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Buildings, Microbiology, and Moisture Jeffrey Siegel, [email protected]

Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

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Page 1: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Buildings,Microbiology,andMoisture

JeffreySiegel,[email protected]

Page 2: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Moistureinbuildingsisverycomplicated.

Microbially-relevantmoistureisevenmorecomplicated.

Page 3: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Roadmap

• Microbiology

• Moisturemeasurement

• Impactofbuilding(officesurfaces)

• Impactofwetting

When/why/howdoesthebuildingmatter?

Page 4: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Abriefhistoryofindoormicrobiologyfromabuildingscienceperspective

• >200yearsago-present:culturing– Advantages:longhistory,“easy”todo,quantitative

– Disadvantages:Presentsaskewedpicture

• ~2000-present:DNAsequencing– Advantages:Muchricherandmorecompleteview

– Disadvantages:Generallynon-quantitative,viability,moreofchallengetoidentifyspecies,hugebioinformaticschallenges

Page 5: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

ExampleofChallenge

Hoisingtonetal.(2014)BuildingandEnvironment

Page 6: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

MicroorganismsareEverywhere

• Everysurface,everybreath,etc.

• Ingeneral,thisisneithergoodnorbad,withsomeexceptions

“Increasedmicrobialrichnesswasassociatedwiththepresenceofpets…”Dannemilleretal.(2014,2015)IndoorAir

Page 7: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Peopleaddmicroorganismstotheirhomes

Benefits:• Maintainsahealthybalanceofmicrobesinyour

home• 1applicationcovers1000squarefeet• Non-toxic,GMO-free,Gluten-free• Pleasantcitrussmellfromorganicbotanicaloils

http://www.bulletproof.com/homebiotic-concentrate-4oz

“Homebioticisasprayandleaveontreatmentthatlasts6months.Bacterialculturestakeupresidenceandpreventmoldgrowth.”

Page 8: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

EvenByScientists

AnInnovativeApproachtoHospitalSanitizationUsingProbiotics:InVitroandFieldTrials LaFaucietal.(2015)JMicrobBiochemTechnol

Page 9: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Onemorething

• Whydowecareaboutmold?– Itsmells

– Itlooksugly

Page 10: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

ConnectiontoMoistureandHealth

• Moisturedamagehasanegativeimpactonhealth– e.g.,Mendelletal.(2011)Environ.HealthPersp.

– Wedon’tknowifthismicrobiologicalornot….

• Paradox:– “Increasedmicrobialrichnesswasassociatedwiththepresenceofpets,waterleaks,longerACuse,suburban(vs.urban)homes,anddustcompositionmeasures(P<0.05).”

Dannemilleretal.(2015)IndoorAir

Page 11: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

QuestforMicrobialRelevance

• Whatmattersformicroorganisms?• Environmentalconditions

– Smallrangesoftemperature,lightonindoorsurfaces

– Insufficientdata(generally)

• Food– Plentiful(buildingmaterials,soiling,buildingcontents)

• Water

Page 12: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

MoistureMeasurements

• Allcommunicate

• Differentmeasurements– Differentrelevance

– Differentchallenges

– Differenttemperatureinteractions

• Wateractivitycannotbemeasuredin-situ

AirRelativeHumidityHumidityRatio

MaterialMoistureContent

Wateractivity

EquilibriumRelativeHumidityAKASurfaceWaterActivityAKAEquilibriumWaterActivity

Page 13: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Moisturedamage=healthproblemMendelletal.(2011)EHP

MoisturetransportwithNMRAdanetal.

PracticalityofMoistureMeasurementinBuildings

Presenceofmoisturedamage

Wateractivity,aw

Equilibriumrelative

humidity,ERH

Relativehumidity,RH

Moisturecontent

Page 14: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

PhasesofWaterRelativeHumidity

Ref:http://buildingscience.com/documents/digests/bsd-138-moisture-and-materials

Page 15: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

PracticalMeasurementIssues

• Relativehumidity–notverymeaningful

• Wateractivity–can’tbemeasuredin-situatnon-equilibriumconditions

• Equilibriumrelativehumidity–sensorinterfereswithexchangeofmoisturebetweenmaterialandair

• Moisturecontent–doesn’tcorrelatewithwateravailabletothemicroorganism

DedeskoandSiegel(2015)Microbiome

Page 16: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

TOWaboveaw=0.8TOWaboveaw=0.7

0.8

0.7

Time

Wateractivity,a

w

AnotherComplexity-Time

Page 17: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Ourgoal:Characterizeofficesfrommanyperspectives

Page 18: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

ExperimentalMatrix

• BuildingType:Office• Cities

Flagstaff:SemiaridSanDiego:Mediterranean/AridMediterraneanToronto:HumidContinental

• SurfacesCeilingFloorWall

• MaterialsCarpettileCeilingtilePainteddrywall

• Threeofficesineachcity

MicrobialSamplingFour6-weekseasonalsamplingcampaignsSamplingperiodeveryotherday

Page 19: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

CarpettileCeilingtilePainteddrywall

Samplingsitesforrelativedustiness

Equilibriumrelativehumiditysensorsanddatalogger

Occupancysensor

Temperature,relativehumidity,andillumination

sensor

Page 20: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Time-ScaleofSampling

• Allparametersmeasuredevery5minutesforayearineachoffice

• Coincidentalmicrobial(swab)sampleseveryotherdayfor4six-weekseasonalsamplingperiods– Sequencedforbacterialandfungalcommunities

Page 21: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

EquilibriumRelativeHumidityRange

Dr=Drywall Ca=Carpet Ce=Ceiling tile

Page 22: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

DifferenceBetweenERHandRH

Dr=Drywall Ca=Carpet Ce=Ceiling tile

Page 23: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

HumidityTimeSeries1. ThereisalagbetweenRHchangeandERHchange2. Differentmaterialshavedifferentamountsof

differencebetweenERHandRH

Page 24: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

VariationAmongSurfaces,Flagstaff

Page 25: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

SeasonalityofERH,Flagstaff

Page 26: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

SeasonalityofERH,Toronto

Page 27: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

0200400600800

1000120014001600180020002200240026002800

Tota

l Tim

e (h

r)

F1W F2W F3W S1W S2W S3W T1W T2W T3WERH RH ERH RH ERH RH ERH RH ERH RH ERH RH ERH RH ERH RH ERH RH

70%65%60%

TimeofWetness

ERH

RH

Communitycompositionswerenotfoundtobeassociatedwithanyindoorormaterialenvironmentalcovariates.Throughoutthisstudy,indoorenvironmentaswellassurfacemicroenvironment(i.e.,sensorsspecificallycollectingdatafromoursamplingswatches)datawerecollected,includingsurfaceandairtemperatures,equilibriumrelativehumidity,relativehumidity,roomoccupancy,andvisible-lightillumination.Despitetheextentoftheseenvironmentaldataandaconsiderableefforttoidentifyassociationsbetweenmicrobialcompositionandthesedata,wefailedtoidentifysignificantassociationsbetweenbuildingscienceandmicrobiomedata.

Chase et al. mSystems 2016;1:e00022-16

Page 28: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity
Page 29: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

BuildingsasDeserts

• JamesScott:“…fewplacesonearthgetashotasarooftoporasdryasthecornerofaheatedlivingroom.”Wired2011

• Chaseetal:“BEsurfacemicrobialcommunitiesmaybehavesimilarlytothosefoundinthesoilsoftheAtacamaDesert,waitingforliquidwatertobecomeactive.”

mSystems2016

Page 30: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

OngoingWork

• Non-extremeconditionsmaynotofferalotofdifferentiation

• Microorganismquantitymatterstoo

• Whatmoistureparametersshouldwemeasure?

Whatin-situandpracticalmoisturemeasurementmethodscorrelatewithmicrobialcommunityandmicrobialbiomassondrywallafterwetting?

Page 31: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

DrywallWettingProject

• Threescales(coupons,wallsection,in-situ)

• Detailedmoistureassessments

• Quantitativemicrobiology

Name

:Dw

g. No

.:Drn

. By:

Date:

Scale

:Dry

wall S

ample

rJF

-01Gio

vanni B

uzzeo

09/19

/151:1

Mater

ial: 60

61TC

Alum

inum

Quan

tity: 1

Piec

e

Page 32: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

60

70

80

90

100Eq

uilib

rium

and

Air

Rel

ativ

e H

umid

ity (%

)

18:40 08:33 22:26 12:20Time

RH ERHERH small volume

Page 33: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

0

20

40

60

80

100

Area

of S

urfa

ce c

over

ed b

y W

ater

(%)

60

70

80

90

100Eq

uilib

rium

and

Air

Rel

ativ

e H

umid

ity (%

)

18:40 08:33 22:26 12:20Time

RH ERHERH small volume

Page 34: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity
Page 35: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Approach

• UV“sterilize”sample

• Biologicalsample1

• Inoculatesamplenaturallyfor30daysinawell-characterizedoffice

• Biologicalsample2

• Wetsampleinsealedchamber

• Biologicalsamples3-7– After1,4,7,14,28days

Notes:Norepeatsampling,nosharedbiologicalandmoisturemeasurement(singlepurposesamples)

Notes:Biologicalsampling=16S/ITS+totalfungalandbacterialqPCR+speciesspecificqPCRfor~20mostabundantspecies

Page 36: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

ExperimentalMatrix

• Threescales(coupons,wallsection,in-situ)• Inallcases,characterizednaturalinoculation

–Drywall:Unpainted,painted,moistureresistant,lightweight(highporosity)

–Water:DNA-free,tap,rain–Wateramount:Fixed,doubled,episodic–Post-wetting:Torontowinter,Torontosummer

•Assessingvariancewithtargetedrepetitions•Differentkindsofblanksandcontrols•Samplesareusedonlyonce

Page 37: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity
Page 38: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity
Page 39: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity
Page 40: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Outcomes

• Whatistheimpactofwettingondifferentmeasurementsofmoistureatdifferentconditions?

• Whatistheimpactofwettingonmicrobialcommunityandquantityatdifferentconditions?

Page 41: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

PartingThoughts

• Asbuildingscientists,weneedtodomuchbetteratconductingmicrobially-relevantmeasurements.

• Abigcomponentofthisisassemblingahighly-spatiallyresolvedmeasurementoflong-termadsorbedandliquidwater.

• Peoplewill(are)tryingtoadjusttheindoormicrobiome–thisisgoingtocauseuslotsofheadachesinthefuture.

Page 42: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Acknowledgements

• UofTGraduatestudents:SandraDedesko,MahnazZare,BabakKhamsehi,PhilFan,AmyLi,MasihAlavy

• Undergraduatestudents:RyanWilliams• FacultyCollaborators:GregCaporaso,ScottKelly,RobKnight,JamesScott,BrentStephens,JackGilbert,DerekSonderegger

• StudentCollaborators:JohnChase,JenniferFouquier

• Funding:AlfredP.SloanFoundation

Page 43: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity
Page 44: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Otherthingswelearned

• “Thesequencingruncanbeanimportantconfoundingfactorinlong-termtemporalstudiesofbacterialcommunities.”

• “Acrossallnineoffices,humanskinbacterialcommunitieswerethelargestidentifiablesourceoftheofficebacterialcommunitysamples,withatleast25to30%oftheofficesurfacemicrobiomebeingderivedfromhumanskin.”

Page 45: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Challenges

• Unintendedconsequences

• Buildingcomplexity

• Continuousmonitoringandmaintenance

Page 46: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

UnintendedConsequences-1

“Increasedmicrobialrichnesswasassociatedwiththepresenceofpets…”Dannemilleretal.(2014,2015)IndoorAir

“…petallergenlevelswere13timeshigherinschoolscomparedtohomeswithoutpets.” Kropetal.(2014)PLoSOne

Page 47: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

UnintendedConsequences-2

Kembeletal.(2012)ISMEJournal

Thephylogeneticdiversityofairbornebacterialcommunitieswaslowerindoorsthanoutdoors,andmechanicallyventilatedroomscontainedlessdiversemicrobialcommunitiesthandidwindow-ventilatedrooms.

Page 48: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

BuildingComplexity-Failures

“In80%ofthehouses,signsofcurrentorpreviousmoisturefaultwereobserved.”Nevalainenetal.(1988)IndoorAir

LemieuxandTotten(2004)ASHRAEBldg.IXConf.Proc.

Page 49: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Whyisthisanissueforbioinformeddesign?

• Moisturedamageinfluencesindoormicrobialcommunitiesandquantities

• Negativeimpactonhealth– e.g.,Mendelletal.(2011)Environ.HealthPersp.

• Paradox:– “Increasedmicrobialrichnesswasassociatedwiththepresenceofpets,waterleaks,longerACuse,suburban(vs.urban)homes,anddustcompositionmeasures(P<0.05).”

Dannemilleretal.(2015)IndoorAir

Page 50: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

BuildingComplexity-Maintenance

• Weoftenmakeadecisiontonotmaintainorcontrolourbuildingsappropriately

• Addingmicroorganismsincreasescomplexityconsiderably

Page 51: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

MaintenanceRequiresSampling

• …..quantitativesampling

Hoisingtonetal.(2014)BuildingandEnvironment

Page 52: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

DermentshtrakhtunGotlakht

Manplansandgodlaughs

Page 53: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Doesthismeanweshouldn’tdoanything?

1. Hypothesisdrivenresearchwithappropriatecontrols

2. Specificandtargeted

3. Planforfailure

4. Balancewithothergoals

5. Commissionandmaintain

6. Planformonitoring

Page 54: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

LemieuxandTotten.(2004).Theimportanceofbuildingenvelopecommissioningforsustainablestructures.ASHRAEBuildingsIXConferenceProceedings1-12.

Page 55: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Whatis(potentially)importanttothemicroorganisms?

• Energyflows Whatisthewallstructure?Globallyandlocally?Howmuchinsulation?Whatisthetemperatureontheotherside?Isitconnectedtootherpartsofthebuilding?Whatisthesurfacetemperature?

Source:http://buildingscience.com,http://quiktherm.com/insulatesmart/wp-content/uploads/2014/10/Thermal-Bridging.jpg

Page 56: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Whatis(potentially)importanttothemicroorganisms?

• Energyflows(temperaturedoesn’ttellusthat)

• Availablemoisture

Whatisthesurfacetemperature?Whatisthewallstructure?Globallyandlocally?Howmuchvapourdiffusion?Whatisthevapourpressureontheotherside?Isitconnectedtootherpartsofthebuilding?Istherecondensation?Howmuchmoistureisatthesurface/inthematerial?

Page 57: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

Whatis(potentially)importanttothemicroorganisms?

• Energyflows(temperaturedoesn’ttellusthat)

• Availablemoisture(RHdoesn’ttellusthat)

• Materialpropertiesofdrywall(alldrywallisdifferent)

Howmanylayersofpaint?

Whatkindofpaint?

Isthereapaperlayer?

Whatkindofadhesive?

Whatkindofgypsum?

Whatotheradditives?

Whatarebulkmaterialproperties(porosity,density,etc.)?

Page 58: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

WhatItakefromthis

• Weneedtodoquantitativemicrobiology

• Weneedtounderstandmoistureinbuildingsinamuchmoresophisticatedway

Page 59: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity
Page 60: Buildings, Microbiology, and Moisture...soils of the Atacama Desert, waiting for liquid ... • Non-extreme conditions may not offer a lot of differentiation • Microorganism quantity

QuestforFunctionalRelationships

• Weoftendon’thavequantitativedata– Relativeabundance

• Weoftendon’thavespecies-leveldata

• Wealmostneverhavetime-resolveddata

• Weoftendon’thavethebuildingcharacterizationdoneinamicrobial-relevantmanner