An Outcomes Model to Evaluate Risks and Benefits of Escherichia Coli Vaccination in Beef Cattle
For the cattle farmers and processors E.coli 0157 can create extra costs, legal issues and more importantly a public health concern, according to H. Scott Hurd (Iowa State University) and Sasidhar Malladi (University on Minnesota). Researchers at Iowa State University have developed a model that analyses the problems of E.coli evaluating the impact of the bacterium on key epidemiological outcomes.Approximately 265,000 of the estimated 48 million
foodborne illness cases each year are caused by Shiga
toxigenic Escherichia coli (STEC), with E.coli serogroup
O157:H7 (O157) responsible for 36 per cent and non-O157 serogroups
for the remainder (CDC, 2011). Symptoms of STEC
infections include severe stomach cramps, bloody diarrhea,
and vomiting. If fever develops, it rarely exceeds 101°F
(38.5°C). Most people recover within five to seven days, but some develop
severe or life-threatening complications, including hemolytic
uremic syndrome. Young children, the elderly, and
people who are immuno-compromised face higher risk from
STEC infections than healthy adults.
For beef cattle producers and the meat industry, O157
contamination creates significant economic burden, legal liability
and public health concern. Ground beef that tests positive
for O157 is considered adulterated, so even a low prevalence of contaminated meat produces a major economic
risk for packers. Publicity surrounding recalls has also
heightened awareness about bacterial contamination among
consumers, with 40 per cent saying they are extremely concerned
(NCBA, 2010). In practice, reducing O157 contamination requires
vigilance along the entire supply chain from farm to
fork.
Currently, postharvest processes, such as low water
activity, chilled storage, and carcass wash procedures are well
established and on average work well. For example, the national
ground beef prevalence of O157 is about 0.2 per cent (USDA FSIS,
2009). Yet occasionally the high prevalence of O157 in
cattle at the production stage aligns with high O157 carcass
presence at the harvest stage, producing high O157 concentration
at the consumption stage. The convergence of these
outlier events on a single day (an event day) can produce
ground beef production lots with an exceptionally high O157
concentration in the final product. Some say a single event
day, with its extra testing requirements, quality control interventions, and internal and/or external recalls, can exact a
significant economic toll.
Recently, two O157-specific bacterial extract vaccines for
use in feedlot cattle have been granted conditional approval
by the US Department of Agriculture (USDA). The vaccines
do not entirely prevent infections, but preliminary data
demonstrated that vaccination reduced the percentage of
animals shedding O157 at slaughter (Thomson et al., 2009;
Thornton et al., 2009). This phenomenon could potentially
decrease the prevalence of contaminated carcasses.
The value of preharvest O157 vaccination hinges on three questions:
- Will vaccination significantly reduce the number of human illnesses and other relevant outcomes resulting from beef contamination with O157?
- Will those reductions offset the cost of vaccination relative to other interventions?
- Will the system (farm-to-fork) provide a sufficient signal to cattle feeders to vaccinate?
The objective of this article is to provide quantitative analysis of the effect vaccination may have on human health and food safety.
Discussion
The authors say their results demonstrate that preharvest vaccination
against O157 could have a significant benefit for the beef industry
by reducing the likelihood of hot lots or event days,
and the probability of multiple illnesses due to contaminated
ground beef servings.
In addition, the model results indicate
that a large number of ground-beef-associated human O157
illnesses may be prevented by vaccinating domestic feedlot
cattle. Thus, both the packer and the consumer could benefit
from routine O157 vaccination of cattle.
In their study, the relationship between the number of human
illnesses and vaccinated cattle was quite linear (R2=0.99),
similar to the model of Withee et al. (2009). By comparison, they
also modelled a reduction in concentration on/in carcasses/
faeces as well as prevalence of shedders due to vaccination. Incorporating a reduction in concentration produced an
additional impact on epidemiological outcomes.
Hurd and Malladi propose the reason that vaccine is so effective is its
impact on outlier events and the tail-ends of the non-normal
distributions. Some have speculated about the possibility of
'super-shedder' cattle (Jacob et al., 2010; Gyles, 2007). Most packers agree the occurrence of event days is sporadic.
The figure below shows the tail of the histogram (segment of the histogram
showing highly contaminated production lots) of
simulation results for the prevalence of O157 in 325-g samples
by comparing vaccinated and unvaccinated production lots.
The x-axis is the prevalence of positive samples expressed as a
fraction, and the y-axis is the relative frequency (proxy for
probability from simulation results). The graph shows that the
probabilities of a very highly contaminated production lot can
be reduced considerably with vaccination. This is because
vaccination is an independent mitigation measure from
postharvest interventions. Vaccination seems to impact the
few rare cases where the production lot could be highly
contaminated due to various outlier events.
Scenario B: Vaccine 60% effective, 100% adoption
Predicted Annual Escherichia coli O157:H7 Illnesses per Year Due to Consumption of Ground Beef From Steer and Heifer Slaughter with the Percentage of US Cattle Vaccinated (Adoption Rate) | |||
---|---|---|---|
Mean number of illnesses | |||
Vaccine adoption rate | Scenario A | Scenario B | Scenario C |
0 per cent | 20057 (10182–30500) | 20057 (10182–30500) | 20057 (10182–30500) |
40 per cent | 15396 (7800–23500) | 16486 (8398–25252) | 16909 (8635–25957) |
80 per cent | 10736 (5400–16300) | 12916 (6617–19890) | 13761 (7088–21303) |
100 per cent | 8405 (4268–12830) | 11130 (5731–17211) | 12187 (6321–18982) |
The intervals shown here are two-sided 95 per cent probability intervals that represent the impact of uncertainty in input parameter as well as variability in the ground beef processing steps. Possible reasons for the relatively wide intervals include the significant uncertainty in the aetiological fraction for O157 illnesses due to ground beef consumption and the significant variability in the number of contaminated servings per production lot (e.g. due to high shedders). |
Given that a substantial portion of ground beef consumed
in the United States is imported and to aid in further economic
modelling, Hurd and Malladi modelled ground beef imports and the mixing of
domestic and imported ground beef explicitly. This approach
is conservative (reducing the observed impact of vaccination)
since a smaller proportion of the O157 illnesses are attributed
to the consumption of domestic ground beef, reducing the
estimates of human illnesses which can be prevented by
vaccinating domestic feedlot cattle.
Withee et al. (2009) did not
consider ground beef imports and attributed a greater number of human illnesses to the consumption of ground beef
from domestic cattle slaughter. Unlike Hurd et al. (2010), the authors
assumed a constant probability that contaminated servings of
ground beef cause illness, regardless of the specific product
streams (e.g. food service) or consumption channel (e.g. retail
sale). The differences in risks for various product streams
and consumption channels were not considered here, as the
focus of the current study was on the impact of vaccination on
overall human O157 illnesses due to consumption of all categories
of ground beef. Given that only approximately three per cent of
all raw ground beef is sold directly to the consumer, this is an
area for further research (NCBA, 2004).
Change in Predicted Annual Number Of 'Hot' Production Lots (>1,000 Contaminated Servings) for Slaughter Plants Producing 16,000 Lots Per Year with the Percent of Cattle Vaccinated | |||
---|---|---|---|
Vaccine adoption rate | Scenario A | Scenario B | Scenario C |
0 per cent | 144 (124–163) | 144 (124–163) | 144 (124–163) |
40 per cent | 82 (67–97) | 105 (88–122) | 115 (98–133) |
80 per cent | 30 (21–39) | 73 (60–88) | 90 (75–106) |
100 per cent | 6 (2–10) | 57 (45–69) | 77 (63–91) |
The numbers in the parentheses are two-sided 95 per cent probability intervals. |
Significant uncertainty surrounds several input variables
associated with slaughter processes, such as the amount of a
carcass surface area represented in ground beef trim or the
effectiveness of carcass decontamination treatments. Given
these uncertainties, the model results for slaughter outcomes
are more appropriate for predicting the relative impact of
O157 vaccination, rather than for predicting the absolute
levels of these outcomes. The results for slaughter outcome
measures are representative of average values for a hypothetical
large production plant in the United States and are not
applicable for any specific slaughter establishment. However,
Hurd and Malladi believe that the modelling approach utilized here would be
appropriate for evaluating outcomes for specific slaughter
plants, provided that the input parameters are calibrated according
to the establishment characteristics.
There is significant uncertainty about the inputs in this
model representing the impact of O157 vaccination. Preliminary
data indicated that vaccination reduces the O157
prevalence and concentration in faeces (p<0.05 based on
sampling at specific times post vaccination as described
elsewhere [Thomson et al., 2009; Thornton et al., 2009]).
Hurd and Malladi modelled these parameters as inputs that users can vary
to produce different scenarios to consider the impact of the
associated uncertainty. Depending on the nature of the biological
processes associated with the functioning of the vaccine,
it is possible that the reduction in prevalence is correlated
with other variables, such as the reduction in fecal concentration. For example, a large reduction in O157 faeces
concentration due to vaccination may also be associated with
a correspondingly large reduction in O157-measured fecal
prevalence.
Further studies are required to examine the potential
correlation between the reductions in concentration
and reductions in prevalence under different vaccine dosage
regimens and field conditions, according to Hurd and Malladi. Such studies will also provide
the data required to evaluate the impact of vaccination stochastically,
that is with correlated probability distributions for
reduction in faeces concentrations and reduction in prevalence.
This stochastic model based on production, slaughter, and
consumption factors demonstrated that preharvest O157
vaccination could reduce human illnesses and decrease contaminated
ground beef lots, report Hurd and Malladi. The analysis shows that vaccine- associated
reduction in the number of shedding animals and
the reduced concentration of O157 in faeces both combine to
reduce human illnesses. Thus, the benefits of preharvest O157
vaccination of cattle extend to packers as well as consumers.
Further ReadingYou can view the full report by clicking here. |
December 2012