ArticlePloS one2019
Effects of smoking status, history and intensity on heart rate variability in the general population: The CHRIS study.
Article in PloS one, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04688177 (The Association of Cigarette Smoking on Exercise Capacity and Skeletal Muscle Function in Taiwan Adult Smokers), which is not on this map. Cited by 40 papers, 2 of them syntheses that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
The Association of Cigarette Smoking on Exercise Capacity and Skeletal Muscle Function in Taiwan Adult Smokers
Who cites it
40 citing papers in PubMed, 2 syntheses or guidelines pooled it, 49 citations in OpenAlex.
- Effects of stress management interventions on heart rate variability in adults with cardiovascular disease: a systematic review and meta-analysis.Journal of behavioral medicine · 2024Pooled it
- Patterns of use, perceptions, and cardiopulmonary health risks of cigar products: a systematic review.BMC public health · 2023Pooled it
- Multi-species probiotic supplement enhances vagal nerve function - results of a randomized controlled trial in patients with depression and healthy controls.Gut microbes · 2025Trial
- Nicotine-containing products and the cardiovascular system: mechanisms and global health implications.Nature reviews. Cardiology · 2026Review
- Combined effects of diet and genetic predisposition on kidney function outcomes.Clinical kidney journal · 2026Article
- Tobacco Use Trajectories and Associated Changes in Biometrics and Sleep During the First 72 Weeks of Wearable Membership: Observational Cohort Study.JMIR mHealth and uHealth · 2026Observational
- Associations between dietary patterns and cardiovascular, kidney and metabolic risk markers in the Cooperative Health Research in South Tyrol study.European journal of nutrition · 2026Article
- DASH diet, Reduced Rank Regression Dietary Patterns and relations with kidney function in the CHRIS general population study.BMC nephrology · 2026Article
- Adherence to healthy plant-rich diets is associated with better olfactory function in the general population-findings from the Cooperative Health Research in South Tyrol (CHRIS) study.Chemical senses · 2026Article
- Interpreting heart rate variability in clinical context: a framework for understanding a multidimensional autonomic biomarker.Frontiers in cardiovascular medicine · 2026Review
- Cardiac Autonomic Dysfunction and Increased Oxidative Stress in Conventional Cigarettes and E-Cigarettes: Heart Rate Variability as a Cardiovascular Predictor.Antioxidants (Basel, Switzerland) · 2025Review
- The Impact of Smoking-Associated Genetic Variants on Post-Exercise Heart Rate.International journal of molecular sciences · 2025Article
- Heart Rate Variability (HRV) in Patients with Sleep Apnea and COPD: A Comprehensive Analysis.Journal of clinical medicine · 2025Review
- Cohort Profile: the Cooperative Health Research in South Tyrol study.International journal of epidemiology · 2025Article
- Characterization of cardiac autonomic dysfunction in acute Schizophrenia: a cluster analysis of heart rate variability parameters.Schizophrenia (Heidelberg, Germany) · 2025Article
- Assessment of autonomic function in patient with COVID-19 and other infectious diseases using a wearable smart band connected to a mobile application.Frontiers in psychiatry · 2025Article
- Heart rate variability: reference values and role for clinical profile and mortality in individuals with heart failure.Clinical research in cardiology : official journal of the German Cardiac Society · 2024Article
- Preterm birth risk stratification through longitudinal heart rate and HRV monitoring in daily life.Scientific reports · 2024Article
- Factors influencing olfactory function in an adult general population sample: the CHRIS study.Chemical senses · 2024Article
- Smoking and salivary microbiota: a cross-sectional analysis of an Italian alpine population.Scientific reports · 2023Article
Corrections and comments
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Authors and funding
15 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundHeart rate variability (HRV) reflects the autonomous nervous system modulation on heart rate and is associated with several pathologies, including cardiac mortality. While mechanistic studies show that smoking is associated with lower HRV, population-based studies present conflicting results.
methodsWe assessed the mutual effects of active smoking status, cumulative smoking history, and current smoking intensity, on HRV among 4751 adults from the Cooperative Health Research In South Tyrol (CHRIS) study. The HRV metrics standard deviation of normal-to-normal (NN) inter-beat intervals (SDNN), square root of the mean squared differences of consecutive NN intervals (RMSSD), total power (TP), low (LF) and high frequency (HF) power, and their ratio (LF/HF), were derived from 20-minute electrocardiograms. Smoking status, pack-years (PY), and tobacco grams/day from standardized questionnaires were the main exposures. We fitted linear mixed models to account for relatedness, non-linearity, and moderating effects, and including fractional polynomials.
resultsPast smokers had higher HRV levels than never smokers, independently of PY. The association of HRV with current smoking became apparent when accounting for the interaction between smoking status and PY. In current smokers, but not in past smokers, we observed HRV reductions between 2.0% (SDNN) and 4.9% (TP) every 5 PY increase. Furthermore, current smokers were characterized by dose-response reductions of 9.8% (SDNN), 8.9% (RMSSD), 20.1% (TP), 17.7% (LF), and 19.1% (HF), respectively, every 10 grams/day of smoked tobacco, independently of common cardiometabolic conditions and HRV-modifying drugs. The LF/HF ratio was not associated with smoking status, history, or intensity.
conclusionsSmoking cessation was associated with higher HRV levels. In current smokers, heavier smoking intensity appears gradually detrimental on HRV, corroborating previous evidence. By affecting both the sympathetic and parasympathetic nervous system indexes, but not the LF/HF balance, smoking intensity seems to exert a systemic dysautonomic effect.
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