Waist-to-height ratio is the proximal correlate of workload-indexed exercise systolic blood pressure: a Czech preventive-cardiology cohort study

Background. Exercise systolic blood-pressure (SBP) response predicts incident hypertension and cardiovascular events independent of resting BP, but guidelines disagree on the threshold for an exaggerated response and absolute peak-SBP cut-offs misclassify fit individuals. We examined determinants of workload-indexed exercise SBP and tested whether central adiposity statistically accounts for the cardiometabolic signal.Methods. Cross-sectional analysis of 324 working-age adults from a Czech preventive-cardiology cohort with a valid bicycle cardiopulmonary exercise test. The pre-specified primary endpoint was peak SBP indexed by relative workload (peak SBP ÷ W·kg−1). Confirmatory multivariable linear regression was fitted; statistical mediation of HOMA-IR and the triglyceride/HDL ratio through waist-to-height ratio (WHtR) was formally tested; binary outcomes were analysed under parallel ESC, AHA and workload-adjusted definitions. Robustness to the workload denominator was tested across eleven indexing methods.Results. WHtR was the dominant predictor (β = +8.96 mmHg per W·kg−1 per 1-SD, p < 0.001; R2 = 0.61) and remained significant across all eleven workload-indexing methods (including the SBP/MET slope and after VO2peak adjustment), and predicted peak SBP itself (p < 0.001), so the association is not a denominator artefact. WHtR accounted for 80–90% of the effect of both insulin-resistance surrogates (Sobel p < 0.001). The association was age-modified (p = 0.014) and independent of sex (sex × WHtR p = 0.31). ESC and AHA definitions reclassified 47/324 patients (14.5%) discordantly (κ = 0.67). A workload-adjusted definition (SBP/MET slope > 10 mmHg·MET−1) classified 24.4% yet reclassified one in five versus ESC and showed no age dependence.Conclusions. WHtR is the proximal anthropometric correlate of workload-indexed exercise SBP, statistically accounting for 80–90% of the insulin-resistance signal; the association is robust to the choice of workload-indexing method and largely independent of resting BP. ESC and AHA definitions classify approximately one in seven patients discordantly, motivating harmonisation.

Authors

Institutions

Publication Details

Journal
Blood Pressure
Published
2026-08-20
DOI
https://doi.org/10.1080/08037051.2026.2701515
Primary Topic
Cardiovascular and exercise physiology
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Waist-to-height ratio is the proximal correlate of workload-indexed exercise systolic blood pressure: a Czech preventive-cardiology cohort study

Radim Špaček, B Jiravska-Godula, Matěj Pekár, Ivan Ranič et al.
Blood Pressure
Cardiovascular and exercise physiology
article

Waist-to-height ratio is the proximal correlate of workload-indexed exercise systolic blood pressure: a Czech preventive-cardiology cohort study

Radim Špaček, B Jiravska-Godula, Matěj Pekár, Ivan Ranič, Otakar Jiravský, Jana Wrobel, Eliška Sovová, Kristina Puskasová, Jan Alexander Mohr, Marek Kantor, Vendula Szotkowska, Eva Jakubovicova, Jan Chovancik, Stanislaw Rucki, Jan Samiec
article en

Abstract

Background. Exercise systolic blood-pressure (SBP) response predicts incident hypertension and cardiovascular events independent of resting BP, but guidelines disagree on the threshold for an exaggerated response and absolute peak-SBP cut-offs misclassify fit individuals. We examined determinants of workload-indexed exercise SBP and tested whether central adiposity statistically accounts for the cardiometabolic signal.Methods. Cross-sectional analysis of 324 working-age adults from a Czech preventive-cardiology cohort with a valid bicycle cardiopulmonary exercise test. The pre-specified primary endpoint was peak SBP indexed by relative workload (peak SBP ÷ W·kg−1). Confirmatory multivariable linear regression was fitted; statistical mediation of HOMA-IR and the triglyceride/HDL ratio through waist-to-height ratio (WHtR) was formally tested; binary outcomes were analysed under parallel ESC, AHA and workload-adjusted definitions. Robustness to the workload denominator was tested across eleven indexing methods.Results. WHtR was the dominant predictor (β = +8.96 mmHg per W·kg−1 per 1-SD, p < 0.001; R2 = 0.61) and remained significant across all eleven workload-indexing methods (including the SBP/MET slope and after VO2peak adjustment), and predicted peak SBP itself (p < 0.001), so the association is not a denominator artefact. WHtR accounted for 80–90% of the effect of both insulin-resistance surrogates (Sobel p < 0.001). The association was age-modified (p = 0.014) and independent of sex (sex × WHtR p = 0.31). ESC and AHA definitions reclassified 47/324 patients (14.5%) discordantly (κ = 0.67). A workload-adjusted definition (SBP/MET slope > 10 mmHg·MET−1) classified 24.4% yet reclassified one in five versus ESC and showed no age dependence.Conclusions. WHtR is the proximal anthropometric correlate of workload-indexed exercise SBP, statistically accounting for 80–90% of the insulin-resistance signal; the association is robust to the choice of workload-indexing method and largely independent of resting BP. ESC and AHA definitions classify approximately one in seven patients discordantly, motivating harmonisation.

Blood Pressure
University of Ostrava (CZ), Charles University (CZ), Masaryk University (CZ), Vitkovice - Research and Development (Czechia) (CZ), University Hospital Olomouc (CZ), Nemocnice Podlesí (CZ), Palacký University Olomouc (CZ)
Openalex Percentile: Top 6%
Cardiovascular and exercise physiology
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.