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External validation and longitudinal application of the DO-GAP index to individualise survival prediction in idiopathic pulmonary fibrosis
BACKGROUND: The Distance-Oxygen-Gender-Age-Physiology (DO-GAP) index has been shown to improve prognostication in idiopathic pulmonary fibrosis (IPF) compared to the Gender-Age-Physiology (GAP) score. We sought to externally validate the DO-GAP index compared to the GAP index for baseline risk asses...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
European Respiratory Society
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10204731/ https://www.ncbi.nlm.nih.gov/pubmed/37228268 http://dx.doi.org/10.1183/23120541.00124-2023 |
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author | Chandel, Abhimanyu King, Christopher S. Ignacio, Rosalinda V. Pastre, Jean Shlobin, Oksana A. Khangoora, Vikramjit Aryal, Shambhu Nyquist, Alan Singhal, Anju Flaherty, Kevin R. Nathan, Steven D. |
author_facet | Chandel, Abhimanyu King, Christopher S. Ignacio, Rosalinda V. Pastre, Jean Shlobin, Oksana A. Khangoora, Vikramjit Aryal, Shambhu Nyquist, Alan Singhal, Anju Flaherty, Kevin R. Nathan, Steven D. |
author_sort | Chandel, Abhimanyu |
collection | PubMed |
description | BACKGROUND: The Distance-Oxygen-Gender-Age-Physiology (DO-GAP) index has been shown to improve prognostication in idiopathic pulmonary fibrosis (IPF) compared to the Gender-Age-Physiology (GAP) score. We sought to externally validate the DO-GAP index compared to the GAP index for baseline risk assessment in patients with IPF. Additionally, we evaluated the utility of serial change in the DO-GAP index in predicting survival. METHODS: We performed an analysis of patients with IPF from the Pulmonary Fibrosis Foundation-Patient Registry (PFF-PR). Discrimination and calibration of the two models were assessed to predict transplant-free survival and IPF-related mortality. Joint longitudinal time-to-event modelling was utilised to individualise survival prediction based on DO-GAP index trajectory. RESULTS: There were 516 patients with IPF from the PFF-PR with available demographics, pulmonary function tests, 6-min walk test data and outcomes included in this analysis. The DO-GAP index (C-statistic: 0.73) demonstrated improved discrimination in discerning transplant-free survival compared to the GAP index (C-statistic: 0.67). DO-GAP index calibration was adequate, and the model retained predictive accuracy to identify IPF-related mortality (C-statistic: 0.74). The DO-GAP index was similarly accurate in the subset of patients taking antifibrotic medications. Serial change in the DO-GAP index improved model discrimination (cross-validated area under the curve: 0.83) enabling the personalised prediction of disease trajectory in individual patients. CONCLUSION: The DO-GAP index is a simple, validated, multidimensional score that accurately predicts transplant-free survival in patients with IPF and can be adapted longitudinally in individual patients. The DO-GAP may also find use in studies of IPF to risk stratify patients and possibly as a clinical trial end-point. |
format | Online Article Text |
id | pubmed-10204731 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | European Respiratory Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-102047312023-05-24 External validation and longitudinal application of the DO-GAP index to individualise survival prediction in idiopathic pulmonary fibrosis Chandel, Abhimanyu King, Christopher S. Ignacio, Rosalinda V. Pastre, Jean Shlobin, Oksana A. Khangoora, Vikramjit Aryal, Shambhu Nyquist, Alan Singhal, Anju Flaherty, Kevin R. Nathan, Steven D. ERJ Open Res Original Research Articles BACKGROUND: The Distance-Oxygen-Gender-Age-Physiology (DO-GAP) index has been shown to improve prognostication in idiopathic pulmonary fibrosis (IPF) compared to the Gender-Age-Physiology (GAP) score. We sought to externally validate the DO-GAP index compared to the GAP index for baseline risk assessment in patients with IPF. Additionally, we evaluated the utility of serial change in the DO-GAP index in predicting survival. METHODS: We performed an analysis of patients with IPF from the Pulmonary Fibrosis Foundation-Patient Registry (PFF-PR). Discrimination and calibration of the two models were assessed to predict transplant-free survival and IPF-related mortality. Joint longitudinal time-to-event modelling was utilised to individualise survival prediction based on DO-GAP index trajectory. RESULTS: There were 516 patients with IPF from the PFF-PR with available demographics, pulmonary function tests, 6-min walk test data and outcomes included in this analysis. The DO-GAP index (C-statistic: 0.73) demonstrated improved discrimination in discerning transplant-free survival compared to the GAP index (C-statistic: 0.67). DO-GAP index calibration was adequate, and the model retained predictive accuracy to identify IPF-related mortality (C-statistic: 0.74). The DO-GAP index was similarly accurate in the subset of patients taking antifibrotic medications. Serial change in the DO-GAP index improved model discrimination (cross-validated area under the curve: 0.83) enabling the personalised prediction of disease trajectory in individual patients. CONCLUSION: The DO-GAP index is a simple, validated, multidimensional score that accurately predicts transplant-free survival in patients with IPF and can be adapted longitudinally in individual patients. The DO-GAP may also find use in studies of IPF to risk stratify patients and possibly as a clinical trial end-point. European Respiratory Society 2023-05-09 /pmc/articles/PMC10204731/ /pubmed/37228268 http://dx.doi.org/10.1183/23120541.00124-2023 Text en Copyright ©The authors 2023 https://creativecommons.org/licenses/by-nc/4.0/This version is distributed under the terms of the Creative Commons Attribution Non-Commercial Licence 4.0. For commercial reproduction rights and permissions contact permissions@ersnet.org (mailto:permissions@ersnet.org) |
spellingShingle | Original Research Articles Chandel, Abhimanyu King, Christopher S. Ignacio, Rosalinda V. Pastre, Jean Shlobin, Oksana A. Khangoora, Vikramjit Aryal, Shambhu Nyquist, Alan Singhal, Anju Flaherty, Kevin R. Nathan, Steven D. External validation and longitudinal application of the DO-GAP index to individualise survival prediction in idiopathic pulmonary fibrosis |
title | External validation and longitudinal application of the DO-GAP index to individualise survival prediction in idiopathic pulmonary fibrosis |
title_full | External validation and longitudinal application of the DO-GAP index to individualise survival prediction in idiopathic pulmonary fibrosis |
title_fullStr | External validation and longitudinal application of the DO-GAP index to individualise survival prediction in idiopathic pulmonary fibrosis |
title_full_unstemmed | External validation and longitudinal application of the DO-GAP index to individualise survival prediction in idiopathic pulmonary fibrosis |
title_short | External validation and longitudinal application of the DO-GAP index to individualise survival prediction in idiopathic pulmonary fibrosis |
title_sort | external validation and longitudinal application of the do-gap index to individualise survival prediction in idiopathic pulmonary fibrosis |
topic | Original Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10204731/ https://www.ncbi.nlm.nih.gov/pubmed/37228268 http://dx.doi.org/10.1183/23120541.00124-2023 |
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