Literature DB >> 33788117

Prognostic Model of Prehypertension Risk Based on Molecular Markers.

V V Sherstnev1, M A Gruden2, A V Kuznetsova3, O V Senko4.   

Abstract

The prognostic models assessing the risk of prehypertension in coming 1-2-year period for 30-60-year-old subjects were developed with the help of computer recognition technology using 6 recognition methods. These models are based on the content of molecular markers in blood serum and the risk factors for the development of prehypertension in men and women who had "optimal" BP for last 3 years and in patients with newly diagnosed prehypertension. The models were compared for their prediction power. The most effective model was obtained with gradient boosting method based on the content of molecular markers. It is characterized with a high predictive power (ROC AUC=0.76), specificity (96.4%), and overall accuracy (86.6%) accompanied with close relationship between prognosis and actual symptoms of prehypertension (p=0.001).

Entities:  

Keywords:  molecular markers; prehypertension; prognostic models; recognition technologies

Mesh:

Substances:

Year:  2021        PMID: 33788117     DOI: 10.1007/s10517-021-05134-2

Source DB:  PubMed          Journal:  Bull Exp Biol Med        ISSN: 0007-4888            Impact factor:   0.804


  4 in total

Review 1.  Future of medicine: models in predictive diagnostics and personalized medicine.

Authors:  Babette Regierer; Valeria Zazzu; Ralf Sudbrak; Alexander Kühn; Hans Lehrach
Journal:  Adv Biochem Eng Biotechnol       Date:  2013       Impact factor: 2.635

2.  Prevalence, risk factors, and management of prehypertension.

Authors:  Wenwen Zhang; Ninghua Li
Journal:  Int J Hypertens       Date:  2011-10-29       Impact factor: 2.420

Review 3.  2017 ACC/AHA/AAPA/ABC/ACPM/AGS/APhA/ASH/ASPC/NMA/PCNA Guideline for the Prevention, Detection, Evaluation, and Management of High Blood Pressure in Adults: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines.

Authors:  Paul K Whelton; Robert M Carey; Wilbert S Aronow; Donald E Casey; Karen J Collins; Cheryl Dennison Himmelfarb; Sondra M DePalma; Samuel Gidding; Kenneth A Jamerson; Daniel W Jones; Eric J MacLaughlin; Paul Muntner; Bruce Ovbiagele; Sidney C Smith; Crystal C Spencer; Randall S Stafford; Sandra J Taler; Randal J Thomas; Kim A Williams; Jeff D Williamson; Jackson T Wright
Journal:  Hypertension       Date:  2017-11-13       Impact factor: 9.897

Review 4.  Prehypertension: a warning sign of future cardiovascular risk.

Authors:  Farahnak Assadi
Journal:  Int J Prev Med       Date:  2014-03
  4 in total

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