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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...

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Autores principales: 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.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: European Respiratory Society 2023
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.
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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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