Modeling Seasonal Dynamics of Swimmer's Itch and the ...ncuwm/22ndAnnual/...IInfection caused by the...

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Modeling Seasonal Dynamics of Swimmer’s Itch and the Efficacy of Potential Treatment Options Morgan Holt 1 , Ryan Holzhauer 2 , Dr. James Peirce 3 , Dr. Gregory Sandland 4 1 Liberty University, 2 Binghamton University 3 University of Wisconsin - La Crosse, Department of Mathematics & Statistics, 4 University of Wisconsin - La Crosse, Department of Biology Background I Infection caused by the avian schistosome Trichobilharzia sp. carried by the Common Merganser. I Parasite causes an itchy rash lasting up to one month in humans. I Swimmer’s Itch outbreaks occur annually in many bodies of water. I Emerging disease in the Midwestern U.S. and Canada. I Goals: Utilize concepts of disease modeling to elucidate the dynamics of the system and analyze/optimize potential treatment strategies. Figure 1: Life cycle of avian schistosomes [2]. I S E S S S S B E B I B Λ in (t) γ B γ S 1 - ρ ρ χ β Figure 2: The movement of schistosomes through their hosts with the associated parameters. Λ in (t) is the migration rate of birds into the lakes. The S, E, and I populations represent susceptible, exposed, and infected hosts respectively. Bird Equations S 0 B =(1 - ρ 0 )Λ in (t)+ sb B (t) - β S B I S - μ B S B E 0 B = β S B I S - γ B E B - μ B E B I 0 B = ρ 0 Λ in (t)+ γ B E B - (μ B + k B )I B Snail Equations S 0 S = b S (t)S S - χ S S I B - μ S S S E 0 S = χ S S I B - γ S E S - μ S E S I 0 S = γ S E S - (μ S + k S )I S Figure 3: Severe case of Swimmer’s Itch. Transient Model g Figure 4: A hypothetical migration path of the Common Merganser. Birds will travel to the transient lakes (purple), stay for 2-3 days, and then fly to the resident lakes (grey). The birds reside at the resident lake for the entire summer season. Afterwards, they return to the transient lake in the fall on their way back to wintering locations. Figure 5: Transient model (A) and resident model (B) explaining the presence of birds and snails at the lakes during specific seasons. Figure 6: Prevalence in the snail host at a transient lake (A) and a resident lake (B) were analyzed. Each section of the migratory window is separated by the dotted lines. The green area below 0.25% is considered ideal levels of infection, the yellow area below 2.0% is considered moderate, and the red area is considered epidemic [1]. Parameter Meaning β Schistosome transmission rate from infected snail to susceptible bird ρ Prevalence of schistosome in migrating birds χ Schistosome transmission rate from infected bird to susceptible snail k S ,B Mortality rate due to infection μ S ,B Mortality rate due to natural causes γ S ,B Rate out of exposed category b S ,B Birth rate Table 1: Parameters used in the mathematical model. Seasonal Model g Residential Summer Transient Summer Winter Spring Fall Results I.C. P S P S ρ & P S & P B ρ & P B ρ & P B Figure 7: Seasonal movement of hosts. P S are each of the snail populations, and P B are each of the bird populations. Bird Equations S 0 B = sb B (t) - β S B I S - μ B S B E 0 B = β S B I S - γ B E B - μ B E B I 0 B = γ B E B - (μ B + k B )I B Transient Snail Equations S 0 ST = b S (t)S ST - χ S ST I B - μ S S ST E 0 ST = χ S ST I B - γ S E ST - μ S E ST I 0 ST = γ S E ST - (μ S + k S )I ST Resident Snail Equations S 0 SR = b S (t)S SR - χ S SR I B - μ S S SR E 0 SR = χ S SR I B - γ S E SR - μ S E SR I 0 SR = γ S E SR - (μ S + k S )I SR Pink parameters are seasonally conditional. Treatment of Merganser Figure 8: A treatment function was added to the system in order to visualize the effect on prevalence in the snail host. Treatment was administered to birds at two different points in the migratory season. During the transient period (A,C), two birds were treated every day after the first two weeks of the migratory season. During the resident period (B,D), two birds were treated every 8 days after the birds had arrived. In both cases the total number of treated birds was the same. Sensitivity Analysis Parameter Change in Prevalence (%) χ 13.709 γ S 8.791 β 5.345 s 4.996 γ B 3.950 k B 3.346 μ B 3.194 μ S 1.885 k S 1.531 Table 2: Each parameter for the transient model was individually reduced by 10% from its initial value. Prevalence of infection in the snails at the end of the resident period was calculated. Percent change from the original prevalence value was assessed. Conclusions g I Outbreak severity differs in transient and resident lakes throughout the season. I Treating merganser during the transient period significantly reduces the prevalence of infection in the snail host and is more efficient than treating during the resident period. I Parameters related to transmission of the infection are the most sensitive. Future Directions g I Analyze the year-long model over the course of multiple migratory seasons. I Study the long-term effects of treatment strategies. I Collect more data at transient lakes to improve the parameters. References and Acknowledgements [1] C. Blankespoor, et. al. Swimmer’s Itch Solutions. http://swimmersitchsolutions.com. Accessed: 2019-06. [2] Center for Disease Control and Prevention. Parasites - Cercarial Dermatitis. https://www.cdc.gov/parasites/swimmersitch/biology.html. Accessed: 2019-06. This research was supported by NSF-DMS Grant #1852224, ”REU Site: Ecological Modeling of the Mississippi River Basin”. Thank you to Carly Middleton and Josey Sorenson for their contributions to this project.

Transcript of Modeling Seasonal Dynamics of Swimmer's Itch and the ...ncuwm/22ndAnnual/...IInfection caused by the...

Page 1: Modeling Seasonal Dynamics of Swimmer's Itch and the ...ncuwm/22ndAnnual/...IInfection caused by the avian schistosome Trichobilharzia sp. carried by the Common Merganser. IParasite

Modeling Seasonal Dynamics of Swimmer’s Itch and the Efficacy ofPotential Treatment OptionsMorgan Holt1, Ryan Holzhauer2, Dr. James Peirce3, Dr. Gregory Sandland4

1Liberty University, 2Binghamton University3University of Wisconsin - La Crosse, Department of Mathematics & Statistics, 4University of Wisconsin - La Crosse, Department of Biology

Background

I Infection caused by the avian schistosome Trichobilharzia sp. carried by theCommon Merganser.

IParasite causes an itchy rash lasting up to one month in humans.

I Swimmer’s Itch outbreaks occur annually in many bodies of water.

IEmerging disease in the Midwestern U.S. and Canada.

IGoals: Utilize concepts of disease modeling to elucidate the dynamics of thesystem and analyze/optimize potential treatment strategies.

Figure 1: Life cycle of avian schistosomes [2].

IS ES SS

SB EB IB

Λin(t)

γB

γS

1− ρ ρ

χβ

Figure 2: The movement of schistosomes through their hosts with the associated parameters.Λin(t) is the migration rate of birds into the lakes. The S, E, and I populations representsusceptible, exposed, and infected hosts respectively.

Bird Equations

S′B = (1− ρ0)Λin(t) + sbB(t)− β SB IS − µBSB

E′B = β SB IS − γBEB − µBEB

I′B = ρ0Λin(t) + γBEB − (µB + kB)IB

Snail Equations

S′S = bS(t)SS − χ SS IB − µSSS

E′S = χ SS IB − γSES − µSES

I′S = γSES − (µS + kS)ISFigure 3: Severe case ofSwimmer’s Itch.

Transient Model g

Figure 4: A hypothetical migration path of theCommon Merganser. Birds will travel to thetransient lakes (purple), stay for 2-3 days, and thenfly to the resident lakes (grey). The birds reside atthe resident lake for the entire summer season.Afterwards, they return to the transient lake in thefall on their way back to wintering locations.

Figure 5: Transient model (A) and resident model (B)explaining the presence of birds and snails at the lakesduring specific seasons.

Figure 6: Prevalence in the snail host at a transient lake (A) and a resident lake (B) were analyzed. Eachsection of the migratory window is separated by the dotted lines. The green area below 0.25% is consideredideal levels of infection, the yellow area below 2.0% is considered moderate, and the red area is consideredepidemic [1].

Parameter Meaningβ Schistosome transmission rate from infected snail to susceptible birdρ Prevalence of schistosome in migrating birdsχ Schistosome transmission rate from infected bird to susceptible snailkS ,B Mortality rate due to infectionµS ,B Mortality rate due to natural causesγS ,B Rate out of exposed categorybS ,B Birth rate

Table 1: Parameters usedin the mathematical model.

Seasonal Model g

Residential Summer

Transient Summer

Winter

Spring Fall

Results

I.C.

PS PS

ρ & PS & PB

ρ & PB ρ & PB

Figure 7: Seasonal movement of hosts. PS are each ofthe snail populations, and PB are each of the birdpopulations.

Bird Equations

S′B = sbB(t)− β SB IS − µBSB

E′B = β SB IS − γBEB − µBEB

I′B = γBEB − (µB + kB)IB

Transient Snail Equations

S′ST = bS(t)SST − χ SST IB − µSSST

E′ST = χ SST IB − γSEST − µSEST

I′ST = γSEST − (µS + kS)IST

Resident Snail Equations

S′SR = bS(t)SSR − χ SSR IB − µSSSR

E′SR = χ SSR IB − γSESR − µSESR

I′SR = γSESR − (µS + kS)ISR

Pink parameters are seasonally conditional.

Treatment of Merganser

Figure 8: A treatment function was added to the system in order to visualize the effect onprevalence in the snail host. Treatment was administered to birds at two different points in themigratory season. During the transient period (A,C), two birds were treated every day after thefirst two weeks of the migratory season. During the resident period (B,D), two birds weretreated every 8 days after the birds had arrived. In both cases the total number of treated birdswas the same.

Sensitivity Analysis

Parameter Change in Prevalence (%)χ 13.709γS 8.791β 5.345s 4.996γB 3.950kB 3.346µB 3.194µS 1.885kS 1.531

Table 2: Each parameter for the transientmodel was individually reduced by 10%from its initial value. Prevalence ofinfection in the snails at the end of theresident period was calculated. Percentchange from the original prevalence valuewas assessed.

Conclusions g

IOutbreak severity differs in transient and resident lakes throughout the season.

ITreating merganser during the transient period significantly reduces theprevalence of infection in the snail host and is more efficient than treatingduring the resident period.

IParameters related to transmission of the infection are the most sensitive.

Future Directions g

IAnalyze the year-long model over the course of multiple migratory seasons.

I Study the long-term effects of treatment strategies.

ICollect more data at transient lakes to improve the parameters.

References and Acknowledgements[1] C. Blankespoor, et. al. Swimmer’s Itch Solutions. http://swimmersitchsolutions.com. Accessed: 2019-06.

[2] Center for Disease Control and Prevention. Parasites - Cercarial Dermatitis. https://www.cdc.gov/parasites/swimmersitch/biology.html.Accessed: 2019-06.

This research was supported by NSF-DMS Grant #1852224, ”REU Site: Ecological Modeling of the Mississippi River Basin”.Thank you to Carly Middleton and Josey Sorenson for their contributions to this project.