Correll Cholera HW

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    Dimple Pate

    HW #10

    ABE 4662

    1. Problem #1.9-7

    2. Answer the following questions based on the U.S. Response to Cholera Outbreak in Haiti

    from the U.S. DEPARTMENT OF STATE Office of the Spokesman on November 18, 2010.

    : http://www.america.gov/st/texttrans-

    english/2010/November/20101119102452su0.3537976.htmla. The cholera outbreak in Haiti is caused by poor health infrastructure but also

    another factor contributed significantly, what was this?

    i. Since there were no outbreaks in the last 50 years, the population has no

    immunity to it (compounded with the fact that this was a particularly virulent

    strain), making people more susceptible to Cholera.

    b. The USAID has been an initial responder to the incident what is their strategy

    focused on to deal with the outbreaks there are four main parts, what are they?

    i. Chlorinating/cleaning drinking water

    ii. Oral rehydration therapy for those that have cholera already

    iii. Educating this new generation of Haitians on care and prevention

    iv. Expanding cholera treatment facilities for severe cases

    c. Explain oral rehydration therapy and where was it first implemented.

    i. It is a simple mix of sugar, salt, and clean water which was first implemented

    in South Asia.

    d. Dr. Menon from the CDC has mention their approach to help Haiti, what are they?

    i. They focus on patients who make it to the hospital (reducing the fatality

    rates), work with patients in the community, prevention, work on lab and

    epidemiological surveillance, work on the science to adjust interventions

    e. What was the cause of the initial outbreak in cholera, what was the source?

    i. A breach in the water hygiene infrastructure cause by the earthquake, but

    the specific source where the pathogen came from is unknown

    f. Dr. Menon mentions models of South American countries, what was a key factor in

    the model he describes?

    i. Infant mortality played a role: higher infant mortality rates meant higher

    cholera spread. Also the percentage of carriers who dont know they are

    spreading the disease.

    http://www.america.gov/st/texttrans-english/2010/November/20101119102452su0.3537976.htmlhttp://www.america.gov/st/texttrans-english/2010/November/20101119102452su0.3537976.htmlhttp://www.america.gov/st/texttrans-english/2010/November/20101119102452su0.3537976.htmlhttp://www.america.gov/st/texttrans-english/2010/November/20101119102452su0.3537976.html
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    3. Lab 14 - Epidemiological Model

    a. After 150 Days:

    Heavily infected population

    200

    150

    100

    50

    0

    0 20 40 60 80 100 120 140Time (Day)

    #people

    heavily infected population : ASHSandPrevInfraTEST

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    Cumulative cholera deaths

    600

    450

    300

    150

    0

    0 20 40 60 80 100 120 140

    Time (Day)

    #people

    cumulative cholera deaths : ASHSandPrevInfraTEST

    Smoothed fraction of contaminated water

    0.0004

    0.0003

    0.0002

    0.0001

    0

    0 20 40 60 80 100 120 140

    Time (Day)smoothed fraction of contaminated water : ASHSandP revInfraTEST

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    b. After 10 years:

    Evolution of all Subpopulations

    15 M

    11.25 M

    7.5 M

    3.75 M

    0

    0 365 730 1095 1460 1825 2190 2555 2920 3285 3650

    Time (Day)

    #people

    susceptible population : ASHSandPrevInfraTEST

    recovered temporarily immune population : ASHSandPrevInfraTEST

    mildly infected population : ASHSandPrevInfraTEST

    recently infected population : ASHS andPrevInfraTES T

    heavily infected population : ASHSandPrevInfraTEST

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    cumulative cholera deaths

    600

    450

    300

    150

    0

    0 365 730 1095 1460 1825 2190 2555 2920 3285 3650

    Time (Day)

    person

    cumulative cholera deaths : ASHSandPrevInfraTEST

    cholera deaths

    10

    7.5

    5

    2.5

    0

    0 365 730 1095 1460 1825 2190 2555 2920 3285 3650

    Time (Day)

    person/D

    ay

    cholera deaths : ASHSandPrevInfraTEST

    This tells us that in the next 10 years if nothing is done, the cumulative cholera

    deaths will only grow in the 1st year. After that there will be no more deaths (zero

    slope portion in 2nd graph) because of the immunity built up in the population. The

    Rate of cholera infection will also exponentially decay over the 10 years (3rd graph).

    The susceptible population will increase to a certain point and level off as people

    either recover or die from the disease, and the temporarily recovered population

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    will decrease and level off at a very low number as less people get the disease (1st

    graph).

    c. Sensitivity study at 150 day simulation

    i. Connectedness of the Aquifers

    At half the original = 14%:

    cholera infections

    200

    150

    100

    50

    0

    0 20 40 60 80 100 120 140

    Time (Day)

    person/Day

    cholera infections : ASHSandPrevInfraTEST

    At double the original = 56%:

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    cholera infections

    2,000

    1,500

    1,000

    500

    0

    0 20 40 60 80 100 120 140

    Time (Day)

    person/Day

    cholera infections : ASHSandPrevInfraTEST

    This graph shows that increasing connectivity of aquifers increases the spike

    in infection rate and slope afterwards. Also as expected, decreasing

    connectivity of produces a smaller peak followed by exponential decline in

    infection rates. This is because more people are susceptible to drinking

    contaminated water.

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    i. Before change

    cumulative cholera deaths

    600

    450

    300

    150

    0

    0 20 40 60 80 100 120 140

    Time (Day)

    person

    cumulative cholera deaths : ASHSandPrevInfraTEST

    cholera infections

    400

    300

    200

    100

    0

    0 20 40 60 80 100 120 140

    Time (Day)

    person/Day

    cholera infections : ASHSandPrevInfraTEST

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    ii. After change

    cumulative cholera deaths

    20

    15

    10

    5

    0

    0 20 40 60 80 100 120 140

    Time (Day)

    person

    cumulative cholera deaths : ASHSandPrevInfraTEST

    cholera infections

    200

    150

    100

    50

    0

    0 20 40 60 80 100 120 140

    Time (Day)

    person/Day

    cholera infections : ASHSandPrevInfraTEST

    With a higher level of prevention and better health services, the

    cumulative death toll is much less and begins to level off, and the spike

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    in infection rate is much smaller as less people are contracting the

    disease and those infected are given better care.

    e. This model does not take into account direct modes of infection (contact with

    contaminated fecal matter), but only assumes indirect modes (contaminated water)

    It also does not take into account population growth over time since it only bases its

    model on current population. And lastly, it does not take into account environmenta

    factors (such as rain) that could affect transmission rates. Thi model could be

    adapted to Haiti if it adjusted to reflect Haitis population, level of prevention, and

    state of health services. Variables such as effect of earthquake on water hygiene

    infrastructure and state of water hygiene infrastructure need to be added and taken

    into account.