Evidence map›Paper›PMID 42325329›Full record

ArticleFrontiers in psychology2026

Multiscale cardiorespiratory complexity reveals autonomic signatures of Rajyoga meditation.

Raghuwansh Singh, Rajanikant Panda, Mika P Tarvainen, Vivek Ranjan, Anindita Ganguly, Suman Halder

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Article in Frontiers in psychology, 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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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Raghuwansh SinghDepartment of Electrical Engineering, National Institute of Technology Durgapur, Durgapur, West Bengal, India.
Rajanikant PandaDepartment of Neurology, University of California, San Francisco, San Francisco, CA, United States.
Mika P TarvainenDepartment of Technical Physics, University of Eastern Finland, Kuopio, Finland.
Vivek RanjanDepartment of Electrical Engineering, National Institute of Technology Durgapur, Durgapur, West Bengal, India.
Anindita GangulyDirectorate of Technical Education, Higher Education, Government of West Bengal, Kolkata, West Bengal, India.
Suman HalderDepartment of Electrical Engineering, National Institute of Technology Durgapur, Durgapur, West Bengal, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Meditation offers a tractable model for probing altered states of consciousness, yet consistent physiological markers remain elusive. This study characterized within-subject autonomic and respiratory modulation across pre-meditation, during-meditation, and post-meditation states in trained Rajyoga practitioners using multiscale heart rate variability (HRV) metrics and HRV-respiration coupling. Sex-stratified analyses were presented exploratorily to summarize state-dependent effects. Methods: A single-lead electrocardiogram (ECG) was recorded from 55 Rajyoga practitioners (31 male, 24 female) during three consecutive 10-min states: pre-meditation, during meditation, and post-meditation. After artifact correction, 27 HRV indices spanning time-domain, frequency-domain, and non-linear dynamics, including multiscale entropy (MSE 1-20), were computed in Kubios HRV Scientific. State-dependent effects were tested using Friedman tests with Bonferroni-adjusted post-hoc contrasts, and cardiorespiratory coupling was assessed through correlations between respiration frequency and low-frequency (LF) and high-frequency (HF) HRV powers. Results: Meditation was associated with robust state-dependent modulation. Time-domain indices and frequency-domain powers increased during meditation with partial post-session recovery, while selected non-linear features shifted significantly. Respiration frequency was reduced, and HRV-respiration coupling was strengthened, consistent with increased parasympathetic engagement. Exploratory sex-stratified summaries indicated potential differences in effect magnitudes that warrant confirmation in studies powered for interaction testing. Discussion: These findings identify a reproducible physiological signature of the meditative state by integrating HRV magnitude, complexity, and cardiorespiratory coupling. The results support the usefulness of multiscale cardiorespiratory analysis as an operational marker of altered consciousness induced by Rajyoga meditation.

Indexed as

autonomic nervous systemheart rate variabilitymultiscale entropyRajyoga meditationrespiration

Identifiers

PMID42325329
PMCPMC13275344

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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 OpenQuestion graph.