Table 1.
Literature cited | Target | Yoga form | Bio-signal | Feature select | Implication |
---|---|---|---|---|---|
[18] | Stress | Pranakarshan pranayama and Yoga nidra | EEG and GSR | RP and change in impedance of skin | Reduction in stress |
[19] | Stress | Sudharshana Kriya | EEG | Energy | Reduction in stress |
[20] | Mental stress | Sudarshan Kriya | EEG and ECG | PSD and HRV | Decrement in mental stress |
[21] | Stress and anxiety | Alternate nostril yoga breathing | EEG | RP | Reduction in stress and anxiety |
[22] | Bhramari pranayama | EEG | PSD | Alpha band functional network structure integrates better during and after yoga | |
[41] | ANS | Integrated yoga-based intervention | ECG | HRV | Increased PNS activity |
[42] | Anxiety | Tai chi | EKG and EEG | PSD | Decreased anxiety and increased EEG theta activity |
[43] | Stress | Vipassana | EEG | PSD | Increased occipital gamma power |
[44] | Zen meditation | EEG and ECG | AP and low frequency/high-frequency ratio | Internalized attention | |
[45] | Zen meditation | EEG | Spectral powers | Zen meditation increased the state of consciousness | |
[47] | Transcendental meditation | EEG | Coherence | Stabilization attentional awareness | |
[50] | Bhramari Pranayama | EEG | Gamma wave | Generate controlled high-frequency gamma waves | |
[53] | Nonreferential compassion meditation | EEG | RP | ||
[56] | Stress | Shambhavi Maha Mudra | EEG | Spectral analysis | Higher level of mental consciousness |
[63] | The spinally mediated reflex response | Medical yoga therapy | EMG | Nociceptive flexion reflex | Reduce stress |
[66] | State of consciousness | “OM” chanting | EEG and GSR | RP and change in impedance of the skin | Alleviating stress |
[67] | Stress | Abdominal breathing | GSR | Skin resistance | Reducing the stress level |
[70] | Stress | Mindfulness meditation | fMRI | Resting-state functional connectivity | Stress reduction effects |
[71] | Depression | Hatha yoga | fMRI | Functional connectivity | Reduce depressive symptomatology |
[72] | Cognitive aging | Hatha yoga | fMRI | Functional connectivity | Influences healthier cognitive aging process |
[74] | Depression and epilepsy | “OM” chanting | fMRI | Neuro-hemodynamic | Potential role of this “OM” chanting in clinical practice |
[75] | Anxiety | Bhastrika Pranayama | fMRI | Functional connectivity | Significantly reduce the levels of anxiety |
[84] | Autonomic reactivity | Mukh Bhastrika | ECG | HRV | Increase in PNS activity |
PNS: Parasympathetic, ANS: Autonomic nervous system, RP: Relative power, AP: Absolute power, PSD: Power spectral density, HRV: Heart rate variability, ECG: Electrocardiogram, fMRI: Functional magnetic resonance imaging, GSR: Galvanic skin response, EEG: Electroencephalogram, EMG: Electromyogram, EKG: Electrocardiogram