Development and Validation of A Long-Term Incident Heart Failure Risk Model

Author(s):  
Sadiya S Khan ◽  
Hongyan Ning ◽  
Norrina B Allen ◽  
Mercedes Carnethon ◽  
Clyde W Yancy ◽  
...  

Background: Average lifetime risk for heart failure (HF) is high, but differs significantly across and within sex-race groups. No models for estimating long-term risk for HF exist, which would allow for earlier identification and interventions in high-risk subsets. The authors aim to derive 30-year HF risk equations. Methods: Adults between the ages of 20 to 59 years and free of cardiovascular disease at baseline from 5 population-based cohorts were included. Among 24,838 participants (55% women, 25% Black based on self-report), follow-up consisted of 599,551 person-years. Sex- and race-specific 30-year HF risk equations were derived and validated accounting for competing risk of non-HF death. HF was based on a clinical diagnosis. Model discrimation and calibration were assessed using 10-fold cross-validation. Finally, the model was applied to varying risk factor patterns for systematic examination. Results: The rate of incident HF was 4.0 per 1000 person-years. Harrell's c statistics were 0.82 (0.80-0.83) and 0.84 (0.82-0.85) in White and Black men, and 0.84 (0.82-0.85) and 0.85 (0.83-0.87) in White and Black women, respectively. Hosmer-Lemeshow calibration was acceptable, with x 2 <30 in all subgroups. Risk estimation varied across sex-race groups: for example, in an average 40-year-old non-smoker with an untreated systolic blood pressure of 140 mm Hg and body mass index of 30 kg/m 2 , risk was estimated to be 22.8% in a Black man, 13.7% in a White man, 13.0% in a Black woman, and 12.1% in a White woman. Conclusions: Sex- and race-specific equations for prediction of long-term risk of HF demonstrated high discrimination and adequate calibration.

Circulation ◽  
2020 ◽  
Vol 142 (Suppl_3) ◽  
Author(s):  
Arjun Sinha ◽  
Hongyan Ning ◽  
Faraz S Ahmad ◽  
Michael Bancks ◽  
Mercedes R Carnethon ◽  
...  

Introduction: While the association of diabetes with heart failure (HF) is well-established, the long-term risk (LR) of incident HF with prediabetes across the life course is not known. Furthermore, race-sex disparities in LR of HF across categories of fasting plasma glucose (FPG) has not been described. To inform HF preventive strategies, we compared the race- and sex-specific LR of HF across categories of FPG in adults. Methods: Individual-level data from adults free of baseline HF was pooled from 6 population-based cohorts stratified by baseline age (40-59, 60-79 years) and race-sex groups. We defined FPG status as normal (<100 mg/dL), prediabetes (FPG 100-125 mg/dL) and diabetes (FPG ≥126 mg/dL or use of antihyperglycemic agents). Modified Kaplan-Meier analysis was performed by FPG strata to estimate the LR of HF (30-year in middle-aged and 20-year in older adults) adjusted for the competing risk of non-HF death. We estimated adjusted hazard ratios (aHR) for HF in each FPG strata using Cox proportional regression models. Results: Of the 40,117 participants, 24% were black and 56% were women. During 638,910 person-years of follow-up, there were 4,846 cases of incident HF. In middle-aged adults, the LR of HF was significantly higher among individuals with prediabetes (6.1 [4.8, 7.4] to 14.4 [9.6, 19.2]%) compared with normal FPG (3.5 [3.0, 4.1] to 11.7 [9.1, 14.3]%). In older adults with prediabetes compared with normal FPG, LR of HF was significantly higher in white men (13.5 [12.0, 14.9]% vs 10.4 [9.2, 11.6]%) and women (12.2 [10.8, 13.6]% vs 7.8 [6.9, 8.7]%) but not in black men (12.2 [9.0, 15.3]% vs 14.6 [11.6, 17.6]%) or women (13.5 [10.1, 16.8]% vs 11.7 [9.4, 14.0]%). Race-sex specific aHR for HF across FPG strata are shown in the table. Conclusions: Compared with normal FPG, prediabetes was associated with significantly greater LR of HF in middle-aged but not in older adults. Of all groups, black women with diabetes qualitatively had a disproportionately higher LR of HF.


Psihologija ◽  
2012 ◽  
Vol 45 (2) ◽  
pp. 99-120 ◽  
Author(s):  
Ticu Constantin ◽  
Andrei Holman ◽  
Maria Hojbotă

The main goal of our research was to develop a new measure of persistence and to assess its construct validity and psychometric proprieties. First, we discuss the history of the psychological construct of persistence, defined here as the tendency to remain engaged in specific goal-related activities, despite difficulties, obstacles, fatigue, prolonged frustration or low perceived feasibility. The developed scale, measuring motivational persistence, contains three-factors: long-term purposes pursuing, current purposes pursuing and recurrence of unattained purposes. The results of the two validation studies conducted, employing both exploratory and confirmatory factor analysis, advocate the hypothesized structure. Also, the Pearson and canonical correlations between the three factors of the new self-report scale and other three related measures (and their factors) indicate good levels of convergent and divergent validity of the new scale.


2019 ◽  
Vol 3 (Supplement_1) ◽  
pp. S263-S264
Author(s):  
Denise M Kresevic ◽  
muralidahar pallaki ◽  
Christopher J Burant ◽  
Clare Gideon ◽  
Emily Schroeder ◽  
...  

Abstract Evidence continues to mount that sleep apnea (SA) occurs in 10-25% of Americans and is associated with significant morbidity and mortality (Schulman 2018). Among veterans, SA has been reported four times more often as compared to other non-veteran cohorts. (Wong 2015). The risk of developing dementia is increased in older individuals with OSA (Shastri, Bangar, & Holmes, 2015). The prevalence and characteristics of older adults with dementia and sleep apnea is not well known and long-term population-based studies on mortality have been lacking. Recent studies have reported overall mortality rates of 19%, in those individuals with SA, an increased rate of 1.5-3 times the mortality rate as compared to those individuals those without SA. Current recommendations support SA screening of high risk individuals including those with symptoms of snoring, fatigue, memory and concentration problems and mood changes. (Krist 2018). Despite a large number of older adults with suspected SA and comorbidities, the majority are not screened, referred, diagnosed and treated. In this VA pilot study of outpatient older male veterans with dementia and SA, N=195, mean age 75.83 years, SD=9.1, 51.3% were white, 37.5% were black. Frequently found comorbidities were: hypertension 88%, congestive heart failure 41%, Diabetes. 62% and, stroke 21%. Of note, among those who died, SA was significantly related to congested heart failure (r=.32, p&lt;.001) and COPD (r=.40, p&lt;.001). The overall mortality rate of 27% was higher than previous reports. Further investigation is needed to better understand the relationship between comorbidities, and SA, screening, treatment and mortality.


2012 ◽  
Vol 5 (3) ◽  
pp. 396-402 ◽  
Author(s):  
Tanya R. Gure ◽  
Ryan J. McCammon ◽  
Christine T. Cigolle ◽  
Todd M. Koelling ◽  
Caroline S. Blaum ◽  
...  

2017 ◽  
Vol 38 (suppl_1) ◽  
Author(s):  
N. Sepehrvand ◽  
E. Youngson ◽  
J.A. Bakal ◽  
F.A. McAlister ◽  
B.H. Rowe ◽  
...  

BMJ Open ◽  
2016 ◽  
Vol 6 (11) ◽  
pp. e014397 ◽  
Author(s):  
Xiwen Qin ◽  
Tiew-Hwa Katherine Teng ◽  
Joseph Hung ◽  
Tom Briffa ◽  
Frank M Sanfilippo

2017 ◽  
Vol 91 (4) ◽  
pp. 686-695 ◽  
Author(s):  
Nick van Boven ◽  
Ron T. van Domburg ◽  
Isabella Kardys ◽  
Victor A. Umans ◽  
K. Martijn Akkerhuis ◽  
...  

2021 ◽  
Vol 20 (1) ◽  
Author(s):  
Arjun Sinha ◽  
Hongyan Ning ◽  
Faraz S. Ahmad ◽  
Michael P. Bancks ◽  
Mercedes R. Carnethon ◽  
...  

Abstract Background Given the rising prevalence of dysglycemia and disparities in heart failure (HF) burden, we determined race- and sex-specific lifetime risk of HF across the spectrum of fasting plasma glucose (FPG). Methods Individual-level data from adults without baseline HF was pooled from 6 population-based cohorts. Modified Kaplan–Meier analysis, Cox models adjusted for the competing risk of death, and Irwin’s restricted mean were used to estimate the lifetime risk, adjusted hazard ratio (aHR), and years lived free from HF in middle-aged (40–59 years) and older (60–79 years) adults with FPG < 100 mg/dL, prediabetes (FPG 100–125 mg/dL) and diabetes (FPG ≥ 126 mg/dL or on antihyperglycemic agents) across race-sex groups. Results In 40,117 participants with 638,910 person-years of follow-up, 4846 cases of incident HF occurred. The lifetime risk of HF was significantly higher among middle-aged White adults and Black women with prediabetes (range: 6.1% [95% CI 4.8%, 7.4%] to 10.8% [95% CI 8.3%, 13.4%]) compared with normoglycemic adults (range: 3.5% [95% CI 3.0%, 4.1%] to 6.5% [95% CI 4.9%, 8.1%]). Middle-aged Black women with diabetes had the highest lifetime risk (32.4% [95% CI 26.0%, 38.7%]) and aHR (4.0 [95% CI 3.0, 5.4]) for HF across race-sex groups. Middle-aged adults with prediabetes and diabetes lived on average 0.9–1.6 and 4.1–6.0 fewer years free from HF, respectively. Findings were similar in older adults except older Black women with prediabetes did not have a higher lifetime risk of HF. Conclusions Prediabetes was associated with higher lifetime risk of HF in middle-aged White adults and Black women, with the association attenuating in older Black women. Black women with diabetes had the highest lifetime risk of HF compared with other race-sex groups.


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