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ArticleHypertension research : official journal of the Japanese Society of Hypertension2026

Seasonal variation in day-to-day blood pressure variability: large-scale within-individual home blood pressure data.

Michihiro Satoh, Yuya Suzuki, Hiroki Nobayashi, Yutaro Iwabe, Seiya Izumi, Maya Toyama, Takahisa Murakami, Hideaki Hashimoto, Shingo Nakayama, Hirohito Metoki

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Article in Hypertension research : official journal of the Japanese Society of Hypertension, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

10 authors.

Michihiro SatohDivision of Public Health, Hygiene and Epidemiology, Faculty of Medicine, Tohoku Medical and Pharmaceutical University, Sendai, Japan. satoh.mchr@tohoku-mpu.ac.jp.
Yuya SuzukiDivision of Public Health, Hygiene and Epidemiology, Faculty of Medicine, Tohoku Medical and Pharmaceutical University, Sendai, Japan.
Hiroki NobayashiDivision of Public Health, Hygiene and Epidemiology, Faculty of Medicine, Tohoku Medical and Pharmaceutical University, Sendai, Japan.
Yutaro IwabeDivision of Public Health, Hygiene and Epidemiology, Faculty of Medicine, Tohoku Medical and Pharmaceutical University, Sendai, Japan.
Seiya IzumiDivision of Public Health, Hygiene and Epidemiology, Faculty of Medicine, Tohoku Medical and Pharmaceutical University, Sendai, Japan.
Maya ToyamaDivision of Public Health, Hygiene and Epidemiology, Faculty of Medicine, Tohoku Medical and Pharmaceutical University, Sendai, Japan.
Takahisa MurakamiDivision of Public Health, Hygiene and Epidemiology, Faculty of Medicine, Tohoku Medical and Pharmaceutical University, Sendai, Japan.
Hideaki HashimotoDivision of Nephrology and Hypertension, Tohoku Medical and Pharmaceutical University, Sendai, Japan.
Shingo NakayamaDivision of Public Health, Hygiene and Epidemiology, Faculty of Medicine, Tohoku Medical and Pharmaceutical University, Sendai, Japan.
Hirohito MetokiDivision of Public Health, Hygiene and Epidemiology, Faculty of Medicine, Tohoku Medical and Pharmaceutical University, Sendai, Japan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Day-to-day home blood pressure (BP) variability predicts cardiovascular and cognitive risk, but whether it shows seasonal variation within the same individual remains uncertain. We examined its seasonal patterns using repeated personal health record measurements. We analyzed a Japanese health-insurance database (DeSC database) linked to home BP from a mobile application. Monthly trajectories and winter-summer differences in mean home morning BP, its within-individual standard deviation (SD), and variability independent of the mean (VIM) were estimated using linear mixed-effects models stratified by antihypertensive treatment and sex, with age category as a fixed effect. Winter-summer differences were standardized by the model-based total SD for comparison across indices. Among the 7,908 individuals (mean age, 55 years), 13.6% were untreated females, 10.2% were treated females, 31.1% were untreated males, and 45.1% were treated males. Home systolic BP peaked in December or January and reached its nadir in July-August, regardless of antihypertensive treatment status, sex, or age category, with winter-summer differences of approximately 3-4 mmHg (standardized differences: 0.28-0.41). The SD of home systolic BP followed a similar seasonal pattern (standardized differences: 0.07-0.18). Although winter-summer differences in VIM were also significant in several strata, particularly among males, their magnitudes were small (standardized differences ≤0.09). Home BP levels showed clear seasonal variation, whereas seasonal differences in day-to-day BP variability were minor when indices less dependent on average BP were used. The apparent winter increase in day-to-day BP variability unadjusted for BP level is largely attributable to the seasonal BP elevation.

Indexed as

Blood Pressure Monitoring, HomeBlood Pressure VariabilityMorning HypertensionPersonal Health RecordsSeasons

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.