Literature DB >> 34175929

Decision Tree-Based Classification for Maintaining Normal Blood Pressure Throughout Early Adulthood and Middle Age: Findings From the Coronary Artery Risk Development in Young Adults (CARDIA) Study.

Orna Reges1, Amy E Krefman1, Shakia T Hardy2, Yuichiro Yano3, Paul Muntner2, Donald M Lloyd-Jones1, Norrina B Allen1.   

Abstract

BACKGROUND: For most individuals, blood pressure (BP) is related to multiple risk factors. By utilizing the decision tree analysis technique, this study aimed to identify the best discriminative risk factors and interactions that are associated with maintaining normal BP over 30 years and to reveal segments of a population with a high probability of maintaining normal BP.
METHODS: Participants from the Coronary Artery Risk Development in Young Adults study aged 18-30 years with normal BP level at baseline visit (Y0, 1985-1986) were included in this study.
RESULTS: Of 3,156 participants, 1,132 (35.9%) maintained normal BP during the follow-up period and 2,024 (64.1%) developed higher BP. Systolic BP (SBP) within the normal range, race, and body mass index (BMI) were the most discriminative factors between participants who maintained normal BP throughout midlife and those who developed higher BP. Participants with a baseline SBP level ≤92 mm Hg and White women with baseline BMI < 23 kg/m2 were the two segments of the population with the highest probability for maintaining normal BP throughout midlife (69.2% and 59.9%, respectively). Among Black participants aged >26.5 years with BMI > 27 kg/m2, only 5.4% of participants maintained normal BP throughout midlife.
CONCLUSIONS: This study emphasizes the importance of early life factors to later life SBP and support efforts to maintain ideal levels of risk factors for hypertension at young ages. Whether policies to maintain lower BMI and SBP well below the clinical thresholds throughout young adulthood and middle age can reduce later age hypertension should be examined in future studies. © American Journal of Hypertension, Ltd 2021. All rights reserved. For Permissions, please email: journals.permissions@oup.com.

Entities:  

Keywords:  CARDIA study; blood pressure; decision tree analysis; hypertension

Mesh:

Year:  2021        PMID: 34175929      PMCID: PMC8557418          DOI: 10.1093/ajh/hpab099

Source DB:  PubMed          Journal:  Am J Hypertens        ISSN: 0895-7061            Impact factor:   3.080


  15 in total

Review 1.  Classification and regression tree analysis in public health: methodological review and comparison with logistic regression.

Authors:  Stephenie C Lemon; Jason Roy; Melissa A Clark; Peter D Friedmann; William Rakowski
Journal:  Ann Behav Med       Date:  2003-12

Review 2.  Decision trees: an overview and their use in medicine.

Authors:  Vili Podgorelec; Peter Kokol; Bruno Stiglic; Ivan Rozman
Journal:  J Med Syst       Date:  2002-10       Impact factor: 4.460

3.  Association of Blood Pressure Classification in Young Adults Using the 2017 American College of Cardiology/American Heart Association Blood Pressure Guideline With Cardiovascular Events Later in Life.

Authors:  Yuichiro Yano; Jared P Reis; Laura A Colangelo; Daichi Shimbo; Anthony J Viera; Norrina B Allen; Samuel S Gidding; Adam P Bress; Philip Greenland; Paul Muntner; Donald M Lloyd-Jones
Journal:  JAMA       Date:  2018-11-06       Impact factor: 56.272

4.  Validity and Reliability of Short Physical Activity History: Cardia and the Minnesota Heart Health Program.

Authors:  David R Jacobs; Lorraine P Hahn; William L Haskell; Phyllis Pirie; Stephen Sidney
Journal:  J Cardiopulm Rehabil       Date:  1989-11       Impact factor: 2.081

Review 5.  Prevention and Control of Hypertension: JACC Health Promotion Series.

Authors:  Robert M Carey; Paul Muntner; Hayden B Bosworth; Paul K Whelton
Journal:  J Am Coll Cardiol       Date:  2018-09-11       Impact factor: 24.094

6.  Social networks and coronary artery disease: a comparison of the structure and function of social relations as predictors of disease.

Authors:  T E Seeman; S L Syme
Journal:  Psychosom Med       Date:  1987 Jul-Aug       Impact factor: 4.312

7.  Cardiorespiratory fitness in young adulthood and the development of cardiovascular disease risk factors.

Authors:  Mercedes R Carnethon; Samuel S Gidding; Rodrigo Nehgme; Stephen Sidney; David R Jacobs; Kiang Liu
Journal:  JAMA       Date:  2003-12-17       Impact factor: 56.272

8.  SNP-by-fitness and SNP-by-BMI interactions from seven candidate genes and incident hypertension after 20 years of follow-up: the CARDIA Fitness Study.

Authors:  M A Sarzynski; T Rankinen; B Sternfeld; M Fornage; S Sidney; C Bouchard
Journal:  J Hum Hypertens       Date:  2010-10-14       Impact factor: 3.012

Review 9.  Application and Exploration of Big Data Mining in Clinical Medicine.

Authors:  Yue Zhang; Shu-Li Guo; Li-Na Han; Tie-Ling Li
Journal:  Chin Med J (Engl)       Date:  2016-03-20       Impact factor: 2.628

10.  Blood pressure trajectories in early adulthood and subclinical atherosclerosis in middle age.

Authors:  Norrina B Allen; Juned Siddique; John T Wilkins; Christina Shay; Cora E Lewis; David C Goff; David R Jacobs; Kiang Liu; Donald Lloyd-Jones
Journal:  JAMA       Date:  2014-02-05       Impact factor: 157.335

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