Cargando…
Prevalence and predictive nomogram of depression among hypertensive patients in primary care: A cross-sectional study in less developed Northwest China
Hypertensive patients commonly co-exist persistent depressive symptoms. However, these issues are not always identified, especially in primary health care, which may worsen the prognosis of hypertension. Therefore, the aim of this study was to determine the prevalence and risk factor of depression,...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Lippincott Williams & Wilkins
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7850745/ https://www.ncbi.nlm.nih.gov/pubmed/33530241 http://dx.doi.org/10.1097/MD.0000000000024422 |
_version_ | 1783645502323032064 |
---|---|
author | Wang, Lin Li, Nanfang Heizhati, Mulalibieke Li, Mei Pan, Fengyu Yang, Zhikang Wang, Zhongrong Abudereyimu, Reyila |
author_facet | Wang, Lin Li, Nanfang Heizhati, Mulalibieke Li, Mei Pan, Fengyu Yang, Zhikang Wang, Zhongrong Abudereyimu, Reyila |
author_sort | Wang, Lin |
collection | PubMed |
description | Hypertensive patients commonly co-exist persistent depressive symptoms. However, these issues are not always identified, especially in primary health care, which may worsen the prognosis of hypertension. Therefore, the aim of this study was to determine the prevalence and risk factor of depression, and to develop risk nomogram of depression in hypertensive patients from primary health care Northwest China. We used a stratified multistage random sampling method to obtain 1856 hypertensives subjects aged ≥18 years in Xinjiang between April and October 2019. The subjects were randomly divided into a training set (n = 1299) and a validation set (n = 557). Depression was evaluated by Hospital Anxiety and Depression Scale (HADS), with a cut-off score ≥8. Using the least absolute shrinkage and selection operator (LASSO) regression model, we identified optimized risk factors of depression in the training set, followed by the establishment of prediction nomogram. The discriminative ability, calibration, and clinical usefulness of nomogram were assessed. The results were verified by internal validation in validation set. 13.7% hypertensive subjects displayed depression. Seven independent risk factors of depression were identified and entered into the nomogram including age, region, ethnicity, marital status, physical activity, sleep quality, and control of hypertension. The nomogram displayed robust discrimination with an AUC of 0.760 [95% confidence interval (CI): 0.724–0.797)] and 0.761 (95%CI: 0.702–0.819), and good calibration in training set and validation set, respectively. The decision curve analysis and clinical impact curve demonstrated clinical usefulness of predictive nomogram. There is a considerable prevalence of depression in patients with hypertension from primary care of Xinjiang, Northwest China. Our nomogram may help primary care providers assess the risk of depression in patients with hypertension. |
format | Online Article Text |
id | pubmed-7850745 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Lippincott Williams & Wilkins |
record_format | MEDLINE/PubMed |
spelling | pubmed-78507452021-02-02 Prevalence and predictive nomogram of depression among hypertensive patients in primary care: A cross-sectional study in less developed Northwest China Wang, Lin Li, Nanfang Heizhati, Mulalibieke Li, Mei Pan, Fengyu Yang, Zhikang Wang, Zhongrong Abudereyimu, Reyila Medicine (Baltimore) 4400 Hypertensive patients commonly co-exist persistent depressive symptoms. However, these issues are not always identified, especially in primary health care, which may worsen the prognosis of hypertension. Therefore, the aim of this study was to determine the prevalence and risk factor of depression, and to develop risk nomogram of depression in hypertensive patients from primary health care Northwest China. We used a stratified multistage random sampling method to obtain 1856 hypertensives subjects aged ≥18 years in Xinjiang between April and October 2019. The subjects were randomly divided into a training set (n = 1299) and a validation set (n = 557). Depression was evaluated by Hospital Anxiety and Depression Scale (HADS), with a cut-off score ≥8. Using the least absolute shrinkage and selection operator (LASSO) regression model, we identified optimized risk factors of depression in the training set, followed by the establishment of prediction nomogram. The discriminative ability, calibration, and clinical usefulness of nomogram were assessed. The results were verified by internal validation in validation set. 13.7% hypertensive subjects displayed depression. Seven independent risk factors of depression were identified and entered into the nomogram including age, region, ethnicity, marital status, physical activity, sleep quality, and control of hypertension. The nomogram displayed robust discrimination with an AUC of 0.760 [95% confidence interval (CI): 0.724–0.797)] and 0.761 (95%CI: 0.702–0.819), and good calibration in training set and validation set, respectively. The decision curve analysis and clinical impact curve demonstrated clinical usefulness of predictive nomogram. There is a considerable prevalence of depression in patients with hypertension from primary care of Xinjiang, Northwest China. Our nomogram may help primary care providers assess the risk of depression in patients with hypertension. Lippincott Williams & Wilkins 2021-01-29 /pmc/articles/PMC7850745/ /pubmed/33530241 http://dx.doi.org/10.1097/MD.0000000000024422 Text en Copyright © 2021 the Author(s). Published by Wolters Kluwer Health, Inc. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution-Non Commercial License 4.0 (CCBY-NC), where it is permissible to download, share, remix, transform, and buildup the work provided it is properly cited. The work cannot be used commercially without permission from the journal. http://creativecommons.org/licenses/by-nc/4.0 (https://creativecommons.org/licenses/by-nc/4.0/) |
spellingShingle | 4400 Wang, Lin Li, Nanfang Heizhati, Mulalibieke Li, Mei Pan, Fengyu Yang, Zhikang Wang, Zhongrong Abudereyimu, Reyila Prevalence and predictive nomogram of depression among hypertensive patients in primary care: A cross-sectional study in less developed Northwest China |
title | Prevalence and predictive nomogram of depression among hypertensive patients in primary care: A cross-sectional study in less developed Northwest China |
title_full | Prevalence and predictive nomogram of depression among hypertensive patients in primary care: A cross-sectional study in less developed Northwest China |
title_fullStr | Prevalence and predictive nomogram of depression among hypertensive patients in primary care: A cross-sectional study in less developed Northwest China |
title_full_unstemmed | Prevalence and predictive nomogram of depression among hypertensive patients in primary care: A cross-sectional study in less developed Northwest China |
title_short | Prevalence and predictive nomogram of depression among hypertensive patients in primary care: A cross-sectional study in less developed Northwest China |
title_sort | prevalence and predictive nomogram of depression among hypertensive patients in primary care: a cross-sectional study in less developed northwest china |
topic | 4400 |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7850745/ https://www.ncbi.nlm.nih.gov/pubmed/33530241 http://dx.doi.org/10.1097/MD.0000000000024422 |
work_keys_str_mv | AT wanglin prevalenceandpredictivenomogramofdepressionamonghypertensivepatientsinprimarycareacrosssectionalstudyinlessdevelopednorthwestchina AT linanfang prevalenceandpredictivenomogramofdepressionamonghypertensivepatientsinprimarycareacrosssectionalstudyinlessdevelopednorthwestchina AT heizhatimulalibieke prevalenceandpredictivenomogramofdepressionamonghypertensivepatientsinprimarycareacrosssectionalstudyinlessdevelopednorthwestchina AT limei prevalenceandpredictivenomogramofdepressionamonghypertensivepatientsinprimarycareacrosssectionalstudyinlessdevelopednorthwestchina AT panfengyu prevalenceandpredictivenomogramofdepressionamonghypertensivepatientsinprimarycareacrosssectionalstudyinlessdevelopednorthwestchina AT yangzhikang prevalenceandpredictivenomogramofdepressionamonghypertensivepatientsinprimarycareacrosssectionalstudyinlessdevelopednorthwestchina AT wangzhongrong prevalenceandpredictivenomogramofdepressionamonghypertensivepatientsinprimarycareacrosssectionalstudyinlessdevelopednorthwestchina AT abudereyimureyila prevalenceandpredictivenomogramofdepressionamonghypertensivepatientsinprimarycareacrosssectionalstudyinlessdevelopednorthwestchina |