1.Multi-source adversarial adaptation with calibration for electroencephalogram-based classification of meditation and resting states.
Mingyu GOU ; Haolong YIN ; Tianzhen CHEN ; Fei CHENG ; Jiang DU ; Baoliang LYU ; Weilong ZHENG
Journal of Biomedical Engineering 2025;42(4):668-677
Meditation aims to guide individuals into a state of deep calm and focused attention, and in recent years, it has shown promising potential in the field of medical treatment. Numerous studies have demonstrated that electroencephalogram (EEG) patterns change during meditation, suggesting the feasibility of using deep learning techniques to monitor meditation states. However, significant inter-subject differences in EEG signals poses challenges to the performance of such monitoring systems. To address this issue, this study proposed a novel model-calibrated multi-source adversarial adaptation network (CMAAN). The model first trained multiple domain-adversarial neural networks in a pairwise manner between various source-domain individuals and the target-domain individual. These networks were then integrated through a calibration process using a small amount of labeled data from the target domain to enhance performance. We evaluated the proposed model on an EEG dataset collected from 18 subjects undergoing methamphetamine rehabilitation. The model achieved a classification accuracy of 73.09%. Additionally, based on the learned model, we analyzed the key EEG frequency bands and brain regions involved in the meditation process. The proposed multi-source domain adaptation framework improves both the performance and robustness of EEG-based meditation monitoring and holds great promise for applications in biomedical informatics and clinical practice.
Humans
;
Electroencephalography/methods*
;
Meditation
;
Calibration
;
Neural Networks, Computer
;
Brain/physiology*
;
Rest/physiology*
;
Deep Learning
;
Signal Processing, Computer-Assisted
2.Yoga-A complementary and traditional medicine for human health.
Saurabh PANDEY ; Avinash C PANDEY ; Vaidya Rajesh KOTECHA
Journal of Integrative Medicine 2025;23(2):93-105
Yoga is a therapeutic practice renowned for its multifaceted benefits across the body's systems. Its positive impact spans the physical, mental and emotional realms, fostering harmony and well-being. Through a combination of postures, breathing techniques and meditation, yoga offers profound effects, enhancing flexibility, strength and balance while simultaneously promoting relaxation and reducing stress. This integrative approach not only cultivates physical resilience but also supports mental clarity, emotional balance and overall vitality, showcasing yoga as a comprehensive and impactful system for holistic health. The review delved into the multifaceted ways in which yoga exerts a positive influence on the body's various systems. It highlights how yoga serves as a beneficial tool in addressing and counteracting the underlying factors associated with different diseases. By examining yoga's effects on these systems and its potential in combating illness, the paper sheds light on the comprehensive therapeutic benefits that yoga offers. Please cite this article as: Pandey S, Pandey AC, Kotecha VR. Yoga-A complementary and traditional medicine for human health. J Integr Med. 2025; 23(2): 93-105.
Yoga
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Humans
;
Meditation
;
Complementary Therapies
;
Medicine, Traditional
;
Holistic Health
3.The effectiveness of mindfulness meditation on burnout among healthcare workers: A systematic review and meta-analysis.
Kristine Jeanica D. Atienza ; Kimberly S. Jimenez
The Filipino Family Physician 2024;62(1):155-170
INTRODUCTION
Burnout is becoming more common among healthcare professionals, notably during the COVID-19 pandemic. It can result in lower performance and effectiveness at work as well as employment withdrawal, all of which affects the standard of healthcare services provided.
OBJECTIVEIn order to ascertain the effectiveness of mindfulness meditation-based interventions (MMBIs) in reducing burnout among healthcare workers, a systematic review and meta-analysis was done.
METHODSTwo investigators searched records in CENTRAL, PubMed/MEDLINE, Google Scholar, Preprints, Grey Literature, and cross-referencing to acquire articles using search terms related to “mindfulness meditation”, “healthcare workers”, and “burnout”. Inclusion criteria included randomized controlled trials (RCTs) and nonrandomized controlled trials (NRTs) that assessed the effectiveness of MMBIs on burnout as measured by the Maslach Burnout Inventory (MBI) among healthcare workers in the hospital setting. Study selection, data extraction, risk of bias assessment were done by the investigators independently. Analysis was done using RevMan 5 software, forest plots were generated, and subgroup analyses were done.
RESULTSOf 25,453 identified records, 28 studies were included. The studies were rated with low to unclear selection bias and high risk of performance bias. MMBIs were associated with significant reduction on the emotional exhaustion, depersonalization and personal accomplishment subscales with pooled mean differences of -2.60 (95% CI = -3.64, -1.55), -0.51 (95% CI = -0.77, -0.26), and 0.82 (95% CI = 0.24, 1.39), respectively. On subgroup analyses, the types of MMBI implemented had no influence in the intervention effect noted on all subscales among RCTs but had significant influence among NRTs. Reduction of burnout was noted to be higher in nurses compared with physicians and mixed healthcare workers. Overall quality of evidence for RCTs was low to moderate and very low to low for NRTs.
CONCLUSIONThe results suggest that MMBIs can reduce the burnout symptoms of healthcare workers. To address the high risk of bias of included studies and improve quality of evidence, future research should be done with high-quality RCTs.
Meditation ; Burnout, Psychological ; Health Personnel ; Healthcare Workers
4.Effect of yoga and walking on glycemic control for the management of type 2 diabetes: A systematic review and meta-analysis
Biswajit Dhali ; Sridip Chatterjee ; Sudip Sundar Das ; Mary D Cruz
Journal of the ASEAN Federation of Endocrine Societies 2023;38(2):113-122
Background:
A daily habit of yogic practice or walking, along with an oral hypoglycemic agent (OHA) could be beneficial for better control of type 2 diabetes mellitus (T2DM). We conducted a systematic review and meta-analysis of randomized controlled trials (RCTs) to find out the efficiency of yoga or walking on glycemic control in T2DM.
Methodology:
The present systematic review and meta-analysis were completed according to the PRISMA guidelines. The risk of bias in included studies was evaluated, by using the revised Cochrane risk-of-bias tool for randomized trials. Meta-analysis was implemented using RevMan software. Forest plots were used to illustrate the study findings and meta-analysis results.
Results:
Sixteen studies were included in this systematic review, where 1820 participants were allocated to one of the following interventions: yoga, walking, and without any regular exercise (control group). Participants were between 17–75 years of age. Compared to the control group, the yoga group had a significant reduction in fasting blood glucose (FBG) by 31.98 mg/dL (95% CI,–47.93 to –16.03), postprandial blood glucose (PPBG) by 25.59 mg/dL (95% CI, –44.00 to –7.18], glycosylated hemoglobin (HbAlc) by 0.73% (95% CI, –1.24 to -0.22), fasting insulin by 7.19 μIU/mL (95% CI, –12.10 to –2.28), and homeostatic model assessment for insulin resistance (HOMA-IR) by 3.87 (95% CI, –8.40 to -0.66). Compared to the control group, the walking group had a significant reduction in FBG by 12.37 mg/dL (95% CI, –20.06 to –4.68) and HbA1c by 0.35% (95% CI, –0.70 to –0.01). Compared to the walking group, the yoga group had a significant reduction in FBG by 12.07 mg/dL (95% CI, –24.34 to – 0.20), HbA1c by 0.20% (95% CI, –0.37 to –0.04), fasting insulin by 10.06 μIU/mL (95% CI, –23.84 to 3.71) and HOMA-IR by 5.97 (95% CI, –16.92 to 4.99).
Conclusions
Yoga or walking with OHA has positive effects on glycemic control. For the management of T2DM, yoga has relatively more significant effects on glycemic control than walking.
Yoga
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Walking
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Diabetes Mellitus, Type 2
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Glycemic Control
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Insulin Resistance
5.Nano-ayurvedic medicine and its potential in cancer treatment.
Journal of Integrative Medicine 2023;21(2):117-119
Nano-ayurvedic medicine is an emerging field in which nanoparticles are functionalized with active principles of potent ayurvedic herbs to enhance their efficacy and target-specific delivery. Scientific advances in the past couple of decades have revealed the molecular mechanisms behind the anticancer potential of several ayurvedic herbs, attributed chiefly to their secondary metabolites including polyphenols and other active substances. With the advancement of nanotechnology, it has been established that size-, shape-, and surface-chemistry-optimized nanoparticles can be utilized as synergizing carriers for these phytochemicals. Nano-ayurvedic medicine utilizes herbs that are commonly used in Ayurveda to functionalize different nanoparticles and thereby enhance their potency and target specificity. Studies have shown that the active phytochemicals of such herbs can be coated onto the nanoparticles of different metals, such as gold, and that they work more efficiently than the free herbal extract, for example, in inhibiting cancer cell proliferation. Recently, an Ayurveda, Yoga & Naturopathy, Unani, Siddha and Homeopathy (AYUSH)-based clinical trial in humans indicated the anticancer potential of such formulations. Nano-ayurvedic medicine is emerging as a potential treatment option for hyperproliferative diseases.
Humans
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Medicine, Ayurvedic
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Homeopathy
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Naturopathy
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Yoga
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Neoplasms/drug therapy*
6.An in-depth understanding of heartfulness meditation
Amutha Aruvi Kaniamuthan ; Alexius Weng Onn Cheang
International e-Journal of Science, Medicine and Education 2021;15(2):19-28
Background:
Heartfulness meditation aims to help individuals connect to their inner self to attain peace and a balanced state of mind. Previous studies have been conducted to gain mechanistic insights into the effects of Heartfulness meditation on bodily and cellular functioning as well as in enhancing one’s psychological, emotional and social well-being. However, most of the research is quantitative in approach, and has not been able to capture the intricacies of human lived experiences involved during the process of meditation. This qualitative study aims to understand the lived experiences of Heartfulness practitioners.
Method:
A thematic analysis strategy was utilized to discover the themes which represented the meaning behind the reported narrative experiences of Heartfulness practitioners. Twenty-five Heartfulness meditation practitioners were recruited at a Heartfulness retreat at the International Heartfulness Centre in Hyderabad, India to gain their insights.
Result:
The current study found that for Heartfulness practitioners, positive changes become gradually visible with regular practice. The process of Heartfulness meditation was found to directly influence physical, psychological, social, cognitive, as well as spiritual benefits.
Conclusion
In-depth lived experiences were explored which add personalized human elements to the field of Heartfulness meditative practice. Implications and limitations of the current study were also addressed and suggestions for future research were discussed.
Qualitative Research
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Models, Biopsychosocial
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Meditation
7.National expert consensus on psychological rehabilitation of burn children (2020 version).
Chinese Journal of Burns 2020;36(11):987-992
The incidence of psychological stress and disorder in children after burns is high, and the mental health status highly affects the lifesaving, wound repair, and functional and psychological rehabilitation of the children. At present, the psychological disorder of burn children has not attracted enough attention and the relevant rehabilitation treatment measures also need to be standardized urgently. The Burn and Trauma Branch of Chinese Geriatrics Society organized the related national experts to provide recommendations for the diagnosis and treatment of psychological disorders in burn children, and the consensus is formulated. This article introduced the manifestations, common assessment scales, and key points of psychological rehabilitation therapies at different stages for the psychological stress and disorder of burn children. Effective interventions and treatments include psychological interventions, behavioral therapy, cognitive therapy, cognitive behavioral therapy, play therapy, music therapy, and medication. Peer support and summer camps for burn children are also beneficial for their psychological rehabilitation and re-entering to society. In the psychological intervention and treatment for the children, the mental development level of children in different ages must be taken into consideration, and the close participation and cooperation of the parents are needed. In addition, the parents of burn children often suffer from stress response and psychological disorders. Recommended treatments for the parents are also provided in this consensus.
Burns/therapy*
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Child
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Consensus
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Humans
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Mental Disorders/therapy*
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Parents
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Wound Healing
8.Understanding hope and spiritual wellbeing of Filipino caregivers of terminally-Ill cancer patients
Zenaida H. Concepcion ; Sheila Bonito
Philippine Journal of Nursing 2020;90(1):47-50
This descriptive correlational study determined the level of hope and spiritual wellbeing among Filipino caregivers of terminally-ill cancer patients, and the relationship of hope and spiritual wellbeing to various patient and caregiver characteristics. The study involved 50 caregivers of terminally-ill-cancer patients, mostly belonging to 51-60 age group (42%) with mean age of 44 years (SD=15), mostly females (72%), married (62%), Roman Catholic (90%), high school graduates (50%), spouses of patients (28%), with an average of 18.36 hours of caregiving in a day for an average duration of 21.4 months. The hope and spirituality scores of caregivers were 3.24 (SD=0.28) and 3.25 (SD=0.46) respectively. Caregivers had high self-efficacy (3.29) but low social support (1.72). Patient's age was moderately correlated with caregiver's hope (r=0.3; p=0.03). Caregiver's educational attainment was significantly associated with hope (p<0.01) and spiritual wellbeing (p<0.01). Caregiver's self-efficacy was moderately correlated with their spiritual wellbeing (r=0.46, p<0.01). Caregiver's hopes were (1) for their patients to get well and recover from their illness, (2) to have strong spiritual faith and be healed with God's help (3) to be hopeful and positive, (4) hope for longer life, (5) resumption of family relations, and (6) free of pain and other discomforts. Caregivers' thoughts on spiritual wellbeing were to have: (1) stronger faith, (2) being prayerful, and (3) being positive. Compared to other studies, Filipino caregivers had lower hope scores, but higher spiritual wellbeing scores. Nursing interventions promoting hope and spiritual wellbeing should be conducted in patients' room, clinic appointments, or during home visits. Nursing care promoting hope and spiritual wellbeing should be part of patients' activities for daily living.
Humans
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Female
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Adult
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Caregivers
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Spirituality
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Family Relations
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Spouses
;
Self Efficacy
;
Catholicism
;
Patients'
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Rooms
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House Calls
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Terminally Ill
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Hope
;
Marriage
;
Spiritual Therapies
;
Social Support
;
Neoplasms
;
Pain
;
Schools
9.Mechanism of Mindfulness-Based Intervention and Neurobiological Basis
Journal of the Korean Society of Biological Therapies in Psychiatry 2019;25(2):85-94
Mindfulness is a process in which all thoughts, feelings, sensations, and all phenomena that happen to me are uncritically recognized as they are, so that they are eventually accepted and released without identifying or automatically responding to them. The clinical effects of mindfulness-based therapy have already been demonstrated in several studies. However, consistent results have not been reported for the mechanism of mindfulness-based treatment. Thus, this review aimed to describe a systematic review of the literature and research on the mechanisms of mindfulness-based interventions. Experienced meditators showed a physiological change in a ‘wakeful hypometabolic state’ during mindfulness meditation. In mindfulness meditation, it is known that certain areas other than brain activation during relaxation are additionally activated, particularly activation of fronto-limbic and fronto-parietal neural networks. The psychological mechanisms include meta-cognitive awareness, emotion regulation, reduction of automatic and self-referential thinking, concentration control, self-compassion, improvement of value clarification and self-regulation, exposure, extinction, and reconsolidation. Of the brain regions with changes in activity associated with mindfulness meditation, prefrontal cortex, the default mode network including cortical midline structures were associated with emotion regulation, concentration control, and reduction of automatic and self-referential thinking. In addition, brain regions associated with mindfulness meditation have been reported in the hippocampus, amygdala, and medical frontal cortices associated with memory reconsolidation and fear extinction. Thus, mindfulness-based interventions have a psychological and neurobiological effect with a special mechanism different from other psychological interventions, so that mindfulness based intervention can be an effective therapeutic intervention with a different mechanism from other psychological techniques.
Amygdala
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Brain
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Frontal Lobe
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Hippocampus
;
Meditation
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Memory
;
Mindfulness
;
Prefrontal Cortex
;
Psychological Techniques
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Relaxation
;
Self-Control
;
Sensation
;
Thinking
10.The Effect of Self Reflection Meditation Program on the Job Stress and Psychosocial Health of Government Staffs
Health Communication 2019;14(1):53-61
BACKGROUND: The government staffs studied in this research has been easily exposed to excessive job stress, which can lead to a variety of psychosocial problems and poor quality of life. In this study, we examined the effect of the self reflection meditation program on the psychosocial health and stress responses of government staffs, to suggest the intervention program improving psychosocial health and quality of life in government staffs.METHODS: In this study, we measured the conditions of 36 local government staffs based on self reflection scale, psychosocial health and stress score before and after implementing the short-term intensive meditation program.RESULTS: The results showed that there were significant increase in social role performance and self confidence(p=.003), general health and vitality(p=.019) and significant decrease in stress(p=.010). This change was prominently showed in administrative officer and depression and anxiety(p=.034) also significantly decreased after program.CONCLUSION: Self reflection meditation program was effective in improving the psychosocial health and physical health of government staffs. Therefore, self reflection meditation program could be proposed as program for stress management and promotion of quality of life in government staff.
Depression
;
Local Government
;
Meditation
;
Quality of Life


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