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