External validation and comparison of three prediction tools for risk of osteoporotic fractures using data from population based electronic health records: retrospective cohort study
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Dagan, Noa
[1
,2
]
Cohen-Stavi, Chandra
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Clalit Hlth Serv, Clalit Res Inst, Chief Phys Off, Tel Aviv, IsraelClalit Hlth Serv, Clalit Res Inst, Chief Phys Off, Tel Aviv, Israel
Cohen-Stavi, Chandra
[1
]
Leventer-Roberts, Maya
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Clalit Hlth Serv, Clalit Res Inst, Chief Phys Off, Tel Aviv, Israel
Icahn Sch Med Mt Sinai, Dept Prevent Med, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Dept Pediat, New York, NY 10029 USAClalit Hlth Serv, Clalit Res Inst, Chief Phys Off, Tel Aviv, Israel
Leventer-Roberts, Maya
[1
,3
,4
]
Balicer, Ran D.
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Clalit Hlth Serv, Clalit Res Inst, Chief Phys Off, Tel Aviv, Israel
Ben Gurion Univ Negev, Dept Epidemiol, Beer Sheva, IsraelClalit Hlth Serv, Clalit Res Inst, Chief Phys Off, Tel Aviv, Israel
Balicer, Ran D.
[1
,5
]
机构:
[1] Clalit Hlth Serv, Clalit Res Inst, Chief Phys Off, Tel Aviv, Israel
[2] Ben Gurion Univ Negev, Dept Comp Sci, Beer Sheva, Israel
[3] Icahn Sch Med Mt Sinai, Dept Prevent Med, New York, NY 10029 USA
[4] Icahn Sch Med Mt Sinai, Dept Pediat, New York, NY 10029 USA
[5] Ben Gurion Univ Negev, Dept Epidemiol, Beer Sheva, Israel
OBJECTIVE To directly compare the performance and externally validate the three most studied prediction tools for osteoporotic fractures-QFracture, FRAX, and Garvan-using data from electronic health records. DESIGN Retrospective cohort study. SETTING Payer provider healthcare organisation in Israel. PARTICIPANTS 1054 815 members aged 50 to 90 years for comparison between tools and cohorts of different age ranges, corresponding to those in each tools' development study, for tool specific external validation. MAIN OUTCOME MEASURE First diagnosis of a major osteoporotic fracture (for QFracture and FRAX tools) and hip fractures (for all three tools) recorded in electronic health records from 2010 to 2014. Observed fracture rates were compared to probabilities predicted retrospectively as of 2010. RESULTS The observed five year hip fracture rate was 2.7% and the rate for major osteoporotic fractures was 7.7%. The areas under the receiver operating curve (AUC) for hip fracture prediction were 82.7% for QFracture, 81.5% for FRAX, and 77.8% for Garvan. For major osteoporotic fractures, AUCs were 71.2% for QFracture and 71.4% for FRAX. All the tools underestimated the fracture risk, but the average observed to predicted ratios and the calibration slopes of FRAX were closest to 1. Tool specific validation analyses yielded hip fracture prediction AUCs of 88.0% for QFracture (among those aged 30-100 years), 81.5% for FRAX (50-90 years), and 71.2% for Garvan (60-95 years). CONCLUSIONS Both QFracture and FRAX had high discriminatory power for hip fracture prediction, with QFracture performing slightly better. This performance gap was more pronounced in previous studies, likely because of broader age inclusion criteria for QFracture validations. The simpler FRAX performed almost as well as QFracture for hip fracture prediction, and may have advantages if some of the input data required for QFracture are not available. However, both tools require calibration before implementation.
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Erasmus MC Univ Med Ctr, Dept Gen Practice, Rotterdam, Netherlands
POB 2040, NL-3000 CA Rotterdam, NetherlandsErasmus MC Univ Med Ctr, Dept Gen Practice, Rotterdam, Netherlands
Arslan, I. G.
Damen, J.
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Erasmus MC Univ Med Ctr, Dept Gen Practice, Rotterdam, NetherlandsErasmus MC Univ Med Ctr, Dept Gen Practice, Rotterdam, Netherlands
Damen, J.
de Wilde, M.
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Erasmus Univ, Dept Med Informat, Rotterdam, NetherlandsErasmus MC Univ Med Ctr, Dept Gen Practice, Rotterdam, Netherlands
de Wilde, M.
van den Driest, J. J.
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Erasmus MC Univ Med Ctr, Dept Gen Practice, Rotterdam, NetherlandsErasmus MC Univ Med Ctr, Dept Gen Practice, Rotterdam, Netherlands
van den Driest, J. J.
Bindels, P. J. E.
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Erasmus MC Univ Med Ctr, Dept Gen Practice, Rotterdam, NetherlandsErasmus MC Univ Med Ctr, Dept Gen Practice, Rotterdam, Netherlands
Bindels, P. J. E.
van der Lei, J.
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Erasmus Univ, Dept Med Informat, Rotterdam, NetherlandsErasmus MC Univ Med Ctr, Dept Gen Practice, Rotterdam, Netherlands
van der Lei, J.
Bierma-Zeinstra, S. M. A.
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Erasmus MC Univ Med Ctr, Dept Gen Practice, Rotterdam, Netherlands
Erasmus MC Univ Med Ctr, Dept Orthopaed, Rotterdam, NetherlandsErasmus MC Univ Med Ctr, Dept Gen Practice, Rotterdam, Netherlands
Bierma-Zeinstra, S. M. A.
Schiphof, D.
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Erasmus MC Univ Med Ctr, Dept Gen Practice, Rotterdam, NetherlandsErasmus MC Univ Med Ctr, Dept Gen Practice, Rotterdam, Netherlands
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Univ Texas Med Branch, Mitchell Ctr Neurodegenerat Dis, Dept Neurol, Galveston, TX USA
Univ Texas Med Branch, Pharmacol & Toxicol Grad Program, Galveston, TX USAUniv Texas Med Branch, Mitchell Ctr Neurodegenerat Dis, Dept Neurol, Galveston, TX USA
Araya, Katherine
Watson, Riley
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Univ Texas Med Branch, Mitchell Ctr Neurodegenerat Dis, Dept Neurol, Galveston, TX USA
Univ Texas Med Branch, Grad Program Human Pathophysiol & Translat Med, Galveston, TX USAUniv Texas Med Branch, Mitchell Ctr Neurodegenerat Dis, Dept Neurol, Galveston, TX USA
Watson, Riley
Khanipov, Kamil
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Univ Texas Med Branch, Pharmacol & Toxicol Grad Program, Galveston, TX USAUniv Texas Med Branch, Mitchell Ctr Neurodegenerat Dis, Dept Neurol, Galveston, TX USA
Khanipov, Kamil
Golovko, George
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Univ Texas Med Branch, Pharmacol & Toxicol Grad Program, Galveston, TX USAUniv Texas Med Branch, Mitchell Ctr Neurodegenerat Dis, Dept Neurol, Galveston, TX USA
Golovko, George
Taglialatela, Giulio
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Univ Texas Med Branch, Mitchell Ctr Neurodegenerat Dis, Dept Neurol, Galveston, TX USAUniv Texas Med Branch, Mitchell Ctr Neurodegenerat Dis, Dept Neurol, Galveston, TX USA
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Amgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USAAmgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USA
Brown, Carolyn A.
Londhe, Ajit A.
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Amgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USAAmgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USA
Londhe, Ajit A.
He, Fang
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Amgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USAAmgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USA
He, Fang
Cheng, Alvan
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Amgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USAAmgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USA
Cheng, Alvan
Ma, Junjie
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Amgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USAAmgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USA
Ma, Junjie
Zhang, Jie
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Amgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USAAmgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USA
Zhang, Jie
Brooks, Corinne G.
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Amgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USAAmgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USA
Brooks, Corinne G.
Sprafka, J. Michael
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Amgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USA
Woodford Res Associates, Thousand Oaks, CA USAAmgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USA
Sprafka, J. Michael
Roehl, Kimberly A.
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Amgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USAAmgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USA
Roehl, Kimberly A.
Carlson, Katherine B.
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Amgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USA
Moderna Inc, R&D Strategy, Cambridge, MA USAAmgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USA
Carlson, Katherine B.
Page, John H.
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Amgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USAAmgen Inc, Ctr Observat Res, 1 Amgen Ctr Dr B38-4B, Thousand Oaks, CA 91320 USA