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Quantitative modelling of hip fracture trends in 14 European countries: testing variations of a shared reversal over time

Quantitative modelling of hip fracture trends in 14 European countries: testing variations of a shared reversal over time
Quantitative modelling of hip fracture trends in 14 European countries: testing variations of a shared reversal over time
Qualitative similarities between hip fracture trends in different countries suggests variations of the same epidemic. We tested a single statistical shape to describe time trends in Europe, while allowing for country-level variability. Using data from 14 countries, we modelled incidence rates over time using linear mixed-effects models, including the fixed effects of calendar year and age. Random effects were tested to quantify country-level variability in background rates, timing of trend reversal and tempo of reversal. Mixture models were applied to identify clusters of countries defined by common behavioural features. A quadratic function of time, with random effects for background rates and timing of trend reversal, adjusted well to the observed data. Predicted trend reversal occurred on average in 1999 in women (peak incidence about 600 per 100 000) and 2000 in men (about 300 per 100 000). Mixture modelling of country-level effects suggested three clusters for women and two for men. In both sexes, Scandinavia showed higher rates but earlier trend reversals, whereas later trend reversals but lower peak incidences were found in Southern Europe and most of Central Europe. Our finding of a similar overall reversal pattern suggests that different countries show variations of a shared hip fracture epidemic.
2045-2322
Lucas, R.
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Martins, A.
b53af7a9-1570-4047-aa22-5beca053010f
Severo, M.
8d160605-073e-44f2-9238-c57687c3c29b
Silva, P.
461e0c44-8841-4b19-a642-700834272733
Monjardino, T.
ba13bf18-9239-41f2-9e3a-cbeb8683533d
Gaio, A.R.
fe1fe52f-2c7f-4d1d-8752-a08c09c43665
Cooper, C.
e05f5612-b493-4273-9b71-9e0ce32bdad6
Barros, H.
9721dd56-61fa-4c7d-9435-776531546a06
Lucas, R.
4a29204d-7bb9-48fe-8f11-12c5c7b38e0c
Martins, A.
b53af7a9-1570-4047-aa22-5beca053010f
Severo, M.
8d160605-073e-44f2-9238-c57687c3c29b
Silva, P.
461e0c44-8841-4b19-a642-700834272733
Monjardino, T.
ba13bf18-9239-41f2-9e3a-cbeb8683533d
Gaio, A.R.
fe1fe52f-2c7f-4d1d-8752-a08c09c43665
Cooper, C.
e05f5612-b493-4273-9b71-9e0ce32bdad6
Barros, H.
9721dd56-61fa-4c7d-9435-776531546a06

Lucas, R., Martins, A., Severo, M., Silva, P., Monjardino, T., Gaio, A.R., Cooper, C. and Barros, H. (2017) Quantitative modelling of hip fracture trends in 14 European countries: testing variations of a shared reversal over time. Scientific Reports, 7, [3754]. (doi:10.1038/s41598-017-03847-x).

Record type: Article

Abstract

Qualitative similarities between hip fracture trends in different countries suggests variations of the same epidemic. We tested a single statistical shape to describe time trends in Europe, while allowing for country-level variability. Using data from 14 countries, we modelled incidence rates over time using linear mixed-effects models, including the fixed effects of calendar year and age. Random effects were tested to quantify country-level variability in background rates, timing of trend reversal and tempo of reversal. Mixture models were applied to identify clusters of countries defined by common behavioural features. A quadratic function of time, with random effects for background rates and timing of trend reversal, adjusted well to the observed data. Predicted trend reversal occurred on average in 1999 in women (peak incidence about 600 per 100 000) and 2000 in men (about 300 per 100 000). Mixture modelling of country-level effects suggested three clusters for women and two for men. In both sexes, Scandinavia showed higher rates but earlier trend reversals, whereas later trend reversals but lower peak incidences were found in Southern Europe and most of Central Europe. Our finding of a similar overall reversal pattern suggests that different countries show variations of a shared hip fracture epidemic.

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Accepted/In Press date: 8 May 2017
e-pub ahead of print date: 16 June 2017
Organisations: Medical Research Council

Identifiers

Local EPrints ID: 411621
URI: http://eprints.soton.ac.uk/id/eprint/411621
ISSN: 2045-2322
PURE UUID: 7ebb9737-9a11-47fd-b65e-e762202a79d4
ORCID for C. Cooper: ORCID iD orcid.org/0000-0003-3510-0709

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Date deposited: 21 Jun 2017 16:31
Last modified: 18 Mar 2024 02:46

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Contributors

Author: R. Lucas
Author: A. Martins
Author: M. Severo
Author: P. Silva
Author: T. Monjardino
Author: A.R. Gaio
Author: C. Cooper ORCID iD
Author: H. Barros

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