Accurate statistical methods for detecting the source of human campylobacteriosis cases in New Zealand leads to an annual reduction of around 90,000 cases per year.
Submitting Institution
Lancaster UniversityUnit of Assessment
Mathematical SciencesSummary Impact Type
PoliticalResearch Subject Area(s)
Mathematical Sciences: Statistics
Economics: Applied Economics
Summary of the impact
Research at Lancaster led to a novel approach to detect the source of
cases of campylobacteriosis
(a bacterial foodborne disease). The application of this method to data
from New Zealand pin-
pointed that New-Zealand's high rate of cases was linked to the eating of
contaminated poultry.
These results were a key part of the evidence used by New Zealand's Food
Safety Authority to
introduce a new code of practice for the poultry industry. The impact of
this code of practice has
been a halving of the number of reported cases of campylobacteriosis in
New Zealand (from
around 16,000 cases in 2006 to less than 7,000 in 2008). With notification
rates estimated as 1 in
10, this corresponds to around 90,000 fewer actual cases per year. The
saving for the New
Zealand economy during the REF census period has been independently
estimated as between
£100M and £150M.
Underpinning research
Research Team at Lancaster
The methodological research was led by Wilson, Fearnhead and Diggle as
part of a Veterinary
Training and Research Initiative grant to Liverpool and Lancaster, funded
by DEFRA and HEFCE.
Wilson was a PDRA funded by this grant. He was based in the Department of
Mathematics and
Statistics at Lancaster, and was supervised by Fearnhead.
Methodological Research (2005-2007)
The underpinning research involved developing a new method for detecting
the source of human
cases of campylobacteriosis, motivated by interest in source detection by
collaborators from the
Vet School at Liverpool. This method (Wilson et al. 2008) uses as input
genetic data of
Campylobacter isolates from both human cases and from different potential
animal and
environmental source populations. Comparing how similar the genetic type
of isolates from human
cases are to the genetic type of isolates from the different source
population enables one to
estimate the relative contribution of each source to the total number of
human cases. The key to
doing this accurately is obtaining good estimates of the population
frequency of different genetic
types in each of the animal and environmental sources, which requires a
form of density estimation
over the high-dimensional space of possible genetic types. The novelty of
our method was in
constructing a model-based approach to the density estimation, using
tractable approximations to
well-developed population genetic models. This builds on earlier work
developing similar
approximations for estimating recombination (Fearnhead and Donnelly 2001,
Li and Stephens
2003). The final method is substantially more accurate than cruder
alternatives, which often have
to throw away information in the data.
Application to New Zealand Data (2007)
During 2007, this method was applied to data from New Zealand, in
collaboration with Nigel
French's veterinary epidemiologist group at Massey University, New
Zealand. This collaboration
came out of close links between Lancaster and Massey, with French aware at
an early stage of our
research on detecting the source of human campylobacteriosis cases, a
problem his group were
also interested in. Lancaster supported this application of the research,
with Wilson collaborating
directly in the research of the group in New Zealand. Wilson was the sole
statistical geneticist
involved in this research, applying the method developed at Lancaster to
analyse the data. The
results of this analysis appeared later in Mullner et al (2009). This work
was carried out while
Wilson was at Lancaster, but the paper was published later, after Wilson
had moved to Chicago.
Results of Source Attribution in New Zealand
The results of the analysis showed that ~75% of human campylobacter cases
in New Zealand
were due to poultry sources. This was a much higher proportion than for
other developed
countries. In 2006 New Zealand had the highest rate of Campylobacteriosis
cases in the
developed world. The results from the source attribution were evidence
that poor standards in the
poultry industry were responsible for this high rate of Campylobacteriosis
cases in New Zealand.
The importance of the methodological work developed at Lancaster, and of
the input of Wilson to
the analysis of the New Zealand data, is attested to by Nigel French. In a
letter of support, he
states "Source attribution models developed by Dr Wilson [...] helped
us to identify that poultry,
and one particular supplier, was responsible for the majority of human
cases in our sentinel site.
The highly cited paper published by Dr Wilson [et al.] in 2008 in PloS
Genetics provided a new tool
that could be applied to multilocus sequence typing data in New Zealand.
He made the models
readily available to us and was a highly effective collaborator,
enabling us to rapidly adopt the
method and communicate the findings to the New Zealand Food Safety
Authority. Informed by the
model outputs, the Campylobacter risk management policy was developed
and implemented, and
the public health response was rapid. The models provided the most
convincing evidence to date
of the importance of poultry as a source infection, enabling
interventions to be mandated."
References to the research
Key References
Mullner, Spencer, Wilson, Jones, Noble, Midwinter, Collins-Emerson,
Carter, Hathaway and
French (2009) Assigning the source of human campylobacteriosis in New
Zealand: A comparative
genetic and epidemiological approach. Infection, Genetics and
Evolution. 9(6) 1311-1319
doi:10.1016/j.meegid.2009.09.0003
Wilson, Gabriel, Leatherbarrow, Cheesbrough, Gee, Bolton, Fox, Fearnhead,
Hart and Diggle
(2008) Tracing the source of campylobacteriosis. PLoS Genetics
4(9):e1000203.
doi:10.1371/journal.pgen.1000203
Other References
Li and Stephens (2003) Modeling Linkage Disequilibrium and Identifying
Recombination Hotspots
Using Single-Nucleotide Polymorphism Data. Genetics, 165(4), 2213-2233.
Fearnhead and Donnelly (2001) Estimating recombination rates from
population genetic data.
Genetics 159: 1299-1318.
Details of the impact
Background
Campylobacteriosis is the most common cause of human bacterial
gastroenteritis in the developed
world. In most cases the effect on humans is limited to fever, diarrhoea,
and abdominal pain, with
the illness lasting between 2 and 10 days. However more serious
complications, including
occasional deaths, can occur, particularly in young babies and the
elderly. The mortality rate has
been estimated as 0.1% of reported cases.
Introduction of Code of Practice for the New Zealand Poultry Industry
(Oct 2007)
The New Zealand Food Safety Authority (NZFSA) has close links with
French's group at Massey,
and both they and the poultry industry were made aware of the findings of
the joint Massey-Lancaster
research on source attribution as they were happening. The research led to
public
health professionals advocating more rigorous controls on foodborne
pathways of
campylobacteriosis, particularly for poultry, and in turn to the
introduction of a new code of practice
for the poultry industry.
Impact of the Code of Practice (Nov 2007 onwards)
This code of practice rapidly led to over a 50 percent reduction in the
number of reported cases of
campylobacter infection caused by food (from roughly 17,000 cases in 2006
to 8,000 in 2008 with
an initial reduction noted as early as November 2007). This has been
maintained to the present
data. With notification rates often estimated at around 1 in 10 (Duncan
2011), this corresponds to
around 90,000 fewer actual cases per year, and given estimated mortality
rates, to a saving of
about 50 lives during the census period.
The annual economic saving, including direct health costs and loss of
output, has been estimated
to be in the region of NZ$36M (http://www.foodsafety.govt.nz/elibrary/industry/Zealand_Leads-Efforts_Drastically.htm) to NZ$50M (Duncan 2011). Over the REF
census period this corresponds
to a total saving in region of £100M to £150M.
The method for source attribution is still used in New Zealand to monitor
the effectiveness of the
change of policy in an ongoing surveillance programme (French 2013).
Evidence of the Role of the Underpinning Research on Impact
The role the underpinning research had on the introduction of the new
code of practice is
evidenced by a number of sources. Firstly, Mullner et al. (2009) state "The
evidence provided by
our approach has supported national policy making by providing an
important contribution to the
NZFSA Campylobacter Risk Management Strategy". The introduction to
the NZFSA
Campylobacter Risk Management Strategy states "It has been
scientifically established that poultry
meat is a primary exposure pathway in New Zealand", a conclusion
that comes from the Massey-
Lancaster research. And this fact is used to motivate the resulting
strategy for reducing
campylobacter levels in poultry.
Two editorials (Dixon 2009a,b) also highlight that the Massey-Lancaster
research led by French,
and in particular that the use of the modelling methodology of Wilson, was
central to change in
policy. For example, Dixon 2009b states that this "modelling
methodology provided the clinching
evidence to influence an industry highly resistant to any suggestions
that chickens were the major
source of campylobacteriosis in the country." Dixon (2009a) adds "..in
New Zealand .... cases of
campylobacteriosis have halved over the past year. This has been done by
the adoption of new
hygiene measures by a poultry industry initially hostile to the idea
that it was the major source of
the problem — after their necessity had been established by
sophisticated computer modelling of
the infection." A recent presentation at the NZAE Annual Conference
(Duncan 2011) also states "It
was this study conducted by Massey University for NZFSA ... that
motivated the poultry industry to
begin investing to reduce the Campylobacter loading on product for sale
for human consumption."
The work of the group at Massey, to which Wilson contributed, is cited in
NZFSA reports on risk
management strategies for campylobacter. (For example, French 2009 is
cited by in the NZFSA's
Campylobacter Risk Management Strategies 2010-2013). French himself writes
that "The
contribution to public health made by Dr Wilson and colleagues at
Lancaster University should not
be underestimated."
Sources to corroborate the impact
Dixon (2009a) Editorial, The Lancet Infectious Diseases, 9, p.527.
Dixon (2009b) Editorial, Microbe, 4, p.394-395.
French (2009) Enhancing Surveillance of Potentially Foodborne Enteric
Diseases in New Zealand:
Human Campylobacteriosis in the Manawatu: Project extension incorporating
additional poultry
sources. Final Report FDI /236/2005. http://www.foodsafety.govt.nz/elibrary/industry/enhancing-surveillance-potentially-research-projects/finalreportducketc2009.pdf
Mullner P, Spencer S.E.F, Wilson D.J, Jones G, Noble A.D., Midwinter
A.C., Collins-Emerson J.M.,
Carter P., Hathaway S. and French N.P. (2009) Assigning the source of
human campylobacteriosis
in New Zealand: A comparative genetic and epidemiological approach.
Infection, Genetics and
Evolution. 9(6) p. 1311-1319.
Duncan (2011) Food safety in the poultry industry: An estimate of the
health benefits. 52nd NZAE
Annual Conference.
Letter of Support from the Director, mEpiLab, Institute of Veterinary,
Animal and Biomedical
Sciences, Massey University, New Zealand.
Campylobacter Risk Management Strategies 2008-2011, NZFSA.
Articles detailing the reduction in cases, and resulting economic
savings:
http://www.foodsafety.govt.nz/elibrary/industry/Zealand_Leads-Efforts_Drastically.htm
Data on reduction of human campylobacter cases appears in:
Campylobacter Risk Management Strategies 2013-2014, NZFSA, (Figure 2, page
10)
http://www.foodsafety.govt.nz/elibrary/industry/Campylobacter_Risk-Comprehensive_Aimed.pdf
The economic savings are also reported in
http://foodsafety.govt.nz/elibrary/industry/economic-cost-foodborne-disease/sis.pdf