SynthesisPloS one2021
Effect of exercise training on heart rate variability in type 2 diabetes mellitus patients: A systematic review and meta-analysis.
Synthesis in PloS one, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 68 papers, 12 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
68 citing papers in PubMed, 12 syntheses or guidelines pooled it, 121 citations in OpenAlex.
- Association Between Physical Activity, Heart Rate Variability and Major Depressive Disorders: An Umbrella Review.Sports medicine (Auckland, N.Z.) · 2026Pooled it
- Clinical guidelines on physical activity and exercise therapy for Chinese adults with type 2 diabetes: A clinical practice guideline from the Chinese Society of Endocrinology.Journal of sport and health science · 2026Guideline
- Optimal exercise parameters of Baduanjin for improving glycemic and lipid control in type 2 diabetes: a systematic review and meta-analysis.Frontiers in endocrinology · 2026Pooled it
- The Influence of Exercise and Physical Activity on Autonomic Nervous System Function Measured by Heart Rate Variability in Individuals with Type 1 Diabetes Mellitus-A Systematic Review.International journal of molecular sciences · 2025Pooled it
- Effect of exercise training on cardiac autonomic function in type 2 diabetes mellitus: a systematic review and meta-analysis.Systematic reviews · 2025Pooled it
- The impact of long-term exercise intervention on heart rate variability indices: a systematic meta-analysis.Frontiers in cardiovascular medicine · 2025Pooled it
- Effects of aerobic and resistance exercise on patients with hypertension: a systematic review and meta-analysis focusing on the sympathetic nervous system.Frontiers in cardiovascular medicine · 2025Pooled it
- The Impact on Autonomic Nervous System Activity during and Following Exercise in Adults: A Meta-Regression Study and Trial Sequential Analysis.Medicina (Kaunas, Lithuania) · 2024Pooled it
- Exploring heart rate variability in polycystic ovary syndrome: implications for cardiovascular health: a systematic review and meta-analysis.Systematic reviews · 2024Pooled it
- Effect of Exercise Modality on Heart Rate Variability in Adults: A Systematic Review and Network Meta-Analysis.Reviews in cardiovascular medicine · 2024Pooled it
- Physical exercise as treatment for adults with type 2 diabetes: a rapid review.Frontiers in endocrinology · 2023Pooled it
- Does Exercise Training Improve Cardiac-Parasympathetic Nervous System Activity in Sedentary People? A Systematic Review with Meta-Analysis.International journal of environmental research and public health · 2022Pooled it
- Trial
- Exercise rehabilitation in post COVID-19 patients: a randomized controlled trial of different training modalities.European journal of physical and rehabilitation medicine · 2025Trial
- A Nonrandomized Trial of the Effects of Passive Simulated Jogging on Short-Term Heart Rate Variability in Type 2 Diabetic Subjects.Journal of diabetes research · 2023Trial
- The effects of aerobic exercise combined with resistance training on inflammatory factors and heart rate variability in middle-aged and elderly women with type 2 diabetes mellitus.Annals of noninvasive electrocardiology : the official journal of the International Society for Holter and Noninvasive Electrocardiology, Inc · 2022Trial
- Effect of Exercise Intervention on Internet Addiction and Autonomic Nervous Function in College Students.BioMed research international · 2022Trial
- Trial
- Body mass index, sedentary lifestyle, and HbA1c predict cardiac autonomic neuropathy in type 2 diabetes.Cardiovascular diabetology. Endocrinology reports · 2026Article
- The Effects of a Six-week Exercise Program on Heart Rate Variability in Adults with and Without Obstructive Sleep Apnea.Sleep and biological rhythms · 2026Article
8 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors at 4 institutions in 3 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundCardiac autonomic neuropathy is a common complication of type 2 diabetes mellitus (T2DM), that can be measured through heart rate variability (HRV)-known to be decreased in T2DM. Physical exercise can improve HRV in healthy population, however results are under debate in T2DM. We conducted a systemic review and meta-analysis to assess the effects of physical exercise on HRV in T2DM patients.
methodPubMed, Cochrane, Embase, and ScienceDirect databases were searched for all studies reporting HRV parameters in T2DM patients before and after exercise training, until September 20th 2020, without limitation to specific years. We conducted random-effects meta-analysis stratified by type of exercise for each of the HRV parameters: RR-intervals (or Normal to Normal intervals-NN), standard deviation of RR intervals (SDNN), percentage of adjacent NN intervals varying by more than 50 milliseconds (pNN50), root mean square of successive RR-intervals differences (RMSSD), total power, Low Frequency (LF), High Frequency (HF) and LF/HF ratio. Sensitivity analyses were computed on studies with the highest quality.
resultsWe included 21 studies (9 were randomized) for a total of 523 T2DM patients: 472 had an exercise training and 151 were controls (no exercise). Intervention was endurance (14 studies), resistance (2 studies), endurance combined with resistance (4 studies), and high intensity interval training (HIIT) (4 studies). After exercise training, all HRV parameters improved i.e. an increase in SDNN (effect size = 0.59, 95%CI 0.26 to 0.93), RMSSD (0.62, 0.28 to 0.95), pNN50 (0.62, 0.23 to 1.00), HF (0.58, -0.16 to 0.99), and a decrease in LF (-0.37, -0.69 to -0.05) and LF/HF (-0.52, -0.79 to -0.24). There were no changes in controls. Stratification by type of exercise showed an improvement in most HRV parameters (SDNN, RMSSD, pNN50, LF, HF, LF/HF) after endurance training, whereas mostly LF/HF was improved after both resistance training and HIIT. Supervised training improved most HRV parameters. Duration and frequency of training did not influence the benefits on HRV.
conclusionExercise training improved HRV parameters in T2DM patients which may reflect an improvement in the activity of the autonomic nervous system. The level of proof is the highest for endurance training. Supervised training seemed beneficial.
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Registered trials
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.