Cargando…
Prognostic models for predicting the risk of foot ulcer or amputation in people with type 2 diabetes: a systematic review and external validation study
AIMS/HYPOTHESIS: Approximately 25% of people with type 2 diabetes experience a foot ulcer and their risk of amputation is 10–20 times higher than that of people without type 2 diabetes. Prognostic models can aid in targeted monitoring but an overview of their performance is lacking. This study aimed...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8075833/ https://www.ncbi.nlm.nih.gov/pubmed/33904946 http://dx.doi.org/10.1007/s00125-021-05448-w |
_version_ | 1783684594905645056 |
---|---|
author | Beulens, Joline W. J. Yauw, Josan S. Elders, Petra J. M. Feenstra, Talitha Herings, Ron Slieker, Roderick C. Moons, Karel G. M. Nijpels, Giel van der Heijden, Amber A. |
author_facet | Beulens, Joline W. J. Yauw, Josan S. Elders, Petra J. M. Feenstra, Talitha Herings, Ron Slieker, Roderick C. Moons, Karel G. M. Nijpels, Giel van der Heijden, Amber A. |
author_sort | Beulens, Joline W. J. |
collection | PubMed |
description | AIMS/HYPOTHESIS: Approximately 25% of people with type 2 diabetes experience a foot ulcer and their risk of amputation is 10–20 times higher than that of people without type 2 diabetes. Prognostic models can aid in targeted monitoring but an overview of their performance is lacking. This study aimed to systematically review prognostic models for the risk of foot ulcer or amputation and quantify their predictive performance in an independent cohort. METHODS: A systematic review identified studies developing prognostic models for foot ulcer or amputation over minimal 1 year follow-up applicable to people with type 2 diabetes. After data extraction and risk of bias assessment (both in duplicate), selected models were externally validated in a prospective cohort with a 5 year follow-up in terms of discrimination (C statistics) and calibration (calibration plots). RESULTS: We identified 21 studies with 34 models predicting polyneuropathy, foot ulcer or amputation. Eleven models were validated in 7624 participants, of whom 485 developed an ulcer and 70 underwent amputation. The models for foot ulcer showed C statistics (95% CI) ranging from 0.54 (0.54, 0.54) to 0.81 (0.75, 0.86) and models for amputation showed C statistics (95% CI) ranging from 0.63 (0.55, 0.71) to 0.86 (0.78, 0.94). Most models underestimated the ulcer or amputation risk in the highest risk quintiles. Three models performed well to predict a combined endpoint of amputation and foot ulcer (C statistics >0.75). CONCLUSIONS/INTERPRETATION: Thirty-four prognostic models for the risk of foot ulcer or amputation were identified. Although the performance of the models varied considerably, three models performed well to predict foot ulcer or amputation and may be applicable to clinical practice. GRAPHICAL ABSTRACT: [Image: see text] SUPPLEMENTARY INFORMATION: The online version contains peer-reviewed but unedited supplementary material available at 10.1007/s00125-021-05448-w. |
format | Online Article Text |
id | pubmed-8075833 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-80758332021-04-27 Prognostic models for predicting the risk of foot ulcer or amputation in people with type 2 diabetes: a systematic review and external validation study Beulens, Joline W. J. Yauw, Josan S. Elders, Petra J. M. Feenstra, Talitha Herings, Ron Slieker, Roderick C. Moons, Karel G. M. Nijpels, Giel van der Heijden, Amber A. Diabetologia Article AIMS/HYPOTHESIS: Approximately 25% of people with type 2 diabetes experience a foot ulcer and their risk of amputation is 10–20 times higher than that of people without type 2 diabetes. Prognostic models can aid in targeted monitoring but an overview of their performance is lacking. This study aimed to systematically review prognostic models for the risk of foot ulcer or amputation and quantify their predictive performance in an independent cohort. METHODS: A systematic review identified studies developing prognostic models for foot ulcer or amputation over minimal 1 year follow-up applicable to people with type 2 diabetes. After data extraction and risk of bias assessment (both in duplicate), selected models were externally validated in a prospective cohort with a 5 year follow-up in terms of discrimination (C statistics) and calibration (calibration plots). RESULTS: We identified 21 studies with 34 models predicting polyneuropathy, foot ulcer or amputation. Eleven models were validated in 7624 participants, of whom 485 developed an ulcer and 70 underwent amputation. The models for foot ulcer showed C statistics (95% CI) ranging from 0.54 (0.54, 0.54) to 0.81 (0.75, 0.86) and models for amputation showed C statistics (95% CI) ranging from 0.63 (0.55, 0.71) to 0.86 (0.78, 0.94). Most models underestimated the ulcer or amputation risk in the highest risk quintiles. Three models performed well to predict a combined endpoint of amputation and foot ulcer (C statistics >0.75). CONCLUSIONS/INTERPRETATION: Thirty-four prognostic models for the risk of foot ulcer or amputation were identified. Although the performance of the models varied considerably, three models performed well to predict foot ulcer or amputation and may be applicable to clinical practice. GRAPHICAL ABSTRACT: [Image: see text] SUPPLEMENTARY INFORMATION: The online version contains peer-reviewed but unedited supplementary material available at 10.1007/s00125-021-05448-w. Springer Berlin Heidelberg 2021-04-27 2021 /pmc/articles/PMC8075833/ /pubmed/33904946 http://dx.doi.org/10.1007/s00125-021-05448-w Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Beulens, Joline W. J. Yauw, Josan S. Elders, Petra J. M. Feenstra, Talitha Herings, Ron Slieker, Roderick C. Moons, Karel G. M. Nijpels, Giel van der Heijden, Amber A. Prognostic models for predicting the risk of foot ulcer or amputation in people with type 2 diabetes: a systematic review and external validation study |
title | Prognostic models for predicting the risk of foot ulcer or amputation in people with type 2 diabetes: a systematic review and external validation study |
title_full | Prognostic models for predicting the risk of foot ulcer or amputation in people with type 2 diabetes: a systematic review and external validation study |
title_fullStr | Prognostic models for predicting the risk of foot ulcer or amputation in people with type 2 diabetes: a systematic review and external validation study |
title_full_unstemmed | Prognostic models for predicting the risk of foot ulcer or amputation in people with type 2 diabetes: a systematic review and external validation study |
title_short | Prognostic models for predicting the risk of foot ulcer or amputation in people with type 2 diabetes: a systematic review and external validation study |
title_sort | prognostic models for predicting the risk of foot ulcer or amputation in people with type 2 diabetes: a systematic review and external validation study |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8075833/ https://www.ncbi.nlm.nih.gov/pubmed/33904946 http://dx.doi.org/10.1007/s00125-021-05448-w |
work_keys_str_mv | AT beulensjolinewj prognosticmodelsforpredictingtheriskoffootulceroramputationinpeoplewithtype2diabetesasystematicreviewandexternalvalidationstudy AT yauwjosans prognosticmodelsforpredictingtheriskoffootulceroramputationinpeoplewithtype2diabetesasystematicreviewandexternalvalidationstudy AT elderspetrajm prognosticmodelsforpredictingtheriskoffootulceroramputationinpeoplewithtype2diabetesasystematicreviewandexternalvalidationstudy AT feenstratalitha prognosticmodelsforpredictingtheriskoffootulceroramputationinpeoplewithtype2diabetesasystematicreviewandexternalvalidationstudy AT heringsron prognosticmodelsforpredictingtheriskoffootulceroramputationinpeoplewithtype2diabetesasystematicreviewandexternalvalidationstudy AT sliekerroderickc prognosticmodelsforpredictingtheriskoffootulceroramputationinpeoplewithtype2diabetesasystematicreviewandexternalvalidationstudy AT moonskarelgm prognosticmodelsforpredictingtheriskoffootulceroramputationinpeoplewithtype2diabetesasystematicreviewandexternalvalidationstudy AT nijpelsgiel prognosticmodelsforpredictingtheriskoffootulceroramputationinpeoplewithtype2diabetesasystematicreviewandexternalvalidationstudy AT vanderheijdenambera prognosticmodelsforpredictingtheriskoffootulceroramputationinpeoplewithtype2diabetesasystematicreviewandexternalvalidationstudy |