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Prediction of patient outcomes through social determinants of health: The Pulmonary Hypertension Association Registry (PHAR) evaluation

Outcomes of patients with pulmonary arterial hypertension (PAH) may be associated with social determinants of health (SDOH) and other baseline patient characteristics. At present, there is no prognostic model to predict important patient outcomes in PAH based on SDOH. Utilizing information from the...

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Autores principales: Grinnan, Dan, Kang, Le, DeWilde, Christine, Badesch, David, Benza, Raymond, Bull, Todd, Chakinala, Murali, DeMarco, Teresa, Feldman, Jeremy, Ford, Hubert J., Klinger, James, McConnell, John, Rosenzweig, Erika B., Sager, Jeffrey, Shlobin, Oksana, Zamanian, Roham
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9330350/
https://www.ncbi.nlm.nih.gov/pubmed/35911181
http://dx.doi.org/10.1002/pul2.12120
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author Grinnan, Dan
Kang, Le
DeWilde, Christine
Badesch, David
Benza, Raymond
Bull, Todd
Chakinala, Murali
DeMarco, Teresa
Feldman, Jeremy
Ford, Hubert J.
Klinger, James
McConnell, John
Rosenzweig, Erika B.
Sager, Jeffrey
Shlobin, Oksana
Zamanian, Roham
author_facet Grinnan, Dan
Kang, Le
DeWilde, Christine
Badesch, David
Benza, Raymond
Bull, Todd
Chakinala, Murali
DeMarco, Teresa
Feldman, Jeremy
Ford, Hubert J.
Klinger, James
McConnell, John
Rosenzweig, Erika B.
Sager, Jeffrey
Shlobin, Oksana
Zamanian, Roham
author_sort Grinnan, Dan
collection PubMed
description Outcomes of patients with pulmonary arterial hypertension (PAH) may be associated with social determinants of health (SDOH) and other baseline patient characteristics. At present, there is no prognostic model to predict important patient outcomes in PAH based on SDOH. Utilizing information from the Pulmonary Hypertension Association Registry (PHAR), we derive a model (PHAR Evaluation or PHARE) to predict an important composite patient outcomes based on SDOH and other patient characteristics. Baseline data regarding SDOH from adult patients with PAH enrolled in the PHAR between 2015 and March 23, 2020, were included for analysis. We performed repeated measures logistic regression modeling with dichotomous outcome data (0 for no events, 1 for one or more events) to derive the PHARE. Here, 1275 consecutive adult patients enrolled in the PHAR from 47 participating centers were included. Variables included in our model are race, gender, ethnicity, household income, level of education, age, body mass index, drug use, alcohol use, marital status, and type of health insurance. Interaction effect between variables was analyzed and several interactions were also included in the PHARE. The PHARE shows a c‐statistic of 0.608 (p < 0.0001) with 95% confidence intervals (0.583, 0.632). Using SDOH and baseline characteristics from the PHAR, the PHARE correlates with our composite patient outcome. Further work evaluating the role of SDOH in prognostic modeling of PAH is indicated.
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spelling pubmed-93303502022-07-30 Prediction of patient outcomes through social determinants of health: The Pulmonary Hypertension Association Registry (PHAR) evaluation Grinnan, Dan Kang, Le DeWilde, Christine Badesch, David Benza, Raymond Bull, Todd Chakinala, Murali DeMarco, Teresa Feldman, Jeremy Ford, Hubert J. Klinger, James McConnell, John Rosenzweig, Erika B. Sager, Jeffrey Shlobin, Oksana Zamanian, Roham Pulm Circ Research Articles Outcomes of patients with pulmonary arterial hypertension (PAH) may be associated with social determinants of health (SDOH) and other baseline patient characteristics. At present, there is no prognostic model to predict important patient outcomes in PAH based on SDOH. Utilizing information from the Pulmonary Hypertension Association Registry (PHAR), we derive a model (PHAR Evaluation or PHARE) to predict an important composite patient outcomes based on SDOH and other patient characteristics. Baseline data regarding SDOH from adult patients with PAH enrolled in the PHAR between 2015 and March 23, 2020, were included for analysis. We performed repeated measures logistic regression modeling with dichotomous outcome data (0 for no events, 1 for one or more events) to derive the PHARE. Here, 1275 consecutive adult patients enrolled in the PHAR from 47 participating centers were included. Variables included in our model are race, gender, ethnicity, household income, level of education, age, body mass index, drug use, alcohol use, marital status, and type of health insurance. Interaction effect between variables was analyzed and several interactions were also included in the PHARE. The PHARE shows a c‐statistic of 0.608 (p < 0.0001) with 95% confidence intervals (0.583, 0.632). Using SDOH and baseline characteristics from the PHAR, the PHARE correlates with our composite patient outcome. Further work evaluating the role of SDOH in prognostic modeling of PAH is indicated. John Wiley and Sons Inc. 2022-07-01 /pmc/articles/PMC9330350/ /pubmed/35911181 http://dx.doi.org/10.1002/pul2.12120 Text en © 2022 The Authors. Pulmonary Circulation published by John Wiley & Sons Ltd on behalf of Pulmonary Vascular Research Institute. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Research Articles
Grinnan, Dan
Kang, Le
DeWilde, Christine
Badesch, David
Benza, Raymond
Bull, Todd
Chakinala, Murali
DeMarco, Teresa
Feldman, Jeremy
Ford, Hubert J.
Klinger, James
McConnell, John
Rosenzweig, Erika B.
Sager, Jeffrey
Shlobin, Oksana
Zamanian, Roham
Prediction of patient outcomes through social determinants of health: The Pulmonary Hypertension Association Registry (PHAR) evaluation
title Prediction of patient outcomes through social determinants of health: The Pulmonary Hypertension Association Registry (PHAR) evaluation
title_full Prediction of patient outcomes through social determinants of health: The Pulmonary Hypertension Association Registry (PHAR) evaluation
title_fullStr Prediction of patient outcomes through social determinants of health: The Pulmonary Hypertension Association Registry (PHAR) evaluation
title_full_unstemmed Prediction of patient outcomes through social determinants of health: The Pulmonary Hypertension Association Registry (PHAR) evaluation
title_short Prediction of patient outcomes through social determinants of health: The Pulmonary Hypertension Association Registry (PHAR) evaluation
title_sort prediction of patient outcomes through social determinants of health: the pulmonary hypertension association registry (phar) evaluation
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9330350/
https://www.ncbi.nlm.nih.gov/pubmed/35911181
http://dx.doi.org/10.1002/pul2.12120
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