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Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis Elimination National Center for HIV, STD, and TB Prevention Centers for Disease Control and Prevention Atlanta, GA April 21, 2003

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Page 1: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Use of Network Analysis During a Tuberculosis Investigation

Outbreak Investigation SectionSurveillance and Epidemiology Branch

Division of Tuberculosis EliminationNational Center for HIV, STD, and TB Prevention

Centers for Disease Control and PreventionAtlanta, GA

April 21, 2003

Page 2: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

TB Facts

• M. tuberculosis (M.Tb) airborne transmission

• Latent TB infection (LTBI) detected by tuberculin skin test (TST)

• 10 to 15 million LTBI

• 10% lifetime risk of progression to active TB

Page 3: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

TB patient Contact

M. tuberculosis Transmission

• Infectiousness

• Exposure duration

• Room size

• Air exchange

Page 4: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Exposedcontacts

Latent TB

infectionActive

TBdisease

Exposure…. Infection…. Disease

TuberculinSkinTest

Page 5: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Concentric Circle ApproachHousehold

Leisure Work TB PATIENT

Close Contacts

Casual Contacts

Page 6: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Multiple Contact Investigations

Page 7: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

The Concentric Circle Paradigm Assumes…

• Cases know their contacts

• Cases will reveal their contacts

• Casual contacts are less important

• Interconnections among contacts of contacts are unimportant

Page 8: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Each Contact Investigation Yields an Individual Transmission Unit

TB patient “A” identifies 2 contacts

Contact evaluated and found to be tuberculin skin test (TST) positive

Contact evaluated and found to be tuberculin skin test (TST) negative

Page 9: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

County’s Contact Data from Multiple TB Cases (A–D)

Patient C has greater importance, but patient-specific TST-positive rates miss this importance

A

50% TST+

B

50% TST+

D

50% TST+

C

50% TST+

Page 10: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Contacts Data

• Name, address, DOB

• Sex, ethnicity

• Places

• TST status

• Type of contact

• Strength of contact

• All the case variables

No Shortage of Data

Page 11: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Outbreak

Page 12: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Objectives

• Identify case-patients and contacts

• Establish epidemiologic links among case-patients and contacts

• Make recommendations to control the outbreak

Page 13: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Methods

• Case-patients

• Contacts

• Data entered in ACCESS® database*

• InFlow™ 3.0 network analysis software*

*Use of trade names and commercial sources is for identification only and does not imply endorsement by the U.S. Department of Health and Human Services

Page 14: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Index Case-Patient

ED Visits

ED Visits

Diagnosisof TB

Restaurant

Fever &Cough

Jail

Page 15: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Contact Investigation: Index Case-Patient

Identified Tested TST+ (5 mm) RR (95%CI)

Household 11 10 10 (100%) 6.4 (2.9,14.3)

Friend 76 63 33 (52%) 3.4 (1.5,7.8)

Jail 125 108 54 (50%) 3.2 (1.4,7.3) Work/School 40 32 5 (16%) Referent

Hospital 42 38 4 (11%) 0.7 (0.2,2.3)

Total 294 251 106 (42%)

Page 16: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Case-Patients by Date of Diagnosis (N=35) Nov 02

Culture confirmed Clinical Case

Index

2001 2002

CDC invited

Page 17: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Contact Investigations N (%)

Total Identified 1,039Evaluated 860 (83)TST 5mm 179 (21)Initiated treatment 135 (75)

Female 474 (53)Age <5 45 ( 5)

5-14 171 (20) 15-24 169 (19) 25 507 (57)

Black 390 (48)

Page 18: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Network Visualization

Page 19: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Network Key

Nodes

TB cases

TST(+) contacts

TST(-) contacts

TST status unknown

Links

Close contact

Casual contact

Page 20: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Are All TB Cases Associated?

Page 21: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Case-Patients

2515

4543

39

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Page 22: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

What Does the Entire Network Look Like?

Page 23: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Entire Network

Page 24: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

How Are Infected Contacts Related to the Cases?

Page 25: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Case-patients and LTBI

2162

2161

2159

2158

2153

2148

2136

2087

2044

1984

1953

1940

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1938

1922

1914

1890

1884

1866

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1836

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1817

1796

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1128

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Page 26: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Which Contacts Should We Pursue for More Information?

Page 27: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Network Core

2162

2112

2102

2034

1982

1939

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Page 28: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

How Do You Prioritize?

Page 29: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Contacts Needing Evaluation

21422140

2139

2133

2132

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2130

21292126

2111

2092

2081

20732059

2043

2041 2037

2034

2011

1981

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Page 30: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Conclusions

Page 31: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Conclusion: EPI Data

• Delayed diagnosis generated a large community outbreak in a low incidence area

• All case-patients were linked to index case-patient

• High TST reaction rate around the index case-patient

Page 32: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Conclusion: Network-Informed Approach

• Proved feasible in a low incidence setting

• Required no new data; based on routine contact investigations

• Facilitated discussions between state and county TB controllers

Page 33: Use of Network Analysis During a Tuberculosis Investigation Outbreak Investigation Section Surveillance and Epidemiology Branch Division of Tuberculosis

Acknowledgments

McKenzie Andre, MDEpidemic Intelligence Service OfficerDivision of TB EliminationCDC

Local and State TB Control Authorities

Valdis E. KrebsInFlow Software™http://www.orgnet.com