Skip to main content
Top
Gepubliceerd in: Mindfulness 6/2023

24-05-2023 | ORIGINAL PAPER

Zoom-Based Mindfulness-Oriented Recovery Enhancement Plus Just-in-Time Mindfulness Practice Triggered by Wearable Sensors for Opioid Craving and Chronic Pain

Auteurs: Eric L. Garland, Bhanu T. Gullapalli, Kort C. Prince, Adam W. Hanley, Mathias Sanyer, Mark Tuomenoksa, Tauhidur Rahman

Gepubliceerd in: Mindfulness | Uitgave 6/2023

Log in om toegang te krijgen
share
DELEN

Deel dit onderdeel of sectie (kopieer de link)

  • Optie A:
    Klik op de rechtermuisknop op de link en selecteer de optie “linkadres kopiëren”
  • Optie B:
    Deel de link per e-mail

Abstract

Objective

The opioid crisis in the USA remains severe during the COVID-19 pandemic, which has reduced access to evidence-based interventions. This Stage 1 randomized controlled trial (RCT) assessed the preliminary efficacy of Zoom-based Mindfulness-Oriented Recovery Enhancement (MORE) plus Just-in-Time Adaptive Intervention (JITAI) prompts to practice mindfulness triggered by wearable sensors (MORE + JITAI).

Method

Opioid-treated chronic pain patients (n = 63) were randomized to MORE + JITAI or a Zoom-based supportive group (SG) psychotherapy control. Participants completed ecological momentary assessments (EMA) of craving and pain (co-primary outcomes), as well as positive affect, and stress at one random probe per day for 90 days. EMA probes were also triggered when a wearable sensor detected the presence of physiological stress, as indicated by changes in heart rate variability (HRV), at which time participants in MORE + JITAI were prompted by an app to engage in audio-guided mindfulness practice.

Results

EMA showed significantly greater reductions in craving, pain, and stress, and increased positive affect over time for participants in MORE + JITAI than for participants in SG. JITAI-initiated mindfulness practice was associated with significant improvements in these variables, as well as increases in HRV. Machine learning predicted JITAI-initiated mindfulness practice effectiveness with reasonable sensitivity and specificity.

Conclusions

In this pilot trial, MORE + JITAI demonstrated preliminary efficacy for reducing opioid craving and pain, two factors implicated in opioid misuse. MORE + JITAI is a promising intervention that warrants investigation in a fully powered RCT.

Preregistration

This study is registered on ClinicalTrials.gov (NCT04567043).
Literatuur
go back to reference Alinia, P., Sah, R. K., McDonell, M., Pendry, P., Parent, S., Ghasemzadeh, H., & Cleveland, M. J. (2021). Associations between physiological signals captured using wearable sensors and self-reported outcomes among adults in alcohol use disorder recovery: development and usability study. JMIR Formative Research, 5(7), e27891. https://doi.org/10.2196/27891CrossRefPubMedPubMedCentral Alinia, P., Sah, R. K., McDonell, M., Pendry, P., Parent, S., Ghasemzadeh, H., & Cleveland, M. J. (2021). Associations between physiological signals captured using wearable sensors and self-reported outcomes among adults in alcohol use disorder recovery: development and usability study. JMIR Formative Research, 5(7), e27891. https://​doi.​org/​10.​2196/​27891CrossRefPubMedPubMedCentral
go back to reference Cooperman, N. A., Hanley, A. W., Kline, A., & Garland, E. L. (2021). A pilot randomized clinical trial of mindfulness-oriented recovery enhancement as an adjunct to methadone treatment for people with opioid use disorder and chronic pain: impact on illicit drug use, health, and well-being. Journal of Substance Abuse Treatment, 127, 108468. https://doi.org/10.1016/j.jsat.2021.108468 Cooperman, N. A., Hanley, A. W., Kline, A., & Garland, E. L. (2021). A pilot randomized clinical trial of mindfulness-oriented recovery enhancement as an adjunct to methadone treatment for people with opioid use disorder and chronic pain: impact on illicit drug use, health, and well-being. Journal of Substance Abuse Treatment, 127, 108468. https://​doi.​org/​10.​1016/​j.​jsat.​2021.​108468
go back to reference Csikszentmihalyi, M., & Larson, R. (2014). Validity and reliability of the experience-sampling method. In Flow and the foundations of positive psychology (35–54). Springer. Csikszentmihalyi, M., & Larson, R. (2014). Validity and reliability of the experience-sampling method. In Flow and the foundations of positive psychology (35–54). Springer.
go back to reference Dan, D. K., Herschell, A. D., Bodea-Crisan, T., Schake, P. L., & Gavin, J. G. (2020). The Core 4 Clinical Model: Strengthening the rural behavioral health workforce through a focus on foundational clinical skills. Journal of Rural Mental Health, 44(2), 118–128. https://doi.org/10.1037/rmh0000133CrossRef Dan, D. K., Herschell, A. D., Bodea-Crisan, T., Schake, P. L., & Gavin, J. G. (2020). The Core 4 Clinical Model: Strengthening the rural behavioral health workforce through a focus on foundational clinical skills. Journal of Rural Mental Health, 44(2), 118–128. https://​doi.​org/​10.​1037/​rmh0000133CrossRef
go back to reference Föhr, T., Tolvanen, A., Myllymäki, T., Järvelä-Reijonen, E., Rantala, S., Korpela, R., Peuhkuri, K., Kolehmainen, M., Puttonen, S., & Lappalainen, R. (2015). Subjective stress, objective heart rate variability-based stress, and recovery on workdays among overweight and psychologically distressed individuals: A cross-sectional study. Journal of Occupational Medicine and Toxicology, 10(1), 39. https://doi.org/10.1186/s12995-015-0081-6CrossRefPubMedPubMedCentral Föhr, T., Tolvanen, A., Myllymäki, T., Järvelä-Reijonen, E., Rantala, S., Korpela, R., Peuhkuri, K., Kolehmainen, M., Puttonen, S., & Lappalainen, R. (2015). Subjective stress, objective heart rate variability-based stress, and recovery on workdays among overweight and psychologically distressed individuals: A cross-sectional study. Journal of Occupational Medicine and Toxicology, 10(1), 39. https://​doi.​org/​10.​1186/​s12995-015-0081-6CrossRefPubMedPubMedCentral
go back to reference Garland, E. L., Hanley, A. W., Riquino, M. R., Reese, S. E., Baker, A. K., Salas, K., Yack, B. P., Bedford, C. E., Bryan, M. A., Atchley, R., Nakamura, Y., Froeliger, B., & Howard, M. O. (2019c). Mindfulness-oriented recovery enhancement reduces opioid misuse risk via analgesic and positive psychological mechanisms: A randomized controlled trial. Journal of Consulting and Clinical Psychology, 87(10), 927–940. https://doi.org/10.1037/ccp0000390CrossRefPubMedPubMedCentral Garland, E. L., Hanley, A. W., Riquino, M. R., Reese, S. E., Baker, A. K., Salas, K., Yack, B. P., Bedford, C. E., Bryan, M. A., Atchley, R., Nakamura, Y., Froeliger, B., & Howard, M. O. (2019c). Mindfulness-oriented recovery enhancement reduces opioid misuse risk via analgesic and positive psychological mechanisms: A randomized controlled trial. Journal of Consulting and Clinical Psychology, 87(10), 927–940. https://​doi.​org/​10.​1037/​ccp0000390CrossRefPubMedPubMedCentral
go back to reference Garland, E. L. (2013). Mindfulness-oriented recovery enhancement for addiction, stress, and pain. NASW Press. Garland, E. L. (2013). Mindfulness-oriented recovery enhancement for addiction, stress, and pain. NASW Press.
go back to reference Gullapalli, B. T., Natarajan, A., Angarita, G. A., Malison, R. T., Ganesan, D., & Rahman, T. (2019). On-body sensing of cocaine craving, euphoria and drug-seeking behavior using cardiac and respiratory signals. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 3(2), 1–31. https://doi.org/10.1145/3328917CrossRef Gullapalli, B. T., Natarajan, A., Angarita, G. A., Malison, R. T., Ganesan, D., & Rahman, T. (2019). On-body sensing of cocaine craving, euphoria and drug-seeking behavior using cardiac and respiratory signals. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 3(2), 1–31. https://​doi.​org/​10.​1145/​3328917CrossRef
go back to reference Gullapalli, B. T., Carreiro, S., Chapman, B. P., Ganesan, D., Sjoquist, J., & Rahman, T. (2021). OpiTrack: A wearable-based clinical opioid use tracker with temporal convolutional attention networks. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 5(3), 1–29. https://doi.org/10.1145/3478107CrossRef Gullapalli, B. T., Carreiro, S., Chapman, B. P., Ganesan, D., Sjoquist, J., & Rahman, T. (2021). OpiTrack: A wearable-based clinical opioid use tracker with temporal convolutional attention networks. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 5(3), 1–29. https://​doi.​org/​10.​1145/​3478107CrossRef
go back to reference Kuyken, W., Hayes, R., Barrett, B., Byng, R., Dalgleish, T., Kessler, D., Lewis, G., Watkins, E., Brejcha, C., & Cardy, J. (2015). Effectiveness and cost-effectiveness of mindfulness-based cognitive therapy compared with maintenance antidepressant treatment in the prevention of depressive relapse or recurrence (PREVENT): A randomised controlled trial. The Lancet, 386(9988), 63–73. https://doi.org/10.1016/S0140-6736(14)62222-4CrossRef Kuyken, W., Hayes, R., Barrett, B., Byng, R., Dalgleish, T., Kessler, D., Lewis, G., Watkins, E., Brejcha, C., & Cardy, J. (2015). Effectiveness and cost-effectiveness of mindfulness-based cognitive therapy compared with maintenance antidepressant treatment in the prevention of depressive relapse or recurrence (PREVENT): A randomised controlled trial. The Lancet, 386(9988), 63–73. https://​doi.​org/​10.​1016/​S0140-6736(14)62222-4CrossRef
go back to reference Lindsay, E. K., Chin, B., Greco, C. M., Young, S., Brown, K. W., Wright, A. G., Smyth, J. M., Burkett, D., & Creswell, J. D. (2018). How mindfulness training promotes positive emotions: Dismantling acceptance skills training in two randomized controlled trials. Journal of Personality and Social Psychology, 115(6), 944–973. https://doi.org/10.1037/pspa0000134CrossRefPubMedPubMedCentral Lindsay, E. K., Chin, B., Greco, C. M., Young, S., Brown, K. W., Wright, A. G., Smyth, J. M., Burkett, D., & Creswell, J. D. (2018). How mindfulness training promotes positive emotions: Dismantling acceptance skills training in two randomized controlled trials. Journal of Personality and Social Psychology, 115(6), 944–973. https://​doi.​org/​10.​1037/​pspa0000134CrossRefPubMedPubMedCentral
go back to reference Maisto, S. A., McKay, J. R., & Connors, G. J. (1990). Self-report issues in substance abuse: state of the art and future directions. Behavioral Assessment, 12(1), 117–134. Maisto, S. A., McKay, J. R., & Connors, G. J. (1990). Self-report issues in substance abuse: state of the art and future directions. Behavioral Assessment, 12(1), 117–134.
go back to reference Murray, D. W., Ridenour, T. A., Swingler, M. M., Morgan, A., & Hegarty-Craver, M. (2022). Feasibility of combining biosensor and ecological momentary assessment to measure stress experiences among economically disadvantaged adolescents. Stress and Health. https://doi.org/10.1002/smi.3211 Murray, D. W., Ridenour, T. A., Swingler, M. M., Morgan, A., & Hegarty-Craver, M. (2022). Feasibility of combining biosensor and ecological momentary assessment to measure stress experiences among economically disadvantaged adolescents. Stress and Health. https://​doi.​org/​10.​1002/​smi.​3211
go back to reference Pedregosa, F., Varoquaux, G., Gramfort, A., Michel, V., Thirion, B., Grisel, O., Blondel, M., Prettenhofer, P., Weiss, R., & Dubourg, V. (2011). Scikit-learn: Machine learning in Python. The Journal of Machine Learning Research, 12, 2825–2830. Pedregosa, F., Varoquaux, G., Gramfort, A., Michel, V., Thirion, B., Grisel, O., Blondel, M., Prettenhofer, P., Weiss, R., & Dubourg, V. (2011). Scikit-learn: Machine learning in Python. The Journal of Machine Learning Research, 12, 2825–2830.
go back to reference Rogers, C. (2003). Client-centered therapy: Its current practice, implications, and theory. Constable. Rogers, C. (2003). Client-centered therapy: Its current practice, implications, and theory. Constable.
go back to reference Rusko, H., Rönkä, T., Uusitalo, A., Kinnunen, U., Mauno, S., Feldt, T., Kinnunen, M. L., Martinmäki, K., Hirvonen, A., & Hyttinen, S. (2006). Stress and relaxation during sleep and awake time, and their associations with free salivary cortisol after awakening. Nordic Ergonomics Society Congress. Rusko, H., Rönkä, T., Uusitalo, A., Kinnunen, U., Mauno, S., Feldt, T., Kinnunen, M. L., Martinmäki, K., Hirvonen, A., & Hyttinen, S. (2006). Stress and relaxation during sleep and awake time, and their associations with free salivary cortisol after awakening. Nordic Ergonomics Society Congress.
go back to reference Sandulescu, V., Andrews, S., Ellis, D., Bellotto, N., & Mozos, O. M. (2015). Stress detection using wearable physiological sensors. Artificial Computation in Biology and Medicine: International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2015, Elche, Spain, June 1–5, 2015, Proceedings, Part I 6, 526–532. Sandulescu, V., Andrews, S., Ellis, D., Bellotto, N., & Mozos, O. M. (2015). Stress detection using wearable physiological sensors. Artificial Computation in Biology and Medicine: International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2015, Elche, Spain, June 1–5, 2015, Proceedings, Part I 6, 526–532.
go back to reference Stasinopoulos, M. D., Rigby, R. A., Heller, G. Z., Voudouris, V., & De Bastiani, F. (2017). Flexible regression and smoothing: Using GAMLSS in R. CRC Press.CrossRef Stasinopoulos, M. D., Rigby, R. A., Heller, G. Z., Voudouris, V., & De Bastiani, F. (2017). Flexible regression and smoothing: Using GAMLSS in R. CRC Press.CrossRef
go back to reference Teisala, T., Mutikainen, S., Tolvanen, A., Rottensteiner, M., Leskinen, T., Kaprio, J., Kolehmainen, M., Rusko, H., & Kujala, U. M. (2014). Associations of physical activity, fitness, and body composition with heart rate variability–based indicators of stress and recovery on workdays: A cross-sectional study. Journal of Occupational Medicine and Toxicology, 9(1), 16. https://doi.org/10.1186/1745-6673-9-16CrossRefPubMedPubMedCentral Teisala, T., Mutikainen, S., Tolvanen, A., Rottensteiner, M., Leskinen, T., Kaprio, J., Kolehmainen, M., Rusko, H., & Kujala, U. M. (2014). Associations of physical activity, fitness, and body composition with heart rate variability–based indicators of stress and recovery on workdays: A cross-sectional study. Journal of Occupational Medicine and Toxicology, 9(1), 16. https://​doi.​org/​10.​1186/​1745-6673-9-16CrossRefPubMedPubMedCentral
go back to reference Valentine, L. M., Donofry, S. D., Broman, R. B., Smith, E. R., Rauch, S. A., & Sexton, M. B. (2020). Comparing PTSD treatment retention among survivors of military sexual trauma utilizing clinical video technology and in-person approaches. Journal of Telemedicine and Telecare, 26(7–8), 443–451. https://doi.org/10.1177/1357633X19832419CrossRefPubMed Valentine, L. M., Donofry, S. D., Broman, R. B., Smith, E. R., Rauch, S. A., & Sexton, M. B. (2020). Comparing PTSD treatment retention among survivors of military sexual trauma utilizing clinical video technology and in-person approaches. Journal of Telemedicine and Telecare, 26(7–8), 443–451. https://​doi.​org/​10.​1177/​1357633X19832419​CrossRefPubMed
go back to reference Ziadni, M. S., Gonzalez-Castro, L., Anderson, S., Krishnamurthy, P., & Darnall, B. D. (2021). Efficacy of a single-session “Empowered Relief” Zoom-delivered group intervention for chronic pain: randomized controlled trial conducted during the COVID-19 pandemic. Journal of Medical Internet Research, 23(9), e29672. https://doi.org/10.2196/29672CrossRefPubMedPubMedCentral Ziadni, M. S., Gonzalez-Castro, L., Anderson, S., Krishnamurthy, P., & Darnall, B. D. (2021). Efficacy of a single-session “Empowered Relief” Zoom-delivered group intervention for chronic pain: randomized controlled trial conducted during the COVID-19 pandemic. Journal of Medical Internet Research, 23(9), e29672. https://​doi.​org/​10.​2196/​29672CrossRefPubMedPubMedCentral
Metagegevens
Titel
Zoom-Based Mindfulness-Oriented Recovery Enhancement Plus Just-in-Time Mindfulness Practice Triggered by Wearable Sensors for Opioid Craving and Chronic Pain
Auteurs
Eric L. Garland
Bhanu T. Gullapalli
Kort C. Prince
Adam W. Hanley
Mathias Sanyer
Mark Tuomenoksa
Tauhidur Rahman
Publicatiedatum
24-05-2023
Uitgeverij
Springer US
Gepubliceerd in
Mindfulness / Uitgave 6/2023
Print ISSN: 1868-8527
Elektronisch ISSN: 1868-8535
DOI
https://doi.org/10.1007/s12671-023-02137-0

Andere artikelen Uitgave 6/2023

Mindfulness 6/2023 Naar de uitgave