall risk prediction model included the variables such as gender, age, education level, BMI, smoking, passive smoking, and respiratory comorbidities. The male-specific model incorporated the variables such as age, BMI, respiratory comorbidities, and smoking, while the female-specific model included age, marital status, respiratory comorbidities, and pulmonary tuberculosis history. The C-indices for the overall, male-specific, and female-specific models were 0.829, 0.749, and 0.807, respectively. The 5-year AUC values were 0.785, 0.658, and 0.811, with Brier scores of 0.103, 0.176, and 0.059, respectively. Both 10-fold cross-validated C-indices and sensitivity analysis (excluding participants with a follow-up duration of <6 months) yielded C-indices were above 0.740. ConclusionThis study developed concise and practical overall and gender-specific COPD risk prediction models and corresponding nomograms. The models demonstrated robust performance in predicting COPD incidence, providing a valuable reference for identifying high-risk populations and formulating targeted screening and personalized management strategies. 
		                        		
		                        		
		                        		
		                        	
2.Association between sleep quality and cardiorespiratory fitness among secondary school students
ZENG Li, CAO Wei, YIN Xiaojian, WANG Jinxian, WU Huipan
Chinese Journal of School Health 2025;46(3):372-376
		                        		
		                        			Objective:
		                        			To explore the association between sleep quality and cardiorespiratory fitness among secondary school students, so as to provide a reference for promoting the overall development of physical and mental health of Chinese adolescents.
		                        		
		                        			Methods:
		                        			From September to December 2023, 5 713 secondary school students aged 13 to 18 years were selected by the stratified cluster random sampling method from Shanghai, Suzhou, Taiyuan, Wuyuan, Xingyi, and Urumqi, respectively. Sleep quality and cardiorespiratory fitness level of secondary school students were evaluated by Pittsburgh Sleep Quality Index(PSQI) combined with cardiorespiratory fitness test, and the association between sleep quality and cardiorespiratory fitness was analyzed by Pearson s correlation and multivariate linear regression.
		                        		
		                        			Results:
		                        			The report rate of poor sleep quality among secondary school students was  33.7 %(1 926/5 713). The PSQI scores of girls aged 13-18 years were higher than those of boys ( χ 2=1.60, 12.78, 15.62, 3.04, 10.09, 13.65 ) ( P <0.05). The 20 m SRT of secondary school students was 40 (27,51) times, and the VO 2max was 46.27  (40. 84 ,51.30) mL/(kg min). The 20 m SRT and VO 2max of girls of all ages were lower than those of boys( Z =-15.27 to  -6.41 , -18.06 to -14.07, P <0.05). Cardiorespiratory fitness (VO 2max) was negatively correlated with sleep duration and hypnotic medication scores in boys ( r =-0.032, -0.005); VO 2max was negatively correlated with sleep duration and daytime dysfunction scores in girls ( r =-0.028, -0.008) ( P <0.05). After controlling the related variables, linear regression analysis showed that the total PSQI score was negatively correlated with VO 2max among secondary school students( β =-0.347,  P <0.01).
		                        		
		                        			Conclusions
		                        			Secondary school students with better sleep quality have higher levels of cardiorespiratory fitness. Sleep quality should be promoted to improve cardiorespiratory fitness levels in secondary school students.
		                        		
		                        		
		                        		
		                        	
3.Outcomes of identifying enlarged vestibular aqueduct (Mondini malformation) related gene mutation in Mongolian people
Jargalkhuu E ; Tserendulam B ; Maralgoo J ; Zaya M ; Enkhtuya B ; Ulzii B ; Ynjinlhkam E ; Chuluun-Erdene Ts ; Chen-Chi Wu ; Cheng-Yu Tsai ; Yin-Hung Lin ; Yi-Hsin Lin ; Yen-Hui Chan ; Chuan-Jen Hsu ; Wei-Chung Hsu ; Pei-Lung Chen
Mongolian Journal of Health Sciences 2025;87(3):8-15
		                        		
		                        			Background:
		                        			Hearing loss (HL) is one of the most common sensory disorders, 
affecting over 5-8% of the world's population. Approximately half of HL cases are 
attributed to genetic factors. In hereditary deafness, about 75-80% is inherited 
through autosomal recessive inheritance, and common pathogenic genes include 
GJB2 and SLC26A4. Pathogenic variants in the SLC26A4gene are the leading 
cause of hereditary hearing loss in humans, second only to the GJB2 gene. Variants in the SLC26A4gene cause hearing loss, which can be non-syndromic autosomal recessive deafness (DFNB4, OMIM #600791) associated with enlarged 
vestibular aqueduct (EVA) or Pendred syndrome (Pendred, OMIM #605646). 
DFNB4 is characterized by sensorineural hearing loss combined with EVA or less 
common cochlear malformation defect. Pendred syndrome is characterized by bilateral sensorineural hearing loss with EVA and an iodine defect that can lead to 
thyroid goiter. Currently, it is known that EVA is associated with variants in the 
SLC26A4 gene and is a penetrant feature of SLC26A4-related HL. Predominant 
mutations in these genes differ significantly across populations. For instance, predominant SLC26A4 mutations differ among populations, including p.T416P and 
c.1001G>A in Caucasians, p.H723R in Japanese and Koreans, and c.919-2A>G 
in Han Taiwanese and Han Chinese. On the other hand, there has been no study 
of hearing loss related to SLC26A4 gene variants among Mongolians, which is the 
basis of our research.
		                        		
		                        			Aim:
		                        			We aimed to identify the characteristics of the SLC26A4 gene variants in 
Mongolian people with Enlarged vestibular aqueduct and Mondini malformation.
		                        		
		                        			Materials and Methods:
		                        			In 2022-2024, We included 13 people with hearing loss 
and enlarged vestibular aqueduct, incomplete cochlea (1.5 turns of the cochlea 
with cystic apex- incomplete partition type II- Mondini malformation) were examined by CT scan of the temporal bone in our study. WES (Whole exome sequencing) analysis was performed in the Genetics genetic-laboratory of the National 
Taiwan University Hospital.
		                        		
		                        			Results:
		                        			Genetic analysis revealed 26 confirmed pathogenic variants of bi-allelic 
SLC26A4 gene of 8 different types in 13 cases, and c.919-2A>G variant was dominant with 46% (12/26) in allele frequency, and c.2027T>A (p.L676Q) variant 19% 
(5/26), c.1318A>T(p.K440X) variant 11% (3/26), c.1229C>T (p.T410M) variant 8% 
(2/26) ) , c.716T>A (p.V239D), c.281C>T (p.T94I), c.1546dupC, and c.1975G>C 
(p.V659L) variants were each 4% (1/26)- revealed. Two male children, 11 years 
old (SLC26A4: c.919-2A>G) and 7 years old (SLC26A4: c.919-2A>G:, SLC26A4: 
c.2027T>A (p.L676Q))had history of born normal hearing and progressive hearing 
loss.
		                        		
		                        			Conclusions
		                        			1. 26 variants of bi-allelic SLC26A4 gene mutation were detected 
in Mongolian people with EVA and Mondini malformation, and c.919-2A>G was 
the most dominant allele variant, and rare variants such as c.1546dupC, c.716T>A 
(p.V239D) were detected.
2. Our study shows that whole-exome sequencing (WES) can identify gene 
mutations that are not detected by polymerase chain reaction (PCR) or NGS analysis.
		                        		
		                        		
		                        		
		                        	
4.Clinical value of abdominal adipose volume in predicting early tumor recurrence after resec-tion of hepatocellular carcinoma
Guojiao ZUO ; Mi PEI ; Zongqian WU ; Fengxi CHEN ; Jie CHENG ; Yiman LI ; Chen LIU ; Xingtian WANG ; Xuejuan KONG ; Lin CHEN ; Xiaoqin YIN ; Hongyun RAO ; Wei CHEN ; Ping CAI ; Xiaoming LI
Chinese Journal of Digestive Surgery 2024;23(1):140-146
		                        		
		                        			
		                        			Objective:To investigate the clinical value of abdominal adipose volume in predicting early tumor recurrence after resection of hepatocellular carcinoma (HCC).Methods:The retrospective case-control study was conducted. The clinicopathological data of 132 HCC patients with tumor diameter ≤5 cm who were admitted to The First Affiliated Hospital of Army Medical University from December 2017 to October 2019 were collected. There were 110 males and 22 females, aged (51±4)years. All patients underwent resection of HCC. Preoperative computer tomography scanning was performed and the visceral and subcutaneous fats of patients were quantified using the Mimics Research 21.0 software. Based on time to postoperative tumor recurrence patients were divided to two categories: early recurrence and non-early recurrence. Observation indicators: (1) consistency analy-sis; (2) analysis of factors influencing early tumor recurrence after resection of HCC and construction of prediction model. Measurement data with normal distribution were represented as Mean± SD, and comparison between groups was conducted using the t test. Measurement data with skewed distribu-tion were represented as M( Q1,Q3) or M(range), and comparison between groups was conducted using the Mann-Whitney U test. Count data were expressed as absolute numbers, and comparison between groups was conducted using the chi-square test or Fisher exact probability. Consistency analysis was conducted using the intragroup correlation coefficient (ICC) test. Multivariate analysis was performed using the binary Logistic regression model forward method. Independent risk factors influencing early tumor recurrence after resection of HCC were screened. The area under curve (AUC) of receiver operating characteristic (ROC) curve was applied to select the optimal cut-off value to classify high and low risks of recurrence. The Kaplan-Meier method was used to draw survival curve and calculate survival time. The Log-Rank test was used for survival analysis. Results:(1) Consistency analysis. The consistency ICC of abdominal fat parameters of visceral fat volume (VFV), subcutaneous fat volume, visceral fat area, and subcutaneous fat area measured by 2 radiologists were 0.84, 1.00, 0.86, and 0.94, respectively. (2) Analysis of factors influencing early tumor recurr-ence after resection of HCC and construction of prediction model. All 132 patients were followed up after surgery for 662(range, 292-1 111)days. During the follow-up, there were 52 patients with non-early recurrence and 80 patients with early recurrence. Results of multivariate analysis showed that VFV was an independent factor influencing early tumor recurrence after resection of HCC ( odds ratio=4.07, 95% confidence interval as 2.27-7.27, P<0.05). The AUC of ROC curve based on VFV was 0.78 (95% confidence interval as 0.70-0.85), and the sensitivity and specificity were 72.2 % and 77.4 %, respectively. The optimal cut-off value of VFV was 1.255 dm 3, and all 132 patients were divided into the high-risk early postoperative recurrence group of 69 cases with VFV >1.255 dm 3, and the low-risk early postoperative recurrence group of 63 cases with VFV ≤1.255 dm 3. The disease-free survival time of the high-risk early postoperative recurrence group and the low-risk early post-operative recurrence group were 414(193,702)days and 1 047(620,1 219)days, showing a significant difference between them ( χ2=31.17, P<0.05). Conclusions:VFV is an independent factor influen-cing early tumor recurrence of HCC after resection. As a quantitative indicator of abdominal fat, it can predict the prognosis of HCC patients.
		                        		
		                        		
		                        		
		                        	
5.Pharmacokinetics and Bioequivalence Study of Generic Tofacitinib Citrate Tablets
Ping LU ; Jie WANG ; Xiaoli YIN ; Shunzhi ZHANG ; Wei WU
Herald of Medicine 2024;43(2):203-207
		                        		
		                        			
		                        			Objective To assess the pharmacokinetic characteristics of two types of tofacitinib citrate tablets in healthy individuals and evaluate their bioequivalence and safety.Methods A randomized,two-period,self-crossing design was used with 36 subjects in two groups in both fasting and postprandial conditions.Each group received 5 mg tofacatile citrate tablets of either generic tofacitinib citrate tablets(T)or the reference product(R)per period,and the plasma concentration of tofacatile tablets was detected by LC-MS/MS.Phoenix WinNonlin software was used to calculate pharmacokinetic parameters and evaluate its bioequivalence.Results After single oral administration of test and reference preparations,the main pharmacokinetic parameters were as follows:Cmax values in fasting group were(57.54±13.95)and(59.17±12.31)ng·mL-1,respectively;AUC0,values were(143.83±34.58)and(142.13±33.00)ng·h·mL-1,respectively;AUC0-∞ values were(147.39±35.27)and(146.15±34.64)ng·h·mL-1,respectively;tmax was 0.5 h for both;Cmax values in the postprandial group were(57.16±17.56)and(55.19±21.98)ng·mL-1;AUC0-t values were(165.47±41.63)and(162.04±41.84)ng·h·mL-1;AUC0-∞ values were(171.88±44.15)and(168.05±44.21)ng·h·mL-1;The t max was 1.0 h for both.The 90%confidence intervals for the geometric mean ratios of Cmax,AUC0-t and AUC0-∞ in fasting group and postprandial group were 96.35%(90.11%-103.03%)and 105.91%(95.20%-117.83%),101.02%(98.76%-103.34%)and 102.23%(99.67%-104.86%),100.77%(98.53%-103.06%)and 102.40%(99.81%-105.06%),all within the range of 80.00%-125.00%.Conclusion Both types of generic tofacitinib citrate tablets are bioequivalent and safe in Chinese healthy individuals.
		                        		
		                        		
		                        		
		                        	
6.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.
		                        		
		                        		
		                        		
		                        	
7.Intervention effect and mechanism of breviscapine on hepatic fibrosis in rats
Dandan WEI ; Shanshan LI ; Minghao ZHANG ; Yurun WEI ; Hongling WANG ; Shuangshuang CHAI ; Jingjing YIN ; Min ZHANG ; Han ZHAO ; Zongyao WU ; Kuicheng ZHU ; Qingbo WANG
China Pharmacy 2024;35(6):671-677
		                        		
		                        			
		                        			OBJECTIVE To investigate the intervention effect and potential mechanism of breviscapine on hepatic fibrosis (HF) in rats based on the transforming growth factor-β(1 TGF-β1)/Smad2/extracellular signal-regulated protein kinase 1(ERK1) and Kelch-like epichlorohydrin-associated protein 1(Keap1)/nuclear factor-erythroid 2-related factor 2(Nrf2)/heme oxygenase-1(HO-1) pathways. METHODS Totally 60 rats were randomly divided into normal control group, model group, breviscapine low-dose, medium-dose and high-dose groups (5.4, 10.8, 21.6 mg/kg), and colchicine group (positive control, 0.45 mg/kg), with 10 rats in each group, half male and half female. Except for the normal control group, HF model of the other groups was induced by carbon tetrachloride. Subsequently, each drug group was given corresponding medicine by gavage once a day for 28 days. The liver appearance of rats in each group was observed and their liver coefficients were calculated. The levels of alanineaminotransferase (ALT) and aspartate aminotransferase (AST)in serum, those of ALT, AST, superoxide dismutase (SOD),malondialdehyde (MDA) and glutathione peroxidase (GSH- Px) in liver tissue were detected. The liver tissue inflammatory and fibrotic changes were observed. The protein and mRNA expressions of TGF-β1, Smad2, ERK1, Nrf2, Keap1 and HO-in liver tissue were detected. RESULTS Compared with the normal control group, the model group showed large areas of white nodular lesions in the liver, obvious inflammatory cell infiltration and collagen fiber deposition. The body weight, the levels of SOD and GSH-Px in liver tissue, the protein and mRNA expressions of Nrf2 and HO-1 were significantly lowered in the model group (P<0.05); the liver coefficient, the percentage of Masson staining positive area, ALT and AST levels of serum and liver tissue, MDA level of liver tissue, the protein and mRNA expressions of TGF-β1, Smad2, ERK1 and Keap1 were significantly increased (P<0.05). Compared with the model group, the liver lesions of rats in each drug group were improved, and the above quantitative indexes were generally reversed (P<0.05). CONCLUSIONS Breviscapine has a good intervention effect on HF rats, which may be related to inhibiting TGF-β1/Smad2/ERK1 pathway for anti-fibrosis and regulating Keap1/Nrf2/HO-1 pathway to inhibit oxidative stress.
		                        		
		                        		
		                        		
		                        	
8.Predicting Neck Dysfunction After Open-Door Cervical Laminoplasty — A Prospective Cohort Patient-Reported Outcome Measurement Study
Chiu-Hao HSU ; Wei-Wei CHEN ; Meng-Yin HO ; Chin-Chieh WU ; Dar-Ming LAI
Neurospine 2024;21(4):1053-1065
		                        		
		                        			 Objective:
		                        			To analyze the predictive factors for neck pain and cervical spine function after laminoplasty for degenerative cervical myelopathy (DCM) using K-means for longitudinal data (KML). 
		                        		
		                        			Methods:
		                        			In this prospective cohort study, we collected clinical and radiographic data from patients with DCM who underwent cervical laminoplasty. A novel index of surgical outcome, “neck function,” which comprises neck pain and cervical spine function according to the Japanese Orthopedic Association Cervical Myelopathy Evaluation Questionnaire, was proposed. We treated surgical outcomes as longitudinal rather than cross-sectional data and used KML for analysis. Patients were categorized as having good or poor outcomes based on the KML graph of neck pain and cervical spine function. 
		                        		
		                        			Results:
		                        			From 2016 to 2020, 104 patients underwent laminoplasty for DCM; however, 35 patients were excluded because of loss to follow-up or incomplete data. The authors found that central canal stenosis (odds ratio [OR], 17.93; 95% confidence interval [CI], 1.26–254.73; p=0.03) and preoperative neck pain (OR per 1 point increase=1.49; 95% CI, 1.12–1.99; p=0.006) were 2 negative predictive factors and that a positive K-line during flexion was a positive predictive factor (OR, 0.11; 95% CI, 0.01–0.87; p=0.036) for neck function after laminoplasty. 
		                        		
		                        			Conclusion
		                        			Central canal stenosis, preoperative neck pain and a K-line during flexion were found to be predictive of postoperative neck pain and cervical spine function after laminoplasty. To achieve better surgical outcomes for neck function, the authors suggest the utilization of these determinants as a guiding framework for the selection of surgical approaches for DCM. 
		                        		
		                        		
		                        		
		                        	
9.The Quantitative Evaluation of Automatic Segmentation in Lumbar Magnetic Resonance Images
Yao-Wen LIANG ; Yu-Ting FANG ; Ting-Chun LIN ; Cheng-Ru YANG ; Chih-Chang CHANG ; Hsuan-Kan CHANG ; Chin-Chu KO ; Tsung-Hsi TU ; Li-Yu FAY ; Jau-Ching WU ; Wen-Cheng HUANG ; Hsiang-Wei HU ; You-Yin CHEN ; Chao-Hung KUO
Neurospine 2024;21(2):665-675
		                        		
		                        			 Objective:
		                        			This study aims to overcome challenges in lumbar spine imaging, particularly lumbar spinal stenosis, by developing an automated segmentation model using advanced techniques. Traditional manual measurement and lesion detection methods are limited by subjectivity and inefficiency. The objective is to create an accurate and automated segmentation model that identifies anatomical structures in lumbar spine magnetic resonance imaging scans. 
		                        		
		                        			Methods:
		                        			Leveraging a dataset of 539 lumbar spinal stenosis patients, the study utilizes the residual U-Net for semantic segmentation in sagittal and axial lumbar spine magnetic resonance images. The model, trained to recognize specific tissue categories, employs a geometry algorithm for anatomical structure quantification. Validation metrics, like Intersection over Union (IOU) and Dice coefficients, validate the residual U-Net’s segmentation accuracy. A novel rotation matrix approach is introduced for detecting bulging discs, assessing dural sac compression, and measuring yellow ligament thickness. 
		                        		
		                        			Results:
		                        			The residual U-Net achieves high precision in segmenting lumbar spine structures, with mean IOU values ranging from 0.82 to 0.93 across various tissue categories and views. The automated quantification system provides measurements for intervertebral disc dimensions, dural sac diameter, yellow ligament thickness, and disc hydration. Consistency between training and testing datasets assures the robustness of automated measurements. 
		                        		
		                        			Conclusion
		                        			Automated lumbar spine segmentation with residual U-Net and deep learning exhibits high precision in identifying anatomical structures, facilitating efficient quantification in lumbar spinal stenosis cases. The introduction of a rotation matrix enhances lesion detection, promising improved diagnostic accuracy, and supporting treatment decisions for lumbar spinal stenosis patients. 
		                        		
		                        		
		                        		
		                        	
10.Predicting Neck Dysfunction After Open-Door Cervical Laminoplasty — A Prospective Cohort Patient-Reported Outcome Measurement Study
Chiu-Hao HSU ; Wei-Wei CHEN ; Meng-Yin HO ; Chin-Chieh WU ; Dar-Ming LAI
Neurospine 2024;21(4):1053-1065
		                        		
		                        			 Objective:
		                        			To analyze the predictive factors for neck pain and cervical spine function after laminoplasty for degenerative cervical myelopathy (DCM) using K-means for longitudinal data (KML). 
		                        		
		                        			Methods:
		                        			In this prospective cohort study, we collected clinical and radiographic data from patients with DCM who underwent cervical laminoplasty. A novel index of surgical outcome, “neck function,” which comprises neck pain and cervical spine function according to the Japanese Orthopedic Association Cervical Myelopathy Evaluation Questionnaire, was proposed. We treated surgical outcomes as longitudinal rather than cross-sectional data and used KML for analysis. Patients were categorized as having good or poor outcomes based on the KML graph of neck pain and cervical spine function. 
		                        		
		                        			Results:
		                        			From 2016 to 2020, 104 patients underwent laminoplasty for DCM; however, 35 patients were excluded because of loss to follow-up or incomplete data. The authors found that central canal stenosis (odds ratio [OR], 17.93; 95% confidence interval [CI], 1.26–254.73; p=0.03) and preoperative neck pain (OR per 1 point increase=1.49; 95% CI, 1.12–1.99; p=0.006) were 2 negative predictive factors and that a positive K-line during flexion was a positive predictive factor (OR, 0.11; 95% CI, 0.01–0.87; p=0.036) for neck function after laminoplasty. 
		                        		
		                        			Conclusion
		                        			Central canal stenosis, preoperative neck pain and a K-line during flexion were found to be predictive of postoperative neck pain and cervical spine function after laminoplasty. To achieve better surgical outcomes for neck function, the authors suggest the utilization of these determinants as a guiding framework for the selection of surgical approaches for DCM. 
		                        		
		                        		
		                        		
		                        	
            

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