Objective:To comprehensively evaluate the application of Common Data Model (CDM) of Observational Medical Outcomes Partnership (OMOP) in China, and provide reference for the implementation of data standardization and evidence sharing in China.Methods:PubMed, Embase, Web of Science, CNKI, VIP, WanFang and SinoMed databases were used for literature retrieval to collect the research papers of OMOP CDM application for data standardization in China until March 15, 2023. The information about institutions, types and numbers of patients were extracted.Results:A total of 14 research papers, including 9 in English and 5 in Chinese, were selected. The research papers published since 2018 were collected, which focused on patients with hypertension, diabetes, and depression. A total of 12 institutions or platforms transformed data into OMOP CDM. Jiangsu Provincial People's Hospital was the first one to apply the CDM and demonstrated its feasibility in China. Additionally, the regional information system in Yinzhou District of Ningbo, Zhejiang Province, standardized the multi-dimensional data of patients with diabetes and hypertension. Based on this platform, a series of prediction models for complications in patients with diabetes were constructed. Another major database in Beijing Anding Hospital applied OMOP CDM to analyze the characteristics of patients with late-life depression and dementia.Conclusions:This study analyzed the application of OMOP CDM in China. Through in-depth analysis of specific cases, the study provided guidance for the future cross-regional evidence sharing and collaboration.

Objective:To systematically review the progress in the method development and application of distributed learning in the estimation of epidemiological effect and provide methodological reference for multi-center studies.Methods:We conducted a literature retrieval for English papers published up to December 31, 2023 by using keywords of "health/medical big data" and "distributed/federated learning". After consulting experts, we set criteria of paper inclusion and exclusion and created a framework for data extraction. We collected information about basic study details, including method, application, and evaluation. Two researchers independently screened the papers and extracted information. We used EndNote 20 for the management of literatures and EpiData for the management of data.Results:A total of 3 444 papers were collected, and 29 papers were included in the final analysis. Most of the papers (25, 86.2%) were published in or after 2019, and the papers were mainly from the United States (21/29, 72.4%). For the estimation of epidemiological effects, 22 distributed learning methods had been developed, including methods for logistic regression (8), Cox regression (8), Poisson regression (2), and generalized linear mixed model (GLMM) (4), as well as three platforms for distributed analysis (VLP, Vantage6, AusCAT). The 29 papers described 45 applications, with 20 (44.4%) focusing on the establishment of prediction model and 25 (55.6%) on association analysis. Importantly, except for GLMM, current distributed learning methods can estimate effects with little bias in 1-3 rounds of communication. These methods show less bias compared with meta-analysis, especially in the address of data heterogeneity and rare outcomes. However, less studies examined how differences in data structure and sparse data affect results, an area that requires further research.Conclusion:While distributed learning shows promise in epidemiological effect estimation, it is still in early development, requiring further research on data heterogeneity handling and communication efficiency improvement.

Objectives:This study aimed to investigate the early clinical efficacies of bilateral spinal joint release(SJR)and pedicle subtraction osteotomy(PSO)in treating rigid post-traumatic thoracolumbar kyphosis(RPTK).Methods:45 patients with RPTK who underwent either SJR or PSO at the Affiliated Hospital of Southwest Medical University between January 2016 and June 2022 were retrospectively analyzed.The patients were divided into SJR group(n=25;13 males,12 females;Apical vertebrae distribution:T11 in 4 cases,T12 in 10,L1 in 10,L2 in1)and PSO group(n=20;9 males,11 females;Apical vertebrae distribution:T11 in 4,T12 in 6,L1 in7,L2 in 3).There wasn't statistical difference in gender,age,body mass index,disease duration,follow-up period,or apical vertebral distribution between the two groups(P＞0.05).The number of fixed segments,operative time,intraoperative blood loss,postoperative drainage volume,intra-and post-operative complications were collected and compared between the two groups.The visual analogue scale(VAS)of low back pain and Oswestry disability index(ODI)were collected and evaluated before operation,at 14d,3 months,and final follow-up after operation.American Spinal Injury Association(ASIA)grades,SF-36 physical component score(PCS)and SF-36 mental component score(MCS)were evaluated for neurological function and living quality before operation,at 3 months and final follow-up after operation.The imaging parameters such as global kyphosis(GK)Cobb angle,GK correction rate,and thoracolumbar kyphosis(TLK)were recorded and compared before operation,at postoperative 14d,3 months,and final follow-up between the two groups.Results:All patients successfully completed the operation,and there was 1 case of dural rupture and 1 case of intercostal neuralgia in both SJR group and PSO group,and no other complications occurred.The operative time,intraoperative blood loss and postoperative drainage volume were 261.2±43.5min,446.0±144.1mL,292.3±99.0mL in the SJR group,and 326.5±68.4min,1166.0±390.1mL,505.8±99.2mL in the PSO group,respectively.SJR group was shorter in operative time,less in intraoperative blood loss and postoperative drainage volume than PSO group(P＜0.05).There was no statistical difference in the number of fixed segments between the two groups(P＞0.05).The low back pain VAS score and ODI of the two groups at 14d,3 months,and final follow-up after operation were significantly lower than those before operation(P＜0.05),and there was no statistical difference between the two groups at each time point(P＞0.05).The PCS and MCS were significantly increased in both groups at 3 months after operation and at final follow-up.The PCS was higher in the SJR group(51.3±3.9)than that in the PSO group(46.2±5.0)at 3 months after operation(P＜0.001).There was no significant difference in GK and TLK between the two groups before operation,which decreased at 14d,3 months and final follow-up after operation in both groups(P＜0.05)and showed no statistical difference in intergroup comparisons at each time point.There was no significant difference in GK correction rate between the SJR and PSO groups at each follow-up time point(P＞0.05).Conclusions:Both SJR and PSO can achieve satisfactory early clinical outcomes in the treatment of RPTK,while SJR technique is shorter in operative time,less in intraoperative blood loss and postoperative drainage,and better in early postoperative improvement of SF-36 scale score.

Objectives:This study aimed to investigate the early clinical efficacies of bilateral spinal joint release(SJR)and pedicle subtraction osteotomy(PSO)in treating rigid post-traumatic thoracolumbar kyphosis(RPTK).Methods:45 patients with RPTK who underwent either SJR or PSO at the Affiliated Hospital of Southwest Medical University between January 2016 and June 2022 were retrospectively analyzed.The patients were divided into SJR group(n=25;13 males,12 females;Apical vertebrae distribution:T11 in 4 cases,T12 in 10,L1 in 10,L2 in1)and PSO group(n=20;9 males,11 females;Apical vertebrae distribution:T11 in 4,T12 in 6,L1 in7,L2 in 3).There wasn't statistical difference in gender,age,body mass index,disease duration,follow-up period,or apical vertebral distribution between the two groups(P＞0.05).The number of fixed segments,operative time,intraoperative blood loss,postoperative drainage volume,intra-and post-operative complications were collected and compared between the two groups.The visual analogue scale(VAS)of low back pain and Oswestry disability index(ODI)were collected and evaluated before operation,at 14d,3 months,and final follow-up after operation.American Spinal Injury Association(ASIA)grades,SF-36 physical component score(PCS)and SF-36 mental component score(MCS)were evaluated for neurological function and living quality before operation,at 3 months and final follow-up after operation.The imaging parameters such as global kyphosis(GK)Cobb angle,GK correction rate,and thoracolumbar kyphosis(TLK)were recorded and compared before operation,at postoperative 14d,3 months,and final follow-up between the two groups.Results:All patients successfully completed the operation,and there was 1 case of dural rupture and 1 case of intercostal neuralgia in both SJR group and PSO group,and no other complications occurred.The operative time,intraoperative blood loss and postoperative drainage volume were 261.2±43.5min,446.0±144.1mL,292.3±99.0mL in the SJR group,and 326.5±68.4min,1166.0±390.1mL,505.8±99.2mL in the PSO group,respectively.SJR group was shorter in operative time,less in intraoperative blood loss and postoperative drainage volume than PSO group(P＜0.05).There was no statistical difference in the number of fixed segments between the two groups(P＞0.05).The low back pain VAS score and ODI of the two groups at 14d,3 months,and final follow-up after operation were significantly lower than those before operation(P＜0.05),and there was no statistical difference between the two groups at each time point(P＞0.05).The PCS and MCS were significantly increased in both groups at 3 months after operation and at final follow-up.The PCS was higher in the SJR group(51.3±3.9)than that in the PSO group(46.2±5.0)at 3 months after operation(P＜0.001).There was no significant difference in GK and TLK between the two groups before operation,which decreased at 14d,3 months and final follow-up after operation in both groups(P＜0.05)and showed no statistical difference in intergroup comparisons at each time point.There was no significant difference in GK correction rate between the SJR and PSO groups at each follow-up time point(P＞0.05).Conclusions:Both SJR and PSO can achieve satisfactory early clinical outcomes in the treatment of RPTK,while SJR technique is shorter in operative time,less in intraoperative blood loss and postoperative drainage,and better in early postoperative improvement of SF-36 scale score.

OBJECTIVE: To investigate the possible mechanism and fracture stability of subtypes of type B Hangman's fracture by using imaging observation. METHODS: Patients with type B Hangman's fractures admitted to multiple centers between January 2008 and October 2023 were selected as the research objects. The clinical data and imaging data of patients who met the selection criteria were extracted. The patients' age, gender, cause of fracture, disease duration, visual analogue scale (VAS) score of neck pain, neck disability index (NDI), and American Spinal Injury Association (ASIA) classification of spinal cord function were collected. Based on the imaging data, the anatomical structure of the contralateral superior articular process fracture, the relationship between the superior articular process fracture line and the position of the odontoid process, the associated posterior vertebral wall fracture and its classification, the incidence of vertebral arch floating and C _{2, 3} instability were observed. The superior articular fracture angle (SAFA), superior articular fracture displacement distance (SAFD), and C ₂ vertebral body rotation (VBRA) were measured. According to the anatomical structure of the contralateral superior articular process fracture, the patients were divided into a pedicle fracture group (POA group), a inferior articular process fracture group (IAP group), and a laminar fracture group (CSL group). The baseline data and imaging indexes were analyzed between groups, and the imaging anatomical characteristics of each subtype of fracture were observed to explore its possible mechanism and fracture stability. RESULTS: A total of 86 cases of type B Hangman's fractures were collected. There were 67 males and 19 females. The mean age was 51.0 years (range, 21-78 years). There were 48 cases of pedicle fracture (POA group), 25 cases of inferior articular process fracture (IAP group), and 13 cases of laminar fracture (CSL group). There was no significant difference in age, gender, cause of fracture, disease duration, VAS score of neck pain, and NDI between groups ( P>0.05). However, the incidence of spinal cord injury in POA group was the highest ( P<0.05). The incidences of superior articular process fracture line posterior to the odontoid process and posterior vertebral wall fracture in POA group were the highest ( P<0.05). The incidences of vertebral arch floating and C _{2, 3} instability in IAP group were the highest ( P<0.05). There were significant differences in SAFA and VBRA between groups ( P<0.05). There was no significant difference in SAFD between groups ( P>0.05). The differences in the incidences of fracture displacement>3 mm and VBRA>5° between groups were significant ( P<0.05). There were 78 cases of unstable Hangman's fracture, including 2 cases of simple C _2、3 instability, 22 cases of simple axis rotation and displacement instability, 8 cases of simple vertebral arch floating instability, and the rest of the patients had two or more types of instability. CONCLUSION The mechanism of different subtypes of type B Hangman's fracture may be that the lateral mass of the rotation of the atlas applied the overextension compression force to the unilateral superior articular process of the axis vertebra, and the contralateral pedicle, inferior articular process and lamina fractures were caused by direct violence or/and rotational violence to different degrees. The decomposition of this type of fracture into C _{2, 3} intervertebral, axis vertebra body displacement and rotation and vertebral arch floating instability is beneficial to the treatment and surgical approach selection.
Humans ; Spinal Fractures/surgery* ; Male ; Female ; Cervical Vertebrae/diagnostic imaging* ; Middle Aged ; Adult ; Tomography, X-Ray Computed ; Aged ; Odontoid Process/injuries* ; Fracture Fixation, Internal/methods* ; Young Adult

Objective:To analyze the characteristics of Hashimoto thyroiditis(HT)and Graves disease(GD),two autoimmune thyroid diseases aged 10-59 in Qingdao City from 2022 to 2024,and to provide scientific basis for making targeted prevention and treatment measures.Methods:A cross-sectional study design was adopted,based on the data of the Regional Health Information Platform in Qingdao,the con-firmed cases of HT and GD from 2022 to 2024 were included,and combined with the data of the seventh population census,the three-year and annual prevalence rates of HT and GD were calculated,and the time trend of annual prevalence was analyzed by Cochran-Armitage trend test.The distribution characte-ristics of HT and GD prevalence in different age groups and regions were analyzed,and Chi-square test was used to compare the differences between the groups.Results:The total number of HT patients among women aged 10-59 in Qingdao City from 2022 to 2024 was 40 362.The proportion of HT patients in 30-34 years old was the highest(19.83％).The proportion of HT patients in Huangdao District was the highest(17.72％).The three-year prevalence of HT was 1 206.53/100 000.In 2022-2024,the annual prevalence of HT increased significantly(P＜0.001),from 385.32/100 000 in 2022 to 1 206.32/100 000 in 2024.The three-year prevalence of HT was significantly different in age distribution(P＜0.001).The three-year prevalence of HT in 25-29 years(2 354.44/100 000)and 35-39 years(2 022.20/100 000)was higher than that in other age groups,showing a bimodal distribution.There were significant differences in the three-year prevalence of HT in different regions(P＜0.001),among which the three-year prevalence of HT in Shinan District was the highest(2 392.90/100 000),followed by Licang Dis-trict(1 492.41/100 000),and Laixi City was the lowest(659.940/100 000).The total number of GD patients was 2 095,among which the proportion of GD patients in the 35-39 age group was the highest(15.42％),and the proportion of GD patients from Jimo District was the highest(12.27％).From 2022 to 2024,the three-year prevalence rate of GD was 62.63/100 000,and the annual prevalence rate of GD showed an increasing trend(P＜0.001),from 20.33/100 000 in 2022 to 62.63/100 000 in 2024.There were significant differences in the prevalence of GD by age(P＜0.001).The three-year prevalence of GD reached the highest value in the 25-29 age group(98.90/100 000),followed by the 35-39 age group(85.21/100 000),and the lowest in the 10-14 age group(14.43/100 000).In the regional distribution,there were significant differences in the 3-year prevalence of GD(P＜0.001).Laoshan District had the highest three-year prevalence of GD(107.58/100 000),followed by Shinan District(97.83/100 000)and Huangdao District(28.92/100 000).Conclusion:The three-year pre-valence of HT and GD in females aged 10-59 years in Qingdao City from 2022 to 2024 is low,but the annual prevalence is on the rise,and the three-year prevalence of HT and GD in females aged 25-39 years is higher than that in other age groups,so it is necessary to strengthen the screening and monitoring of this population.

Objective:To comprehensively evaluate the application of Common Data Model (CDM) of Observational Medical Outcomes Partnership (OMOP) in China, and provide reference for the implementation of data standardization and evidence sharing in China.Methods:PubMed, Embase, Web of Science, CNKI, VIP, WanFang and SinoMed databases were used for literature retrieval to collect the research papers of OMOP CDM application for data standardization in China until March 15, 2023. The information about institutions, types and numbers of patients were extracted.Results:A total of 14 research papers, including 9 in English and 5 in Chinese, were selected. The research papers published since 2018 were collected, which focused on patients with hypertension, diabetes, and depression. A total of 12 institutions or platforms transformed data into OMOP CDM. Jiangsu Provincial People's Hospital was the first one to apply the CDM and demonstrated its feasibility in China. Additionally, the regional information system in Yinzhou District of Ningbo, Zhejiang Province, standardized the multi-dimensional data of patients with diabetes and hypertension. Based on this platform, a series of prediction models for complications in patients with diabetes were constructed. Another major database in Beijing Anding Hospital applied OMOP CDM to analyze the characteristics of patients with late-life depression and dementia.Conclusions:This study analyzed the application of OMOP CDM in China. Through in-depth analysis of specific cases, the study provided guidance for the future cross-regional evidence sharing and collaboration.

Objective:To systematically review the progress in the method development and application of distributed learning in the estimation of epidemiological effect and provide methodological reference for multi-center studies.Methods:We conducted a literature retrieval for English papers published up to December 31, 2023 by using keywords of "health/medical big data" and "distributed/federated learning". After consulting experts, we set criteria of paper inclusion and exclusion and created a framework for data extraction. We collected information about basic study details, including method, application, and evaluation. Two researchers independently screened the papers and extracted information. We used EndNote 20 for the management of literatures and EpiData for the management of data.Results:A total of 3 444 papers were collected, and 29 papers were included in the final analysis. Most of the papers (25, 86.2%) were published in or after 2019, and the papers were mainly from the United States (21/29, 72.4%). For the estimation of epidemiological effects, 22 distributed learning methods had been developed, including methods for logistic regression (8), Cox regression (8), Poisson regression (2), and generalized linear mixed model (GLMM) (4), as well as three platforms for distributed analysis (VLP, Vantage6, AusCAT). The 29 papers described 45 applications, with 20 (44.4%) focusing on the establishment of prediction model and 25 (55.6%) on association analysis. Importantly, except for GLMM, current distributed learning methods can estimate effects with little bias in 1-3 rounds of communication. These methods show less bias compared with meta-analysis, especially in the address of data heterogeneity and rare outcomes. However, less studies examined how differences in data structure and sparse data affect results, an area that requires further research.Conclusion:While distributed learning shows promise in epidemiological effect estimation, it is still in early development, requiring further research on data heterogeneity handling and communication efficiency improvement.

Objective:To analyze the characteristics of Hashimoto thyroiditis(HT)and Graves disease(GD),two autoimmune thyroid diseases aged 10-59 in Qingdao City from 2022 to 2024,and to provide scientific basis for making targeted prevention and treatment measures.Methods:A cross-sectional study design was adopted,based on the data of the Regional Health Information Platform in Qingdao,the con-firmed cases of HT and GD from 2022 to 2024 were included,and combined with the data of the seventh population census,the three-year and annual prevalence rates of HT and GD were calculated,and the time trend of annual prevalence was analyzed by Cochran-Armitage trend test.The distribution characte-ristics of HT and GD prevalence in different age groups and regions were analyzed,and Chi-square test was used to compare the differences between the groups.Results:The total number of HT patients among women aged 10-59 in Qingdao City from 2022 to 2024 was 40 362.The proportion of HT patients in 30-34 years old was the highest(19.83％).The proportion of HT patients in Huangdao District was the highest(17.72％).The three-year prevalence of HT was 1 206.53/100 000.In 2022-2024,the annual prevalence of HT increased significantly(P＜0.001),from 385.32/100 000 in 2022 to 1 206.32/100 000 in 2024.The three-year prevalence of HT was significantly different in age distribution(P＜0.001).The three-year prevalence of HT in 25-29 years(2 354.44/100 000)and 35-39 years(2 022.20/100 000)was higher than that in other age groups,showing a bimodal distribution.There were significant differences in the three-year prevalence of HT in different regions(P＜0.001),among which the three-year prevalence of HT in Shinan District was the highest(2 392.90/100 000),followed by Licang Dis-trict(1 492.41/100 000),and Laixi City was the lowest(659.940/100 000).The total number of GD patients was 2 095,among which the proportion of GD patients in the 35-39 age group was the highest(15.42％),and the proportion of GD patients from Jimo District was the highest(12.27％).From 2022 to 2024,the three-year prevalence rate of GD was 62.63/100 000,and the annual prevalence rate of GD showed an increasing trend(P＜0.001),from 20.33/100 000 in 2022 to 62.63/100 000 in 2024.There were significant differences in the prevalence of GD by age(P＜0.001).The three-year prevalence of GD reached the highest value in the 25-29 age group(98.90/100 000),followed by the 35-39 age group(85.21/100 000),and the lowest in the 10-14 age group(14.43/100 000).In the regional distribution,there were significant differences in the 3-year prevalence of GD(P＜0.001).Laoshan District had the highest three-year prevalence of GD(107.58/100 000),followed by Shinan District(97.83/100 000)and Huangdao District(28.92/100 000).Conclusion:The three-year pre-valence of HT and GD in females aged 10-59 years in Qingdao City from 2022 to 2024 is low,but the annual prevalence is on the rise,and the three-year prevalence of HT and GD in females aged 25-39 years is higher than that in other age groups,so it is necessary to strengthen the screening and monitoring of this population.

Objective:To explore the prevalence of sleep problems among residents in the city of Ruian during the outbreak of novel coronavirus pneumonia(COVID-19),and to investigate whether the presence of sleep prob-lems was related to the infection of COVID-19.Methods:Totally 4 810 community residents(1116 residents tested positive for COVID-19 and 3 694 residents tested negative for COVID-19)were chosen by stratified convenience sampling.All participants were assessed with the Sleep Self-Rating Scale(SRSS,total score ≥23 SRSS screen-pos-itive),Generalized Anxiety Scale(GAD-7,total score ≥5 GAD-7 screen-positive)and 9-item Patient Health Ques-tionnaire(PHQ-9,total score ≥5 PHQ-9 screen-positive).Results:The screen-positive rates of SRSS,GAD-7 and PHQ-9 were 30.5％,33.7％and 27.2％,respectively.Logistic regression analysis showed that the infection of CO-VID-19 was significantly associated with the SRSS screen-positive(OR=1.73,95％CI:1.48-2.03),after con-trolling for the confounding variables of gender,age group,GAD-7 screen-positive and PHQ-9 screen-positive.Conclusion:The prevalence of sleep problems was higher in the residents tested positive for COVID-19 than in those tested negative for COVID-19.The occurrence of sleep problems may be directly associated with the infection of COVID-19.