Quantifying uncertainty in transdimensional Markov chain Monte Carlo using discrete Markov models

Purpose of Review Digital cognitive behavioral therapy (dCBT) has been available for over a decade. We reviewed the evidence that accumulated over the past 5 years and discuss the implications for introducing dCBT into standard healthcare. Recent Findings Studies have consistently supported the use of dCBT to treat insomnia. Evidence is now demonstrating large short-term effects and smaller long-term effects up to 1.5 years after treatment across populations with various co-occurring health problems. The effects also extend into a range of psychological well-being factors. Mediators and moderators have been studied to understand mechanisms and create new opportunities to enhance effectiveness and reduce dropout. Incorporating personalized guidance in dCBT may further enhance effectiveness. Summary The evidence for dCBT for insomnia is strong and suggests that dCBT is ready for application in standard healthcare. Further research, digital innovation, and development of effective implementation methods are required to ensure dCBT fulfills its potential.

[1]  A. van Straten,et al.  Cognitive processes mediate the effects of insomnia treatment: evidence from a randomized wait-list controlled trial. , 2019, Sleep medicine.

[2]  G. Andersson,et al.  Proof of Concept for an Adaptive Treatment Strategy to Prevent Failures in Internet-Delivered CBT: A Single-Blind Randomized Clinical Trial With Insomnia Patients. , 2019, The American journal of psychiatry.

[3]  S. Pallesen,et al.  Long-Term Effects of an Unguided Online Cognitive Behavioral Therapy for Chronic Insomnia. , 2019, Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine.

[4]  S. Kyle,et al.  Effect of Digital Cognitive Behavioral Therapy for Insomnia on Health, Psychological Well-being, and Sleep-Related Quality of Life: A Randomized Clinical Trial , 2019, JAMA psychiatry.

[5]  Daniel J Buysse,et al.  Internet-Based Cognitive-Behavioral Therapy for Insomnia in Adults With Asthma: A Pilot Study , 2018, Behavioral sleep medicine.

[6]  H. Christensen,et al.  Adjunctive Internet-delivered cognitive behavioural therapy for insomnia in men with depression: A randomised controlled trial , 2018, The Australian and New Zealand journal of psychiatry.

[7]  Andreas Maercker,et al.  Randomized Controlled Trial to Test the Efficacy of an Unguided Online Intervention with Automated Feedback for the Treatment of Insomnia , 2018, Behavioural and Cognitive Psychotherapy.

[8]  A. Luik,et al.  Efficacy of digital CBT for insomnia to reduce depression across demographic groups: a randomized trial , 2018, Psychological Medicine.

[9]  S. Kyle,et al.  Does online insomnia treatment reduce depressive symptoms? A randomized controlled trial in individuals with both insomnia and depressive symptoms , 2018, Psychological Medicine.

[10]  H. Christensen,et al.  Online insomnia treatment and the reduction of anxiety symptoms as a secondary outcome in a randomised controlled trial: The role of cognitive-behavioural factors , 2018, Australian and New Zealand journal of psychiatry (Print).

[11]  A. Harvey,et al.  Internet-delivered cognitive-behavioral therapy for insomnia and comorbid symptoms , 2018, Internet interventions.

[12]  L. Ritterband,et al.  Internet-Delivered Cognitive-Behavioral Therapy for Insomnia in Breast Cancer Survivors: A Randomized Controlled Trial , 2018, Journal of the National Cancer Institute.

[13]  H. Christensen,et al.  Digitally-delivered cognitive-behavioural therapy for youth insomnia: A systematic review , 2018, Internet interventions.

[14]  G. Andersson,et al.  Internet-based vs. face-to-face cognitive behavior therapy for psychiatric and somatic disorders: an updated systematic review and meta-analysis , 2018, Cognitive behaviour therapy.

[15]  Philip I. Chow,et al.  Cognitive mechanisms of sleep outcomes in a randomized clinical trial of internet-based cognitive behavioral therapy for insomnia. , 2017, Sleep medicine.

[16]  T. Paunio,et al.  European guideline for the diagnosis and treatment of insomnia , 2017, Journal of sleep research.

[17]  G. Andersson,et al.  Internet-Assisted Cognitive Behavioral Therapy. , 2017, The Psychiatric clinics of North America.

[18]  Paul J. Harrison,et al.  The effects of improving sleep on mental health (OASIS): a randomised controlled trial with mediation analysis , 2017, The lancet. Psychiatry.

[19]  H. Christensen,et al.  Trajectories of change and long-term outcomes in a randomised controlled trial of internet-based insomnia treatment to prevent depression , 2017, BJPsych Open.

[20]  G. Davies,et al.  Feasibility of a UK community-based, eTherapy mental health service in Greater Manchester: repeated-measures and between-groups study of ‘Living Life to the Full Interactive’, ‘Sleepio’ and ‘Breaking Free Online’ at ‘Self Help Services’ , 2017, BMJ Open.

[21]  R. Mehra,et al.  "Go! to Sleep": A Web-Based Therapy for Insomnia. , 2017, Telemedicine journal and e-health : the official journal of the American Telemedicine Association.

[22]  Daniel J. Taylor,et al.  Internet and In-Person Cognitive Behavioral Therapy for Insomnia in Military Personnel: A Randomized Clinical Trial , 2017, Sleep.

[23]  S. Kyle,et al.  Digital Cognitive Behavioral Therapy (dCBT) for Insomnia: a State-of-the-Science Review , 2017, Current Sleep Medicine Reports.

[24]  M. O’Donnell,et al.  Sleep to Lower Elevated Blood Pressure: A Randomized Controlled Trial (SLEPT) , 2017, American journal of hypertension.

[25]  Jaap Lancee,et al.  Cognitive and behavioral therapies in the treatment of insomnia: A meta-analysis. , 2017, Sleep medicine reviews.

[26]  Willem-Paul Brinkman,et al.  Reminders make people adhere better to a self-help sleep intervention , 2016, Health and technology.

[27]  L. Ritterband,et al.  Efficacy of internet-delivered cognitive-behavioral therapy for insomnia - A systematic review and meta-analysis of randomized controlled trials. , 2016, Sleep medicine reviews.

[28]  Samuel Kuna,et al.  Feasibility of Group Cognitive-Behavioral Treatment of Insomnia Delivered by Clinical Video Telehealth. , 2016, Telemedicine journal and e-health : the official journal of the American Telemedicine Association.

[29]  F. Smit,et al.  Internet-Based Cognitive Behavioral Therapy for Insomnia: A Health Economic Evaluation. , 2016, Sleep.

[30]  F. J. V. van Steensel,et al.  Cost-Effectiveness of Group and Internet Cognitive Behavioral Therapy for Insomnia in Adolescents: Results from a Randomized Controlled Trial. , 2016, Sleep.

[31]  S. Kyle,et al.  Treating Depression and Anxiety with Digital Cognitive Behavioural Therapy for Insomnia: A Real World NHS Evaluation Using Standardized Outcome Measures , 2016, Behavioural and Cognitive Psychotherapy.

[32]  A. Rowe,et al.  Internet-delivered cognitive behavior therapy for anxiety and insomnia in a higher education context , 2016, Anxiety, stress, and coping.

[33]  C. Rück,et al.  Three-Year Follow-Up of Insomnia and Hypnotics after Controlled Internet Treatment for Insomnia. , 2016, Sleep.

[34]  G. Andersson,et al.  Internet-Delivered Cognitive-Behavior Therapy for Tinnitus: A Randomized Controlled Trial , 2016, Psychosomatic medicine.

[35]  A. Luik,et al.  Sleep and Productivity Benefits of Digital Cognitive Behavioral Therapy for Insomnia: A Randomized Controlled Trial Conducted in the Workplace Environment , 2016, Journal of occupational and environmental medicine.

[36]  Rachel Manber,et al.  CBT-I Coach: A Description and Clinician Perceptions of a Mobile App for Cognitive Behavioral Therapy for Insomnia. , 2016, Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine.

[37]  N. Lindefors,et al.  Facilitating and hindering factors in Internet-delivered treatment for insomnia and depression☆☆☆ , 2016, Internet interventions.

[38]  P. Cuijpers,et al.  Cost-effectiveness of i-Sleep, a guided online CBT intervention, for patients with insomnia in general practice: protocol of a pragmatic randomized controlled trial , 2016, BMC Psychiatry.

[39]  S. Kyle,et al.  The Pros and Cons of Getting Engaged in an Online Social Community Embedded Within Digital Cognitive Behavioral Therapy for Insomnia: Survey Among Users , 2016, Journal of medical Internet research.

[40]  Lee M Ritterband,et al.  Effectiveness of an online insomnia program (SHUTi) for prevention of depressive episodes (the GoodNight Study): a randomised controlled trial. , 2016, The lancet. Psychiatry.

[41]  M. Rogers,et al.  Internet-Delivered Cognitive Behavioral Therapy to Treat Insomnia: A Systematic Review and Meta-Analysis , 2016, PloS one.

[42]  F. Oort,et al.  Efficacy of Cognitive Behavioral Therapy for Insomnia in Adolescents: A Randomized Controlled Trial with Internet Therapy, Group Therapy and A Waiting List Condition. , 2015, Sleep.

[43]  L. Ho,et al.  Predictors of dropout from internet-based self-help cognitive behavioral therapy for insomnia. , 2015, Behaviour research and therapy.

[44]  Corine H. G. Horsch,et al.  Adherence to Technology-Mediated Insomnia Treatment: A Meta-Analysis, Interviews, and Focus Groups , 2015, Journal of medical Internet research.

[45]  Nils Lindefors,et al.  Guided internet cognitive behavioral therapy for insomnia compared to a control treatment - A randomized trial. , 2015, Behaviour research and therapy.

[46]  G. Andersson,et al.  Internet-vs. group-delivered cognitive behavior therapy for insomnia: A randomized controlled non-inferiority trial. , 2015, Behaviour research and therapy.

[47]  S. Kyle,et al.  Tailoring cognitive–behavioural therapy for insomnia to specific needs: a personalized behavioural medicine approach , 2015 .

[48]  J. H. Kamphuis,et al.  Sleep-Related Safety Behaviors and Dysfunctional Beliefs Mediate the Efficacy of Online CBT for Insomnia: A Randomized Controlled Trial , 2015, Cognitive behaviour therapy.

[49]  F. Oort,et al.  Differential effects of online insomnia treatment on executive functions in adolescents. , 2015, Sleep medicine.

[50]  R. Manber,et al.  Treatment Plans and Interventions for Insomnia: A Case , 2015 .

[51]  Heleen Riper,et al.  Log in and breathe out: internet-based recovery training for sleepless employees with work-related strain - results of a randomized controlled trial. , 2015, Scandinavian journal of work, environment & health.

[52]  N. Lindefors,et al.  Internet treatment addressing either insomnia or depression, for patients with both diagnoses: a randomized trial. , 2015, Sleep.

[53]  Tommy H. Ng,et al.  Self-help cognitive-behavioral therapy for insomnia: a meta-analysis of randomized controlled trials. , 2015, Sleep medicine reviews.

[54]  Tommy H. Ng,et al.  Weekly brief phone support in self-help cognitive behavioral therapy for insomnia disorder: Relevance to adherence and efficacy. , 2014, Behaviour research and therapy.

[55]  Jaap Lancee,et al.  Motivational support provided via email improves the effectiveness of internet-delivered self-help treatment for insomnia: a randomized trial. , 2013, Behaviour research and therapy.

[56]  K. Lichstein,et al.  Telehealth cognitive behavior therapy for co-occurring insomnia and depression symptoms in older adults. , 2013, Journal of clinical psychology.

[57]  G. Andersson,et al.  Guided Internet-delivered cognitive behavioural treatment for insomnia: a randomized trial , 2013, Psychological Medicine.

[58]  Brian McKinstry,et al.  Use of the Internet and Mobile Media for Delivery of Cognitive Behavioral Insomnia Therapy , 2013 .

[59]  E. Walker,et al.  Diagnostic and Statistical Manual of Mental Disorders , 2013 .

[60]  S. Kelders,et al.  Persuasive System Design Does Matter: A Systematic Review of Adherence to Web-Based Interventions , 2012, Journal of medical Internet research.

[61]  S. Kyle,et al.  A randomized, placebo-controlled trial of online cognitive behavioral therapy for chronic insomnia disorder delivered via an automated media-rich web application. , 2012, Sleep.

[62]  C. Morin,et al.  Prevalence of Insomnia and its Treatment in Canada , 2011, Canadian journal of psychiatry. Revue canadienne de psychiatrie.

[63]  Michael J. Smith,et al.  Prevalence and cost of insomnia in a state Medicaid fee-for-service population based on diagnostic codes and prescription utilization. , 2010, Sleep medicine.

[64]  C. Espie "Stepped care": a health technology solution for delivering cognitive behavioral therapy as a first line insomnia treatment. , 2009, Sleep.

[65]  Lee M Ritterband,et al.  Efficacy of an Internet-based behavioral intervention for adults with insomnia. , 2009, Archives of general psychiatry.

[66]  Norah Vincent,et al.  Logging on for better sleep: RCT of the effectiveness of online treatment for insomnia. , 2009, Sleep.

[67]  N. Kawakami,et al.  Evaluation of an Internet‐Based Self‐Help Program for Better Quality of Sleep among Japanese Workers: A Randomized Controlled Trial , 2008, Journal of occupational health.

[68]  R. Manber,et al.  Combining mindfulness meditation with cognitive-behavior therapy for insomnia: a treatment-development study. , 2008, Behavior therapy.

[69]  J. Edinger,et al.  Overcoming Insomnia: A Cognitive-Behavioral Therapy Approach Therapist Guide , 2008 .

[70]  Heleen Riper,et al.  Internet-based cognitive behaviour therapy for symptoms of depression and anxiety: a meta-analysis , 2006, Psychological Medicine.

[71]  C. Alessi,et al.  Practice parameters for the psychological and behavioral treatment of insomnia: an update. An american academy of sleep medicine report. , 2006, Sleep.

[72]  Gerhard Andersson,et al.  Internet-based treatment for insomnia: a controlled evaluation. , 2004, Journal of consulting and clinical psychology.

[73]  M. Bonnet,et al.  Chronic Insomnia , 2018 .

[74]  Wendy F. Cohn,et al.  Effect of a Web-Based Cognitive Behavior Therapy for Insomnia Intervention With 1-Year Follow-up: A Randomized Clinical Trial , 2017, JAMA psychiatry.

[75]  Corine H. G. Horsch,et al.  UvA-DARE ( Digital Academic Repository ) Mobile Phone-Delivered Cognitive Behavioral Therapy for Insomnia Horsch , 2017 .

[76]  Christopher M. Barnes,et al.  Helping Employees Sleep Well: Effects of Cognitive Behavioral Therapy for Insomnia on Work Outcomes , 2017, The Journal of applied psychology.

[77]  A. Meijer,et al.  The impact of online therapeutic feedback on outcome measures in Internet-CBTI for adolescents with insomnia. , 2017, Sleep medicine.

[78]  J. H. Kamphuis,et al.  Guided Online or Face-to-Face Cognitive Behavioral Treatment for Insomnia: A Randomized Wait-List Controlled Trial. , 2016, Sleep.

[79]  L. Marshall Insomnia disorder , 2015, Nature Reviews Disease Primers.

[80]  V. Spoormaker,et al.  Internet-delivered or mailed self-help treatment for insomnia?: a randomized waiting-list controlled trial. , 2012, Behaviour research and therapy.

[81]  M. Thorpy,et al.  Treatment of chronic insomnia by restriction of time in bed. , 1987, Sleep.

[82]  L. Ascher,et al.  Paradoxical intention and insomnia: an experimental investigation. , 1979, Behaviour research and therapy.