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ASSESSING THE
       ACCURACY OF A
   CLINICAL OUTBREAK    Jost, C.,
                        Priyono, W.,
                        Bett, B., Poole,
DEFINITION FOR HIGHLY   J., Schoonman,
                        L., McLaws, M.,
                        Unger, F.,
    PATHOGENIC AVIAN    Mariner, J.

     INFLUENZA (HPAI)
OUTLINE



Background
Key
concepts
Methods
Results
Discussion
T YPE A H5N1 HPAI


Emerged in
Guangdong Province,
China
First detected in Hong
Kong, 1997
Spread throughout
Asia, Europe, the
Middle East and
Africa
                           (Sims, 2007; Morris and Jackson, 2006)
H5N1 HPAI IN INDONESIA




First H5N1
outbreak 2003
First reported to
OIE in Feb 2004
Confirmed in 31
of 33 provinces

                    Photo credit: Peter Roeder


                                                 (Azar et al., 2010)
CLINICAL CASE DEFINITION

A set of clinical criteria (symptoms, other epidemiological
parameter s) for detecting diseased individuals or populations

Indonesia MoA PDSR HPAI sur veillance
Operational Research in Indonesia for Highly Pathogenic Avian
Influenza (ORIHPAI)
Early Detection, Response and Sur veillance for Avian Influenza in
Africa (EDRSAIA)
H7N7 Netherlands backyard chickens    (Elbers, Koch and Bouma, 2005)

  Increased mortality or swollen head were the most sensitive clinical
  indicators (sensitivity 100%, specificity 20-32%)
  Addition of cyanosis increased the specificity of a diganosis
  (sensitivity 65-100%, specificity 68-80%)
DIAGNOSTIC ACCURACY

Accuracy: Propor tion of subjects
correctly identified by the test
Sensitivity (Se): Probability that a
test correctly identifies infected                Infected   Not
subjects as positive                                         Infected
Specificity ( Sp ): Probability that   Test       True       False
a test correctly identifies NON -      Positive   Positive   Positive
infected subjects as negative          Test     False        True
                                       Negative Negative     Negative
                             (PV+):
Predictive value positive (PV+) :
               test-
Propor tion of test - positive
subjects that are truly infected
Predictive value negative (PV - ):
               test-
Propor tion of test - negative
subjects that are truly not
infected                                                     (Zepeda, pers. com.)
METHODS

Sample Frame
 16 districts West and Central Java
 Level of assessment RT (lowest geopolitical unit in Indonesia)
 Routine veterinary officer visits or in response to disease
 report
 Vaccinated and unvaccinated areas
METHODS

Outbreak case definition for HPAI in backyard and small-scale
commercial chicken flocks in Indonesia
  Step 1: High mortality rate (>80%), poultry dying within 12 hours of
  the onset of clinical signs = Sudden Death
  Step 2:
    Per acute death (or death within 4 hours), involvement of more than one
    household, with or without blue discoloration of the head and body = HPAI
    As above but death in >4 hours, with or without recovery of some birds =
    ND
                                                 Population:
                                                 Sick Chickens



                                       Level 1                   Level 1
                                    Sudden Death          Not Sudden Death



                      Level 2          Level 2                   Level 2
                  HPAI-compatible   ND-compatible                Unknown
METHODS

Biological Sampling
  Tracheal samples from up to 25 affected chickens
  Standard World Health Organization (WHO) H5N1 sampling protocols
  Pooled 5 swabs per universal transport medium (UTM) tube
  containing antibiotics
  Maintained at 4°C until delivered to lab
  Stored at -80°C in lab
Analysis (Wates DIC)
  Virus isolation, amplification and typing using Indonesia H5N1 and
  ND specific antibodies (Pusvetma)
  Up to 4 passages
  Outbreak considered positive if at least 1 tube positive
RESULTS

N = 297 outbreaks
Average 18.6+7.8 outbreaks investigated per district
11 .4% from vaccinated areas, 88.6% unvaccinated areas
Sudden death diagnosed in 70.4% of outbreaks
  77.0% were further diagnosed a HPAI-compatible
  14.8% as VVND-compatible
  8.1% as unknown
RESULTS

Frequentist calculations
  Sudden death: Se 76.4%+5.9%, Sp 41.8+9.8%, PV+ 72.7+6.0%
  HPAI-compatible: Se 71.2+7.3%, Sp 62.3+7.7%, PV+ 64.6+7.4%


Series diagnoses
  HPAI-compatible: Se 54.4+8.1%, Sp 78.0+6.6%
  VVND-compatible: Se 10.0+7.5%, Sp 94.3+3.0%
RESULTS

Bayesian analysis HPAI (no gold standard)
  Case definition HPAI-compatible: Se 85.1+4.3%, Sp 78.2+4.5%
  PV+75.1+6.0%
  H5N1 virus isolation and typing: Se 88.1+4.4%, Sp 91.0+3.1%, PV+
  88.6+4.1%
  True prevalence H5N1 43.8+4.6%


Bayesian analysis VVND (no gold standard)
  Case definition VVND-compatible: Se 69.1+10.6%, Sp 89.2+2.0%,
  PV+ 22.5+7.7%
  ND virus isolation and typing: Se 87.6+4.9%, Sp 90.9+1.9%, PV+
  30.8+10.7%
  True prevalence ND 4.5+1.7
DISCUSSION

                 prevalence,       PV+,    PV-


       Predictive
        value %


                         Prevalence %
        PV+,        Sp                    PV-,    Se

PV +                             PV -




       Specificity %                      Sensitivity %   (Zepeda, pers. com.)
DISCUSSION

Bayesian analysis likely provides a more realistic estimation
of the accuracy of the level 2 clinical outbreak case
definitions
  Gold standard?


Sensitivities of sudden death and HPAI-compatible diagnoses
within acceptable ranges reported in the literature for clinical
case definitions, but…

For a study of the impact of control measures on disease
incidence, higher sensitivities would have been more
desirable
DISCUSSION

For surveillance:
  Use a test with high Se and high PV- to:
    Reduce the number of false negatives
    Avoid the introduction of a disease


  Use a test with high Sp and high PV+ to:
    Confirm a diagnosis
    Avoid the unnecessary slaughter of animals


Therefore, our HPAI case definition:
  Best used to avoid the introduction of a disease
DISCUSSION


Test in parallel when:
                              PV-
  You wish to increase Se and PV -
  All tests must be negative


Test in series when:
  You wish to increase Sp and PV+
  All tests must be positive


O ur HPAI case definition:
  Was applied in series (levels 1 and 2)
  Increased the specificity of the diagnosis
  Sensitivity could be increased by removing level 1 of the diagnosis
LESSONS LEARNT


Diagnostic tools that rely on antigen detection
are only useful in active cases
For acute viral infections of short duration
(HPAI), studies based on antibody detection
require prohibitively large sample sizes
 Because very few chickens survive and go on to
 develop antibodies
Therefore, case definitions are an important
diagnostic tool for surveillance and research
of acute viral infections
LESSONS LEARNT

Case definitions should be designed with the objective in
mind
100% accuracy does not exist!
Estimating the diagnostic accuracy of the case definition used
is important for interpreting study results
ACKNOWLEDGEMENTS

Indonesia MoA
Participating district VS
Wates DIC
ILRI

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Assessing the accuracy of a clinical outbreak definition for Highly Pathogenic Avian Influenza (HPAI)

  • 1. ASSESSING THE ACCURACY OF A CLINICAL OUTBREAK Jost, C., Priyono, W., Bett, B., Poole, DEFINITION FOR HIGHLY J., Schoonman, L., McLaws, M., Unger, F., PATHOGENIC AVIAN Mariner, J. INFLUENZA (HPAI)
  • 3. T YPE A H5N1 HPAI Emerged in Guangdong Province, China First detected in Hong Kong, 1997 Spread throughout Asia, Europe, the Middle East and Africa (Sims, 2007; Morris and Jackson, 2006)
  • 4. H5N1 HPAI IN INDONESIA First H5N1 outbreak 2003 First reported to OIE in Feb 2004 Confirmed in 31 of 33 provinces Photo credit: Peter Roeder (Azar et al., 2010)
  • 5. CLINICAL CASE DEFINITION A set of clinical criteria (symptoms, other epidemiological parameter s) for detecting diseased individuals or populations Indonesia MoA PDSR HPAI sur veillance Operational Research in Indonesia for Highly Pathogenic Avian Influenza (ORIHPAI) Early Detection, Response and Sur veillance for Avian Influenza in Africa (EDRSAIA) H7N7 Netherlands backyard chickens (Elbers, Koch and Bouma, 2005) Increased mortality or swollen head were the most sensitive clinical indicators (sensitivity 100%, specificity 20-32%) Addition of cyanosis increased the specificity of a diganosis (sensitivity 65-100%, specificity 68-80%)
  • 6. DIAGNOSTIC ACCURACY Accuracy: Propor tion of subjects correctly identified by the test Sensitivity (Se): Probability that a test correctly identifies infected Infected Not subjects as positive Infected Specificity ( Sp ): Probability that Test True False a test correctly identifies NON - Positive Positive Positive infected subjects as negative Test False True Negative Negative Negative (PV+): Predictive value positive (PV+) : test- Propor tion of test - positive subjects that are truly infected Predictive value negative (PV - ): test- Propor tion of test - negative subjects that are truly not infected (Zepeda, pers. com.)
  • 7. METHODS Sample Frame 16 districts West and Central Java Level of assessment RT (lowest geopolitical unit in Indonesia) Routine veterinary officer visits or in response to disease report Vaccinated and unvaccinated areas
  • 8. METHODS Outbreak case definition for HPAI in backyard and small-scale commercial chicken flocks in Indonesia Step 1: High mortality rate (>80%), poultry dying within 12 hours of the onset of clinical signs = Sudden Death Step 2: Per acute death (or death within 4 hours), involvement of more than one household, with or without blue discoloration of the head and body = HPAI As above but death in >4 hours, with or without recovery of some birds = ND Population: Sick Chickens Level 1 Level 1 Sudden Death Not Sudden Death Level 2 Level 2 Level 2 HPAI-compatible ND-compatible Unknown
  • 9. METHODS Biological Sampling Tracheal samples from up to 25 affected chickens Standard World Health Organization (WHO) H5N1 sampling protocols Pooled 5 swabs per universal transport medium (UTM) tube containing antibiotics Maintained at 4°C until delivered to lab Stored at -80°C in lab Analysis (Wates DIC) Virus isolation, amplification and typing using Indonesia H5N1 and ND specific antibodies (Pusvetma) Up to 4 passages Outbreak considered positive if at least 1 tube positive
  • 10. RESULTS N = 297 outbreaks Average 18.6+7.8 outbreaks investigated per district 11 .4% from vaccinated areas, 88.6% unvaccinated areas Sudden death diagnosed in 70.4% of outbreaks 77.0% were further diagnosed a HPAI-compatible 14.8% as VVND-compatible 8.1% as unknown
  • 11. RESULTS Frequentist calculations Sudden death: Se 76.4%+5.9%, Sp 41.8+9.8%, PV+ 72.7+6.0% HPAI-compatible: Se 71.2+7.3%, Sp 62.3+7.7%, PV+ 64.6+7.4% Series diagnoses HPAI-compatible: Se 54.4+8.1%, Sp 78.0+6.6% VVND-compatible: Se 10.0+7.5%, Sp 94.3+3.0%
  • 12. RESULTS Bayesian analysis HPAI (no gold standard) Case definition HPAI-compatible: Se 85.1+4.3%, Sp 78.2+4.5% PV+75.1+6.0% H5N1 virus isolation and typing: Se 88.1+4.4%, Sp 91.0+3.1%, PV+ 88.6+4.1% True prevalence H5N1 43.8+4.6% Bayesian analysis VVND (no gold standard) Case definition VVND-compatible: Se 69.1+10.6%, Sp 89.2+2.0%, PV+ 22.5+7.7% ND virus isolation and typing: Se 87.6+4.9%, Sp 90.9+1.9%, PV+ 30.8+10.7% True prevalence ND 4.5+1.7
  • 13. DISCUSSION prevalence, PV+, PV- Predictive value % Prevalence % PV+, Sp PV-, Se PV + PV - Specificity % Sensitivity % (Zepeda, pers. com.)
  • 14. DISCUSSION Bayesian analysis likely provides a more realistic estimation of the accuracy of the level 2 clinical outbreak case definitions Gold standard? Sensitivities of sudden death and HPAI-compatible diagnoses within acceptable ranges reported in the literature for clinical case definitions, but… For a study of the impact of control measures on disease incidence, higher sensitivities would have been more desirable
  • 15. DISCUSSION For surveillance: Use a test with high Se and high PV- to: Reduce the number of false negatives Avoid the introduction of a disease Use a test with high Sp and high PV+ to: Confirm a diagnosis Avoid the unnecessary slaughter of animals Therefore, our HPAI case definition: Best used to avoid the introduction of a disease
  • 16. DISCUSSION Test in parallel when: PV- You wish to increase Se and PV - All tests must be negative Test in series when: You wish to increase Sp and PV+ All tests must be positive O ur HPAI case definition: Was applied in series (levels 1 and 2) Increased the specificity of the diagnosis Sensitivity could be increased by removing level 1 of the diagnosis
  • 17. LESSONS LEARNT Diagnostic tools that rely on antigen detection are only useful in active cases For acute viral infections of short duration (HPAI), studies based on antibody detection require prohibitively large sample sizes Because very few chickens survive and go on to develop antibodies Therefore, case definitions are an important diagnostic tool for surveillance and research of acute viral infections
  • 18. LESSONS LEARNT Case definitions should be designed with the objective in mind 100% accuracy does not exist! Estimating the diagnostic accuracy of the case definition used is important for interpreting study results