IDEAS home Printed from https://ideas.repec.org/a/taf/lstaxx/v51y2022i8p2357-2367.html
   My bibliography  Save this article

How to construct a nomogram for hypertension using complex sampling data from Korean adults

Author

Listed:
  • Min-Ho Kim
  • Jea-Young Lee

Abstract

The purpose of this study is to propose a novel nomogram that predicts the incidence of hypertension with the data surveyed by the two-stage stratified cluster sampling design method, which is one of the complex sampling design method. Complex sample is a sampling of large-scale population by reflecting the design effects (stratification, clustering, sample weight, random sampling etc.) to increase the efficiency of the survey and to represent the population well. When the complex sample is analyzed as simple random sample (SRS), it is possible to obtain biased results from the variance estimates. We used the Rao-Scott chi-squared test to identify the association between two categorical variables by adjusting the Pearson chi-squared statistic. In addition, logistic regression analysis considering design effects was performed in estimating the coefficients to reduce the bias. Based on these results, we constructed a novel nomogram that predicts the probability of the incidence of hypertension using the Korean national health and nutrition examination survey (KNHANES). The constructed nomogram shows that age is the strongest effect on hypertension incidence, followed by BMI, stroke, and family history of hypertension. Finally, we verified the nomogram by the Receiver operating characteristic (ROC) curve and calibration plot.

Suggested Citation

  • Min-Ho Kim & Jea-Young Lee, 2022. "How to construct a nomogram for hypertension using complex sampling data from Korean adults," Communications in Statistics - Theory and Methods, Taylor & Francis Journals, vol. 51(8), pages 2357-2367, April.
  • Handle: RePEc:taf:lstaxx:v:51:y:2022:i:8:p:2357-2367
    DOI: 10.1080/03610926.2020.1774057
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1080/03610926.2020.1774057
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1080/03610926.2020.1774057?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:taf:lstaxx:v:51:y:2022:i:8:p:2357-2367. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    We have no bibliographic references for this item. You can help adding them by using this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Chris Longhurst (email available below). General contact details of provider: http://www.tandfonline.com/lsta .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.