Estimation of Hypertension Risk from Lifestyle Factors and Health Profile: A Case Study

Joint Authors

Cai, Yunpeng
Zheng, Zhuoyuan
Li, Ye

Source

The Scientific World Journal

Issue

Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-10, 10 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2014-06-12

Country of Publication

Egypt

No. of Pages

10

Main Subjects

Medicine
Information Technology and Computer Science

Abstract EN

Hypertension is a highly prevalent risk factor for cardiovascular disease and it can also lead to other diseases which seriously harm the human health.

Screening the risks and finding a clinical model for estimating the risk of onset, maintenance, or the prognosis of hypertension are of great importance to the prevention or treatment of the disease, especially if the indicator can be derived from simple health profile.

In this study, we investigate a chronic disease questionnaire data set of 6563 rural citizens in East China and find out a clinical signature that can assess the risk of hypertension easily and accurately.

The signature achieves an accuracy of about 83% on the external test dataset, with an AUC of 0.91.

Our study demonstrates that a combination of simple lifestyle features can sufficiently reflect the risk of hypertension onset.

This finding provides potential guidance for disease prevention and control as well as development of home care and home-care technologies.

American Psychological Association (APA)

Zheng, Zhuoyuan& Li, Ye& Cai, Yunpeng. 2014. Estimation of Hypertension Risk from Lifestyle Factors and Health Profile: A Case Study. The Scientific World Journal،Vol. 2014, no. 2014, pp.1-10.
https://search.emarefa.net/detail/BIM-1050952

Modern Language Association (MLA)

Zheng, Zhuoyuan…[et al.]. Estimation of Hypertension Risk from Lifestyle Factors and Health Profile: A Case Study. The Scientific World Journal No. 2014 (2014), pp.1-10.
https://search.emarefa.net/detail/BIM-1050952

American Medical Association (AMA)

Zheng, Zhuoyuan& Li, Ye& Cai, Yunpeng. Estimation of Hypertension Risk from Lifestyle Factors and Health Profile: A Case Study. The Scientific World Journal. 2014. Vol. 2014, no. 2014, pp.1-10.
https://search.emarefa.net/detail/BIM-1050952

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1050952