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An ZY, Wu YJ, Hou Y, Mei H, Nong WX, Li WQ, Zhou H, Feng R, Shen JP, Peng J, Zhou H, Liu Y, Song YP, Yang LH, Fang MY, Li JY, Cheng YF, Liu P, Xu YJ, Wang Z, Luo Y, Cai Z, Liu H, Wang JW, Li J, Zhang X, Sun ZM, Zhu XY, Wang X, Fu R, Huang L, Wang SY, Yang TH, Su LP, Ma LM, Chen XQ, Liu DH, Yao HX, Feng J, Zhang HY, Jiang M, Zhou ZP, Wang WS, Shen XL, Baima Y, Li YY, Wang QF, Huang QS, Fu HX, Zhu XL, He Y, Jiang Q, Jiang H, Lu J, Zhao XY, Chang YJ, Wu T, Pan YZ, Qiu L, Gao D, Jin AR, Li W, Gao SJ, Zhang L, Hou M, Huang XJ, Zhang XH. A life-threatening bleeding prediction model for immune thrombocytopenia based on personalized machine learning: a nationwide prospective cohort study. Sci Bull (Beijing) 2023; 68:2106-2114. [PMID: 37599175 DOI: 10.1016/j.scib.2023.08.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Revised: 02/24/2023] [Accepted: 06/26/2023] [Indexed: 08/22/2023]
Abstract
Rare but critical bleeding events in primary immune thrombocytopenia (ITP) present life-threatening complications in patients with ITP, which severely affect their prognosis, quality of life, and treatment decisions. Although several studies have investigated the risk factors related to critical bleeding in ITP, large sample size data, consistent definitions, large-scale multicenter findings, and prediction models for critical bleeding events in patients with ITP are unavailable. For the first time, in this study, we applied the newly proposed critical ITP bleeding criteria by the International Society on Thrombosis and Hemostasis for large sample size data and developed the first machine learning (ML)-based online application for predict critical ITP bleeding. In this research, we developed and externally tested an ML-based model for determining the risk of critical bleeding events in patients with ITP using large multicenter data across China. Retrospective data from 8 medical centers across the country were obtained for model development and prospectively tested in 39 medical centers across the country over a year. This system exhibited good predictive capabilities for training, validation, and test datasets. This convenient web-based tool based on a novel algorithm can rapidly identify the bleeding risk profile of patients with ITP and facilitate clinical decision-making and reduce the occurrence of adversities.
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Affiliation(s)
- Zhuo-Yu An
- Peking University People's Hospital, Peking University Institute of Hematology, Beijing 100044, China; Collaborative Innovation Center of Hematology, Peking University, Beijing 100044, China; Beijing Key Laboratory of Hematopoietic Stem Cell Transplantation, Beijing 100044, China; National Clinical Research Center for Hematologic Disease, Beijing 100044, China
| | - Ye-Jun Wu
- Peking University People's Hospital, Peking University Institute of Hematology, Beijing 100044, China; Collaborative Innovation Center of Hematology, Peking University, Beijing 100044, China; Beijing Key Laboratory of Hematopoietic Stem Cell Transplantation, Beijing 100044, China; National Clinical Research Center for Hematologic Disease, Beijing 100044, China
| | - Yu Hou
- Department of Hematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan 250014, China
| | - Heng Mei
- Institute of Hematology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430074, China
| | - Wei-Xia Nong
- Department of Hematology, First Affiliated Hospital, School of Medicine, Shihezi University, Shihezi 832002, China
| | - Wen-Qian Li
- Department of Hematology, Qinghai Provincial People's Hospital, Xining 810007, China
| | - Hu Zhou
- Henan Cancer Hospital, Affiliated Cancer Hospital of Zhengzhou University, Henan Institute of Hematology, Zhengzhou 450008, China
| | - Ru Feng
- Department of Hematology, Beijing Hospital, Beijing 100044, China
| | - Jian-Ping Shen
- Department of Hematology, Zhejiang Provincial Hospital of Traditional Chinese Medicine, Hangzhou 310006, China
| | - Jun Peng
- Department of Hematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan 250014, China
| | - Hai Zhou
- Department of Hematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan 250014, China
| | - Yi Liu
- Department of Hematology, Senior Department of Hematology, the Fifth Medical Center of PLA General Hospital, Beijing 100044, China
| | - Yong-Ping Song
- Henan Cancer Hospital, Affiliated Cancer Hospital of Zhengzhou University, Henan Institute of Hematology, Zhengzhou 450008, China
| | - Lin-Hua Yang
- Department of Hematology, the Second Hospital of Shanxi Medical University, Taiyuan 030001, China
| | - Mei-Yun Fang
- Department of Hematology, Affiliated Zhongshan Hospital of Dalian University, Dalian 116001, China
| | - Jian-Yong Li
- Department of Hematology, The First Affiliated Hospital with Nanjing Medical University (Jiangsu Province Hospital), Nanjing 210029, China
| | - Yun-Feng Cheng
- Department of Hematology, Zhongshan Hospital, Fudan University, Shanghai 200032, China
| | - Peng Liu
- Department of Hematology, Xiangya Hospital, Central South University, Changsha 410008, China
| | - Ya-Jing Xu
- Department of Hematology, Beijing Friendship Hospital, Capital Medical University, Beijing 100044, China
| | - Zhao Wang
- Institute of Hematology, the First Affiliated Hospital, Zhejiang University, Hangzhou 310058, China
| | - Yi Luo
- Department of Hematology, Beijing Tongren Hospital, Beijing 100005, China
| | - Zhen Cai
- Department of Hematology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China
| | - Hui Liu
- Department of Hematology, Beijing Hospital, Beijing 100044, China
| | - Jing-Wen Wang
- Department of Hematology, Beijing Tongren Hospital, Beijing 100005, China
| | - Juan Li
- Department of Hematology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China
| | - Xi Zhang
- Medical Center of Hematology, Xinqiao Hospital, Army Medical University, Chongqing 400037, China
| | - Zi-Min Sun
- Department of Hematology, First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei 230026, China
| | - Xiao-Yu Zhu
- Department of Hematology, First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei 230026, China
| | - Xin Wang
- Department of Hematology, Shandong Provincial Hospital, Cheeloo College of Medicine, Shandong University, Jinan 250014, China
| | - Rong Fu
- Department of Hematology, Tianjin Medical University General Hospital, Tianjin 300052, China
| | - Liang Huang
- Institute of Hematology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430074, China
| | - Shao-Yuan Wang
- Department of Hematology, Fujian Institute of Hematology, Fujian Medical University Union Hospital, Fuzhou 350001, China
| | - Tong-Hua Yang
- Department of Hematology, the First People's Hospital of Yunnan Province, Kunming 650032, China
| | - Li-Ping Su
- Department of Hematology, Shanxi Tumor Hospital Affiliated to Shanxi Medical University, Taiyuan 030001, China
| | - Liang-Ming Ma
- Department of Hematology, Shanxi Bethune Hospital of Shanxi Medical University, Taiyuan 030001, China
| | - Xie-Qun Chen
- Department of Hematology, The Affiliated Hospital of Northwest Hospital, Xi'an No.3 Hospital, Xi'an 710054, China
| | - Dai-Hong Liu
- Department of Hematology, Chinese PLA General Hospital & PLA Medical School, Beijing 100044, China
| | - Hong-Xia Yao
- Department of Hematology, Hainan Affiliated Hospital of Hainan Medical University, Hainan General Hospital, Haikou 570311, China
| | - Jia Feng
- Department of Hematology, Peking University Shenzhen Hospital, Shenzhen 518036, China
| | - Hong-Yu Zhang
- Department of Hematology, Peking University Shenzhen Hospital, Shenzhen 518036, China
| | - Ming Jiang
- Center of Hematologic Diseases, The First Affiliated Hospital of Xinjiang Medical University, Urumchi 830054, China
| | - Ze-Ping Zhou
- Department of Hematology, The Second Affiliated Hospital of Kunming Medical University, Kunming 650500, China
| | - Wen-Sheng Wang
- Department of Hematology, Peking University First Hospital, Beijing 100034, China
| | - Xu-Liang Shen
- Department of Hematology, Heping Hospital Affiliated to Changzhi Medical College, Changzhi 046000, China
| | - Yangjin Baima
- Department of Hematology, People's Hospital of Tibet Autonomous Region, Lhasa 850000, China
| | - Yue-Ying Li
- Key Laboratory of Genomic and Precision Medicine, Collaborative Innovation Center of Genetics and Development, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100029, China
| | - Qian-Fei Wang
- Key Laboratory of Genomic and Precision Medicine, Collaborative Innovation Center of Genetics and Development, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100029, China
| | - Qiu-Sha Huang
- Peking University People's Hospital, Peking University Institute of Hematology, Beijing 100044, China; Collaborative Innovation Center of Hematology, Peking University, Beijing 100044, China; Beijing Key Laboratory of Hematopoietic Stem Cell Transplantation, Beijing 100044, China; National Clinical Research Center for Hematologic Disease, Beijing 100044, China
| | - Hai-Xia Fu
- Peking University People's Hospital, Peking University Institute of Hematology, Beijing 100044, China; Collaborative Innovation Center of Hematology, Peking University, Beijing 100044, China; Beijing Key Laboratory of Hematopoietic Stem Cell Transplantation, Beijing 100044, China; National Clinical Research Center for Hematologic Disease, Beijing 100044, China
| | - Xiao-Lu Zhu
- Peking University People's Hospital, Peking University Institute of Hematology, Beijing 100044, China; Collaborative Innovation Center of Hematology, Peking University, Beijing 100044, China; Beijing Key Laboratory of Hematopoietic Stem Cell Transplantation, Beijing 100044, China; National Clinical Research Center for Hematologic Disease, Beijing 100044, China
| | - Yun He
- Peking University People's Hospital, Peking University Institute of Hematology, Beijing 100044, China; Collaborative Innovation Center of Hematology, Peking University, Beijing 100044, China; Beijing Key Laboratory of Hematopoietic Stem Cell Transplantation, Beijing 100044, China; National Clinical Research Center for Hematologic Disease, Beijing 100044, China
| | - Qian Jiang
- Peking University People's Hospital, Peking University Institute of Hematology, Beijing 100044, China; Collaborative Innovation Center of Hematology, Peking University, Beijing 100044, China; Beijing Key Laboratory of Hematopoietic Stem Cell Transplantation, Beijing 100044, China; National Clinical Research Center for Hematologic Disease, Beijing 100044, China
| | - Hao Jiang
- Peking University People's Hospital, Peking University Institute of Hematology, Beijing 100044, China; Collaborative Innovation Center of Hematology, Peking University, Beijing 100044, China; Beijing Key Laboratory of Hematopoietic Stem Cell Transplantation, Beijing 100044, China; National Clinical Research Center for Hematologic Disease, Beijing 100044, China
| | - Jin Lu
- Peking University People's Hospital, Peking University Institute of Hematology, Beijing 100044, China; Collaborative Innovation Center of Hematology, Peking University, Beijing 100044, China; Beijing Key Laboratory of Hematopoietic Stem Cell Transplantation, Beijing 100044, China; National Clinical Research Center for Hematologic Disease, Beijing 100044, China
| | - Xiang-Yu Zhao
- Peking University People's Hospital, Peking University Institute of Hematology, Beijing 100044, China; Collaborative Innovation Center of Hematology, Peking University, Beijing 100044, China; Beijing Key Laboratory of Hematopoietic Stem Cell Transplantation, Beijing 100044, China; National Clinical Research Center for Hematologic Disease, Beijing 100044, China
| | - Ying-Jun Chang
- Peking University People's Hospital, Peking University Institute of Hematology, Beijing 100044, China; Collaborative Innovation Center of Hematology, Peking University, Beijing 100044, China; Beijing Key Laboratory of Hematopoietic Stem Cell Transplantation, Beijing 100044, China; National Clinical Research Center for Hematologic Disease, Beijing 100044, China
| | - Tao Wu
- Department of Hematology, The 940th Hospital of Joint Logistics Support Force of Chinese PLA, Lanzhou 730050, China
| | - Yao-Zhu Pan
- Department of Hematology, The 940th Hospital of Joint Logistics Support Force of Chinese PLA, Lanzhou 730050, China
| | - Lin Qiu
- Institute of Hematology, Harbin the First Hospital, Harbin 150001, China
| | - Da Gao
- Department of Hematology, The Affiliated Hospital of Inner Mongolia Medical University, Hohhot 010050, China
| | - A-Rong Jin
- Department of Hematology, Inner Mongolia People's Hospital, Hohhot 010017, China
| | - Wei Li
- Department of Hematology, The First Bethune Hospital of Jilin University, Changchun 130021, China
| | - Su-Jun Gao
- Department of Hematology, The First Bethune Hospital of Jilin University, Changchun 130021, China
| | - Lei Zhang
- State Key Laboratory of Experimental Hematology, Institute of Hematology and Blood Disease Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin 300020, China.
| | - Ming Hou
- Department of Hematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan 250014, China.
| | - Xiao-Jun Huang
- Peking University People's Hospital, Peking University Institute of Hematology, Beijing 100044, China; Collaborative Innovation Center of Hematology, Peking University, Beijing 100044, China; Beijing Key Laboratory of Hematopoietic Stem Cell Transplantation, Beijing 100044, China; National Clinical Research Center for Hematologic Disease, Beijing 100044, China.
| | - Xiao-Hui Zhang
- Peking University People's Hospital, Peking University Institute of Hematology, Beijing 100044, China; Collaborative Innovation Center of Hematology, Peking University, Beijing 100044, China; Beijing Key Laboratory of Hematopoietic Stem Cell Transplantation, Beijing 100044, China; National Clinical Research Center for Hematologic Disease, Beijing 100044, China.
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Rhee B, Mahbubur RM, Jin C, Choi JS, Lim HW, Huh W, Park JS, Han J, Kim S, Lee Y, Park J. Evaluation of safety and anti-obesity effects of DWP16001 in naturally obese dogs. BMC Vet Res 2022; 18:237. [PMID: 35733159 PMCID: PMC9214997 DOI: 10.1186/s12917-022-03324-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Accepted: 05/26/2022] [Indexed: 11/12/2022] Open
Abstract
Background The aim of this study was to investigate the anti-obesity effects of DWP16001, a sodium-glucose cotransporter-2 (SGLT2 inhibitor), in naturally obese dogs. A total of 20 dogs were divided into four equal groups: one obese control (OC group), and three treated groups; DWP0.2 group, DWP0.5 group, and DWP1 group. OC group fed with food for maintenance and treated groups were fed with food for maintenance with 0.2 mg/kg DWP16001, 0.5 mg/kg DWP16001 and 1 mg/kg DWP16001, respectively. The food for maintenance was provided to dogs as 2 RER (Resting energy requirement) in kcal and DWP16001-supplemented food was administered once a day for 8 weeks. Results Body condition score, body weight, and fat thickness were significantly reduced (P < 0.05) in the DWP0.2 group compared with the OC group, respectively without affecting the food consumption. At the 10th week the food consumption rate was 101.35 ± 2.56, 166.59 ± 4.72, 98.47 ± 1.44 and 123.15 ± 2.45% compared with initial food consumption rate. Body fat percentage, chest and waist circumference, blood glucose, and insulin were reduced compared to OC group but not significantly different from those of the OC group during experimental period. Serum alanine aminotransferase, alkaline phosphatase, creatine phosphokinase, and creatinine were significantly reduced in DWP0.2 group on 8 weeks. Serum cholesterol and triglycerides were reduced but not significantly. No specific adverse effects were observed throughout the experiment, and hematological parameters were unchanged. The results indicate that DWP16001 was not harmful to the dogs in our study and might have anti-obesity effects in naturally obese dogs. Conclusions The above results and discussion suggest that DWP16001 is safe and might have anti-obesity effects in naturally obese dogs.
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Affiliation(s)
- Beomseok Rhee
- KNOTUS Co., Ltd., Research Center, Incheon, Republic of Korea.,Department of Veterinary Medical Imaging, College of Veterinary Medicine, Chungnam National University, Daejeon, Republic of Korea
| | | | - Changfan Jin
- KNOTUS Co., Ltd., Research Center, Incheon, Republic of Korea.,Department of Veterinary Medical Imaging, College of Veterinary Medicine, Chungnam National University, Daejeon, Republic of Korea
| | - Ji-Soo Choi
- Daewoong Pharmaceutical Co., Ltd., Yongin, Republic of Korea
| | - Hyun-Woo Lim
- Daewoong Pharmaceutical Co., Ltd., Yongin, Republic of Korea
| | - Wan Huh
- Daewoong Pharmaceutical Co., Ltd., Yongin, Republic of Korea
| | - Joon Seok Park
- Daewoong Pharmaceutical Co., Ltd., Yongin, Republic of Korea
| | - Jumi Han
- Daewoong Pharmaceutical Co., Ltd., Yongin, Republic of Korea
| | - Sokho Kim
- KNOTUS Co., Ltd., Research Center, Incheon, Republic of Korea
| | - Youngwon Lee
- Department of Veterinary Medical Imaging, College of Veterinary Medicine, Chungnam National University, Daejeon, Republic of Korea
| | - Jinho Park
- Department of Veterinary Internal Medicine, College of Veterinary Medicine, Jeonbuk National University, Iksan, Republic of Korea.
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