Establishment and validation of a prediction model for ischemic stroke risks in patients with type 2 diabetes
被引:20
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Li, Tsai-Chung
[1
,2
]
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Wang, Hsiang-Chi
[1
]
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Li, Chia-Ing
[3
,4
]
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Liu, Chiu-Shong
[4
,5
]
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Lin, Wen-Yuan
[4
,5
]
Lin, Chih-Hsueh
论文数: 0引用数: 0
h-index: 0
机构:
China Med Univ, Sch Med, Coll Med, Taichung, Taiwan
China Med Univ Hosp, Dept Family Med, Taichung, TaiwanChina Med Univ, Dept Publ Hlth, Coll Publ Hlth, Taichung, Taiwan
Lin, Chih-Hsueh
[4
,5
]
Yang, Sing-Yu
论文数: 0引用数: 0
h-index: 0
机构:
China Med Univ, Dept Publ Hlth, Coll Publ Hlth, Taichung, TaiwanChina Med Univ, Dept Publ Hlth, Coll Publ Hlth, Taichung, Taiwan
Yang, Sing-Yu
[1
]
Lin, Cheng-Chieh
论文数: 0引用数: 0
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机构:
China Med Univ, Sch Med, Coll Med, Taichung, Taiwan
China Med Univ Hosp, Dept Family Med, Taichung, TaiwanChina Med Univ, Dept Publ Hlth, Coll Publ Hlth, Taichung, Taiwan
Lin, Cheng-Chieh
[4
,5
]
机构:
[1] China Med Univ, Dept Publ Hlth, Coll Publ Hlth, Taichung, Taiwan
[2] Asia Univ, Dept Healthcare Adm, Coll Med & Hlth Sci, Taichung, Taiwan
[3] China Med Univ Hosp, Dept Med Res, Taichung, Taiwan
[4] China Med Univ, Sch Med, Coll Med, Taichung, Taiwan
[5] China Med Univ Hosp, Dept Family Med, Taichung, Taiwan
Aims: A risk scoring system for predicting ischemic stroke incidence may identify type 2 diabetes patients at high risk for ischemic stroke who can benefit from preventive intervention programs. Such a risk scoring system can serve as a benchmark to test novel putative risk factors. Methods: The study adopted a retrospective cohort, including 28,124 Chinese patients with type 2 diabetes aged 30-84 years during 2001-2004. Participants were randomly assigned to the derivation and validation sets at a 2: 1 ratio. Cox's proportional hazard regression model was used to identify risk factors of ischemic stroke incidence in the derivation set. And then the steps proposed by the Framingham Heart Study for establishing an ischemic stroke prediction model with a scoring system was used. Results: Among 9374 patients in the validation set, 1076 subjects (11.48%) developed ischemic stroke with a mean follow up period of 8.0 years. We identified the following risk factors: age, gender, smoking habit, duration of type 2 diabetes, blood pressure, HbA1c level, total cholesterol to high-density lipoprotein ratio, creatinine, fasting plasma glucose variation (FPG-CV), arterial embolism and thrombosis, diabetes retinopathy, hypoglycemia, anti-diabetes medication use, and cardiovascular medication. The area under receiver operating characteristic curve of the 3-year, 5-year, and 8-year ischemic stroke incidence risks were 0.72, 0.71, and 0.68 for the validation set, respectively. Conclusions: This proposed ischemic stroke incidence risk prediction model is the first model established for Chinese patients with type 2 diabetes recruited from nationwide clinical settings. (C) 2018 Elsevier B.V. All rights reserved.
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Capital Med Univ, Xuanwu Hosp, Dept Vasc Surg, 45 Changchun St, Beijing, Peoples R ChinaCapital Med Univ, Xuanwu Hosp, Dept Vasc Surg, 45 Changchun St, Beijing, Peoples R China
Wu, Sensen
Pan, Dikang
论文数: 0引用数: 0
h-index: 0
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Capital Med Univ, Xuanwu Hosp, Dept Vasc Surg, 45 Changchun St, Beijing, Peoples R ChinaCapital Med Univ, Xuanwu Hosp, Dept Vasc Surg, 45 Changchun St, Beijing, Peoples R China
Pan, Dikang
Wang, Hui
论文数: 0引用数: 0
h-index: 0
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Capital Med Univ, Xuanwu Hosp, Dept Vasc Surg, 45 Changchun St, Beijing, Peoples R ChinaCapital Med Univ, Xuanwu Hosp, Dept Vasc Surg, 45 Changchun St, Beijing, Peoples R China
Wang, Hui
Guo, Julong
论文数: 0引用数: 0
h-index: 0
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Capital Med Univ, Xuanwu Hosp, Dept Vasc Surg, 45 Changchun St, Beijing, Peoples R ChinaCapital Med Univ, Xuanwu Hosp, Dept Vasc Surg, 45 Changchun St, Beijing, Peoples R China
Guo, Julong
Zhang, Fan
论文数: 0引用数: 0
h-index: 0
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Capital Med Univ, Xuanwu Hosp, Dept Vasc Surg, 45 Changchun St, Beijing, Peoples R ChinaCapital Med Univ, Xuanwu Hosp, Dept Vasc Surg, 45 Changchun St, Beijing, Peoples R China
Zhang, Fan
Ning, Yachan
论文数: 0引用数: 0
h-index: 0
机构:
Capital Med Univ, Xuanwu Hosp, Dept Vasc Surg, 45 Changchun St, Beijing, Peoples R ChinaCapital Med Univ, Xuanwu Hosp, Dept Vasc Surg, 45 Changchun St, Beijing, Peoples R China
Ning, Yachan
Gu, Yongquan
论文数: 0引用数: 0
h-index: 0
机构:
Capital Med Univ, Xuanwu Hosp, Dept Vasc Surg, 45 Changchun St, Beijing, Peoples R ChinaCapital Med Univ, Xuanwu Hosp, Dept Vasc Surg, 45 Changchun St, Beijing, Peoples R China
Gu, Yongquan
Guo, Lianrui
论文数: 0引用数: 0
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Capital Med Univ, Xuanwu Hosp, Dept Vasc Surg, 45 Changchun St, Beijing, Peoples R ChinaCapital Med Univ, Xuanwu Hosp, Dept Vasc Surg, 45 Changchun St, Beijing, Peoples R China
机构:
Wenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Emergency Med, Taizhou, Peoples R ChinaWenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Emergency Med, Taizhou, Peoples R China
Wang, Jingying
Yang, Chao
论文数: 0引用数: 0
h-index: 0
机构:
Wenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Emergency Med, Taizhou, Peoples R ChinaWenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Emergency Med, Taizhou, Peoples R China
Yang, Chao
Zhang, Ruihai
论文数: 0引用数: 0
h-index: 0
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Wenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Neurosurg, Taizhou, Peoples R ChinaWenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Emergency Med, Taizhou, Peoples R China
Zhang, Ruihai
Hu, Wei
论文数: 0引用数: 0
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机构:
Wenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Neurosurg, Taizhou, Peoples R ChinaWenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Emergency Med, Taizhou, Peoples R China
Hu, Wei
Yang, Peng
论文数: 0引用数: 0
h-index: 0
机构:
Wenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Emergency Med, Taizhou, Peoples R ChinaWenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Emergency Med, Taizhou, Peoples R China
Yang, Peng
Jiang, Yiqing
论文数: 0引用数: 0
h-index: 0
机构:
Wenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Neurol, Taizhou, Peoples R ChinaWenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Emergency Med, Taizhou, Peoples R China
Jiang, Yiqing
Hong, Weijun
论文数: 0引用数: 0
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Wenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Neurol, Taizhou, Peoples R ChinaWenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Emergency Med, Taizhou, Peoples R China
Hong, Weijun
Shan, Renfei
论文数: 0引用数: 0
h-index: 0
机构:
Wenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Emergency Med, Taizhou, Peoples R China
Wenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Crit Care Med, Taizhou, Peoples R ChinaWenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Emergency Med, Taizhou, Peoples R China
Shan, Renfei
Jiang, Yongpo
论文数: 0引用数: 0
h-index: 0
机构:
Wenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Emergency Med, Taizhou, Peoples R China
Wenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Crit Care Med, Taizhou, Peoples R ChinaWenzhou Med Univ, Taizhou Hosp Zhejiang Prov, Dept Emergency Med, Taizhou, Peoples R China
机构:
Wageningen Univ, Div Human Nutr, NL-6700 EV Wageningen, NetherlandsWageningen Univ, Div Human Nutr, NL-6700 EV Wageningen, Netherlands
Soedamah-Muthu, Sabita S.
Vergouwe, Yvonne
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
Erasmus MC, Dept Publ Hlth, Rotterdam, NetherlandsWageningen Univ, Div Human Nutr, NL-6700 EV Wageningen, Netherlands
Vergouwe, Yvonne
Costacou, Tina
论文数: 0引用数: 0
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机构:
Univ Pittsburgh, Grad Sch Publ Hlth, Dept Epidemiol, Pittsburgh, PA USAWageningen Univ, Div Human Nutr, NL-6700 EV Wageningen, Netherlands
Costacou, Tina
Miller, Rachel G.
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Univ Pittsburgh, Grad Sch Publ Hlth, Dept Epidemiol, Pittsburgh, PA USAWageningen Univ, Div Human Nutr, NL-6700 EV Wageningen, Netherlands
Miller, Rachel G.
Zgibor, Janice
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Grad Sch Publ Hlth, Dept Epidemiol, Pittsburgh, PA USAWageningen Univ, Div Human Nutr, NL-6700 EV Wageningen, Netherlands
Zgibor, Janice
Chaturvedi, Nish
论文数: 0引用数: 0
h-index: 0
机构:
Univ London Imperial Coll Sci Technol & Med, Natl Heart & Lung Inst, London, EnglandWageningen Univ, Div Human Nutr, NL-6700 EV Wageningen, Netherlands
Chaturvedi, Nish
Snell-Bergeon, Janet K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado Denver, Barbara Davis Ctr Childhood Diabet, Aurora, CO USAWageningen Univ, Div Human Nutr, NL-6700 EV Wageningen, Netherlands
Snell-Bergeon, Janet K.
Maahs, David M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado Denver, Barbara Davis Ctr Childhood Diabet, Aurora, CO USAWageningen Univ, Div Human Nutr, NL-6700 EV Wageningen, Netherlands
Maahs, David M.
Rewers, Marian
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado Denver, Barbara Davis Ctr Childhood Diabet, Aurora, CO USAWageningen Univ, Div Human Nutr, NL-6700 EV Wageningen, Netherlands
Rewers, Marian
Forsblom, Carol
论文数: 0引用数: 0
h-index: 0
机构:
Folkhalsan Res Ctr, Folkhalsan Inst Genet, Helsinki, Finland
Univ Helsinki, Cent Hosp, Div Nephrol, Dept Med, Helsinki, FinlandWageningen Univ, Div Human Nutr, NL-6700 EV Wageningen, Netherlands
Forsblom, Carol
Harjutsalo, Valma
论文数: 0引用数: 0
h-index: 0
机构:
Folkhalsan Res Ctr, Folkhalsan Inst Genet, Helsinki, Finland
Univ Helsinki, Cent Hosp, Div Nephrol, Dept Med, Helsinki, Finland
Natl Inst Hlth & Welf, Diabet Prevent Unit, Helsinki, FinlandWageningen Univ, Div Human Nutr, NL-6700 EV Wageningen, Netherlands
Harjutsalo, Valma
Groop, Per-Henrik
论文数: 0引用数: 0
h-index: 0
机构:
Folkhalsan Res Ctr, Folkhalsan Inst Genet, Helsinki, Finland
Univ Helsinki, Cent Hosp, Div Nephrol, Dept Med, Helsinki, Finland
Baker IDI Heart & Diabet Inst, Melbourne, Vic, AustraliaWageningen Univ, Div Human Nutr, NL-6700 EV Wageningen, Netherlands
Groop, Per-Henrik
Fuller, John H.
论文数: 0引用数: 0
h-index: 0
机构:
UCL, Dept Epidemiol & Publ Hlth, London, EnglandWageningen Univ, Div Human Nutr, NL-6700 EV Wageningen, Netherlands
Fuller, John H.
Moons, Karel G. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Utrecht, NetherlandsWageningen Univ, Div Human Nutr, NL-6700 EV Wageningen, Netherlands
Moons, Karel G. M.
Orchard, Trevor J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Grad Sch Publ Hlth, Dept Epidemiol, Pittsburgh, PA USAWageningen Univ, Div Human Nutr, NL-6700 EV Wageningen, Netherlands
机构:
Univ Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Str 6-131,POB 85500, NL-3508 GA Utrecht, NetherlandsUniv Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Str 6-131,POB 85500, NL-3508 GA Utrecht, Netherlands
Vergouwe, Y.
Soedamah-Muthu, S. S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Str 6-131,POB 85500, NL-3508 GA Utrecht, Netherlands
Wageningen Univ, Div Human Nutr, Wageningen, Netherlands
Royal Free & Univ Coll Med Sch, Dept Epidemiol & Publ Hlth, London WC1E 6BT, EnglandUniv Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Str 6-131,POB 85500, NL-3508 GA Utrecht, Netherlands
Soedamah-Muthu, S. S.
Zgibor, J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Grad Sch Publ Hlth, Dept Epidemiol, Pittsburgh, PA USAUniv Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Str 6-131,POB 85500, NL-3508 GA Utrecht, Netherlands
Zgibor, J.
Chaturvedi, N.
论文数: 0引用数: 0
h-index: 0
机构:
Univ London Imperial Coll Sci Technol & Med, Natl Heart & Lung Inst, London, EnglandUniv Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Str 6-131,POB 85500, NL-3508 GA Utrecht, Netherlands
Chaturvedi, N.
Forsblom, C.
论文数: 0引用数: 0
h-index: 0
机构:
Folkhalsan Res Ctr, Folkhalsan Inst Genet, Helsinki, Finland
Univ Helsinki, Cent Hosp, Dept Med, Div Nephrol, Helsinki, FinlandUniv Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Str 6-131,POB 85500, NL-3508 GA Utrecht, Netherlands
Forsblom, C.
Snell-Bergeon, J. K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Barbara Davis Ctr Childhood Diabet, Aurora, CO USAUniv Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Str 6-131,POB 85500, NL-3508 GA Utrecht, Netherlands
Snell-Bergeon, J. K.
Maahs, D. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Barbara Davis Ctr Childhood Diabet, Aurora, CO USAUniv Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Str 6-131,POB 85500, NL-3508 GA Utrecht, Netherlands
Maahs, D. M.
Groop, P. -H.
论文数: 0引用数: 0
h-index: 0
机构:
Folkhalsan Res Ctr, Folkhalsan Inst Genet, Helsinki, Finland
Univ Helsinki, Cent Hosp, Dept Med, Div Nephrol, Helsinki, FinlandUniv Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Str 6-131,POB 85500, NL-3508 GA Utrecht, Netherlands
Groop, P. -H.
Rewers, M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Barbara Davis Ctr Childhood Diabet, Aurora, CO USAUniv Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Str 6-131,POB 85500, NL-3508 GA Utrecht, Netherlands
Rewers, M.
Orchard, T. J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Grad Sch Publ Hlth, Dept Epidemiol, Pittsburgh, PA USAUniv Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Str 6-131,POB 85500, NL-3508 GA Utrecht, Netherlands
Orchard, T. J.
Fuller, J. H.
论文数: 0引用数: 0
h-index: 0
机构:
Royal Free & Univ Coll Med Sch, Dept Epidemiol & Publ Hlth, London WC1E 6BT, EnglandUniv Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Str 6-131,POB 85500, NL-3508 GA Utrecht, Netherlands
Fuller, J. H.
Moons, K. G. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Str 6-131,POB 85500, NL-3508 GA Utrecht, NetherlandsUniv Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Str 6-131,POB 85500, NL-3508 GA Utrecht, Netherlands
机构:
Taipei Med Univ, Coll Management, Int PhD Program Biotech & Healthcare Management, Taipei, TaiwanTaipei Med Univ, Coll Management, Int PhD Program Biotech & Healthcare Management, Taipei, Taiwan
Phan Thanh Phuc
Phung Anh Nguyen
论文数: 0引用数: 0
h-index: 0
机构:
Taipei Med Univ, Clin Data Ctr, Off Data Sci, Taipei, TaiwanTaipei Med Univ, Coll Management, Int PhD Program Biotech & Healthcare Management, Taipei, Taiwan
Phung Anh Nguyen
Hsu, Jason C.
论文数: 0引用数: 0
h-index: 0
机构:
Taipei Med Univ, Coll Management, Int PhD Program Biotech & Healthcare Management, Taipei, Taiwan
Taipei Med Univ, Clin Data Ctr, Off Data Sci, Taipei, TaiwanTaipei Med Univ, Coll Management, Int PhD Program Biotech & Healthcare Management, Taipei, Taiwan
Hsu, Jason C.
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