TY - JOUR
T1 - Prediction Models for the 5- and 10-Year Incidence of Home Morning Hypertension
T2 - The Ohasama Study
AU - Satoh, Michihiro
AU - Metoki, Hirohito
AU - Asayama, Kei
AU - Kikuya, Masahiro
AU - Murakami, Takahisa
AU - Tatsumi, Yukako
AU - Hara, Azusa
AU - Tsubota-Utsugi, Megumi
AU - Hirose, Takuo
AU - Inoue, Ryusuke
AU - Nomura, Kyoko
AU - Hozawa, Atsushi
AU - Imai, Yutaka
AU - Ohkubo, Takayoshi
N1 - Publisher Copyright:
© 2021 American Journal of Hypertension, Ltd 2021. All rights reserved.
PY - 2022/4/1
Y1 - 2022/4/1
N2 - Background: We aimed to develop risk prediction models for new-onset home morning hypertension. Methods: We followed up 978 participants without home hypertension in the general population of Ohasama, Japan (men: 30.1%, age: 53.3 years). The participants were divided into derivation (n = 489) and validation (n = 489) cohorts by their residential area. The C-statistics and calibration plots were assessed after the 5- or 10-year follow-up. Results: In the derivation cohort, sex, age, body mass index, smoking, office systolic blood pressure (SBP), and home SBP at baseline were selected as significant risk factors for new-onset home hypertension (≥135/85 mm Hg or the initiation of antihypertensive treatment) using the Cox model. In the validation cohort, Harrell's C-statistic for the 5-/10-year home hypertension was 0.7637 (0.7195-0.8100)/0.7308 (0.6932-0.7677), when we used the full model, which included the significant risk factors in the derivation cohort. The calibration test revealed good concordance between the observed and predicted 5-/10-year home hypertension probabilities (P ≥ 0.19); the regression slope of the observed probability on the predicted probability was 1.10/1.02, and the intercept was -0.04/0.06, respectively. A model without home SBP was also developed; for the 10-year home hypertension risk, the calibration test revealed a good concordance (P = 0.19) but Harrell's C-statistic was 0.6689 (0.6266-0.7067). Conclusions: The full model revealed good ability to predict the 5- and 10-year home morning hypertension risk. Although the model without home SBP is acceptable, the low C-statistic implies that home BP should be measured to predict home morning hypertension precisely.
AB - Background: We aimed to develop risk prediction models for new-onset home morning hypertension. Methods: We followed up 978 participants without home hypertension in the general population of Ohasama, Japan (men: 30.1%, age: 53.3 years). The participants were divided into derivation (n = 489) and validation (n = 489) cohorts by their residential area. The C-statistics and calibration plots were assessed after the 5- or 10-year follow-up. Results: In the derivation cohort, sex, age, body mass index, smoking, office systolic blood pressure (SBP), and home SBP at baseline were selected as significant risk factors for new-onset home hypertension (≥135/85 mm Hg or the initiation of antihypertensive treatment) using the Cox model. In the validation cohort, Harrell's C-statistic for the 5-/10-year home hypertension was 0.7637 (0.7195-0.8100)/0.7308 (0.6932-0.7677), when we used the full model, which included the significant risk factors in the derivation cohort. The calibration test revealed good concordance between the observed and predicted 5-/10-year home hypertension probabilities (P ≥ 0.19); the regression slope of the observed probability on the predicted probability was 1.10/1.02, and the intercept was -0.04/0.06, respectively. A model without home SBP was also developed; for the 10-year home hypertension risk, the calibration test revealed a good concordance (P = 0.19) but Harrell's C-statistic was 0.6689 (0.6266-0.7067). Conclusions: The full model revealed good ability to predict the 5- and 10-year home morning hypertension risk. Although the model without home SBP is acceptable, the low C-statistic implies that home BP should be measured to predict home morning hypertension precisely.
KW - blood pressure
KW - blood pressure monitoring
KW - cohort studies
KW - epidemiology
KW - home blood pressure
KW - hypertension
KW - prognosis
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U2 - 10.1093/ajh/hpab177
DO - 10.1093/ajh/hpab177
M3 - Article
C2 - 34791013
AN - SCOPUS:85128161396
SN - 0895-7061
VL - 35
SP - 328
EP - 336
JO - American journal of hypertension
JF - American journal of hypertension
IS - 4
ER -