Literature DB >> 20369221

External validation and optimisation of a model for predicting foot ulcers in patients with diabetes.

M Monteiro-Soares1, M Dinis-Ribeiro.   

Abstract

AIMS/HYPOTHESIS: In 2006 a risk stratification model was developed by Boyko et al. to predict foot ulceration in patients with diabetes, using seven commonly available clinical variables. We sought to validate and optimise this clinical prediction rule in a different setting.
METHODS: A retrospective cohort study was conducted on all patients with diabetes attending the podiatry section of a diabetic foot clinic at a tertiary hospital in Portugal (n = 360). Assessment at baseline included variables evaluated in the previous study and other relevant variables.
RESULTS: Type 2 diabetes was present in 98% of patients, 45% were men and (at baseline) the median age was 65 years. Median follow-up was 25 months (range 3-86), during which 94 patients (26%) developed a foot ulcer. Boyko's model had an area under the receiver operating curve of 0.83 (95% CI 0.78-0.88). The corresponding value for the optimised model, which included the footwear risk variable, was 0.88 (95% CI 0.84-0.91). Both models had high classification accuracy for prediction of foot ulceration. However, the optimised model tended to produce higher specificity and positive likelihood ratio values at all levels. CONCLUSIONS/
INTERPRETATION: This study confirmed that Boyko's proposed model has a high capacity to predict foot ulceration in diabetes patients of both sexes. Our results suggest that the inclusion of a further footwear variable could improve the model. Nevertheless, prospective validation in a larger population is still necessary.

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Year:  2010        PMID: 20369221     DOI: 10.1007/s00125-010-1731-y

Source DB:  PubMed          Journal:  Diabetologia        ISSN: 0012-186X            Impact factor:   10.122


  23 in total

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Journal:  Diabetes Care       Date:  2001-08       Impact factor: 19.112

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Journal:  Intern Med J       Date:  2005-08       Impact factor: 2.048

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Journal:  Diabetes Care       Date:  1999-07       Impact factor: 19.112

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Journal:  Diabet Med       Date:  2002-05       Impact factor: 4.359

9.  Is there a critical level of plantar foot pressure to identify patients at risk for neuropathic foot ulceration?

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Journal:  J Foot Ankle Surg       Date:  1998 Jul-Aug       Impact factor: 1.286

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Authors:  David J Margolis; Ole Hofstad; Harold I Feldman
Journal:  Diabetes Care       Date:  2008-04-04       Impact factor: 19.112

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  9 in total

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Authors:  Stephan Kress; Helmut Anderten; Anja Borck; Guido Freckmann; Lutz Heinemann; Ulrike Holzmüller; Bernd Kulzer; Alexandra Portele; Oliver Schnell; Helga Varlemann; Claudia Zemmrich; Ralf Lobmann
Journal:  J Diabetes Sci Technol       Date:  2020-06-10

2.  Diabetic foot ulcer incidence in relation to plantar pressure magnitude and measurement location.

Authors:  William R Ledoux; Jane B Shofer; Matthew S Cowley; Jessie H Ahroni; Victoria Cohen; Edward J Boyko
Journal:  J Diabetes Complications       Date:  2013-09-04       Impact factor: 2.852

Review 3.  Toward Big Data Analytics: Review of Predictive Models in Management of Diabetes and Its Complications.

Authors:  Simon Lebech Cichosz; Mette Dencker Johansen; Ole Hejlesen
Journal:  J Diabetes Sci Technol       Date:  2015-10-14

4.  Risk assessments and structured care interventions for prevention of foot ulceration in diabetes: development and validation of a prognostic model.

Authors:  Fay Crawford; Francesca M Chappell; James Lewsey; Richard Riley; Neil Hawkins; Donald Nicolson; Robert Heggie; Marie Smith; Margaret Horne; Aparna Amanna; Angela Martin; Saket Gupta; Karen Gray; David Weller; Julie Brittenden; Graham Leese
Journal:  Health Technol Assess       Date:  2020-11       Impact factor: 4.014

Review 5.  Risk stratification systems for diabetic foot ulcers: a systematic review.

Authors:  M Monteiro-Soares; E J Boyko; J Ribeiro; I Ribeiro; M Dinis-Ribeiro
Journal:  Diabetologia       Date:  2011-01-20       Impact factor: 10.122

6.  The independent contribution of diabetic foot ulcer on lower extremity amputation and mortality risk.

Authors:  Daniela Martins-Mendes; Matilde Monteiro-Soares; Edward John Boyko; Manuela Ribeiro; Pedro Barata; Jorge Lima; Raquel Soares
Journal:  J Diabetes Complications       Date:  2014-04-24       Impact factor: 2.852

7.  [Development of a Diabetic Foot Ulceration Prediction Model and Nomogram].

Authors:  Eun Joo Lee; Ihn Sook Jeong; Seung Hun Woo; Hyuk Jae Jung; Eun Jin Han; Chang Wan Kang; Sookyung Hyun
Journal:  J Korean Acad Nurs       Date:  2021-06       Impact factor: 0.984

8.  Development and validation of a clinical prediction rule for development of diabetic foot ulceration: an analysis of data from five cohort studies.

Authors:  Francesca M Chappell; Fay Crawford; Margaret Horne; Graham P Leese; Angela Martin; David Weller; Andrew J M Boulton; Caroline Abbott; Matilde Monteiro-Soares; Aristidis Veves; Richard D Riley
Journal:  BMJ Open Diabetes Res Care       Date:  2021-05

9.  Item reduction of the 39-item Rotterdam Diabetic Foot Study Test Battery using decision tree modelling.

Authors:  Willem D Rinkel; Mark J W van der Oest; J Henk Coert
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  9 in total

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