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Open	Session	of	the	EuFMD	-	Cascais	–Portugal	26-28	October	2016	
PRIORITISATION	OF	RESOURCES	
FOR	EARLY	DETECTION	OF	
DISEASE	INCURSIONS	
	
A	Cameron,	AM	Bouhbal,	I	Ahamjik,		
H	Haj	Ammar,		K	Ouali,	M	Khayli,	F	Rosso
Background	
• FMD	outbreak	in	North	Africa	
– 2014	and	2015	
– CaHle	and	small	ruminants
Overview	
• FMD	Surveillance	
• Quality	of	early	detecNon	surveillance	
• Early	detecNon	–	risk	components	
• Economic	model	–	theoreNcal	
• PrioriNsaNon	model	–	pracNcal
CLASSIFICATION	OF	SURVEILLANCE
ClassificaNon	of	purposes	of	surveillance	
for	FMD	
• FMD	present	
– Measure	the	disease		
– Case	finding	
• FMD	absent	
– Demonstrate	freedom	
– Early	detecNon
Early	detecNon	surveillance	
• How	much	should	we	do?	
• How	much	should	we	spend?	
• InternaNonal	guidelines
Guidelines	
• OIE	
– Establishes	requirement	for	countries	to	have	an	
early	detecNon	system	
– Notes	that	disease	reporNng	and	non-random	
surveillance	can	be	used	for	early	detecNon	
OIE	Terrestrial	Code,	Chapter	1.4,	Animal	Health	Surveillance
Guidelines	
• FAO	
– “Surveillance	has	as	its	main	purpose,	early	
detecNon	of	disease.”	
– MenNon	that	passive	farmer	reporNng	can	help	
	
FAO	Manual	on	Livestock	Disease	Surveillance	and	InformaNon	Systems
Early	detecNon	surveillance	
• We	all	agree	that	it	is	important	and	we	must	
do	it	
• Very	liHle	guidance	available	on	how	to	do	it	
• Very	liHle	guidance	on	how	much	to	invest
QUALITY	STANDARDS
Quality	standards	for	surveillance	
• QuesNons	people	ask	epidemiologists	
– What	sample	size	should	I	use?	
– How	much	will	it	cost?	
• QuesNons	epidemiologists	ask	people	
– How	good	do	you	want	the	result	of	your	surveillance	
to	be?	
– How	much	money	have	you	got?
Quality	standards…	
• Measuring	the	level	of	disease	
– Examples		
• Seroprevalence	
• Incidence	
– Quality	standards	
• Precision	
– Width	of	the	95%	confidence	interval	
• Bias
Quality	standards…	
• Case	finding	
– Example	
• Disease	eradicaNon	
– Quality	standard	
• What	proporNon	of	cases	do	you	want	to	find?	
• Surveillance	sensiNvity	
• Can	you	eradicate	disease	if	your	sensiNvity	is	less	than	100%?
Quality	standards…	
•  DemonstraNon	of	freedom	
– Example	
•  MeeNng	standards	for	internaNonal	organisaNons	or	trading	partners	
•  Confirming	that	an	eradicaNon	program	has	been	successful	
– Quality	standards	
•  Design	prevalence	
•  Surveillance	sensiNvity	
•  Confidence	in	freedom
Quality	standards…	
• Early	detecNon	
– DetecNon	sensiNvity	
• What	proporNon	of	disease	incursions	do	we	want	to	
detect?	
– DetecNon	delay	
• How	quickly	do	we	want	to	detect	the	disease?
From	standards	to	pracNce	
•  Target	quality	standards	for	early	detecNon	
– Detect	100%	of	incursions	
– Before	they	spread	from	the	iniNal	epidemiological	unit	
•  ImplicaNons	
– What	proporNon	of	the	populaNon	needs	to	be	under	
surveillance?	
•  100%	
– How	oben	do	they	need	to	be	observed/tested?	
•  All	the	Nme
Available	approaches	
• What	surveillance	systems	do	we	have	
that	can	achieve	this?	
– Farmer	reporNng	
• How	effecNve	if	farmer	reporNng?	
– Variable…
Conclusions	
• The	only	pracNcal	tool	we	have	for	early	
detecNon	is	imperfect	
• What	do	we	do	to	improve	it?	
– Invest	
– How	much	and	where?
Investment	in	surveillance	
•  Improved	farmer	reporNng	
– Awareness,	CommunicaNon,	Training	
•  Supplement	farmer	reporNng	with	other	surveillance	
acNviNes	
– AcNve	clinical	surveillance	
– AbaHoir	surveillance	
– SenNnel	surveillance	
– Market	or	other	aggregaNon	points	
– etc.
RISK-BASED	SURVEILLANCE
Risk-based	surveillance	
• Risk-based	surveillance		
– Purpose	
• BeHer	surveillance	at	a	lower	costs	
– Approach	
• IdenNficaNon	of	sub-populaNons	at	higher	risk	
• Focusing	surveillance	resources	on	those	higher	risk	
populaNons
ApplicaNons	of	risk-based	surveillance	
• DemonstraNon	of	freedom	
– Yes,	target	high	risk	populaNons	
• Case	finding	
– Yes	
• Prevalence	esNmaNon	
– NO!	Not	representaNve	à	biased	esNmates
QuesNon	
• Can	we	use	risk-based	surveillance	for	
early	detecNon?
The	problem	with	early	detecNon	
• ProbabilisNc	methods	
– Based	on	repeated	random	events	
with	an	underlying	probability	
– If	it	is	repeated,	we	can	predict	the	
future	
• Disease	incursions	
– One-off	events
General	rule	
• Risk-based	surveillance	that	targets	only	the	
high	risk	populaNon	is	not	suitable	for	early	
detecNon	
• But,	risk-based	approaches	can	be	used	to	
improve	or	supplement	an	exisNng	farmer	
reporNng	system
QuesNon	
• If	we	invest	in	early	detecNon,	what	
should	we	be	aiming	to	achieve?
Variability	
• in	sensiNvity	of	farmer	reporNng	system		
– Invest	in	areas	where	it	is	weak	
– Try	to	achieve	uniformly	high	sensiNvity
Variability…	
• in	risk	of	introducNon	
– Invest	in	areas	of	high	risk
Variability…	
• in	consequences	of	an	outbreak	
– invest	in	areas	of	high	consequence	
• How	do	we	prioriNse	investment	based	
on	the	variability?
Risk	components	
•  Probability	of	disease	incursion	
•  Probability	that	a	sub-populaNon	will	be	
infected	(relaNve	to	other	sub-populaNons)	
•  Probability	that	the	exisNng	surveillance	system	
will	fail	to	detect	the	incursion	rapidly	
•  Consequences	of	failure	to	detect	the	incursion
Combining	the	factors	
•  𝐸(𝑂𝐵)= 𝑃(𝑖𝑛𝑡𝑟𝑜)×(1− 𝑆𝑒)× 𝐶𝑜𝑛𝑠	
	 	 	 	Pr 	 	 	Pr 	 	 	$$	
• Can	this	tell	us	how	much	to	spend?	
• Absolute	risk,	absolute	cost
Problems	
• TheoreNcal	
– Hard	to	calculate	or	esNmate	the	true	
consequences,	or	the	true	cost	of	prevenNon	
– Budgets	are	oben	not	decided	on	the	basis	of	need,	
but	availability
More	pracNcal	quesNon	
• Given	the	available	budget,	where	is	it	
best	invested?	
• ​ 𝐸( 𝑂𝐵)↓𝑖 =​ 𝑃(𝑖𝑛𝑡𝑟𝑜)↓𝑖 ×​(1− 𝑆𝑒↓𝑖 )×​
𝐶𝑜𝑛𝑠↓𝑖 
Easy…
EsNmaNng	parameters	
• Absolute	risk,	absolute	consequences	
– Very	difficult	
• RelaNve	risk,	relaNve	consequences	
– Much	easier
Example	
• RR	of	introducNon	in	high	movement	area:	3	
– Compared	to	low	movement	
• RR	of	detecNon	failure	in	remote	area:	4	
– Compared	to	area	with	good	vet	services	
• RelaNve	consequences	for	breeder	farm:	5	
– Compared	to	farm	that	sends	only	to	slaughter
Risk	esNmates	
• High	movement,	remote,	breeder:		
– 	3	x	4	x	5	=	60	
• High	movement,	local,	slaughter	
– 3	x	1	x	1	=	3	
• Low	movement,	remote,	breeder	
– 1	x	4	x	5	=	20
OS16	
IntroducNon	
High	Risk	
Low	Risk	
Low	SensiNvity	
High	SensiNvity	
Low	SensiNvity	
High	SensiNvity	
Surveillance	 Consequences	
High	
Low	
High	
Low	
High	
Low	
High	
Low	
50%	
10%	
13%	
3%	
17%	
3%	
4%	
1%
Possible	intervenNons	
• Decrease	risk	of	introducNon	
• Increase	sensiNvity	of	detecNon	
• Decrease	consequences
Investment	
• Investment	jusNfied	if	
– It	actually	impacts	on	the	risks
Conclusions	
•  Risk	analysis	
–  Can	be	used	to	esNmate	maximum	jusNfiable	investment	
•  Early	detecNon	surveillance	
–  Must	be	considered	as	a	component	of	a	broader	disease	prevenNon	system	
•  Farmer	reporNng	system	
–  FoundaNon	of	effecNve	early	detecNon	
–  Many	ways	to	improve	
•  Simple	risk	esNmates		
–  can	inform	prioriNsaNon	of	investment	
•  Risk	can	be	addressed	by	
–  PrevenNng	entry	
–  Improving	surveillance	
–  Decreasing	consequences
Thank	you

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OS16 - 3.3.a Prioritisation of Resources for Early Detection of Disease Incursions - A. Cameron