Predicting Bacteria Concentrations On The Nation's Beaches

Walter Frick, Ph.D., Marirosa Molina, Ph.D

OfficeofResearcharidDevelopnnent, NationalExposure ResearchLaboratory, EcosystemsResearch Division,Athens, Georgia

Year of
Thirty /ears of Progress
Through	Pa

Environmentallssue

Withthepossibleexceptionofthosewhovaluesolitudeaboveallelse,noonewants
beachesclosedasaresultofhighbacterialwaterconcentrations. Although
microbioiogyisconstantlymakingnewbreakthroughsinmicrobialdetectionand
identification,beach closuredecisionsstillfrequ en tlyre lyon ti m e- i n te n si vet est sfor
indicatorbacteriawhichdonotdifferentiatebetweensewageplumesfromdistant
sourcesreachingabeachandthevisitofflocksofseagullstothebeachthe
previousday.Currentprocedurealiowsonl yf oraft er-th e-f actre acti on st oh i g h
bacterialcounts,costingmunicipalitiesuntolddollarsinlostrevenuesand
remediation actions.

Approach

ERDscientistsaredevelopingmodelsthatwillintimebeabletoaccuratelytrackthe
movementofwaterandsourcesontothenation'sbeaches.Models,liketheERD
Visual Plumesmodel,wi!lbemodifiedtotrackbothpointsources(likesewage
treatmentplants)andnon-pointsources(likebirdsonbeaches).Anotheraspectof
thisresearchseekstodevelopandimprovebacterialsubmodelsthatwillbespecific
toactualpathogens,ratherthanindicators.Toadvance,pathogensmustbe
positivelyidentifiedandmodeled.MicrobialSourceTracking(MST)isatechniquefor
quantifyingpathogens.ERDResearchersaredevelopingafastandreproducible
a Ite m at i ve D N A-b as ed MSTmeth od ol ogyt oi tern ize comp I ex sou rc em ixt u res.
Thisworkenvisionsamodel,workingtitle"Visual Beach",thatwillusereal-timedata
andadvancedbiologicalinputs,forexample,MicrobialSourceTracking(MST),GIS
d at a( ba th ym et ry), fore castd at a, pa rt i cu I arlyw eath erdata, a n d, i n coast al area s,
astron om i calti d efa ctors.

Impact

Microbiaicontaminationleadstobeachclosureandposesthreatstohumanhealth.
Thepurposeofthisworkistohelpprotectaquaticecologicalsystemsand
recreationairesources.lfsuccessful,themodelwillhelpdeviseeffectivesource
controlstrategiesandheipdifferentiatebetweendangerousepisodes, requiring
closure,andbenignonesnotrequiringdrasticmeasures.ltwouldenablehealth
official stodiscriminatebetweendangerousandbenignexposurelevelsandhelp
treatmentplantoperatorsdevelopstrategiestopreventmostbeachclosuresdueto
importantpointsources.

NationalScope

Anexampleofanationalproblem, Huntington Beach,Californiawasclosedn 1999
duet oelevatedbacterialcounts.VisualPlumeshasbeensuccessfullytestedon this
problem

July-August1999BeachClosureMaplocatestheclosedbeach(greenstripe)and

themajorOrangeCounty4-milelongsewageoutfalldischargingat60mdepth.

Insetsshowbeachsceneandtreatmentplant.

IndianaDunesNationalSeashore

Values, Resources, and Problems

IndianaDunesNationalSeashore ThemodeldescribedherewillbetestedonWestBeach(lndianaDunesNationalSeashore,LakeMichigan)datathissummer.

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Modeling

AVisualPlumessimulation. Areleaseofsewageformingaplume(redoutline)
trackedfor36hours(plumeelementismovedin2-hrincrements)andforminga
plumethatencroachesHuntington Beachinwinter2001 ,arareevent.

Notspaghetti,amonth-longVisualPlumessimulation. June-July2000
simulationsshowaeasreachedbysimilarlycontaminatedplumesduringthat
period. Note,thesourcedidnotimpactthebeachduringthattime.lnsetdiagram
showshowsolarintensity(akillerofwaterbornebacteriafactoredintoVisual
PI umes)decreasesrapidlywithdepth.

Hydrodynam icsandPCR

Thebeachbacteriamodelingspanstwomaindisciplines,hydrodynamicsand
microbiology. Sh ownhereisalaborat oryplumeimageprodu cedthrou ghlaser-
i n d u ce df I u oresc en cei ma gi n g. Bot h su rf ac ef eatu re san df al s ec ol ore ross- se cti on al
featuresareshown.









Towingchannelplume,laser-inducedfluorescenceimagery

PlansfortheLakeMichiganModel Thenextgenerationofbeachbacteriamodels
willincludedensecurrentinformationbasedonfinite-elementhydrodynamical
model st h at'wi i I m a kef ore ca sts pos si bl e. Th i sex am p I e sh ows ac u rre n tf i eld (light
greenarrows) andanembeddedplumerepresentingacombinedseweroverflow.

PolymeraseChainReaction(PCR)

PCRisamethodbywhichverylowconcentrationsofDNAareamplifiedtoimprove

detection oft argetorganisms. However,con ventionalPCRmethodscannotbe

usedtodetermineba cterialnumbers.Recently,research ershavedevelopedan

alternativePCRmethodcommonlyknownasreal-timePCR,wherethenumberof

amplicons(amplifiedDNAproducts)fromeachreactioncyclearemeasured.

Productaccumuiationisquantifiedduringtheexponentialphaseoftheamplifi cation

process.Theprocedurecanbeusedwith16S-rDNAprimersspecifictoagroupor

speciesoffecalindicatorbacteria.Thisapplicationwillallowaccuratemonitoring

an dquantificati on ofspecificfecalindicatorbacteriain recreation al waters an dm ay

reducedetectiontimeto3hours.Theschematicdiagramshowsprinciplesofthe

applicationofpolymerasechainreactiontechnology.

Schem aticofthepoIymerasechainreaction(PCR)

Conclusion

TheVisual Beachmodelingapproachattemptstoprovideaholisticconceptualand

numericalmodelofbacteriatransportandfate.ltattemptstorealisticallymodelthe

mostimportanttransportandfatemechanisms.ltanswersquestionslike:Wheredid

thewatercomefrom?Whatweretheconcentrationsofbacteriainitially?Towhat

stressorswerethebacteriaexposedduringtheirtransitfromsourcetoreceptor

regions?Andsoon.Thebasicphilosophyisthatincreasinglybettermodelswillhelp

betterunderstandandmodelbacteriatransportandfateandultimatelyhelpreduce

beach dosures.

Acknow! edgement :Th e o

Partnering to -ProtectHuman

Escherichiacoli, fecalindicatorbaeterium

talwetland


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