The self-controlled case series method in pharmacoepidemiology
Submitting Institution
Open UniversityUnit of Assessment
Mathematical SciencesSummary Impact Type
TechnologicalResearch Subject Area(s)
Mathematical Sciences: Statistics
Medical and Health Sciences: Public Health and Health Services
Summary of the impact
This research has profoundly influenced the practice of
pharmacoepidemiology in 2008-13. The self-controlled case series (SCCS)
method is particularly well-suited for working with computerised
databases, which are increasingly used in epidemiology. The method has
been recommended by international agencies (WHO, ECDC) and is now widely
used by health practitioners within national public health agencies,
including the CDC (USA), Public Health England (UK) and many other
national and regional public health bodies. It has influenced practice
within the private sector (notably the pharmaceutical and the healthcare
industries). Use of the SCCS method has impacted on health by reducing
costs, improving timeliness and improving the quality of evidence upon
which policy decisions are based.
Underpinning research
The SCCS method was published in 1995 by Dr Farrington [3.1], who was
then a statistician at the Public Health Laboratory Service, part of what
is now Public Health England (PHE). Further methodological developments
since 1999 at The Open University, detailed below, have extended the SCCS
method's applicability and accessibility, and are central to its impact.
The method is unusual in that it requires only individuals who have
experienced the adverse event of interest and thus, unlike case-control
studies, does not require separate controls. Instead, each individual is
used as their own control. An important consequence of this self-matching
is that the method automatically controls for time-invariant confounders,
thus overcoming biases associated with the selection of individuals for
treatment, known as indication and channelling biases. This is
particularly important when analysing data from electronic databases where
covariate information is often inadequate, and which are therefore more
likely to suffer from confounding biases. Because it requires only cases,
the method is also simple, cheap and rapid to apply.
In 1999, the SCCS method was used to provide the first substantive
evidence that the claim of an association between MMR and autism was
unfounded [3.2]. The method subsequently gained greatly in prominence,
generating further research by Dr Farrington, who had moved in 1998 to a
Lectureship at The Open University's Department of Statistics (which later
merged with the Department of Mathematics). From 1999, a sustained
research programme by Dr Farrington (who was appointed Professor of
Statistics in 2004) and colleagues at The Open University, including Dr
Heather Whitaker (postdoc 2001-06, then Lecturer from 2006), Dr Karen
Vines (Lecturer), Dr Patrick Musonda (PhD student then postdoc, 2003-07),
Dr Mounia Hocine (postdoc, 2007-09) and Yonas Weldeselassie (PhD student,
2010-present) was undertaken to extend the method's applicability.
A key theme in this research has been to weaken the assumptions required
by the method. This was largely in response to interest from the wider
pharmacoepidemiology community, who sought to apply the method to
life-changing events and in contexts where some of the assumptions may be
violated [3.3, 3.5, 3.7]. A second theme of the research, led by Dr
Whitaker, has been to increase the accessibility of the method by making
it available in standard software, creating a dedicated website (http://statistics.open.ac.uk/sccs)
and popularising the method through workshops and publications in leading
medical statistics journals [3.4, 3.6].
Since 2003, this research programme at The Open University has been
supported by six external research grants, and its outputs have been
published in leading statistics journals. As a result, the reach and
impact of the SCCS method have been greatly expanded. In 2011, Professor
Farrington was awarded a Royal Society Wolfson Research Merit Award, and
in 2013 he was awarded the Royal Statistical Society's Bradford Hill
medal, partly in recognition of his work on the SCCS method.
Important contextual aspects of the impact are the heightened public
profile of vaccine safety issues following the MMR and autism controversy,
and the large-scale use of pandemic influenza vaccines. These have focused
attention on the need for reliable yet rapid methods of safety evaluation
such as provided by the SCCS method.
References to the research
3.1. Farrington, C.P. (1995) `Relative incidence estimation from case
series for vaccine safety evaluation-, Biometrics, vol. 51, pp.
228-35.
3.2. Taylor, B., Miller, E., Farrington, C.P., Petropoulos, M.-C.,
Favot-Mayaud, I., Li, J. and Waight, P.A. (1999) `Autism and measles,
mumps and rubella vaccine: no epidemiological evidence for a causal
association', Lancet, vol. 353, pp. 202-9.
3.3. Farrington, C.P. and Whitaker, H.J. `Semiparametric analysis of case
series data (with discussion)', Journal of the Royal Statistical
Society, Series C, vol. 55, pp. 553-94.
3.4. Whitaker, H.J., Farrington, C.P., Spiessens, B. and Musonda, P.
(2006) `Tutorial in biostatistics: the self-controlled case series
method', Statistics in Medicine, vol. 25, pp. 1768-98.
3.5. Farrington, C.P., Whitaker, H.J. and Hocine, M.N. (2009) `Case
series analysis for censored, perturbed or curtailed post-event
exposures', Biostatistics, vol. 10, pp. 3-16.
3.6. Whitaker, H.J., Hocine, M.N. and Farrington, C.P. (2009) `The
methodology of self-controlled case series studies', Statistical
Methods in Medical Research, vol. 18, pp. 7-26.
3.7. Farrington, C.P., Anaya-Izquierdo, K., Whitaker, H.J., Hocine, M.N.,
Douglas, I. and Smeeth, L. (2011) `Self-controlled case series analysis
with event-dependent observation periods', Journal of the American
Statistical Association, vol. 106, pp. 417-26.
This research was funded by six peer-reviewed grants over the period
2003-2013 awarded to C.P. Farrington (PI) totalling more than £500,000,
from the Wellcome Trust, EPSRC, GlaxoSmithKline, MRC, EPSRC and Royal
Society.
Details of the impact
The SCCS method was widely used in 2008-2013 by health practitioners, and
has been recommended by the World Health Organisation and the European
Centre for Disease Prevention and Control [5.1]. Non-academic
practitioners using the method include public health officials at national
government-funded institutes (notably the US Centers for Disease Control
and Prevention (CDC)) and epidemiologists working in the private sector,
notably the healthcare and pharmaceutical industries [5.2]. The means by
which the research contributed to the impact is primarily the large number
of epidemiological studies using the SCCS method, alone or in combination
with other methods, and relating to pressing public health issues, which
were published in the medical literature over the period 2008-13.
The breadth of applications of the SCCS method demonstrates both its
reach and its impact. The following two paragraphs document
(non-exhaustively) the range of investigations using the SCCS method that
were published in the medical and epidemiological literature in 2008-13
[5.3].
In vaccine safety studies, the SCCS method was used to study the safety
of off-label vaccines in elderly populations; epilepsy and influenza
vaccine; Guillain-Barré syndrome and influenza vaccines; adverse events
after vaccination of premature children; febrile convulsions and childhood
vaccinations; multiple sclerosis relapse and influenza vaccination;
thrombocytopenic purpura and vaccinations; effectiveness of pandemic `flu
vaccine; emergency admissions and vaccinations; and metabolic disorders
and vaccines.
In non-vaccine epidemiology, the SCCS method was used to investigate
depression in patients with heart disease or diabetes; fracture and
hypertensive drugs; adverse events and proton pump inhibitors; risks
associated with antipsychotics; motor vehicle accidents and drugs; motor
vehicle accidents and medications; falls and antidepressants; vascular
events and invasive dental treatment; oral antibiotic prescribing and
pregnancy; fractures and thiazolidinediones; oral bisphosphonates and
heart problems; and antipsychotics and stroke. The method was also used to
study vascular events after infections and in chronic respiratory disease.
The benefits of using the SCCS method are:
- the ability to rapidly undertake low-cost, high-quality studies of
rare conditions, using computerised databases of clinical records
- better control of time-invariant confounders than is normally possible
in other study designs such as cohort and case-control studies
- to extend the range of study designs that can be carried out on the
same data set, which, owing to the contrasting assumptions they make,
can help throw new light on causal mechanisms.
This has led to several positive comparative reviews and recommendations
involving non- academic practitioners [5.4].
The methodological advance represented by the SCCS method has helped to
improve the quality and versatility of statistical methods in
pharmacoepidemiology, resulting in better studies and well- informed
medical decisions. Two specific examples of how SCCS methodology has had
an impact on major public health issues are as follows.
- Between 2008 and 2013, the SCCS method was used by GlaxoSmithKline and
the CDC to study the safety of the new Rotarix vaccine against rotavirus
infection, following the withdrawal of the Wyeth RotaShield vaccine
(confirmed by evidence from a 2001 study involving the SCCS method). The
importance of this impact derives from the fact that, worldwide, it is
estimated that more than 500,000 children under 5 years old die annually
from rotavirus diarrhoea [5.5].
- In 2008-2013, several SCCS studies were undertaken to investigate the
safety of influenza vaccination, notably in relation to Guillain-Barré
syndrome. The issue shot to prominence in 2009 with the advent of H1N1
influenza A (`swine flu'), and the SCCS method was used by several
agencies to investigate the safety of influenza vaccines against various
influenza strains [5.6].
Sources to corroborate the impact
The pervasive use of the SCCS method has resulted in a large number of
relevant sources, and a selection of these is given here.
5.1 Use of SCCS by international health agencies
World Health Organisation: Zuber, P.L.F. et al. (2009) `Global
safety of vaccines: strengthening systems for monitoring, management and
the role of GACVS', Expert Review of Vaccines, vol. 8, pp. 705-16.
See p. 708, column 2, paragraph 2.
European Centre for Disease Prevention and Control: Lopalco, P.L.
et al. (2010) `Monitoring and assessing vaccine safety: a European
perspective', Expert Review of Vaccines, vol. 9, pp. 371-80. See
p. 373, column 1, paragraphs 6-7.
5.2 Use of SCCS by public health institutes and private sector
companies
For examples of use by public health bodies in the USA (Centers for
Disease Control and Prevention), UK (Public Health England), Quebec
(Ministry of Health), and by Kaiser Permanente (private healthcare
provider) and GSK (pharmaceutical company), see Sections 5.5 and 5.6
below. Recommendations by several other public and private sector users
are listed in Section 5.4 below. Other public health bodies using the SCCS
method include the Robert Koch Institute, Berlin (Uphoff et al. (2011) PLoS
One, vol. 6, e19932) and Public Health Ontario (Hawken et al. (2012)
American Journal of Epidemiology, vol. 176, pp. 1035-42).
5.3 List of studies undertaken using SCCS
See the citations of paper [3.4] given in Section 2, from which all these
examples are drawn.
5.4 Recommendations from non-academic practitioners
Authors from Johnson & Johnson, Kaiser Permanente, and BC Ministry
of Health Services: Gagne et al. (2012) Pharmacoepidemiology and
Drug Safety, vol. 21 (supplement 1), pp. 32-40.
Authors from Roche Products, Amgen and Novartis: Quartey et al.
(2011) Pharmaceutical Statistics, vol. 10, pp. 539-47.
Author from PHE (UK): Andrews (2012) Biologicals, vol. 40,
pp. 389-92.
Author from Institut National de la Santé et de la Recherche Médicale
(Paris): Hocine, M.N. and Chavance, M. (2010) Revue
d'Epidémiologie et de Santé Publique, vol. 58, pp. 435-40.
Authors from the US Food and Drug Administration and Kaiser Permanente
(USA): Maclure et al. (2012) Pharmacoepidemiology and Drug
Safety, vol. 21 (supplement 1), pp. 50-61.
Authors from Denver Health and Kaiser Permanente: McClure et al.
(2008) Vaccine, vol. 26, pp.3341-5.
5.5 SCCS and new rotavirus vaccines, 2008-2013: studies by
practitioners Study by GlaxoSmithKline: Velasquez et al.
(2012) Pediatric Infectious Disease Journal, vol. 31, pp. 736-44.
Study by the CDC: Patel et al. (2011) New England Journal of
Medicine, vol. 364, pp. 2283-92.
5.6 SCCS and influenza vaccine safety, 2008-2013: studies by
practitioners Studies by the UK PHE: Stowe et al. (2008) American
Journal of Epidemiology, vol. 169, pp. 382-8; Andrews et al. (2011)
Vaccine, vol. 29, pp. 7878-82.
Study by Quebec Ministry of Health: De Wals et al. (2012) Journal
of the American Medical Association, vol. 308, pp. 175-86.
Study by the CDC: Tokars et al. (2012) Pharmacoepidemiology
and Drug Safety, vol. 21, pp. 546-52.
Study involving Kaiser Permanente: Greene et al. (2012) American
Journal of Epidemiology, vol. 175, pp. 1100-1109.