Construction of Shanghai Diabetes Clinical Database and real-world study
Objective·To construct a clinical database of diabetes in Shanghai, mine the value of clinical data, and carry out real-world study.Methods·The data were extracted from Shanghai Link Healthcare Database. All original clinical data have undergone standard processes such as desensitization, encryption...
| Main Authors: | , , , , , , , , |
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| Format: | Article |
| Language: | zho |
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Editorial Office of Journal of Shanghai Jiao Tong University (Medical Science)
2023-09-01
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| Series: | Shanghai Jiaotong Daxue xuebao. Yixue ban |
| Subjects: | |
| Online Access: | https://xuebao.shsmu.edu.cn/article/2023/1674-8115/1674-8115-2023-43-9-1145.shtml |
| _version_ | 1797304007105970176 |
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| author | XUE Yanbin QI Jiying ZHANG Zizheng JING Renjie SUN Wen YAO Huayan HE Ping CUI Bin NING Guang |
| author_facet | XUE Yanbin QI Jiying ZHANG Zizheng JING Renjie SUN Wen YAO Huayan HE Ping CUI Bin NING Guang |
| author_sort | XUE Yanbin |
| collection | DOAJ |
| description | Objective·To construct a clinical database of diabetes in Shanghai, mine the value of clinical data, and carry out real-world study.Methods·The data were extracted from Shanghai Link Healthcare Database. All original clinical data have undergone standard processes such as desensitization, encryption, cleaning, standardization, information extraction and structuring, and clinical data were analyzed by the method of medical statistics or machine learning according to different research contents.Results·The database has imported the clinical data of 150 million visits and treatment records of 2.12 million diabetic patients in 37 municipal hospitals over a ten-year period from 2013 to 2022. The overall analysis showed the basic characteristics and development trends of all aspects of diabetes disease in real-world settings, the potential risks of diabetes are discovered by constructing retrospective cohort, and the inherent patterns of the disease are revealed by using machine learning methods such as cluster analysis and network analysis.Conclusion·The establishment of Shanghai Diabetes Clinical Database can not only summarize and show the clinical status of diabetes, but also obtain more scientific achievements with realistic clinical value by real-world clinical data study. |
| first_indexed | 2024-03-08T00:02:00Z |
| format | Article |
| id | doaj.art-82cab67c6cd24954b1de8f4bca71c240 |
| institution | Directory Open Access Journal |
| issn | 1674-8115 |
| language | zho |
| last_indexed | 2024-03-08T00:02:00Z |
| publishDate | 2023-09-01 |
| publisher | Editorial Office of Journal of Shanghai Jiao Tong University (Medical Science) |
| record_format | Article |
| series | Shanghai Jiaotong Daxue xuebao. Yixue ban |
| spelling | doaj.art-82cab67c6cd24954b1de8f4bca71c2402024-02-18T02:27:27ZzhoEditorial Office of Journal of Shanghai Jiao Tong University (Medical Science)Shanghai Jiaotong Daxue xuebao. Yixue ban1674-81152023-09-014391145115210.3969/j.issn.1674-8115.2023.09.0081674-8115（2023）09-1145-08Construction of Shanghai Diabetes Clinical Database and real-world studyXUE Yanbin0QI Jiying1ZHANG Zizheng2JING Renjie3SUN Wen4YAO Huayan5HE Ping6CUI Bin7NING Guang8Shanghai Digital Medicine Innovation Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, ChinaShanghai Digital Medicine Innovation Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, ChinaShanghai Digital Medicine Innovation Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, ChinaShanghai Digital Medicine Innovation Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, ChinaWonders Information Co. Ltd., Shanghai 200233, ChinaShanghai Digital Medicine Innovation Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, ChinaShanghai Hospital Development Center, Shanghai 200041, ChinaShanghai Digital Medicine Innovation Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, ChinaShanghai Digital Medicine Innovation Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, ChinaObjective·To construct a clinical database of diabetes in Shanghai, mine the value of clinical data, and carry out real-world study.Methods·The data were extracted from Shanghai Link Healthcare Database. All original clinical data have undergone standard processes such as desensitization, encryption, cleaning, standardization, information extraction and structuring, and clinical data were analyzed by the method of medical statistics or machine learning according to different research contents.Results·The database has imported the clinical data of 150 million visits and treatment records of 2.12 million diabetic patients in 37 municipal hospitals over a ten-year period from 2013 to 2022. The overall analysis showed the basic characteristics and development trends of all aspects of diabetes disease in real-world settings, the potential risks of diabetes are discovered by constructing retrospective cohort, and the inherent patterns of the disease are revealed by using machine learning methods such as cluster analysis and network analysis.Conclusion·The establishment of Shanghai Diabetes Clinical Database can not only summarize and show the clinical status of diabetes, but also obtain more scientific achievements with realistic clinical value by real-world clinical data study.https://xuebao.shsmu.edu.cn/article/2023/1674-8115/1674-8115-2023-43-9-1145.shtmldiabetesbig datareal-world study |
| spellingShingle | XUE Yanbin QI Jiying ZHANG Zizheng JING Renjie SUN Wen YAO Huayan HE Ping CUI Bin NING Guang Construction of Shanghai Diabetes Clinical Database and real-world study Shanghai Jiaotong Daxue xuebao. Yixue ban diabetes big data real-world study |
| title | Construction of Shanghai Diabetes Clinical Database and real-world study |
| title_full | Construction of Shanghai Diabetes Clinical Database and real-world study |
| title_fullStr | Construction of Shanghai Diabetes Clinical Database and real-world study |
| title_full_unstemmed | Construction of Shanghai Diabetes Clinical Database and real-world study |
| title_short | Construction of Shanghai Diabetes Clinical Database and real-world study |
| title_sort | construction of shanghai diabetes clinical database and real world study |
| topic | diabetes big data real-world study |
| url | https://xuebao.shsmu.edu.cn/article/2023/1674-8115/1674-8115-2023-43-9-1145.shtml |
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