Background: Hypertension is one of the most common diseases in the world, impacting global life expectancy and associated with an increased risk of cognitive impairment. Objective: This study aimed to develop a nomogram that accurately predicts the risk of cognitive impairment in hypertensive patients using the National Health and Nutrition Examination Study (NHANES). Methods: A total of 1517 hypertensive patients from NHANES 2011-2014 were included in this study. The population was divided into two groups: 1065 cases (70 %) in the train set and 452 cases (30 %) in the test set. Lasso regression model and multivariate logistic regression analyses identified predictors significantly associated with cognitive impairment, and the nomogram was constructed using these predictors. The performance of the model was assessed using metrics such as area under the curve (AUC) of receiver operating characteristic (ROC), calibration curves, and decision curve analysis (DCA). Results: The nomogram identified seven predictors, including sex, age, education, poverty income ratio (PIR), depression, vigorous work activity, and creatinine. A web-based dynamic nomogram (https://cognitive-impai rment-in-hypertension.shinyapps.io/DynNomapp/) was constructed based on these factors. The AUC of the train set was 0.802 and the AUC of the test set was 0.756, indicating that the model had excellent discriminative ability. The calibration curve showed that the model was well-calibrated. The DCA indicated that early intervention for those at risk would result in a net benefit. Conclusion: The model performed well and was clinically predictive, making it easy for clinicians to use and screen for possible cognitive impairment in elderly hypertensive patients.
机构:
Univ Florence, Div Geriatr & Intens Care Med, Hypertens Clin, Florence, Italy
Azienda Osped Univ Careggi, Florence, ItalyUniv Florence, Div Geriatr & Intens Care Med, Hypertens Clin, Florence, Italy
D'Andria, Maria Flora
Bulgaresi, Matteo
论文数: 0引用数: 0
h-index: 0
机构:
Santa Maria Annunziata Hosp, Local Hlth Unit Toscana Ctr, Geriatr Unit, Florence, ItalyUniv Florence, Div Geriatr & Intens Care Med, Hypertens Clin, Florence, Italy
Bulgaresi, Matteo
Sgrilli, Federica
论文数: 0引用数: 0
h-index: 0
机构:
Santa Maria Annunziata Hosp, Local Hlth Unit Toscana Ctr, Geriatr Unit, Florence, ItalyUniv Florence, Div Geriatr & Intens Care Med, Hypertens Clin, Florence, Italy
Sgrilli, Federica
Casini, Giulia
论文数: 0引用数: 0
h-index: 0
机构:
Univ Siena, Dept Med Sci Surg & Neurosci, Siena, ItalyUniv Florence, Div Geriatr & Intens Care Med, Hypertens Clin, Florence, Italy
Casini, Giulia
Falzone, Daniele
论文数: 0引用数: 0
h-index: 0
机构:
Azienda Osped Univ Careggi, Occupat Med Unit, Florence, ItalyUniv Florence, Div Geriatr & Intens Care Med, Hypertens Clin, Florence, Italy
Falzone, Daniele
Turrin, Giada
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florence, Div Geriatr & Intens Care Med, Hypertens Clin, Florence, Italy
Azienda Osped Univ Careggi, Florence, ItalyUniv Florence, Div Geriatr & Intens Care Med, Hypertens Clin, Florence, Italy
Turrin, Giada
Tortu, Virginia
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florence, Div Geriatr & Intens Care Med, Hypertens Clin, Florence, Italy
Azienda Osped Univ Careggi, Florence, ItalyUniv Florence, Div Geriatr & Intens Care Med, Hypertens Clin, Florence, Italy
Tortu, Virginia
Giordano, Antonella
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florence, Div Geriatr & Intens Care Med, Hypertens Clin, Florence, Italy
Azienda Osped Univ Careggi, Florence, ItalyUniv Florence, Div Geriatr & Intens Care Med, Hypertens Clin, Florence, Italy
Giordano, Antonella
论文数: 引用数:
h-index:
机构:
Mossello, Enrico
Ungar, Andrea
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florence, Div Geriatr & Intens Care Med, Hypertens Clin, Florence, Italy
Azienda Osped Univ Careggi, Florence, ItalyUniv Florence, Div Geriatr & Intens Care Med, Hypertens Clin, Florence, Italy
机构:Centers for Disease Control and Prevention,Arthritis Program, Division of Population Health, National Center for Chronic Disease Prevention and Health Promotion
Nancy A. Baker
Kamil E. Barbour
论文数: 0引用数: 0
h-index: 0
机构:Centers for Disease Control and Prevention,Arthritis Program, Division of Population Health, National Center for Chronic Disease Prevention and Health Promotion
Kamil E. Barbour
Charles G. Helmick
论文数: 0引用数: 0
h-index: 0
机构:Centers for Disease Control and Prevention,Arthritis Program, Division of Population Health, National Center for Chronic Disease Prevention and Health Promotion
Charles G. Helmick
Matthew Zack
论文数: 0引用数: 0
h-index: 0
机构:Centers for Disease Control and Prevention,Arthritis Program, Division of Population Health, National Center for Chronic Disease Prevention and Health Promotion
Matthew Zack
Soham Al Snih
论文数: 0引用数: 0
h-index: 0
机构:Centers for Disease Control and Prevention,Arthritis Program, Division of Population Health, National Center for Chronic Disease Prevention and Health Promotion
机构:
Mayo Clin, Dept Psychiat & Psychol, Scottsdale, AZ USA
Mayo Clin, Dept Neurol, Scottsdale, AZ USAMayo Clin, Dept Psychiat & Psychol, Scottsdale, AZ USA
机构:
Univ Michigan, Dept Psychiat, Sch Med, Ann Arbor, MI 48105 USA
VA Ann Arbor Healthcare Syst, Geriatr Res Educ & Clin Ctr, Ann Arbor, MI USAUniv Michigan, Dept Psychiat, Sch Med, Ann Arbor, MI 48105 USA
Weisenbach, Sara L.
Boore, Laurie A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Psychiat, Sch Med, Ann Arbor, MI 48109 USAUniv Michigan, Dept Psychiat, Sch Med, Ann Arbor, MI 48105 USA
Boore, Laurie A.
Kales, Helen C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Psychiat, Sch Med, Ann Arbor, MI 48109 USA
VA Ann Arbor Healthcare Syst, Geriatr Res Educ & Clin Ctr, Ann Arbor, MI USA
VA Ann Arbor Healthcare Syst, Ctr Clin Management Res, Ann Arbor, MI USAUniv Michigan, Dept Psychiat, Sch Med, Ann Arbor, MI 48105 USA
机构:
Agcy Healthcare Res & Qual, US Prevent Serv Task Force Program, New York, NY 10010 USAAgcy Healthcare Res & Qual, US Prevent Serv Task Force Program, New York, NY 10010 USA
Fan, Tina
Rossi, Carlo
论文数: 0引用数: 0
h-index: 0
机构:
Uniformed Serv Univ Hlth Sci, Bethesda, MD 20814 USAAgcy Healthcare Res & Qual, US Prevent Serv Task Force Program, New York, NY 10010 USA