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Competing risks survival analysis applied to data from the Australian Orthopaedic Association National Joint Replacement Registry
BACKGROUND AND PURPOSE: The Kaplan-Meier (KM) method is often used in the analysis of arthroplasty registry data to estimate the probability of revision after a primary procedure. In the presence of a competing risk such as death, KM is known to overestimate the probability of revision. We investiga...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Informa Healthcare
2010
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3214742/ https://www.ncbi.nlm.nih.gov/pubmed/20919809 http://dx.doi.org/10.3109/17453674.2010.524594 |
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author | Gillam, Marianne H Ryan, Philip Graves, Stephen E Miller, Lisa N de Steiger, Richard N Salter, Amy |
author_facet | Gillam, Marianne H Ryan, Philip Graves, Stephen E Miller, Lisa N de Steiger, Richard N Salter, Amy |
author_sort | Gillam, Marianne H |
collection | PubMed |
description | BACKGROUND AND PURPOSE: The Kaplan-Meier (KM) method is often used in the analysis of arthroplasty registry data to estimate the probability of revision after a primary procedure. In the presence of a competing risk such as death, KM is known to overestimate the probability of revision. We investigated the degree to which the risk of revision is overestimated in registry data. PATIENTS AND METHODS: We compared KM estimates of risk of revision with the cumulative incidence function (CIF), which takes account of death as a competing risk. We considered revision by (1) prosthesis type in subjects aged 75–84 years with fractured neck of femur (FNOF), (2) cement use in monoblock prostheses for FNOF, and (3) age group in patients undergoing total hip arthroplasty (THA) for osteoarthritis (OA). RESULTS: In 5,802 subjects aged 75–84 years with a monoblock prosthesis for FNOF, the estimated risk of revision at 5 years was 6.3% by KM and 4.3% by CIF, a relative difference (RD) of 46%. In 9,821 subjects of all ages receiving an Austin Moore (non-cemented) prosthesis for FNOF, the RD at 5 years was 52% and for 3,116 subjects with a Thompson (cemented) prosthesis, the RD was 79%. In 44,365 subjects with a THA for OA who were less than 70 years old, the RD was just 1.4%; for 47,430 subjects > 70 years of age, the RD was 4.6% at 5 years. INTERPRETATION: The Kaplan-Meier method substantially overestimated the risk of revision compared to estimates using competing risk methods when the risk of death was high. The bias increased with time as the incidence of the competing risk of death increased. Registries should adopt methods of analysis appropriate to the nature of their data. |
format | Online Article Text |
id | pubmed-3214742 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | Informa Healthcare |
record_format | MEDLINE/PubMed |
spelling | pubmed-32147422011-11-25 Competing risks survival analysis applied to data from the Australian Orthopaedic Association National Joint Replacement Registry Gillam, Marianne H Ryan, Philip Graves, Stephen E Miller, Lisa N de Steiger, Richard N Salter, Amy Acta Orthop Research Article BACKGROUND AND PURPOSE: The Kaplan-Meier (KM) method is often used in the analysis of arthroplasty registry data to estimate the probability of revision after a primary procedure. In the presence of a competing risk such as death, KM is known to overestimate the probability of revision. We investigated the degree to which the risk of revision is overestimated in registry data. PATIENTS AND METHODS: We compared KM estimates of risk of revision with the cumulative incidence function (CIF), which takes account of death as a competing risk. We considered revision by (1) prosthesis type in subjects aged 75–84 years with fractured neck of femur (FNOF), (2) cement use in monoblock prostheses for FNOF, and (3) age group in patients undergoing total hip arthroplasty (THA) for osteoarthritis (OA). RESULTS: In 5,802 subjects aged 75–84 years with a monoblock prosthesis for FNOF, the estimated risk of revision at 5 years was 6.3% by KM and 4.3% by CIF, a relative difference (RD) of 46%. In 9,821 subjects of all ages receiving an Austin Moore (non-cemented) prosthesis for FNOF, the RD at 5 years was 52% and for 3,116 subjects with a Thompson (cemented) prosthesis, the RD was 79%. In 44,365 subjects with a THA for OA who were less than 70 years old, the RD was just 1.4%; for 47,430 subjects > 70 years of age, the RD was 4.6% at 5 years. INTERPRETATION: The Kaplan-Meier method substantially overestimated the risk of revision compared to estimates using competing risk methods when the risk of death was high. The bias increased with time as the incidence of the competing risk of death increased. Registries should adopt methods of analysis appropriate to the nature of their data. Informa Healthcare 2010-10 2010-10-08 /pmc/articles/PMC3214742/ /pubmed/20919809 http://dx.doi.org/10.3109/17453674.2010.524594 Text en Copyright: © Nordic Orthopaedic Federation http://creativecommons.org/licenses/by/2.5/ This is an open-access article distributed under the terms of the Creative Commons Attribution Noncommercial License which permits any noncommercial use, distribution, and reproduction in any medium, provided the source is credited. |
spellingShingle | Research Article Gillam, Marianne H Ryan, Philip Graves, Stephen E Miller, Lisa N de Steiger, Richard N Salter, Amy Competing risks survival analysis applied to data from the Australian Orthopaedic Association National Joint Replacement Registry |
title | Competing risks survival analysis applied to data from the Australian Orthopaedic Association National Joint Replacement Registry |
title_full | Competing risks survival analysis applied to data from the Australian Orthopaedic Association National Joint Replacement Registry |
title_fullStr | Competing risks survival analysis applied to data from the Australian Orthopaedic Association National Joint Replacement Registry |
title_full_unstemmed | Competing risks survival analysis applied to data from the Australian Orthopaedic Association National Joint Replacement Registry |
title_short | Competing risks survival analysis applied to data from the Australian Orthopaedic Association National Joint Replacement Registry |
title_sort | competing risks survival analysis applied to data from the australian orthopaedic association national joint replacement registry |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3214742/ https://www.ncbi.nlm.nih.gov/pubmed/20919809 http://dx.doi.org/10.3109/17453674.2010.524594 |
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