Impact of research into selection bias and ethical issues on published medical guidelines and legal judgements
Submitting Institution
University of WarwickUnit of Assessment
Mathematical SciencesSummary Impact Type
HealthResearch Subject Area(s)
Mathematical Sciences: Statistics
Summary of the impact
Professor Hutton's research considers the biasing effect of selection of
data due to consent procedures or selective reporting, and its
consequences for the validity of conclusions and reliability of results.
This research has had impacts on patients directly; on health and legal
professionals by informing and influencing national and international
guidelines for the treatment of epilepsy used by healthcare professionals
and practitioners; and has provided expert evidence to legal professionals
for the conclusion of civil litigations and a General Medical Council
professional misconduct trial. Hutton's research also informs ethical
debate associated with the validity and robustness of study results. This
work has determined guidelines for ethical conduct of research, and
requirements for publications, which are significant for all biomedical
researchers.
Underpinning research
Ideally, a statistical study should accurately sample from the entire
population of interest, but actual statistical trials may miss some types
of patients and may not report all outcomes. Therefore careful analysis of
resulting biases is required to ensure the statistical integrity of
conclusions.
The underpinning research analyses (a) the effects of biases caused by
incomplete and often selective reporting of data; (b) subsequently related
ethical issues; and (c) substantive application to the understanding of
epilepsy and drugs used to treat it (e.g., Vigabatrin). The body of
research was carried out at Warwick by Professor Hutton, Department of
Statistics since 2000, and involved collaboration with researchers at The
University of Liverpool (UoL). Specifically:
(a) Fundamental methodological research investigating how selection bias
depends upon correlations in data, with a specific focus on the effect of
incomplete reporting of sub-group analyses, was carried out in [1, 2, 3],
and these papers include substantive medical examples. This work involved
collaboration with researchers at UoL.
(b) Further research [4, 5] focuses on related ethical issues concerning
the design and analysis of cluster randomised trials. For example,
different methods of infection control applied to different hospitals are
assessed by results of individual patients, and therefore individual
consent can lead to a skewed population of patients with respect to which
biases need to be assessed.
(c) Collaboration with neurologists (at UoL) who specialise in epilepsy
provided the inspiration for much of the research in (a) and (b) including
the impact of missing data and misclassified factors [6, 7, 8], and
selection of patients into clinical trials and into follow-on studies
after clinical trials [3, 9]. Part of the research was carried out under
an MRC grant [11] supporting a Research Associate, Dr Hemming (Warwick)
and a Clinical Research Fellow, Dr Maguire (UoL). The Warwick team
developed sensitivity analyses to assess biases arising from patient
self-selection in open label extension studies, which reported very
different results from randomised clinical trials [9]. A further potential
source of bias in meta-analysis is missing information on study or patient
characteristics; Hemming and Hutton proposed a Bayesian approach to
assessing such bias [10]. This method demonstrated that rates of visual
field defect increased with dose and duration of Vigabatrin treatment.
In all this research, Professor Hutton took the lead on statistical and
ethical issues and methods.
References to the research
1. J.L. Hutton and PR Williamson. Bias in meta-analysis with
variable selection within studies. JRSS C., Applied Statistics,
49:359-370, 2000. DOI: 10.1111/1467-9876.00197
2. S. Hahn, P.R. Williamson, and J.L. Hutton. Investigation of
within-study selective reporting in clinical research: Follow-up of
applications submitted to an LREC. J.Eval.Clin.Pract. 8(3) 353-359. (2002)
DOI: 10.1046/j.1365-2753.2002.00314.x
3. P.R. Williamson, C. Gamble, D.G. Altman, and J.L. Hutton.
Outcome selection bias in meta-analysis. Stat. Meth. Med. Res. 14(5)
515-524. (2005) DOI: 10.1191/0962280205sm415oa
4. J.L. Hutton. Are distinctive ethical principles required for
cluster randomised controlled trials? Statist.Med. 20(3) 473-488. (2001).
DOI: 10.1002/1097-0258(20010215)20:3<473::AID-SIM805>3.0.CO;2-D
5. J.L. Hutton, M. Eccles, and J.M. Grimshaw. Ethical issues in
implementation research: a discussion of the problems in achieving
informed consent. Implementation Science, 3:52. (2009) DOI:
10.1186/1748-5908-3-52
6. P.R. Williamson, H. Clough, J.L. Hutton, A. Marson, and D.W.
Chadwick. Statistical issues in the assessment of the evidence for an
interaction between factors in epilepsy trials. Statist.Med. 21(18)
2613-2622. (2002) DOI: 10.1002/sim.1044
7. P.R. Williamson, C. Tudur Smith, J.L. Hutton, and A.G. Marson.
Aggregate data meta-analysis with time-to-event outcomes. Statist.Med. 21
3337-3351. (2002) DOI: 10.1002/sim.1303
8. AG Marson, PR Williamson, H Clough, J.L. Hutton and D W
Chadwick. Carbamazepine versus valproate monotherapy for epilepsy: a
meta-analysis. Epilepsia, 43:505-513, 2002. DOI:
10.1046/j.1528-1157.2002.20801.x
9. K. Hemming, J.L. Hutton, M.J. Maguire, and A.G. Marson. Open
label extension studies and patient selection biases. J.Eval.Clin.Pract.
14(1) 141-144. (2008) DOI: 10.1111/j.1365-2753.2007.00821.x
10. M. Maguire, K. Hemming, J.M. Wild, J.L. Hutton, and A.
Marson. Prevalence of visual field loss following exposure to vigabatrin
therapy: A systematic review. Epilepsia, 51 2423-2431. (2010) DOI:
10.1111/j.1528-1167.2010.02772.x
11. J.L. Hutton (PI) `Models for selection bias, applied to
controlled trials and observational studies of antiepileptic drugs' MRC
G0400642 July 2005-Sept 2008 £199,000
Details of the impact
Hutton's research on the effects of selection bias includes development
of new statistical methods, and consequently direct application of the
results to particular diseases and treatments, and to the implications for
good conduct and reporting of studies. The impact has therefore been in
three areas:
A) Specific clinical guidance on the treatment of epilepsy
Epilepsy is a common neurological disorder affecting over 500,000 people
within the UK (http://www.nhs.uk/Conditions/Epilepsy/Pages/Introduction.aspx).
In around 70% of cases, seizures are successfully controlled by AEDs
(anti-epileptic drugs) which are the 5th highest category of
expenditure on NHS England prescriptions. The 2004 NICE (National
Institute for Health and Clinical Excellence) Guidelines for the Diagnosis
and Management of Epilepsy highlighted inadequacies in care and treatment
of epilepsy patients. In 2007 a major multi-centre study SANAD (Standard
and New Antiepileptic Drugs), which compared the clinician's choice of
drug against new AEDs in over 2,000 patients, was published. The design of
this trial, led by UoL, was determined by Hutton's research. Her analyses
had highlighted uncertainty with regard to interactions between drugs, and
patient factors of age, type of epilepsy and seizure type related to
misclassification bias [6, 8]. The significance of the SANAD trial is
considerable, e.g.:
- SANAD played a central role in the construction of the 2012 NICE
Guidelines [12a], "The primary scope of the guidelines was to
consider the role of antiepileptic drugs, especially given the impact
of important, real-world studies such as SANAD. The role of
established and newly licensed drugs has been considered using novel
statistical methods allowing comparison of cost effectiveness"
(Preface P3). The Guidelines are important since they are "expected
to be taken into full consideration by healthcare professionals and
organisations when deciding on treatments for patients" [12b]. A
Consultant in Neuropsychiatry [12c] states that "SANAD is the best
clinical trial and is the gold standard piece of work in relation to
the treatment of epilepsy. It is referred to in the NICE guidelines
for good reason. The other main strength of SANAD is that it was not
constrained by the needs of the pharmaceutical industry and has the
reputation of being relatively bias-free".
- The World Health Organisation (WHO) guidelines "Evidence-based
recommendations for management of epilepsy and seizures ..." cite the
meta-analysis [13a]. In addition, in [13b], the SANAD trial results were
explicitly highlighted when WHO deliberated whether to allow the
application for a new epilepsy drug treatment regime. SANAD trial
results were used in a WHO decision not to include Lamotrigine for
epilepsy in their Model List of Essential Medicines.
- SANAD determined the recommendations of the German Association of
Scientific Medical Societies, for AEDs to be used to treat first
seizures and epilepsy in adults [14].
- The Scottish Intercollegiate Guidelines Network [15] cites
meta-analyses (eg [8]) by Hutton as justification for its treatment
recommendations.
- Hutton was instructed [text removed for publication], as an expert
witness for the claimants in a multi-party class action [text removed
for publication], after which the case was concluded with a confidential
out-of-court settlement.
B) Generic guidance for the conduct and reporting of biomedical research
There are many examples where Hutton's research [3, 4, 5] has been cited and
used inter alia by policy makers, journal editors, and potential
study participants, to provide guidance on the ethical design and conduct of
cluster randomised trials, including the following examples.
1. Impacts on guidelines for statistical validity and ethics in cluster
randomised trials [4,5] include:
- One of the MRC's clinical trials guidelines "Cluster Randomised
Trials: Methodological and Ethical Considerations" [17] is based largely
on the research in [4].
- Recommendations (from [4, 5]) are also incorporated into the
Consolidated Standards of Reporting Trials (CONSORT) Design extension to
cluster randomised trials [18]. CONSORT is in turn included within the
International Committee of Medical Journal Editors (ICMJE)
recommendations [19].
- Recommendations (from [4, 5]) are also incorporated into the Ottawa
Statement on the Ethical Design and Conduct of Cluster Randomized Trials
[20].
2. Preferred Reporting Items for Systematic Reviews and Meta-Analyses
(PRISMA) [21] is an evidence-based checklist for reporting systematic
reviews and meta-analysis, which has been translated into Spanish, Korean
and Russian. Its recommendations are also incorporated into the ICMJE [19]
to which most biomedical journals subscribe, and thus whose authors must
comply with each item on a specified checklist. Hutton's work in [3]
contributed to two check points related to selective reporting within
studies.
3. Research led by Hutton for the National Centre for the Replacement,
Refinement and Reduction of Animals in Research attracted media coverage,
and contributed to reporting guidelines in Animal Research: Reporting
of In Vivo Experiments (ARRIVE) [22a]. This is endorsed by many
journals and ten funders, including the Wellcome Trust and three research
councils [22b].
C) Evidence given in other trial cases as an expert witness
Based on her research on selection bias, ethics and meta-analysis, Hutton
has made recent appearances as an expert witness in legal cases. They
include:
- The General Medical Council instructed Hutton in May 2008 in a case
concerning the conduct, design, choice and reporting of outcome measures
of a clinical trial for which three doctors were accused of professional
misconduct [23]. The case 'collapsed because it had no sound
scientific evidence to support it' [23], as a direct result of
Hutton's discussions with the GMC and her report based on her research
including [1,2].
- Based on her work including [3, 7, 9], Hutton was
[text removed for publication]
(over 100 cases) [24a, 24b, 24c].
Sources to corroborate the impact
12a. Pharmacological Update of Clinical Guideline 20. "The Epilepsies:
The diagnosis and management of the epilepsies in adults and children in
primary and secondary care". Final Methods: Evidence and Recommendations
January 2012. Commissioned by the National Institute for Health and
Clinical Excellence.
See also the NICE Clinical Guideline 137, January 2012, pg 7: ".. a recent
large multicentre trial (the SANAD trial) evaluating newer drugs in
newly diagnosed epilepsy (accepting some limitations) suggested that
sodium valproate should the drug of choice...It was therefore considered
necessary to review new evidence regarding AEDs within an update of NICE
clinical guideline 20).
12b. See: http://www.nhs.uk/NHSEngland/thenhs/healthregulators/Pages/nice.aspx
12c. Consultant in Neuropsychiatry, National Centre for Mental Health,
Birmingham
13a. WHO guidelines `Evidence based recommendations for the
management of epilepsy and siezures in non-specialised health settings:
Standard antiepileptic drugs (phenobarbital, phenytoin, carbamazepine,
valproic acid) for management of convulsive epilepsy in adults and
children'
http://www.who.int/mental_health/mhgap/evidence/resource/epilepsy_q7.pdf
13b. The Selection and Use of Essential Medicines. Report of the WHO
Expert Committee 2009, (WHO Technical report Series: 958), ISBN 978 92 4
120958 8
14. German guidelines: Epileptic Shock and Epilepsy in Adults (AWMF No
030/041, dated September 2012). For complete document see
http://www.awmf.org/leitlinien/detail/ll/030-041.html
15. Diagnosis and Management of Epilepsy in Adults — A National Clinical
Guideline (Scottish Intercollegiate Guidelines Network. ISBN 1 899893 58
X, Updated October 2005. For full document see: http://www.sign.ac.uk/guidelines/fulltext/70/
16. [text removed for publication]
17. "Cluster randomised trials: Methodological and ethical
considerations" MRC Clinical Trials Series, November 2002. The guidelines
continue to have impact — see current MRC Additional Terms and Conditions
'MRC requires research organisations to ensure that the research
undertaken under an award by the research organisation itself complies
with MRC terms and conditions including MRC's ethics and best practice."
See
http://www.mrc.ac.uk/Utilities/Documentrecord/index.htm?d=MRC002406.
18. See http://www.consort-statement.org/consort-statement/
Hutton is cited in Reference 248
19. http://www.icmje.org/icmje-recommendations.pdf.
See p12 for PRISMA and CONSORT.
20. Ottawa statement, PLoS Med 9(11): e1001346. DOI: 10.1371/journal.pmed.1001346
21. The PRISMA Statement for Reporting Systematic Reviews and
Meta-Analyses of Studies That Evaluate Health Care Interventions:
Explanation and Elaboration. Liberati A et al. PLoS Med
6(7): e1000100. DOI 10.1371/journal.pmed.1000100.
Hutton is cited in references 122 and 152.
22a. Kilkenny C et al (2010). Improving Bioscience
Research Reporting: The ARRIVE Guidelines for Reporting Animal Research, PLoS
Biol 8(6): e1000412. DOI: 10.1371/journal.pbio.1000412.
See Reference 5 to Hutton's research.
22b. See http://www.nc3rs.org.uk/news.asp?id=1861
for the reach of the ARRIVE guidelines and http://www.nc3rs.org.uk/news.asp?id=1798
for link to an open letter from the CEOs of the BBSRC, MRC and Wellcome
Trust.
23. Gornall J. Professional conduct — Three doctors and a GMC prosecution
BMJ 2008; 337:a907. Download at http://www.bmj.com/content/337/bmj.a907
24a. [text removed for publication]
24b. [text removed for publication]
24c. [text removed for publication]