Data Analysis
Back at the DOH :
You suspect that what you have on your hands is an outbreak of SARS. Before going any further with your investigation you need to get guidance from your supervisor. Dr. Zapp compliments you on the job well done and outlines the following steps of the outbreak investigation to aid your work:
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Define the epidemic
- Define the "numerator" (cases)
- Define the "denominator" (population at risk for developing disease)
- Calculate attack rates
- Examine the distribution of cases by person, place, and time (PPT)
- Look for combinations (interactions) of relevant variables
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Develop hypotheses based on the following:
- Existing knowledge (if any) of the disease
- Analogy to diseases of known etiology
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Test hypotheses
- Further analyze existing data utilizing an appropriate study design
- Collect additional data
- Recommend control measures
You return to your modest cubicle at the DOH and eagerly embark upon the first steps of an outbreak investigation: descriptive analysis .
The epidemic should be characterized using the criteria in the case definition .
NOTE : Despite your hard work, no case definitions are perfect because of possible case misclassification. For instance, a diagnostic test may show that a person has the disease when in fact they do not (false positives), or conversely, that a person is free of disease when in fact he or she is truly infected (false negatives). It is very important to have reliable and valid diagnostic tools to decrease the number of false positives and false negatives. The costs of misdiagnosing a case and delaying the appropriate treatment, especially in the case of such a deadly infection as SARS, can be significant. (For more information on this topic, please see Aschengrau & Seage pp. 418-422)
1. Based on what you just have learned, how would you go about preparing a case definition for this outbreak in Epivillle?
- Compile a table of symptoms from all suspected SARS cases and from patients with other diagnosed respiratory illnesses, then provide information in terms of PPT.
- Compile a table of symptoms of all patients who were admitted to the hospital during the same time that the first patients were admitted to the Epiville General Hospital.
- Compile a table of symptoms of all patients who were admitted to the Epiville General Hospital over the last year and who lived in the Amoy Apartment Complex.
With your case definition at hand, you go back to the Epiville General Hospital to review the charts of the 70 persons who reside at the Amoy Apartment Complex. Based on your review of the charts, you confirm that 53 out of the 70 suspected cases in the apartment complex are most likely to be SARS cases. Out of the 17 patients who did not meet the case definition, 5 had similar symptoms as SARS cases but their chest X-rays were clear, others (6) recovered within a week (this was an indication that they just had flu), and the rest (6) had pneumonia of known etiology. All of these 53 individuals are alive and battling the disease. The case definition you came up with is remarkably similar to the case definition of SARS developed by the World Health Organization (WHO) in 2003.
You remember from your reading at the beginning of the day that surveillance is an essential feature of epidemiologic practice and is often divided into two "types": passive and active. Most of the surveillance done on a routine basis is called passive surveillance. In passive surveillance , physicians, laboratories, and hospitals are required to report diseases from the list of reportable diseases (usually a list of 70-80 diseases) and are given the appropriate mailing forms and instructions, with the expectation that they will report all of the cases of reportable disease that come to their attention. Active surveillance requires periodic telephone calls or personal visits to the reporting individuals/hospitals/laboratories to obtain required data.
2. Would you categorize each of the following activities as passive or active surveillance?
- Hospitals reporting SARS cases to the Department of Health
- Your visit to the Amoy Apartment Complex
- Your review of case records
3. What type of surveillance do you think is more difficult to carry out and why?
The next morning, you are eager to show your case definition and report on your visit to the Amoy Apartment Complex to your supervisor. Dr. Morissa Zapp compliments you on your good work and recommends that you contact two other hospitals in the city to see if they have similar cases that were not reported through passive surveillance. Your advisor's suspicions are confirmed. There have been 3 suspicious deaths at the Star hospital. You set out to do your detective work immediately.
The hospital administrator tells you that they had a 70 year old man admitted two weeks ago with respiratory symptoms, and that a doctor and nurse who were taking care of him got sick within a week of his admission. When the administration realized how contagious the disease was, the patient, doctor and nurse were put into isolation. Unfortunately, by the time extraordinary precaution measures were instituted, 20 additional staff members had become infected, including 5 medical residents. All of them had visited the patient's room while attending the weekly rounds and may have had close physical contact with the patient. The hospital administration notified the DOH by a phone call about the situation, but failed to follow up with proper documents.
Employing your understanding of PPT, you decide to review the chart of the elderly man who was admitted to the hospital. His chart reveals that he lives in the Amoy Apartment Complex. Several days before he got ill, on August 1, 2003, he had attended an annual luau party held in the garden of the Amoy Apartment Complex. Approximately 300 other tenants also attended.
Now that you have gathered information on all the suspected SARS cases, you are ready to create a spot map (For more information on mapping, please see Giesecke pp. 23-24).
4. Given the place of residence of each "SARS affected-case" map the distribution of cases.
[
Open map
]
Do you see any clustering?
Now that you have mapped out all the cases according to the place of residence, you are ready to do some data analysis. The best measure to use in describing an epidemic is cumulative incidence . Cumulative incidence is calculated as the number of new cases over a defined study period, divided by population at risk over that period. Cumulative incidence is usually expressed per 100, per 1,000, per 10,000, or per 100,000 (For more information, please see Aschengrau & Seage pp. 42-44).
Let's calculate the cumulative incidence for 5 residential areas of Epiville
Area a | Population Size | SARS Cases From the Outbreak at the Amoy Apartment Complex | SARS Cases From the Outbreak at the Star Hospital c | Total SARS Cases Reported from 08/03 to 08/24 |
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A | 14,000 | 0 | 3 | 3 |
B | 53,000 | 66 b | 4 | 70 |
C | 13,000 | 0 | 5 | 5 |
D | 12,000 | 0 | 8 | 8 |
E | 8,000 | 0 | 2 | 2 |
a The Amoy Apartment Complex is located in Area B, the Star Hospital is located in Area C, the staff of 110 persons who works at the Star Hospital resides all over Epiville and Epiville suburbs.
b 65 cases were hospitalized at the Epiville General Hospital and 1 case was hospitalized at the Star Hospital.
c 22 cases from the Star hospital include only staff members. Hospital staff reside in different areas of Epiville.
5. In the table above, Epiville is divided into five residential areas: A, B, C, D, and E. Calculate the cumulative incidence of SARS (per 1,000) in each area. Cumulative incidence is calculated as follows: [# of new cases of disease / # in candidate population] over a specified period of time (Please see Aschengrau pp. 42-44).
- What is the cumulative incidence of SARS (per 1,000) in Area A?
- What is the cumulative incidence of SARS (per 1,000) in Area B?
- What is the cumulative incidence of SARS (per 1,000) in Area C?
- What is the cumulative incidence of SARS (per 1,000) in Area D?
- What is the cumulative incidence of SARS (per 1,000) in Area E?
[+Please note that a specified period of time is a critical element in calculating incidence.]
6. In which area do you observe the highest cumulative incidence of SARS? Why?
- Area D because the largest number of Star hospital employees resides there
- Area B because it has the largest population
- Area B because this is where the Amoy Apartment Complex is located and where the largest number of new cases live.
Disease transmission refers to any mechanism by which an infectious agent is spread from a source or reservoir to another person. The mechanisms, or modes of transmission , are divided into two categories: direct and indirect. For instance, a disease can be transmitted from person to person by means of direct contact (e.g., influenza). Indirect transmission usually occurs through a common vehicle (e.g., contaminated air or a contaminated water supply) or through a vector such as a mosquito]. (For more information, please see Giesecke pp. 16-17 and the Epiville glossary).
7. Based on the cases from the Amoy Apartment Complex, which mode of transmission is most probable?
8. Based on the cases from the Star Hospital, which mode of transmission is most probable?
- Direct: Only through bodily fluids
- Indirect: Air-borne through the hospital ventalation system
- Direct: Person-to-Person