Heart Rate Variability Podcast

Optimal HRV
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Nov 25, 2025 • 11min

This Week In HRV Edition - Episode 13

This Week’s Studies: Cardiac-vagal rhythm echoes on the heartbeat's mechanosensory imprint in the brain Candia-Rivera & Chavez — Communications Biology https://www.nature.com/articles/s42003-025-08969-x Box breathing or six breaths per minute: Which strategy improves athletes' post-HIIT cardiovascular recovery? Kasap & Aydin — PLOS ONE https://doi.org/10.1371/journal.pone.0336615 The tolerance-related psychology and dynamic activity in the peripheral nervous system of Internet Gaming Disorder Chi & Hsiao — BioMedical Engineering Online https://biomedical-engineering-online.biomedcentral.com/articles/10.1186/s12938-025-01471-9 Heart rate variability biofeedback in adults with chronic spinal cord injury: a randomised feasibility study Schoffl et al. — BMC Neurology https://bmcneurol.biomedcentral.com/articles/10.1186/s12883-025-04423-x
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Nov 20, 2025 • 56min

Stephanie White talks Very High Frequency HRV

Video link: https://youtu.be/3vn_TF-ezTE   In this episode of The Heart Rate Variability Podcast, host Matt Bennett sits down once again with Stephanie White, HRV coach and educator known affectionately as “the HRV Guru.” Together, they dive deep into advanced heart rate variability concepts—especially heart rate fragmentation (HRF), very high frequency (VHF) activity, and new HRV metrics that can reveal hidden issues in autonomic health. Stephanie shares insights from her work with clinicians, coaches, and patients—explaining why sometimes clients can’t reach the “Optimal Zone” in the Optimal HRV app and what physiological patterns might be behind it. She also outlines the importance of minerals, CO₂ balance, and careful data interpretation when working with HRV readings. Key Topics Covered Stephanie’s Background – Her recovery journey from chronic illness using HRV biofeedback and her work with VCU’s Comprehensive Autonomic Center. Why HRV Data Sometimes “Doesn’t Make Sense” – How heart rate fragmentation can hijack HRV signals and confuse traditional measures like RMSSD. RMSSD vs. SDNN – Why SDNN may better capture resonance frequency breathing and coherent sine wave patterns. Understanding Heart Rate Fragmentation (HRF) – How alternating or sawtooth heart rhythms create misleading HRV statistics and mask underlying autonomic issues. Introducing “Very High Frequency (VHF)” – What happens when HRF shifts heart power above 0.4 Hz, and why current HRV software often misses it. The Role of CVNN and PSS – New or underused HRV metrics that can quantify fatigue, allostatic load, and fragmentation. Practical Clinical Applications – How coaches and clinicians can identify HRF, interpret data accurately, and help clients avoid “false high” HRV readings. Mineral Balance and HRV Health – Why calcium, sodium, potassium, and magnesium are crucial for healthy cardiac rhythm and recovery. Building an HRV Coaching Certification Pathway – Stephanie’s vision for “HRV Behavioral Health Coaches” and measurable, data-driven client progress.
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Nov 18, 2025 • 15min

This Week In HRV - Episode 12

Studies & Resources Discussed Insomnia and HRV in Medical Students Publication: Cureus Title: “Insomnia and Its Impact on Psychomotor Reactivity, Autonomic Function, and Psychological Well-Being Among Medical Students: A Cross-Sectional Analytical Study” Authors: Dhanusri, Rajalakshmi, Prakash, Bharadwaj, and Harichandrakumar Key Finding: The severity of insomnia among medical students was associated with slower reaction times and higher psychological distress, while short-term resting HRV remained largely unchanged. Early cognitive and mood changes appear before resting HRV declines, underscoring that subjective fatigue and attention lapses can be earlier indicators than RMSSD or SDNN. Link: https://www.cureus.com/articles/427559-insomnia-and-its-impact-on-psychomotor-reactivity-autonomic-function-and-psychological-well-being-among-medical-students-a-cross-sectional-analytical-study#!/ Meta-Analysis: HRV in Insomnia Disorder Publication: Sleep and Breathing Title: “Heart rate variability in patients with insomnia disorder: a systematic review and meta-analysis” Authors: Zhao and Jiang Key Finding: Across 17 studies and 921 participants, insomnia showed only mild, non-significant reductions in HRV measures such as SDNN and HF-norm. The review emphasizes methodological variability and suggests that chronic insomnia’s autonomic signature is subtle and context-dependent. Link: https://link.springer.com/article/10.1007/s11325-022-02720-0 Sleep Deprivation and HRV Publication: Frontiers in Neurology Title: “Effects of Sleep Deprivation on Heart Rate Variability: A Systematic Review and Meta-Analysis” Authors: Zhang, Niu, Ma, Wei, Zhang, and Du Key Finding: Eleven trials revealed consistent sympathetic dominance after sleep deprivation, as evidenced by decreased RMSSD, increased LF and LF/HF, and stable SDNN. These findings reinforce that RMSSD is the most sensitive marker of HRV for acute sleep loss and stress load. Link: https://www.frontiersin.org/journals/neurology/articles/10.3389/fneur.2025.1556784/full COMISA: Insomnia and Sleep Apnea Combined Publication: Scientific Reports Title: “Heart Rate Variability Analysis in Comorbid Insomnia and Sleep Apnea (COMISA)” Authors: Martín-Montero, Vaquerizo-Villar, García-Vicente, Gutiérrez-Tobal, Penzel, and Hornero Key Finding: Using over 5,000 overnight ECGs, COMISA patients showed reduced parasympathetic tone while awake and increased sympathetic drive during sleep. This dual imbalance likely explains elevated cardiovascular risk when both disorders coexist. Link: https://www.nature.com/articles/s41598-025-02541-7 Depression and HRV in Students Publication: Kompasiana Title: “Diagnosis of Depression Based on SDNN Indicator of Heart Rate Variability (HRV) in Students” Author: Widya P. Key Finding: In 120 university students aged 18–25, PHQ-9 depression scores correlated negatively with SDNN (r = –0.48, p < 0.001). An SDNN threshold of 50 ms identified moderate-to-severe depression with 82% sensitivity and 77% specificity, suggesting SDNN as a potential physiological adjunct to psychological screening. Link: https://www.kompasiana.com/ola7155/690eaadfed641503d4754d93/diagnosis-of-depression-based-on-sdnn-indicator-of-heart-rate-variability-hrv-in-students#google_vignette Post-PCI Inflammation and Wearable Data Integration Publication: PLOS ONE Title: “Multi-modal inflammatory risk modeling in post-PCI patients using behavioral and physiologic data” Author: Sanghee Kim Key Finding: In 312 post-PCI patients, combining wearable data (steps, sleep efficiency, HRV, SpO₂) with inflammatory biomarkers improved the prediction of hs-CRP reduction. The Transformer-based model achieved an AUC of 0.88, identifying step count and HRV as leading behavioral predictors of inflammation control. Link: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0336394 Sponsor Spotlight Optimal HRV — The app designed to make HRV tracking practical. The latest update introduces full multilingual support (17+ languages), a smoother onboarding process, guided device testing, and enhanced mindfulness playback. Recognition: 2026 Edison Awards Nominee for Innovation. Learn more: Search “Optimal HRV” in your app store.
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Nov 11, 2025 • 15min

This Week In HRV Edition

Studies & Resources Discussed   HRV Biofeedback for PTSD & Chronic Pain Publication: Journal of Affective Disorders Title: "Heart rate variability biofeedback improves co-occurring posttraumatic stress disorder and chronic pain symptoms: A randomised waitlist controlled trial" Key Finding: This is the first RCT for this co-occurring population. Just six weeks of HRV biofeedback (HRVBF) led to a 24.3% decrease in PTSD symptoms and a 24.9% reduction in pain interference. Biofeedback in Pediatric Care Publication: Cleveland Clinic ConsultQD Title: "Biofeedback Interventions With Psychotherapy in Pediatric Care: The Present and the Future" Key Finding: A clinical guide and call to action for integrating biofeedback (like HRV) with psychotherapy to make self-regulation a concrete, measurable skill for children (e.g., pairing HRV biofeedback with exposure therapy for phobias). Slow-Paced Contraction (SPC) Publication: Biosourcesoftware.com Title: "Add Slow-Paced Contraction to Your Practice" Key Finding: This article details the "how-to" for Slow-Paced Contraction, a vital alternative to slow-paced breathing for patients with contraindications (like severe COPD, kidney disease, or metabolic acidosis). Tai Chi & HRV Publication: Medicine Title: "Effects of a Tai Chi dance intervention on the autonomic nervous system in university students" Key Finding: A 16-week Tai Chi intervention was shown to be an effective method to prevent excessive declines in resting HRV in university students, building autonomic resilience. HRV & Non-Suicidal Self-Injury (NSSI) Publication: Taylor & Francis Online Title: "Association between heart rate variability and emotion dysregulation in adolescents with non-suicidal self-injury" Key Finding: This review frames reduced HRV as a key physiological marker of the Emotion Dysregulation and autonomic imbalance that underlies the distress leading to NSSI in adolescents. HRV in IPV Offenders Publication: Journal of Criminal Justice Title: "Diminished vagally mediated heart rate variability in a compassion-eliciting task in intimate partner violence offenders" Key Finding: Intimate Partner Violence (IPV) offenders showed lower vagally mediated HRV during a compassion-eliciting task, suggesting a diminished physiological capacity to connect with others' suffering. HRV & Heart Failure (HFrEF) Publication: Current Cardiology Reviews (via PMC) Title: "Heart Rate Variability and Heart Failure with Reduced Ejection Fraction: A Systematic Review of Literature" Key Finding: A systematic review concluding that autonomic impairment (low HRV) is a hallmark of HFrEF and that abnormally low HRV metrics are a powerful predictor of worse prognosis. HRV & Subclinical Thyroid Dysfunction Publication: Egyptian Journal of Radiology and Nuclear Medicine Title: "Heart rate variability and left atrial stiffness index... in subclinical thyroid dysfunction" Key Finding: Even subclinical thyroid disorders are linked to increased left atrial stiffness (heart stress). The subclinical hyperthyroid group also showed a significantly increased LF/HF ratio, indicating sympathetic dominance. Predicting Vasovagal Syncope Publication: European Heart Journal Title: "An autonomic function-based prediction model for cardioinhibitory vasovagal syncope" Key Finding: Standard HRV metrics could not differentiate syncope subtypes, but a related metric, Deceleration Capacity (DC), was a significant predictor, leading to a functional predictive model. HRV at High Altitude Publication: Journal of Family Medicine and Primary Care Title: "Normative data of heart rate variability in healthy populations residing at high altitudes..." Key Finding: This study establishes new HRV norms for a population living at 3500m, confirming their values differ from sea-level norms. It also found higher parasympathetic tone (RMSSD, pRR50) in females than males. HRV & Cognitive Workload Publication: BMC Nursing Title: "An integrative review of cognitive workload assessment for safety management" Key Finding: This review identifies ECG (for HRV), EEG, and EOG as the top three preferred physiological signals for objectively assessing cognitive workload in real-time, moving beyond subjective surveys. HRV & Shamanic Journeying Publication: Frontiers in Psychology Title: "Dynamic changes in cardiac function during shamanic journeying and Qigong meditation" Key Finding: A fascinating single-case study tracking HRV during shamanic states. Shamanic drumming, for example, decreased heart rate but increased parasympathetic metrics (RMSSD, pNN50), showing a unique physiological profile.
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Nov 6, 2025 • 47min

Integrating HRV Biofeedback and Substance Use Treatment — with Dr. David Eddie

Find the article here: https://jamanetwork.com/journals/jamapsychiatry/article-abstract/2839605 Episode Summary In this insightful episode of The Heart Rate Variability Podcast, host Matt Bennett sits down with Dr. David Eddie, a clinical psychologist and researcher at Massachusetts General Hospital and Assistant Professor at Harvard Medical School. Together, they explore how Heart Rate Variability (HRV) is transforming the landscape of addiction recovery, psychotherapy, and digital mental health. Dr. Eddie shares how HRV can serve as both a biomarker for relapse risk and a tool for emotional regulation, shedding light on how AI, wearable technology, and stress-detection algorithms could revolutionize real-time intervention in substance use treatment. Listeners will gain a deeper understanding of how HRV biofeedback, digital monitoring, and personalized algorithms can support clients in recovery, enhance self-awareness, and inform clinicians’ decision-making in psychotherapy. Key Topics Covered How Dr. David Eddie began his HRV journey during graduate research at Rutgers and the Recovery Research Institute. HRV as a biomarker for pathology and relapse risk in substance use disorder and mental health conditions. Developing stress-detection algorithms that leverage real-time HRV data through wearables and AI. Challenges of variability and individual differences in HRV data across populations. Integrating ecological momentary assessment (EMA) and ambulatory psychophysiological monitoring for clinical insights. How HRV biofeedback supports recovery and emotional regulation in psychotherapy and addiction treatment. Ethical and practical issues around proprietary algorithms, data transparency, and commercial wearables. The future of HRV research, AI integration, and passive monitoring in clinical psychology. Key Takeaways HRV is both a symptom and contributor to addiction and mental health challenges, offering potential for early detection of relapse risk. Wearables and AI can help clinicians intervene in real time — possibly preventing relapse or emotional crises before they occur. Personalized baselines and individual calibration are essential to improve algorithm accuracy for diverse populations. HRV biofeedback provides an accessible, evidence-based method to help clients build resilience, reduce craving, and regulate their nervous system. Future advances will make passive, scalable HRV monitoring a core element of digital mental health and recovery care. About the Guest Dr. David Eddie is a clinical psychologist and researcher at Massachusetts General Hospital’s Recovery Research Institute and the Center for Digital Mental Health, as well as an Assistant Professor of Psychiatry at Harvard Medical School. His work focuses on addiction recovery, psychophysiology, and integrating HRV into digital and clinical interventions. Follow his work at Recovery Research Institute or through Harvard Medical School publications.
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Nov 4, 2025 • 15min

This Week In HRV Edition

Show Notes Resource 1: Title: Associations between mental health disorder symptoms and cardiac function among Royal Canadian Mounted police cadets during the Cadet training program Authors: R.N. Carleton, T.A. Teckchandani, J.P. Neary, J.E. Samayoa, J.M.B. Khoury, K.Q. Maguire, G.P. Krätzig, & G.J.G. Asmundson Publication: Journal of Psychiatric Research Link: https://www.sciencedirect.com/science/article/pii/S0022395625006521 Resource 2: Title: Transgenerational effects of violence in adolescents exposed to grandmaternal intimate partner violence during pregnancy: Heart rate variability and DNA methylation Authors: Nayara Cristina dos Santos Oliveira, Aline Furtado Bastos, Fernanda Serpeloni, & Simone Gonçalves de Assis Publication: Behavioural Brain Research Link: https://www.sciencedirect.com/science/article/abs/pii/S0166432825004735 Resource 3: Title: The role of separation anxiety and autonomic dysregulation in pediatric vasovagal syncope. A cross-sectional study Authors: Gaia Cuzzocrea, Andrea Fontana, Cristiana Alessia Guido, Marta Mascanzoni, Alberto Spalice, Camilla Guccione, Angelos Halaris, Stephen Porges, Lucia Sideli, & Vincenzo Caretti Publication: Journal of Psychiatric Research Link: https://www.sciencedirect.com/science/article/abs/pii/S0022395625006351 Resource 4: Title: Acute cardiovascular and cerebral blood flow responses to high-frequency, low-amplitude vibration on the neck Authors: Viet Q Dinh, Malinda Hansen, K Austin Davis, Lindsey Peralez, & Caroline A Rickards Publication: Journal of Applied Physiology (via PMC) Link: https://pmc.ncbi.nlm.nih.gov/articles/PMC12551627/ Resource 5: Title: Autonomic Flexibility and Early Treatment Success: Heart Rate Variability Predicts Remission in First-Episode Psychosis Authors: Judith Rohde, Samantha Weber, Mateo de Bardeci, Aygün Ertuğrul, Grammato Amexi, Eva Schultz, & Sebastian Olbrich Publication: Schizophrenia Bulletin Link: https://academic.oup.com/schizophreniabulletin/advance-article/doi/10.1093/schbul/sbaf191/8305265?login=false Resource 6: Title: Interplay between key metabolic hormones, metabolic factors, renal function, and heart rate variability in humans with obesity Authors: Kitchaya Pongwattanapakin, Chit Care, Chantacha Sitticharoon, Kittikorn Tommy Wilasrusmee, Issarawan Keadkraichaiwat, Pailin Maikaew, & Rungnapa Sririwichitchai Publication: Scientific Reports Link: https://www.nature.com/articles/s41598-025-21757-1 Resource 7: Title: Metabolic Minute – Heart Rate Variability Authors: WCCB Web Staff (featuring Dr. Gary Rolband, Stephen Gage, and Matt Bennett) Publication: WCCB Charlotte Link: https://www.wccbcharlotte.com/2025/10/27/metabolic-minute-heart-rate-variability/  
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Oct 31, 2025 • 9min

Halloween Special

Show Notes Resource 1: Title: Top 50 scariest movies of 2025 (and Fright Night Physiology) Publication: WISN.com / Science of Scare Project Link: https://www.wisn.com/article/top-50-scariest-movies-2025/69140286 Resource 2: Title: Heart Rate Variability as a Key to Regulation and Stress Author: D. N. Solomon Publication: Psychology Today Link: https://www.psychologytoday.com/us/blog/the-narrative-nurse-practitioner/202412/heart-rate-variability-as-a-key-to-regulation-and Resource 3: Title: Haunted House, Healthy Heart Publication: Business Health Trust Link: https://businesshealthtrust.com/news_insights/haunted-house-healthy-heart/ Resource 4: Title: Why Do We Love Being Scared? The Science Behind Horror Movies Author: A. Bennett Publication: Promega Connections Link: https://www.promegaconnections.com/the-science-behind-horror-movies/ Resource 5: Title: Playing With Fear: A Field Study in Recreational Horror Authors: M. M. Andersen, A. Coltan, et al. Publication: PMC (via Emotion) Link: httpss://pmc.ncbi.nlm.nih.gov/articles/PMC7734554/ Resource 6: Title: Scared together: Heart rate synchrony and social closeness in a high-intensity horror setting Authors: M. M. Andersen, et al. Publication: PubMed (via Psychological Science) Link: https://pubmed.ncbi.nlm.nih.gov/40720311/ Resource 7: Title: I tracked my heart rate through the 10 haunted houses of Halloween Horror Nights... Author: K. Weekman Publication: Yahoo.com Link: https://www.yahoo.com/entertainment/article/i-tracked-my-heart-rate-through-the-10-haunted-houses-of-halloween-horror-nights-heres-what-scared-me-most-180025551.html
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Oct 28, 2025 • 22min

This Week In HRV Edition

Show Notes Resource 1: Title: Pleasant odors specifically promote a soothing autonomic response and brain–body coupling through respiratory modulation Authors: Valentin Ghibaudo, Matthias Turrel, Jules Granget, Maëlys Souilhol, Samuel Garcia, Jane Plailly & Nathalie Buonviso Publication: Scientific Reports Link: https://www.nature.com/articles/s41598-025-20422-x Resource 2: Title: Improved non-invasive detection of sleep stages when combining skin sympathetic nerve activity and heart rate variability analysis with AI Authors: Md. Aktaruzzaman & Thomas H. Everett IV Publication: Scientific Reports Link: https://www.nature.com/articles/s41598-025-20282-5 Resource 3: Title: Increased sleep apnea-specific hypoxic burden is independently associated with cardiovascular autonomic dysfunction in obstructive sleep apnea: A large-scale study Authors: Chenyang Li, Zhenger Zhou, Xiaozhen Zhang, Enhui Zhou, Tianjiao Zhou, Jingyu Zhang, Xinyi Li, Jianyin Zou, Huajun Xu, Jian Guan, Yupu Liu, Suru Liu, Xiaoyue Zhu, Weijun Huang, Hongliang Yi, Shankai Yin Publication: Sleep Medicine Link: https://www.sciencedirect.com/science/article/abs/pii/S1389945725005386 Resource 4: Title: Strengthening the heart by means of a gratitude intervention? Authors: Andreas R. Schwerdtfeger, Claudia Traunmüller, Bernhard Weber & Christian Rominger Publication: The Journal of Positive Psychology Link: https://www.tandfonline.com/doi/full/10.1080/17439760.2025.2574048?af=R#abstract Resource 5: Title: Child and marital stress are associated with a psychophysiological index of self-regulatory capacities among parents of preschool children Authors: Sasha MacNeil, Chelsea da Estrela, Warren Caldwell, Jean-Philippe Gouin Publication: International Journal of Psychophysiology Link: https://www.sciencedirect.com/science/article/pii/S0167876025007470?via%3Dihub Resource 6: Title: Factors influencing heart rate variability in nurses following night shifts: a prospective observational clinical study Authors: Taihe Zhan, Ziying Zhang, Zhimin Shi, Hongyan Xie, Daogang Zha & Xiumei Wei Publication: BMC Nursing Link: httpsD://bmcnurs.biomedcentral.com/articles/10.1186/s12912-025-03975-0 Resource 7: Title: Heart Rate Variability Biofeedback and Mental Stress Myocardial Flow Reserve: A Randomized Clinical Trial Authors: Amit J. Shah, Paolo Raggi, Hua She, et al. Publication: JAMA Network Open Link: https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2840378 Resource 8: Title: VCU research in action: Teaching patients to take a deep breath Author: Olivia Trani Publication: VCU News Link: https://news.vcu.edu/article/2025/10/vcu-research-in-action-teaching-patients-to-take-a-deep-breath
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Oct 23, 2025 • 20min

What is Resonance Frequency Breathing - Explained

Resonance Frequency Breathing Explained In this solo episode of the Heart Rate Variability Podcast, Matt Bennett explores the science and practicality of resonance frequency breathing, a term he notices is often misused. He introduces his AI counterpart, AI Matt, to present the research on resonance frequency breathing, which involves finding a natural rhythm for breathing that aligns with the body's optimal pace. Matt aims to delve into the correct usage of this term, discuss its scientific basis, and share practical applications in the episode. Resonance Frequency Breathing Techniques Matt discussed resonance frequency breathing, explaining that while 6 breaths per minute is often cited, the actual rate can vary based on factors like height. He noted that trained biofeedback practitioners have observed rates as low as 3.5 breaths per minute in special operators and professional athletes. Matt emphasized the importance of synchronization between the heart, breath, and nervous system, as well as the impact on brain functioning. Resonance Frequency Breathing Assessment Matt discussed the concept of resonance frequency breathing, noting that while research suggests an average of 6 breaths per minute, individual rates can vary widely. He explained that resonance frequency assessments involve gradually reducing breathing rate from 7 to 3.5 breaths per minute to find the rate that maximizes HRV. Matt emphasized that while height may influence resonance frequency, factors like fitness and body mass could also affect it, particularly for former athletes. He recommended practicing paced breathing before taking the assessment and suggested that repeated testing might show small changes in breathing rate over time. Breathing Patterns and Resonance Frequency Matt discussed the importance of regularly reassessing one's resonance frequency breathing to ensure accuracy, especially if consistent readings are obtained over several months without significant lifestyle changes. He shared his personal experience with adjusting his breathing patterns, including experimenting with a 4.5 to 3.5 breaths per minute rate and a 2:1 inhale-to-exhale ratio, inspired by recent research suggesting extended exhales can improve low-frequency heart rate variability. Matt emphasized the significance of personalized assessments using tools like the OptimalHRV app to determine optimal breathing patterns and encouraged others to explore different breathing techniques for maximum impact. Residence Frequency Breathing Assessment Matt discussed the importance of practicing residence frequency breathing assessment and emphasized the value of this technique in maximizing breathwork practices. He noted that while the concept is gaining recognition among fitness influencers and in peer-reviewed research, the full impact of the science is often overlooked in blog posts. Matt planned to include relevant research in the show notes and promised to cover this topic further in the next episode.
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Oct 21, 2025 • 25min

This Week In HRV Edition

Show Notes Resource 1: Title: The relationship between heart rate variability and affective disorders: associations with symptomatic improvement and therapeutic alliance Authors: Alexandra F. Gonçalves, Eugénia Ribeiro, Adriana Sampaio, Natividade S. Couto-Pereira, Pedro Moreira & Joana F. Coutinho Publication: BMC Psychology Link: https://bmcpsychology.biomedcentral.com/articles/10.1186/s40359-025-02960-1 Resource 2: Title: Development and validation of the socio-evaluative N-back task to investigate the impact of acute social stress on working memory Authors: Matthias Haucke, Sabrina Golde & Stephan Heinzel Publication: Scientific Reports Link: https://www.nature.com/articles/s41598-025-22611-0 Resource 3: Title: Panic Attack Prediction for Patients With Panic Disorder via Machine Learning and Wearable Electrocardiography Monitoring: Model Development and Validation Study Authors: Hayoung Oh, Hunmin Do, Chaehyun Maeng, Jinsuk Park, Taejun Yoon, Jihwan Kim, Hyeran Hwang, Seoin Choi, & Piao Huilin Publication: Journal of Medical Internet Research Link: https://www.jmir.org/2025/1/e69045 Resource 4: Title: Non-invasive cardiovascular risk stratification in type 2 diabetes: a pulse wave and pulse rate variability analysis with machine learning Authors: Saurav Kumar, Apakrita Tayade, Amber Shrivastava, & Ravi Bhallamudi Publication: Biomedical Signal Processing and Control (via Science Direct) Link: https://www.sciencedirect.com/science/article/abs/pii/S1746809425014491 Resource 5: Title: How Tracking Your Health Metrics Can Help You Live Longer Author: Alice Park (Interview with Zahi Fayad) Publication: TIME Link: https://time.com/7324741/health-metrics-tracking-live-longer/ Resource 6: Title: Stressed at Work? Your Heart Disease Risk Just Jumped 50%. Here’s the One Number That Shows How to Fight Back Author: Julien Raby Publication: BoxLife Magazine Link: https://boxlifemagazine.com/boost-heart-resilience-by-tracking-hrv/ Resource 7: Title: “Resonance Breathing” Is The Anti-Stress Hack You Can Do Anywhere Author: Carolyn Steber Publication: Bustle Link: https://www.bustle.com/wellness/resonance-frequency-breathing-stress-hack

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