Cargando…
Joint modeling of forced vital capacity measures with time to onset of polycythemia among chronic obstructive pulmonary outpatients follows‐up: A case of University of Gondar Referral Hospital
BACKGROUND AND AIMS: Chronic obstructive pulmonary disease (COPD) causes airflow obstruction and respiratory problems. Thus, the main objective of this study was to determine the risk factors for the progression of COPD using longitudinally measured forced vital capacity with time to onset of polycy...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10539680/ https://www.ncbi.nlm.nih.gov/pubmed/37779661 http://dx.doi.org/10.1002/hsr2.1587 |
_version_ | 1785113554510151680 |
---|---|
author | Kassa, Yoseph Melese, Dessie Asmare, Anteneh Workneh, Gashu |
author_facet | Kassa, Yoseph Melese, Dessie Asmare, Anteneh Workneh, Gashu |
author_sort | Kassa, Yoseph |
collection | PubMed |
description | BACKGROUND AND AIMS: Chronic obstructive pulmonary disease (COPD) causes airflow obstruction and respiratory problems. Thus, the main objective of this study was to determine the risk factors for the progression of COPD using longitudinally measured forced vital capacity with time to onset of polycythemia outpatients follow‐up. METHODS: A retrospective study design was used to gather the related data on longitudinal change of forced vital capacity and time to onset of polycythemia from the medical charts. The joint model consists of a longitudinal submodel for the change of forced vital capacity and a survival submodel for the time to onset of polycythemia of chronic obstructive pulmonary patients. RESULTS: From the total of 266 patient's estimated value of forced vital capacity of chronic obstructive pulmonary patients was 74.45 years with a standard deviation of 8.59. The estimated value of the association parameter was −0.006, which indicates that the lower value for a forced vital capacity measure was associated with the higher risk of polycythemia and vice versa “Based on the joint model analysis found that the predictor smoking, comorbidities, marital status, weight, and HIV” jointly affected the two responses, which are change of forced vital capacity and time to onset of polycythemia among chronic obstructive pulmonary patients. CONCLUSION: The overall performance of separate and joint models, joint modeling of longitudinal measures with the time‐to‐event outcome was the best model due to smaller standard errors and statistical significance of both the association parameters. |
format | Online Article Text |
id | pubmed-10539680 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-105396802023-09-30 Joint modeling of forced vital capacity measures with time to onset of polycythemia among chronic obstructive pulmonary outpatients follows‐up: A case of University of Gondar Referral Hospital Kassa, Yoseph Melese, Dessie Asmare, Anteneh Workneh, Gashu Health Sci Rep Original Research BACKGROUND AND AIMS: Chronic obstructive pulmonary disease (COPD) causes airflow obstruction and respiratory problems. Thus, the main objective of this study was to determine the risk factors for the progression of COPD using longitudinally measured forced vital capacity with time to onset of polycythemia outpatients follow‐up. METHODS: A retrospective study design was used to gather the related data on longitudinal change of forced vital capacity and time to onset of polycythemia from the medical charts. The joint model consists of a longitudinal submodel for the change of forced vital capacity and a survival submodel for the time to onset of polycythemia of chronic obstructive pulmonary patients. RESULTS: From the total of 266 patient's estimated value of forced vital capacity of chronic obstructive pulmonary patients was 74.45 years with a standard deviation of 8.59. The estimated value of the association parameter was −0.006, which indicates that the lower value for a forced vital capacity measure was associated with the higher risk of polycythemia and vice versa “Based on the joint model analysis found that the predictor smoking, comorbidities, marital status, weight, and HIV” jointly affected the two responses, which are change of forced vital capacity and time to onset of polycythemia among chronic obstructive pulmonary patients. CONCLUSION: The overall performance of separate and joint models, joint modeling of longitudinal measures with the time‐to‐event outcome was the best model due to smaller standard errors and statistical significance of both the association parameters. John Wiley and Sons Inc. 2023-09-28 /pmc/articles/PMC10539680/ /pubmed/37779661 http://dx.doi.org/10.1002/hsr2.1587 Text en © 2023 The Authors. Health Science Reports published by Wiley Periodicals LLC. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Research Kassa, Yoseph Melese, Dessie Asmare, Anteneh Workneh, Gashu Joint modeling of forced vital capacity measures with time to onset of polycythemia among chronic obstructive pulmonary outpatients follows‐up: A case of University of Gondar Referral Hospital |
title | Joint modeling of forced vital capacity measures with time to onset of polycythemia among chronic obstructive pulmonary outpatients follows‐up: A case of University of Gondar Referral Hospital |
title_full | Joint modeling of forced vital capacity measures with time to onset of polycythemia among chronic obstructive pulmonary outpatients follows‐up: A case of University of Gondar Referral Hospital |
title_fullStr | Joint modeling of forced vital capacity measures with time to onset of polycythemia among chronic obstructive pulmonary outpatients follows‐up: A case of University of Gondar Referral Hospital |
title_full_unstemmed | Joint modeling of forced vital capacity measures with time to onset of polycythemia among chronic obstructive pulmonary outpatients follows‐up: A case of University of Gondar Referral Hospital |
title_short | Joint modeling of forced vital capacity measures with time to onset of polycythemia among chronic obstructive pulmonary outpatients follows‐up: A case of University of Gondar Referral Hospital |
title_sort | joint modeling of forced vital capacity measures with time to onset of polycythemia among chronic obstructive pulmonary outpatients follows‐up: a case of university of gondar referral hospital |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10539680/ https://www.ncbi.nlm.nih.gov/pubmed/37779661 http://dx.doi.org/10.1002/hsr2.1587 |
work_keys_str_mv | AT kassayoseph jointmodelingofforcedvitalcapacitymeasureswithtimetoonsetofpolycythemiaamongchronicobstructivepulmonaryoutpatientsfollowsupacaseofuniversityofgondarreferralhospital AT melesedessie jointmodelingofforcedvitalcapacitymeasureswithtimetoonsetofpolycythemiaamongchronicobstructivepulmonaryoutpatientsfollowsupacaseofuniversityofgondarreferralhospital AT asmareanteneh jointmodelingofforcedvitalcapacitymeasureswithtimetoonsetofpolycythemiaamongchronicobstructivepulmonaryoutpatientsfollowsupacaseofuniversityofgondarreferralhospital AT worknehgashu jointmodelingofforcedvitalcapacitymeasureswithtimetoonsetofpolycythemiaamongchronicobstructivepulmonaryoutpatientsfollowsupacaseofuniversityofgondarreferralhospital |