Chronic fatigue syndrome (CFS) symptom-based phenotypes in two clinical cohorts of adult patients in the UK and The Netherlands

Abstract:

OBJECTIVE: Studies have provided evidence of heterogeneity within chronic fatigue syndrome (CFS), but few have used data from large cohorts of CFS patients or replication samples.

METHODS: 29 UK secondary-care CFS services recorded the presence/absence of 12 CFS-related symptoms; 8 of these symptoms were recorded by a Dutch tertiary service. Latent Class Analysis (LCA) was used to assign symptom profiles (phenotypes). Regression models were fitted with phenotype as outcome (in relation to age, sex, BMI, duration of illness) and exposure (in relation to comorbidities and patient-reported measures).

RESULTS: Data were available for 7041 UK and 1392 Dutch patients. Almost all patients in both cohorts presented with post-exertional malaise, cognitive dysfunction and disturbed/unrefreshing sleep, and these 3 symptoms were excluded from LCA. In UK patients, six phenotypes emerged: ‘full’ polysymptomatic (median 8, IQR 7-9 symptoms) 32.8%; ‘pain-only’ (muscle/joint) 20.3%; ‘sore throat/painful lymph node’ 4.5%; and ‘oligosymptomatic’ (median 1, IQR 0-2 symptoms) 4.7%. Two ‘partial’ polysymptomatic phenotypes were similar to the ‘full’ phenotype, bar absence of dizziness/nausea/palpitations (21.4%) or sore throat/painful lymph nodes (16.3%). Women and patients with longer duration of illness were more likely to be polysymptomatic. Polysymptomatic patients had more severe illness and more comorbidities. LCA restricted to 5 symptoms recorded in both cohorts indicated 3 classes (polysymptomatic, oligosymptomatic, pain-only), which were replicated in Dutch data.

CONCLUSIONS: Adults with CFS may have one of 6 symptom-based phenotypes associated with sex, duration and severity of illness, and comorbidity. Future research needs to determine whether phenotypes predict treatment outcomes, and require different treatments.

Copyright © 2015 Elsevier Inc. All rights reserved.

 

Source: Collin SM, Nikolaus S, Heron J, Knoop H, White PD, Crawley E. Chronic fatigue syndrome (CFS) symptom-based phenotypes in two clinical cohorts of adult patients in the UK and The Netherlands. J Psychosom Res. 2016 Feb;81:14-23. doi: 10.1016/j.jpsychores.2015.12.006. Epub 2015 Dec 23. https://www.ncbi.nlm.nih.gov/pubmed/26800634

 

Rehabilitative therapies for chronic fatigue syndrome: a secondary mediation analysis of the PACE trial

Abstract:

BACKGROUND: Cognitive behaviour therapy (CBT) added to specialist medical care (SMC), or graded exercise therapy (GET) added to SMC, are more effective in reducing fatigue and improving physical function than both adaptive pacing therapy (APT) plus SMC and SMC alone for chronic fatigue syndrome. We investigate putative treatment mechanisms.

METHODS: We did a planned secondary mediation analysis of the PACE trial comparing SMC alone or SMC plus APT with SMC plus CBT and SMC plus GET for patients with chronic fatigue syndrome. 641 participants were recruited from six specialist chronic fatigue syndrome clinics in the UK National Health Service between March 18, 2005, and Nov 28, 2008. We assessed mediation using the product of coefficients method with the 12 week measure of the mediators and the 52 week measure of the outcomes. The primary outcomes were fatigue measured by the Chalder fatigue scale and physical function measured by the physical function subscale of the SF-36. We included confounder covariates and used treatment by mediator interaction terms to examine differences in mediator-outcome relations by treatment group.

FINDINGS: The largest mediated effect for both CBT and GET and both primary outcomes was through fear avoidance beliefs with an effect of larger magnitude for GET (standardised effects ×10, CBT vs APT, fatigue -1.22, 95% CI -0.52 to -1.97, physical function 1.54, 0.86 to 2.31; GET vs APT, fatigue -1.86, -0.80 to -2.89, physical function 2.35, 1.35 to 3.39). Increase in exercise tolerance (6 min walk distance) was a potent mediator of the effect of GET (vs APT, fatigue -1.37, 95% CI -0.76 to -2.21, physical function 1.90, 1.10 to 2.91), but not CBT.

INTERPRETATION: Our main finding was that fear avoidance beliefs were the strongest mediator for both CBT and GET. Changes in both beliefs and behaviour mediated the effects of both CBT and GET, but more so for GET. The results support a treatment model in which both beliefs and behaviour play a part in perpetuating fatigue and disability in chronic fatigue syndrome.

FUNDING: UK Medical Research Council, Department of Health for England, Scottish Chief Scientist Office, Department for Work and Pensions, National Institute for Health Research (NIHR), NIHR Biomedical Research Centre for Mental Health at South London and Maudsley NHS Foundation Trust, and Institute of Psychiatry, Psychology, and Neuroscience, King’s College London.

Copyright © 2015 Elsevier Ltd. All rights reserved.

 

Source: Chalder T, Goldsmith KA, White PD, Sharpe M, Pickles AR. Rehabilitative therapies for chronic fatigue syndrome: a secondary mediation analysis of the PACE trial. Lancet Psychiatry. 2015 Feb;2(2):141-52. doi: 10.1016/S2215-0366(14)00069-8. Epub 2015 Jan 28. https://www.ncbi.nlm.nih.gov/pubmed/26359750

Comment in

COMMENTS

  • Robert Courtney 2016 Feb 16 10:20 a.m

    A study that uses questionable assumptions rather than empirical evidence leads to conclusions that stretch credibility.

    Chalder et al. [1] used the “single mediation model” for their methodology, which is explained in detail in a book by MacKinnon [2]. Explaining the methodology MacKinnon says a temporal separation between variables must be observed (i.e. changes in mediating variable must occur before changes in the mediated variable) for a mediation effect to be empirically and robustly established.

    Chalder et al. were working to this model and acknowledged that they failed to establish a clear temporal separation between variables, and therefore did not empirically establish a causal mediation effect: “Given the pattern of change in the mediators was similar to the pattern of change in the outcomes it is possible that the variables were affecting each other reciprocally”.

    However, despite the lack of robust empirical evidence to support a mediation effect, the investigators concluded that they had established mediation effects, e.g: “Our main finding was that fear avoidance beliefs were the strongest mediator for both CBT and GET.”

    The study’s conclusion relied upon an assumption that the investigators’ favoured hypothetical model of illness for ME/CFS has a robust empirical evidence base and is applicable to this study. The hypothesis is based upon the idea that symptoms and disability in ME/CFS are perpetuated by unhelpful or maladaptive illness beliefs, fear, and an avoidance of activity.

    However, the prestigious National Academy of Medicine (formerly known as the Institute of Medicine) recently released a comprehensive report [3] into ME/CFS that rejected such a hypothetical model of illness, and unambiguously concluded that ME/CFS does not have a psychological or cognitive-behavioural basis, but is an organic illness that requires biomedical research.

    Chalder et al. discussed the possibility that more frequent measurements may have potentially demonstrated a temporal separation between the variables, and therefore a mediation effect. However, this raises the possibility of whether changes in the primary outcome variables (self-report physical function and fatigue) may, in fact, have occurred before changes in the presumed mediator variables. Such an outcome would entirely contradict the investigators’ premature conclusions. According to MacKinnon [2] and Wiedermann et al. [4], unexpected outcomes should not be ruled out.

    Chalder et al. concluded that symptoms and physical impairment, in ME/CFS patients, are mediated by activity avoidance and other factors. (e.g. This would mean that a decrease in activity would cause an increase in symptoms.) However, from a common sense point of view, this seems like rather a convoluted conclusion, and it seems more likely that increased symptoms would be the direct cause of activity avoidance in any illness, rather than vice versa. To conclude that activity avoidance causes fatigue (rather than fatigue being a direct cause of activity avoidance), is similar to concluding that a person has flu because they’ve taken a day off work, rather than the obvious conclusion that they’ve taken a day off work because they have flu.

    In the case of fatigue, flu-like malaise and other symptoms of ME/CFS, it seems reasonable to consider the possibility that, as the symptoms fluctuate, patients may intuitively or rationally adapt their activity levels according to what is comfortable and safe. i.e. patients reduce activity levels because they are fatigued. The investigators have concluded that patients are fatigued because they have reduced activity levels.

    Perhaps patients’ perspectives and insights would help clarify the issues but, unfortunately, patients were not consulted for this study.

    References:

    1. Chalder T, Goldsmith KA, White PD, Sharpe M, Pickles AR. Rehabilitative therapies for chronic fatigue syndrome: a secondary mediation analysis of the PACE trial. Lancet Psychiatry 2015; 2: 141–52.
    2. MacKinnon DP. Introduction to Statistical Mediation Analysis. Taylor and Francis: New York 2008.
    3. IOM (Institute of Medicine). 2015. Beyond myalgic encephalomyelitis/chronic fatigue syndrome: Redefining an illness. Washington, DC: The National Academies Press. http://iom.nationalacademies.org/Reports/2015/ME-CFS.aspx
    4. Wiedermann W, von Eye A. Direction of Effects in Mediation Analysis. Psychol Methods 2015; 20: 221-44.

    Tom Kindlon 2015 Sep 15 09:53 a.m.

    Objective measures found a lack of improvement for CBT & GET in the PACE Trial: subjective improvements may simply represent response biases or placebo effects in this non-blinded trial

    [Originally posted here: http://www.bmj.com/content/350/bmj.h227/rr-10]

    This BMJ article and a flurry of articles in the lay media this week followed the publication in Lancet Psychiatry of an analysis of the mediators of change in the important PACE Trial, a chronic fatigue syndrome (CFS) trial which cost UK taxpayers £5 million[1,2]. What seems to have been lost in the coverage is that, although there were some modest improvements in the self-report measures, there was an almost complete absence of improvements in objectively measured outcomes for cognitive behavioural therapy (CBT) and graded exercise therapy (GET) compared to the control group (specialist medical care only (SMC)).

    This is a non-blinded trial, where participants were told CBT and GET had previously been found to be effective in CFS and other conditions[3,4]: one way to look at the mediation results for subjective measures when there was a lack of objective improvements is that they may merely tell us how response biases and/or placebo effects are mediated[5].

    The focus on subjective measures in some CFS studies was previously criticised in a systematic review published back in 2001 (long before the PACE Trial started)[6]. They suggested instead “a more objective measure of the effect of any intervention would be whether participants have increased their working hours, returned to work or school, or increased their physical activities.”

    The model presented for cognitive behaviour therapy (CBT) in the PACE Trial manuals posits that the impairments and symptoms are reversible with the therapy[3,7]. However, the latest paper shows that fitness, as measured by a step test, didn’t improve following CBT[2]. An earlier PACE Trial publication reported that the addition of CBT to SMC did not result in an improvement in 6-minute walking test scores compared to SMC alone[8].

    The PACE Trial was part funded by the UK Department of Work and Pensions, a rare move for them, presumably done due to an expectation that the therapies would improve measures of employment and levels of benefit receipt. However, again CBT brought about no improvement using objective measures, such as days of employment lost, levels of disability benefits received and levels of receipt of insurance payments[9].

    These results are in line with earlier studies of CBT. For example, an analysis of three randomized controlled trials of CBT interventions for CFS found no improvement in objectively measured activity, despite participants reporting a reduction in (self-reported) fatigue and (sometimes) functional impairments[10]. Similar results were found in another uncontrolled trial where changes in objectively measured activity did not predict fatigue levels, and objectively measured activity on completion remained low compared to population norms[11]. An uncontrolled study found improvements in self-reported physical functioning and fatigue were reported despite a numerical decrease in (objectively measured) activity[12]. In another study, the level of self-reported cognitive impairment in CFS patients decreased significantly after CBT, however, cognition had not improved when it was measured objectively using neuropsychological test performance[13].

    It is unsurprising that 15 sessions of CBT (and the associated homework exercises and management program) might alter how participants respond to self-report questionnaires. A PACE Trial manual itself says “the essence of CBT is helping the participant to change their interpretation of symptoms”: this could lead to altered or biased fatigue scores, one of the two primary outcome measures[14]. Also, one of the aims of CBT (for CFS) has been said to be “increased confidence in exercise and physical activity”[15]. The possible responses for the other primary outcome measure, the SF-36 physical functioning subscale, are “yes, limited a lot”, “yes, limited a little” and “no, not limited at all” to questions on a range of physical activities. Such responses could be easily be artificially altered following a therapy like CBT for CFS.

    The results were not that different with the GET cohort in the PACE Trial. Again the manuals predicted that the impairments and symptoms are reversible using the intervention[4,15]. The model said there was no reason participants should not be able to get back to full functioning. Deconditioning was posited to be an important maintaining factor. However, GET did not result in an improvement in fitness, as measured by the step test. GET did result in a small improvement on the six minute walking test to a final distance of 379 metres, or 35 metres more than the SMC-only group[7]. However, as Knoop and Wiborg commented in an accompanying editorial in Lancet Psychiatry: “an increase in distance walked during a test situation without an increased fitness suggests that patients walk more because of a change in cognitive processes (eg, daring to do more or an increased self-efficacy with respect to activity), not because of a change in physiological capacity”[16]. The result remained very poor given that normative data would suggest a group of similar age and gender should walk an average of 644 or so metres[17]. The distance walked remained comparable to people with many serious conditions[18-21], and considerably worse than the distance walked by healthy elderly adults[22,23], despite the PACE trial cohort having a mean age of only 40[8]. Also, to be allowed entry into CFS research studies such as the PACE Trial one can not have a range of chronic illnesses so with genuine recovery one would expect results comparable to healthy people[8].

    As with CBT, measures relating to employment showed no improvement following GET in days of work missed, which remained very high, nor a reduction in levels of benefits (financial support from the state) or payments from insurance companies[9].

    These results are in line with an audit of Belgian rehabilitation centres for CFS offering CBT and GET[24-26]. Some improvements in subjective measures were found, but there was no improvement in the results of the exercise test and hours in employment actually decreased.

    Probably the main contribution of the PACE Trial has been to add to a growing body of evidence that while CBT and GET for CFS have resulted in some changes on subjective measures, they haven’t lead to improvements on objective measures.

    Competing interests: I am a committee member of the Irish ME/CFS Association and perform various types of voluntary work for the Association.

    (continues)

    • Tom Kindlon 2015 Sep 15 09:55 a.m.

      (Contd.)

      References:

      1 Torjesen I. Tackling fears about exercise is important for ME treatment, analysis indicates. BMJ 2015;350:h227 http://www.bmj.com/content/350/bmj.h227

      2 Chalder T, Goldsmith KA, White PD, Sharpe M, Pickles AR. Rehabilitative therapies for chronic fatigue syndrome: a secondary mediation analysis of the PACE trial. Lancet Psychiatry 14 Jan 2015, doi:10.1016/S2215-0366(14)00069-8.

      3 Burgess M, Chalder T. Manual for Participants. Cognitive behaviour therapy for CFS/ME.http://www.pacetrial.org/docs/cbt-participant-manual.pdf (accessed: January 17, 2015)

      4 Bavinton J, Darbishire L, White PD -on behalf of the PACE trial management group. Graded Exercise Therapy for CFS/ME. Information for Participants http://www.pacetrial.org/docs/get-participant-manual.pdf (accessed: January 17, 2015)

      5 Wechsler ME, Kelley JM, Boyd IO, Dutile S, Marigowda G, Kirsch I, Israel E, Kaptchuk TJ. Active albuterol or placebo, sham acupuncture, or no intervention in asthma. N Engl J Med. 2011;365(2):119-26.

      6 Whiting P, Bagnall AM, Sowden AJ, Cornell JE, Mulrow CD, Ramírez G. Interventions for the treatment and management of chronic fatigue syndrome: a systematic review. JAMA. 2001 Sep 19;286(11):1360-8.

      7 Burgess M, Chalder T. PACE manual for therapists. Cognitive behaviour therapy for CFS/ME.http://www.pacetrial.org/docs/cbt-therapist-manual.pdf (accessed: January 17, 2015)

      8 White PD, Goldsmith KA, Johnson AL, Potts L, Walwyn R, DeCesare JC, et al, for the PACE trial management group. Comparison of adaptive pacing therapy, cognitive behaviour therapy, graded exercise therapy, and specialist medical care for chronic fatigue syndrome (PACE): a randomised trial. Lancet 2011;377:823-36.

      9 McCrone P, Sharpe M, Chalder T, Knapp M, Johnson AL, Goldsmith KA, White PD. Adaptive pacing, cognitive behaviour therapy, graded exercise, and specialist medical care for chronic fatigue syndrome: a cost-effectiveness analysis. PLoS One. 2012;7(8):e40808. doi: 10.1371/journal.pone.0040808

      10 Wiborg JF, Knoop H, Stulemeijer M, Prins JB, Bleijenberg G. How does cognitive behaviour therapy reduce fatigue in patients with chronic fatigue syndrome? The role of physical activity. Psychol Med. 2010 Aug;40(8):1281-7. doi: 10.1017/S0033291709992212. Epub 2010 Jan 5.

      11 Heins MJ, Knoop H, Burk WJ, Bleijenberg G. The process of cognitive behaviour therapy for chronic fatigue syndrome: which changes in perpetuating cognitions and behaviour are related to a reduction in fatigue? J Psychosom Res. 2013 Sep;75(3):235-41. doi: 10.1016/j.jpsychores.2013.06.034. Epub 2013 Jul 19.

      12 Friedberg F, Sohl S. Cognitive-behavior therapy in chronic fatigue syndrome: is improvement related to increased physical activity? J Clin Psychol. 2009 Apr;65(4):423-42. doi: 10.1002/jclp.20551.

      13 Knoop H, Prins JB, Stulemeijer M, van der Meer JW, Bleijenberg G. The effect of cognitive behaviour therapy for chronic fatigue syndrome on self-reported cognitive impairments and neuropsychological test performance. Journal of Neurology and Neurosurgery Psychiatry. 2007 Apr;78(4):434-6.

      14 Bavinton J, Darbishire L, White PD -on behalf of the PACE trial management group. Graded Exercise Therapy for CFS/ME (Therapist manual): http://www.pacetrial.org/docs/get-therapist-manual.pdf (accessed: January 17, 2015)

      15 O’Dowd H, Gladwell P, Rogers CA, Hollinghurst S, Gregory A. Cognitive behavioural therapy in chronic fatigue syndrome: a randomised controlled trial of an outpatient group programme. Health Technology Assessment, 2006, 10, 37, 1-140.

      16 Knoop H, Wiborg JF. What makes a difference in chronic fatigue syndrome? Lancet Psychiatry 13 Jan 2015 DOI: http://dx.doi.org/10.1016/S2215-0366(14)00145-X

      17 Kindlon T. Reporting of Harms Associated with Graded Exercise Therapy and Cognitive Behavioural Therapy in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome. Bulletin of the IACFS/ME. 2011;19(2):59-111http://iacfsme.org/BULLETINFALL2011/Fall2011KindlonHarmsPaperABSTRACT/ta

      18 Lipkin DP, Scriven AJ, Crake T, Poole-Wilson PA. Six minute walking test for assessing exercise capacity in chronic heart failure. Br Med J (Clin Res Ed) 1986. 292:653–655.http://www.ncbi.nlm.nih.gov/pmc/articles/PMC1339640/pdf/bmjcred00224-001

      19 Marin JM, Carrizo SJ, Gascon M, Sanchez A, Gallego B, Celli BR. Inspiratory Capacity, Dynamic Hyperinflation, Breathlessness, and Exercise Performance during the 6-Minute-Walk Test in Chronic Obstructive Pulmonary Disease. Am. J. Respir. Crit. Care Med. 2001 63(6):1395-1399.http://171.66.122.149/content/163/6/1395.full

      20 Goldman MD, Marrie RA, Cohen JA. Evaluation of the six-minute walk in multiple sclerosis subjects and healthy controls. Multiple Sclerosis 2008. 14(3):383-390.http://pocketknowledge.tc.columbia.edu/home.php/viewfile/download/65399/The six-minute walk test.pdf

      21 Ross RM, Murthy JN, Wollak ID, Jackson AS. The six minute walk test accurately estimates mean peak oxygen uptake. BMC Pulm Med. 2010 May 26;10:31. PMID 20504351.http://www.biomedcentral.com/1471-2466/10/31

      22 Camarri B, Eastwood PR, Cecins NM, Thompson PJ, Jenkins S. Six minute walk distance in healthy subjects aged 55–75 years. Respir Med. 2006. 100:658-65 http://www.resmedjournal.com/article/S0954-6111(05)00326-4/abstract

      23 Troosters T, Gosselink R, Decramer M. Six minute walking distance in healthy elderly subjects. Eur Respir J. 1999. 14:270-4. http://www.ersj.org.uk/content/14/2/270.full.pdf

      24 Rapport d’évaluation (2002-2004) portant sur l’exécution des conventions de rééducation entre le Comité de l’assurance soins de santé (institué auprès de l’Institut national d’assurance maladie invalidité) et les Centres de référence pour le Syndrome de fatigue chronique (SFC), Bruxelles, juillet 2006. (French language edition)

      25 Evaluatierapport (2002-2004) met betrekking tot de uitvoering van de revalidatieovereenkomsten tussen het Comité van de verzekering voor geneeskundige verzorging (ingesteld bij het Rijksinstituut voor Ziekte- en invaliditeitsverzekering) en de Referentiecentra voor het Chronisch vermoeidheidssyndroom (CVS). 2006. Available online:https://drive.google.com/file/d/0BxnVj9ZqRgk0QTVsU2NNLWJSblU/edit (accessed: January 17, 2015) (Dutch language version)

      26 Stordeur S, Thiry N, Eyssen M. Chronisch Vermoeidheidssyndroom: diagnose, behandeling en zorgorganisatie. Health Services Research (HSR). Brussel: Federaal Kenniscentrum voor de Gezondheidszorg (KCE); 2008. KCE reports 88A (D/2008/10.273/58)https://kce.fgov.be/sites/default/files/page_documents/d20081027358.pdf (accessed: January 17, 2015)

The planning, implementation and publication of a complex intervention trial for chronic fatigue syndrome: the PACE trial

Abstract:

The PACE trial was a four-arm trial of specialist medical care, compared with specialist medical care with a supplementary therapy: adaptive pacing therapy, cognitive-behavioural therapy or graded exercise therapy, for patients with chronic fatigue syndrome. The trial found that both cognitive-behavioural and graded exercise therapies were more effective than either of the other two treatments in reducing fatigue and improving physical disability. This paper describes the design, conduct and main results of the trial, along with a description of the challenges that had to be overcome in order to produce clear answers to the clinically important questions the trial posed.

 

Source: White PD, Chalder T, Sharpe M. The planning, implementation and publication of a complex intervention trial for chronic fatigue syndrome: the PACE trial. BJPsych Bull. 2015 Feb;39(1):24-7. doi: 10.1192/pb.bp.113.045005. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4495840/ (Full article)

 

Adverse events and deterioration reported by participants in the PACE trial of therapies for chronic fatigue syndrome

Abstract:

OBJECTIVE: Adverse events (AEs) are health related events, reported by participants in clinical trials. We describe AEs in the PACE trial of treatments for chronic fatigue syndrome (CFS) and baseline characteristics associated with them.

METHODS: AEs were recorded on three occasions over one year in 641 participants. We compared the numbers and nature of AEs between treatment arms of specialist medical care (SMC) alone, or SMC supplemented by adaptive pacing therapy (APT), cognitive behaviour therapy (CBT) or graded exercise therapy (GET). We examined associations with baseline measures by binary logistic regression analyses, and compared the proportions of participants who deteriorated by clinically important amounts.

RESULTS: Serious adverse events and reactions were infrequent. Non-serious adverse events were common; the median (quartiles) number was 4 (2, 8) per participant, with no significant differences between treatments (P=.47). A greater number of NSAEs were associated with recruitment centre, and baseline physical symptom count, body mass index, and depressive disorder. Physical function deteriorated in 39 (25%) participants after APT, 15 (9%) after CBT, 18 (11%) after GET, and 28 (18%) after SMC (P<.001), with no significant differences in worsening fatigue.

CONCLUSIONS: The numbers of adverse events did not differ significantly between trial treatments, but physical deterioration occurred most often after APT. The reporting of non-serious adverse events may reflect the nature of the illness rather than the effect of treatments. Differences between centres suggest that both standardisation of ascertainment methods and training are important when collecting adverse event data.

Copyright © 2013. Published by Elsevier Inc.

 

Source: Dougall D, Johnson A, Goldsmith K, Sharpe M, Angus B, Chalder T, White P. Adverse events and deterioration reported by participants in the PACE trial of therapies for chronic fatigue syndrome. J Psychosom Res. 2014 Jul;77(1):20-6. doi: 10.1016/j.jpsychores.2014.04.002. Epub 2014 Apr 22. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4065570/ (Full article)

Comment:

Tom Kindlon 2016 Jan 08 3:56 p.m.

“Trial By Error, Continued: Did the PACE Trial Really Prove that Graded Exercise Is Safe?”

By two science journalists: (i) Julie Rehmeyer is a journalist and Ted Scripps Environmental Journalism Fellow at the University of Colorado, Boulder, who has written extensively about ME/CFS and (ii) David Tuller DrPH is academic coordinator of the concurrent masters degree program in public health and journalism at the University of California, Berkeley.

I am quoted in it.

http://www.virology.ws/2016/01/07/trial-by-error-continued-did-the-pace-trial-really-prove-that-graded-exercise-is-safe/

A randomised trial of adaptive pacing therapy, cognitive behaviour therapy, graded exercise, and specialist medical care for chronic fatigue syndrome (PACE): statistical analysis plan.

Abstract:

BACKGROUND: The publication of protocols by medical journals is increasingly becoming an accepted means for promoting good quality research and maximising transparency. Recently, Finfer and Bellomo have suggested the publication of statistical analysis plans (SAPs).The aim of this paper is to make public and to report in detail the planned analyses that were approved by the Trial Steering Committee in May 2010 for the principal papers of the PACE (Pacing, graded Activity, and Cognitive behaviour therapy: a randomised Evaluation) trial, a treatment trial for chronic fatigue syndrome. It illustrates planned analyses of a complex intervention trial that allows for the impact of clustering by care providers, where multiple care-providers are present for each patient in some but not all arms of the trial.

RESULTS: The trial design, objectives and data collection are reported. Considerations relating to blinding, samples, adherence to the protocol, stratification, centre and other clustering effects, missing data, multiplicity and compliance are described. Descriptive, interim and final analyses of the primary and secondary outcomes are then outlined.

CONCLUSIONS: This SAP maximises transparency, providing a record of all planned analyses, and it may be a resource for those who are developing SAPs, acting as an illustrative example for teaching and methodological research. It is not the sum of the statistical analysis sections of the principal papers, being completed well before individual papers were drafted.

TRIAL REGISTRATION: ISRCTN54285094 assigned 22 May 2003; First participant was randomised on 18 March 2005.

 

Source: Walwyn R, Potts L, McCrone P, Johnson AL, DeCesare JC, Baber H, Goldsmith K, Sharpe M, Chalder T, White PD. A randomised trial of adaptive pacing therapy, cognitive behaviour therapy, graded exercise, and specialist medical care for chronic fatigue syndrome (PACE): statistical analysis plan. Trials. 2013 Nov 13;14:386. doi: 10.1186/1745-6215-14-386. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4226009/ (Full article)

 

Pain in chronic fatigue syndrome: response to rehabilitative treatments in the PACE trial

Abstract:

BACKGROUND: Pain is a common symptom of chronic fatigue syndrome (CFS). We investigated the effects of the treatments used in the PACE trial [cognitive behavioural therapy (CBT), graded exercise therapy (GET), adaptive pacing therapy (APT) and specialist medical care (SMC)] on pain in CFS.

METHOD: We compared pain outcomes including individual painful symptoms, taken from the CDC criteria for CFS and co-morbid fibromyalgia. We modelled outcomes adjusting for baseline variables with multiple linear regression.

RESULTS: Significantly less frequent muscle pain was reported by patients following treatment with CBT compared to SMC (mean difference = 0.38 unit change in frequency, p = 0.02), GET versus SMC (0.42, p = 0.01) and GET versus APT (0.37, p = 0.01). Significantly less joint pain was reported following CBT versus APT (0.35, p = 0.02) and GET versus APT (0.36, p = 0.02). Co-morbid fibromyalgia was less frequent following GET versus SMC (0.03, p = 0.03). The effect sizes of these differences varied between 0.25 and 0.31 for muscle pain and 0.24 and 0.26 for joint pain. Treatment effects on pain were independent of ‘change in fatigue’.

CONCLUSIONS: CBT and GET were more effective in reducing the frequency of both muscle and joint pain than APT and SMC. When compared to SMC, GET also reduced the frequency of co-morbid fibromyalgia; the size of this effect on pain was small.

 

Source: Bourke JH, Johnson AL, Sharpe M, Chalder T, White PD. Pain in chronic fatigue syndrome: response to rehabilitative treatments in the PACE trial. Psychol Med. 2014 May;44(7):1545-52. doi: 10.1017/S0033291713002201. Epub 2013 Aug 23. https://www.ncbi.nlm.nih.gov/pubmed/23967878

 

Treatment outcome in adults with chronic fatigue syndrome: a prospective study in England based on the CFS/ME National Outcomes Database

Erratum in: QJM. 2013 Jun;106(6):567.

Abstract:

BACKGROUND: Chronic fatigue syndrome (CFS) is relatively common and disabling. Over 8000 patients attend adult services each year, yet little is known about the outcome of patients attending NHS services.

AIM: Investigate the outcome of patients with CFS and what factors predict outcome.

DESIGN: Longitudinal patient cohort.

METHODS: We used data from six CFS/ME (myalgic encephalomyelitis) specialist services to measure changes in fatigue (Chalder Fatigue Scale), physical function (SF-36), anxiety and depression (Hospital Anxiety and Depression Scale) and pain (visual analogue pain rating scale) between clinical assessment and 8-20 months of follow-up. We used multivariable linear regression to investigate baseline factors associated with outcomes at follow-up.

RESULTS: Baseline data obtained at clinical assessment were available for 1643 patients, of whom 834 (51%) had complete follow-up data. There were improvements in fatigue [mean difference from assessment to outcome: -6.8; 95% confidence interval (CI) -7.4 to -6.2; P < 0.001]; physical function (4.4; 95% CI 3.0-5.8; P < 0.001), anxiety (-0.6; 95% CI -0.9 to -0.3; P < 0.001), depression (-1.6; 95% CI -1.9 to -1.4; P < 0.001) and pain (-5.3; 95% CI -7.0 to -3.6; P < 0.001). Worse fatigue, physical function and pain at clinical assessment predicted a worse outcome for fatigue at follow-up. Older age, increased pain and physical function at assessment were associated with poorer physical function at follow-up.

CONCLUSION: Patients who attend NHS specialist CFS/ME services can expect similar improvements in fatigue, anxiety and depression to participants receiving cognitive behavioural therapy and graded exercise therapy in a recent trial, but are likely to experience less improvement in physical function. Outcomes were predicted by fatigue, disability and pain at assessment.

Comment in: RE: ‘Treatment outcome in adults with chronic fatigue syndrome: a prospective study. [QJM. 2014]

 

Source: Crawley E, Collin SM, White PD, Rimes K, Sterne JA, May MT; CFS/ME National Outcomes Database. Treatment outcome in adults with chronic fatigue syndrome: a prospective study in England based on the CFS/ME National Outcomes Database. QJM. 2013 Jun;106(6):555-65. doi: 10.1093/qjmed/hct061. Epub 2013 Mar 28. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3665909/ (Full article)

 

Views on the nature of chronic fatigue syndrome: content analysis

Abstract:

OBJECTIVES: Chronic fatigue syndrome (CFS), also known as myalgic encephalomyelitis (ME), has provoked much controversy and led to arguments between the medical profession and patient organizations. A particular focus for debate is the categorization of the condition as physical or psychological in its nature. The aim of this study was to compare how the written media, patient organizations and medical authorities regard the illness.

DESIGN: Content analysis of newspaper articles, ME patient organization websites, and medical websites and textbooks were assessed by two independent assessors.

SETTING:Three national UK newspapers, UK ME websites, and UK medical websites and textbooks, were accessed during 2010.

PARTICIPANTS: 146 source files were scored from 36 patients’ organizations, 72 media articles and 38 medical authorities.

MAIN OUTCOME MEASURED: The overall opinion of an article or website was rated using a five point Likert scale, from ‘extremely psychological’ (scored as 1), ‘moderately psychological’ (2), ‘both psychological and physical’ (3), ‘moderately physical’ (4) or ‘extremely physical’ (5).

RESULTS: Eighty-nine percent (32 of 36) of ME patient organizations considered the illness to be physical, compared with 58% (42/72) of newspaper articles, and 24% (9/38) of medical authorities. Sixty-three percent (24/38) of medical authorities regarded the illness as both physical and psychological. The inter-group differences of the Likert scores were statistically significant (χ(2) = 27.37, 2 df, P < 0.001).

CONCLUSION: The considerable disagreement, particularly between ME patient organizations and medical authorities, may help to explain the gulf in understanding between doctors and patients and the consequent reluctance of some patients to engage in behavioural treatments.

 

Source: Hossenbaccus Z, White PD. Views on the nature of chronic fatigue syndrome: content analysis. JRSM Short Rep. 2013 Jan;4(1):4. doi: 10.1258/shorts.2012.012051. Epub 2013 Jan 14. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3572659/ (Full articles)

 

Recovery from chronic fatigue syndrome after treatments given in the PACE trial

Abstract:

BACKGROUND: A multi-centre, four-arm trial (the PACE trial) found that rehabilitative cognitive behaviour therapy (CBT) and graded exercise therapy (GET) were more effective treatments for chronic fatigue syndrome (CFS) than specialist medical care (SMC) alone, when each was added to SMC, and more effective than adaptive pacing therapy (APT) when added to SMC. In this study we compared how many participants recovered after each treatment.

METHOD: We defined recovery operationally using multiple criteria, and compared the proportions of participants meeting each individual criterion along with two composite criteria, defined as (a) recovery in the context of the trial and (b) clinical recovery from the current episode of the illness, however defined, 52 weeks after randomization. We used logistic regression modelling to compare treatments.

RESULTS: The percentages (number/total) meeting trial criteria for recovery were 22% (32/143) after CBT, 22% (32/143) after GET, 8% (12/149) after APT and 7% (11/150) after SMC. Similar proportions met criteria for clinical recovery. The odds ratio (OR) for trial recovery after CBT was 3.36 [95% confidence interval (CI) 1.64–6.88] and for GET 3.38 (95% CI 1.65–6.93), when compared to APT, and after CBT 3.69 (95% CI 1.77–7.69) and GET 3.71 (95% CI 1.78–7.74), when compared to SMC (p values < or =0.001 for all comparisons). There was no significant difference between APT and SMC. Similar proportions recovered in trial subgroups meeting different definitions of the illness.

CONCLUSIONS: This study confirms that recovery from CFS is possible, and that CBT and GET are the therapies most likely to lead to recovery.

Comment in: Reports of recovery in chronic fatigue syndrome may present less than meets the eye. [Evid Based Ment Health. 2014]

 

Source: White PD, Goldsmith K, Johnson AL, Chalder T, Sharpe M. Recovery from chronic fatigue syndrome after treatments given in the PACE trial. Psychol Med. 2013 Oct;43(10):2227-35. doi: 10.1017/S0033291713000020. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3776285/ (Full study)

 

Adaptive pacing, cognitive behaviour therapy, graded exercise, and specialist medical care for chronic fatigue syndrome: a cost-effectiveness analysis

Abstract:

BACKGROUND: The PACE trial compared the effectiveness of adding adaptive pacing therapy (APT), cognitive behaviour therapy (CBT), or graded exercise therapy (GET), to specialist medical care (SMC) for patients with chronic fatigue syndrome. This paper reports the relative cost-effectiveness of these treatments in terms of quality adjusted life years (QALYs) and improvements in fatigue and physical function.

METHODS: Resource use was measured and costs calculated. Healthcare and societal costs (healthcare plus lost production and unpaid informal care) were combined with QALYs gained, and changes in fatigue and disability; incremental cost-effectiveness ratios (ICERs) were computed.

RESULTS: SMC patients had significantly lower healthcare costs than those receiving APT, CBT and GET. If society is willing to value a QALY at £30,000 there is a 62.7% likelihood that CBT is the most cost-effective therapy, a 26.8% likelihood that GET is most cost effective, 2.6% that APT is most cost-effective and 7.9% that SMC alone is most cost-effective. Compared to SMC alone, the incremental healthcare cost per QALY was £18,374 for CBT, £23,615 for GET and £55,235 for APT. From a societal perspective CBT has a 59.5% likelihood of being the most cost-effective, GET 34.8%, APT 0.2% and SMC alone 5.5%. CBT and GET dominated SMC, while APT had a cost per QALY of £127,047. ICERs using reductions in fatigue and disability as outcomes largely mirrored these findings.

CONCLUSIONS: Comparing the four treatments using a health care perspective, CBT had the greatest probability of being the most cost-effective followed by GET. APT had a lower probability of being the most cost-effective option than SMC alone. The relative cost-effectiveness was even greater from a societal perspective as additional cost savings due to reduced need for informal care were likely.

 

Source: McCrone P, Sharpe M, Chalder T, Knapp M, Johnson AL, Goldsmith KA, White PD. Adaptive pacing, cognitive behaviour therapy, graded exercise, and specialist medical care for chronic fatigue syndrome: a cost-effectiveness analysis. PLoS One. 2012;7(8):e40808. doi: 10.1371/journal.pone.0040808. Epub 2012 Aug 1. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3411573/ (Full article)