Introduction Bleeding is a common complication in patients taking warfarin. We sought to compare the performance of nine prediction models for bleeding risk in warfarin-treated Brazilian outpatients. Methods The dataset was derived from a clinical trial conducted to evaluate the efficacy of an anticoagulation clinic at a public hospital in Brazil. Overall, 280 heart disease outpatients taking warfarin were enrolled. The prediction models OBRI, Kuijer et al., Kearon et al., HEM-ORR(2)HAGES, Shireman et al., RIETE, HAS-BLED, ATRIA and ORBIT were compared to evaluate the overall model performance by Nagelkerke's R-2 estimation, discriminative ability based on the concordance (c) statistic and calibration based on the Hosmer-Lemeshow goodness-of-fit statistic. The primary outcomes were the first episodes of major bleeding, clinically relevant non-major bleeding and non-major bleeding events within 12 months of follow-up. Results Major bleeding occurred in 14 participants (5.0%), clinically relevant non-major bleeding in 29 (10.4%), non-major bleeding in 154 (55.0%) and no bleeding at all in 115 (41.1%). Most participants with major bleeding had their risk misclassified. All the models showed low overall performance (R 2 0.6-9.3%) and poor discriminative ability for predicting major bleeding (c <0.7), except Shireman et al. and ORBIT models (c 0.725 and 0.719, respectively). Results were not better for predicting other bleedings. All models showed good calibration for major bleeding. Conclusions Only two models (Shireman et al. and ORBIT) showed at least acceptable performance in the prediction of major bleeding in warfarin-treated Brazilian patients. Accurate models warrant further investigation to be used in similar populations.
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Harvard Univ, Sch Publ Hlth, Dept Soc Human Dev & Hlth, Boston, MA 02115 USAHarvard Univ, Sch Publ Hlth, Dept Soc Human Dev & Hlth, Boston, MA 02115 USA
Kawachi, Ichiro
Glymour, M. Maria
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Harvard Univ, Sch Publ Hlth, Dept Soc Human Dev & Hlth, Boston, MA 02115 USAHarvard Univ, Sch Publ Hlth, Dept Soc Human Dev & Hlth, Boston, MA 02115 USA
机构:
Univ Hong Kong, Li Ka Shing Fac Med, Sch Publ Hlth, Div Hlth Econ Policy & Management, Hong Kong, Peoples R ChinaUniv Hong Kong, Li Ka Shing Fac Med, Sch Publ Hlth, Div Hlth Econ Policy & Management, Hong Kong, Peoples R China
Quan, Jianchao
Pang, Deanette
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Minist Hlth, Singapore 169854, SingaporeUniv Hong Kong, Li Ka Shing Fac Med, Sch Publ Hlth, Div Hlth Econ Policy & Management, Hong Kong, Peoples R China
Pang, Deanette
Li, Tom K.
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Univ Hong Kong, Li Ka Shing Fac Med, Sch Publ Hlth, Div Hlth Econ Policy & Management, Hong Kong, Peoples R ChinaUniv Hong Kong, Li Ka Shing Fac Med, Sch Publ Hlth, Div Hlth Econ Policy & Management, Hong Kong, Peoples R China
Li, Tom K.
Choi, Cheung Hei
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Queen Elizabeth Hosp, Hong Kong, Peoples R ChinaUniv Hong Kong, Li Ka Shing Fac Med, Sch Publ Hlth, Div Hlth Econ Policy & Management, Hong Kong, Peoples R China
Choi, Cheung Hei
Siu, Shing Chung
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Tung Wah Eastern Hosp, Dept Med & Rehabil, Hong Kong, Peoples R ChinaUniv Hong Kong, Li Ka Shing Fac Med, Sch Publ Hlth, Div Hlth Econ Policy & Management, Hong Kong, Peoples R China
Siu, Shing Chung
Tang, Simon Y.
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Tuen Mun Hosp, Hong Kong, Peoples R ChinaUniv Hong Kong, Li Ka Shing Fac Med, Sch Publ Hlth, Div Hlth Econ Policy & Management, Hong Kong, Peoples R China
Tang, Simon Y.
Wat, Nelson M.
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Caritas Med Ctr, Hong Kong, Peoples R ChinaUniv Hong Kong, Li Ka Shing Fac Med, Sch Publ Hlth, Div Hlth Econ Policy & Management, Hong Kong, Peoples R China
Wat, Nelson M.
Woo, Jean
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Chinese Univ Hong Kong, Fac Med, Hong Kong, Peoples R ChinaUniv Hong Kong, Li Ka Shing Fac Med, Sch Publ Hlth, Div Hlth Econ Policy & Management, Hong Kong, Peoples R China
Woo, Jean
Lau, Zheng Yi
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Minist Hlth, Singapore 169854, SingaporeUniv Hong Kong, Li Ka Shing Fac Med, Sch Publ Hlth, Div Hlth Econ Policy & Management, Hong Kong, Peoples R China
Lau, Zheng Yi
Tan, Kelvin B.
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Minist Hlth, Singapore 169854, SingaporeUniv Hong Kong, Li Ka Shing Fac Med, Sch Publ Hlth, Div Hlth Econ Policy & Management, Hong Kong, Peoples R China
Tan, Kelvin B.
Leung, Gabriel M.
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Univ Hong Kong, Li Ka Shing Fac Med, Sch Publ Hlth, Div Hlth Econ Policy & Management, Hong Kong, Peoples R ChinaUniv Hong Kong, Li Ka Shing Fac Med, Sch Publ Hlth, Div Hlth Econ Policy & Management, Hong Kong, Peoples R China
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Univ Calif San Francisco, Div Cardiol, San Francisco, CA 94143 USAUniv Calif San Francisco, Div Cardiol, San Francisco, CA 94143 USA
Wong, Jonathan M.
Maddox, Thomas M.
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Washington Univ, Sch Med, Div Cardiol, St Louis, MO 63110 USA
Washington Univ, Sch Med, Healthcare Innovat Lab, BJC HealthCare, St Louis, MO USAUniv Calif San Francisco, Div Cardiol, San Francisco, CA 94143 USA
Maddox, Thomas M.
Kennedy, Kevin
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Mid Amer Heart Inst, Kansas City, MO USAUniv Calif San Francisco, Div Cardiol, San Francisco, CA 94143 USA
Kennedy, Kevin
Shaw, Richard E.
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Calif Pacific Med Ctr, San Francisco, CA USAUniv Calif San Francisco, Div Cardiol, San Francisco, CA 94143 USA
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Kagoshima City Hosp, Dept Cardiovasc Med, Kagoshima, Japan
Kagoshima Univ, Grad Sch Med & Dent Sci, Dept Cardiovasc Med & Hypertens, Kagoshima, JapanKagoshima City Hosp, Dept Cardiovasc Med, Kagoshima, Japan
Shimono, Hirokazu
Tokushige, Akihiro
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Kagoshima Univ, Grad Sch Med & Dent Sci, Dept Prevent & Anal Cardiovasc Dis, 8-35-1 Sakuragaoka, Kagoshima 8908520, Japan
Univ Ryukyus, Sch Med, Dept Clin Pharmacol & Therapeut, Okinawa, JapanKagoshima City Hosp, Dept Cardiovasc Med, Kagoshima, Japan
Tokushige, Akihiro
Kanda, Daisuke
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Kagoshima Univ, Grad Sch Med & Dent Sci, Dept Cardiovasc Med & Hypertens, Kagoshima, JapanKagoshima City Hosp, Dept Cardiovasc Med, Kagoshima, Japan
Kanda, Daisuke
Ohno, Ayaka
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Kagoshima City Hosp, Dept Cardiovasc Med, Kagoshima, JapanKagoshima City Hosp, Dept Cardiovasc Med, Kagoshima, Japan
Ohno, Ayaka
Arikawa, Ryo
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Kagoshima City Hosp, Dept Cardiovasc Med, Kagoshima, JapanKagoshima City Hosp, Dept Cardiovasc Med, Kagoshima, Japan
Arikawa, Ryo
Chaen, Hideto
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Kagoshima City Hosp, Dept Cardiovasc Med, Kagoshima, JapanKagoshima City Hosp, Dept Cardiovasc Med, Kagoshima, Japan
Chaen, Hideto
Okui, Hideki
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Kagoshima City Hosp, Dept Cardiovasc Med, Kagoshima, JapanKagoshima City Hosp, Dept Cardiovasc Med, Kagoshima, Japan
Okui, Hideki
Oketani, Naoya
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Kagoshima City Hosp, Dept Cardiovasc Med, Kagoshima, JapanKagoshima City Hosp, Dept Cardiovasc Med, Kagoshima, Japan
Oketani, Naoya
Ohishi, Mitsuru
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Kagoshima Univ, Grad Sch Med & Dent Sci, Dept Cardiovasc Med & Hypertens, Kagoshima, Japan
Kagoshima Univ, Grad Sch Med & Dent Sci, Dept Prevent & Anal Cardiovasc Dis, 8-35-1 Sakuragaoka, Kagoshima 8908520, JapanKagoshima City Hosp, Dept Cardiovasc Med, Kagoshima, Japan