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InternationalJournalofHygieneandEnvironmentalHealthxxx (2011) xxx–xxx
1
ContentslistsavailableatScienceDirect
International
Journal
of
Hygiene
and
Environmental
Health
jou rn a l h o m e p a g e :w w w . e l s e v i e r . d e / i j h e h
Original
article
1
Effects
of
ambient
air
pollution
on
pulmonary
function
among
schoolchildren
2
Yungling
Leo
Lee
a,b,
Wen-Hua
Wang
a,
Chia-Wen
Lu
c,
Ya-Hui
Lin
a,
Bing-Fang
Hwang
d,∗3
aInstituteofEpidemiologyandPreventiveMedicine,CollegeofPublicHealth,NationalTaiwanUniversity,Taipei,Taiwan
4
bResearchCenterforGenes,EnvironmentandHumanHealth,CollegeofPublicHealth,NationalTaiwanUniversity,Taipei,Taiwan
5
cDepartmentofFamilyMedicine,NationalTaiwanUniversityHospital,Taipei,Taiwan
6
dDepartmentofOccupationalSafetyandHealth,CollegeofPublicHealth,ChinaMedicalUniversity,Taichung,Taiwan
7 8
a
r
t
i
c
l
e
i
n
f
o
9 10 Articlehistory: 11 Received10January2011 12Receivedinrevisedform1May2011 13 Accepted17May2011 14 15 Keywords: 16 Children 17 Airpollution 18 Nitrogenoxides 19 Carbonoxide 20 Ozone 21 Sulfurdioxide 22 PM2.5 23 PM10 24 Pulmonaryfunction 25 Epidemiology 26
a
b
s
t
r
a
c
t
Literaturehasshownadverseeffectsofambientairpollutionexposureonvariousasthmarelated out-comesinchildhood.However,theassociatedevidenceonpulmonaryfunctioneffectsisstillinconsistent. Weconductedapopulation-basedstudycomprisedofseventh-gradechildrenin14Taiwanese com-munities.Pulmonaryfunctiontestsandquestionnaireswerecompletedon3957subjects.Weevaluated theeffectsofambientairpollutionexposuresbasedonthedatacollectedin2005–2007byexistingair monitoringstations.Multiplelinearmixedeffectmodelswerefittedtoestimatetherelationshipbetween communitypollutantlevelsandpulmonaryfunctionindices.Afteradjustmentforindividual-level con-founders,pulmonaryfunctiondifferedonlyslightlybetweencommunitieswithdifferentlevelsofair pollution.Wefoundgreatereffectsofambientairpollutantsonpulmonaryfunctionforboysthanfor girls.Amongboys,traffic-relatedpollutantsCO,NOx,NO2,andNOweregenerallyassociatedwithchronic adverseeffectsonFVCandFEV1,andsubchronicadverseeffectsmainlyonmaximalmid-expiratoryflow (MMEF)andpeakexpiratoryflowrate.Amonggirls,onlyNOxandNO2 showedsubchronicadverse effectsonMMEF.AlthougheffectestimatesofSO2,PM10,andPM2.5weregenerallynegativeforboys, noneachievedstatisticalsignificance.
Ourdatasuggeststhatambienttraffic-relatedpollutionhadchronicadverseeffectsonpulmonary functioninschoolchildren,especiallyforboys.
© 2011 Published by Elsevier GmbH.
Introduction
27
Manystudieshavereportedadverseeffectsofambientair
pollu-28
tiononvariousaspectsofrespiratoryhealthinchildren,including
29
asthmaexacerbations(Schildcroutetal.,2006),doctor-diagnosed
30
asthma (Brauer et al., 2002; Hwang et al., 2005; Shima et al.,
31
2003),and asthmatic symptoms(Braun-Fahrlanderet al.,1997;
32
Morgensternetal.,2007).Pulmonaryfunctionasasensitivemarker
33
ofrespiratoryhealtheffectsofthelowerairwayhasbeen
docu-34
mentedinpreviousstudies(Anon.,1996a,b).Mostmajorpollutants
35
canalterpulmonaryfunctioninadditiontootherhealth effects
36
whentheexposureconcentrationsarehigh.However,some
stud-37
ieshaveindicatednoassociationbetweenambientairpollution
38
andpulmonaryfunction,especiallyinambientlow-doseexposure
39
(Brunekreefetal.,1995;Dockeryetal.,1989).
40
Abbreviations: CO, carbon monoxide;NOx, nitrogenoxides; NO,nitrogen monoxide;NO2,nitrogendioxides;O3,ozone;SO2,sulfurdioxide;PM2.5,particulate
matterwith50%cut-offaerodynamicdiameterof2.5m;PM10,particulatematter
with50%cut-offaerodynamicdiameterof10m;SD,standarddeviation;IQR, inter-quartilerange;FVC,functionalvitalcapacity;FEV1,forcedexpiratoryvolumein1s;
MMEF,maximalmid-expiratoryflow;PEFR,peakexpiratoryflowrate. ∗ Correspondingauthor.Tel.:+886422071861;fax:+886422071861.
E-mailaddress:[email protected](B.-F.Hwang).
AlthoughtheproblemsofairpollutioninTaiwanarerelatively 41
severe,it wasnot untilrecent yearsthat therespiratory health 42
effects associatedwithair pollutionwerereported(Chenetal., 43
1999;Hoetal.,2007;Hwangetal.,2005;Yangetal.,2007;Yu 44
etal.,2005).FromourpreviousTaiwaneseISAACstudy,chronic 45
exposuretotraffic-relatedairpollutantswasfoundtobeassoci- 46
atedwiththeriskofasthmainschoolchildren(Hwangetal.,2005). 47
Wedidnotcollectpulmonaryfunctiondataatthattimeandsome 48
importantindoorexposureswerenot includedin thequestion- 49
naire.In presentstudy,we usedthedatafromTaiwanChildren 50
HealthStudy(TCHS)toinvestigatethechronicadverseeffectsof 51
ambientairpollutiononpulmonaryfunction.Inpresentstudy,air 52
monitoringdatawasappliedtoelaboratetherelationshipofdiffer- 53
entsourcesofpollutantswithfourkindsofpulmonaryindicesin 54
Taiwanesechildren. 55
Methods 56
Studydesign 57
TaiwanChildrenHealthStudy(TCHS)wasbasedonamulti- 58
purpose nationwide design that focused on CO, NOx, O3, SO2, 59
and particulatematters as outdoorpollutants ofprimary inter- 60
est(HwangandLee,2010).CommunitiesofTaiwanwereselected 61 1438-4639/$–seefrontmatter © 2011 Published by Elsevier GmbH.
2 Y.L.Leeetal./InternationalJournalofHygieneandEnvironmentalHealthxxx (2011) xxx–xxx
withtheaimofmaximizing thevariabilityand minimizingthe
62
correlationsincriteriaoutdoorpollutantsbasedonhistoric
rou-63
tineairmonitoringdata.Incommunitieswithpollutionpatternsof
64
interest,neighborhoodswithstable,largelymiddle-income
pop-65
ulations, ethnically representative of Taiwan as a whole, were
66
identified from 2004 censusdata. To address community-level
67
sourcesofvariability,wesoughttomaximizethenumberof
partic-68
ipatingcommunitieswithinexistingfinancialconstraints.School
69
districtrepresentativesin participatingcommunities were
con-70
sultedtoidentifysuitableschools,basedondemographicstability,
71
likelyparentalcooperation,andabsenceoflocalpollutionsources.
72
Presentationsweremadetoschooladministrators,teachers,and
73
studentstoexplainthestudyaims.Finally,ourstudypopulation
74
comprisedsubjectsfrom14 communitiescovering diverseparts
75
ofTaiwan,whichwasrepresentativeofTaiwanesemiddle-school
76
children.
77
Atotal of 4765seventh-grade children were recruited from
78
publicschoolsin14communitiesin2007.Thequestionnairewas
79
distributedtoallschoolsinSeptember,andsubjectswerearranged
80
tocompletepulmonaryfunctiontestsinthefollowingtwoweeks.
81
Questionnaireresponsesbyparentsorguardianswereusedto
cate-82
gorizechildren’sbasicinformation,medicalhistory,familyhistory,
83
personalhabits,housingcharacteristics,andenvironmental
con-84
ditions.Inanyclassroomtargetedforparticipation,everystudent
85
wasinvitedtovolunteer.Ineachschool,science,health,or
physi-86
caleducationclassesweretargeted,excludinganyspecialclasses
87
forgifted orlearning-disabled subjects.Thestudyprotocolwas
88
approvedbytheInstitutionalReviewBoardatouruniversity
hos-89
pital,anditcompliedwiththeprinciplesoutlinedintheHelsinki
90
Declaration(Helsinki,1990).
91
Airmonitoringdata
92
Complete monitoring data for outdoor pollutants carbon
93
monoxide(CO),nitrogenoxides(NOx),nitrogenmonoxide(NO),
94
nitrogendioxides(NO2),ozone(O3),sulfurdioxide(SO2),
partic-95
ulatematterwith 50%cut-off aerodynamicdiameter of 2.5m
96
(PM2.5),and10m(PM10)werecollectedfromTaiwan
Environ-97
mental Protection Agency (EPA) air monitoring stations in 14
98
communities. Concentrations of each pollutantwere measured
99
continuouslyandreportedhourly–CObynon-dispersiveinfrared
100
absorption,NOxbychemiluminescence,O3byultraviolet
absorp-101
tion,SO2 byultravioletfluorescence,and particulatemattersby
102
beta-gauge.Chronicvaluesofpollutantsweredefinedasannual
103
averageconcentrationscalculatedfromthemonthlyaveragesof
104
theyear2005–2007.Subchronicvaluesweredefinedasmonthly
105
averagesofJulytoSeptember2007.
106
Pulmonaryfunctiontest(PFT)
107
Pulmonaryfunctiontestswereperformedduringthemorning
108
hoursinindoorbuildingstoavoiddailyandannualpeakair
pol-109
lutionlevels,whichoccurmostoftenduringsummerandautumn
110
afternoon.Thechildrenwhoreturnedparentalquestionnairewere
111
included.Afterexcludingsubjectswithincompletequestionnaire,
112
recentsymptomaticupperrespiratory infections,orotheracute
113
pulmonaryorcardiacdiseases,theremaining4355childrenwere
114
eligibleforpulmonaryfunctiontests.
115
Eachsubject wasaskedtoperform threesatisfactory blows,
116
definedasbothofthetwolargestfunctionalvitalcapacity(FVC)
117
andforcedexpiratoryvolumein1s(FEV1)agreeingwithin200ml,
118
extrapolationvolumelessthan150mlor5%ofFVC,andforced
expi-119
ratorytimeexceeding6s,notlessthan5s.Thesecriteriaarebased
120
onAmericanThoracicSocietyrecommendations,updatedin2005,
121
modifiedforchildren.Nomorethan5blowswereattempted per
122
time,nomorethantwotimeswereaskedperchild.Restingformore
123
than10minwasrequiredforeverysubjecttopreventexercisebias. 124
Topredictsubjects’pulmonaryfunction,height,andweightwere 125
measuredatthetimeoftesting,usingthesamedevice,withshoes 126
andcoatsremoved,whileage,sex,andotherpotentialconfounders 127
weredeterminedfromparents’questionnaireresponses.Twofully 128
trainedtechniciansperformedPFT,usingtwoidenticalspirometers 129
(ChestgraphHI-101,CHESTM.I.,Inc.).Eachschoolwasvisitedfor 130
onetime.Spirometers’calibrationswerecheckedbefore,during, 131
andaftereverymorning’stestingusing1Lflow-volumesyringes. 132
Statisticalanalysis 133
ToinvestigatetherelationshipbetweenPFTandairpollutants, 134
weusedmultiplelinearmixedeffectmodels(PROCMIXED)forana- 135
lyzingtwo-stagehierarchicaldata.Themodelsassumetwosources 136
ofvariation:thevariationamongsubjectsinthefirststage,partof 137
whichcouldbeexplainedbytheindividualcharacteristics,andthe 138
variationamongcommunitiesinthesecondstage,partofwhich 139
couldbeexplainedbyvariablesmeasuredatcommunitylevel.In 140
theanalyseswe assumed that (i)theoutcome variablefollows 141
normaldistribution;(ii)intercepttermsarerandomatthecom- 142
munitylevel;and(iii)alltheexplanatoryvariablesarefixedeffects. 143
Wefittedlinearregressionmodelstoadjustforpersonalvariables 144
suchassex,age,height,andweightaswellasthosepotentialcon- 145
foundersdescribedinTable3foreachPFTindex,includingFVC, 146
FEV1,maximalmid-expiratory flow(MMEF),orpeakexpiratory 147
flowrate(PEFR).Multiplelinearregressionmodelswereutilized 148
todeterminewhichpotentialconfounderwassignificantlycorre- 149
latedwithPFTindices.Thepotentialconfounderswiththep<0.15 150
foragivenPFTindexwereincludedinallsubsequentmodelsof 151
pollutanteffects. 152
Sincethenumericalscaleofeffectestimatesisdifferentamong 153
thevariouspollutants,we standardizeeach toitsinter-quartile 154
range,alongwiththeir95%CIs,acrosscommunities.Subjectswith 155
missingcovariateinformationwereincludedinthemodelusing 156
missing indicators (Huberman and Langholz, 1999). The above 157
modelswereappliedtoallsubjectsinthedatasetandtosubsets 158
stratifiedbysex.Sincethepollutantmeasuresrepresentoutdoor 159
ambientlevels,wealsotriedtodeterminewhetherthehabitof 160
outdooractivitymodifiedthePFT–pollutantrelationship.Atstudy 161
entry,subjects’parentswereaskedinquestionnaireiftheirchil- 162
drenhave thehabit todo outdoors activity. Responses to this 163
questionwereutilized tostratifysubjectsintoeitherthe“more 164
outdooractivity”groupor“lessoutdooractivity”group.Regres- 165
sionanalysesofpollutanteffectswerethenperformedseparately 166
foreachofthetwogroups.Using similarmethodology,wealso 167
stratifiedour populationbased onhabitof air cleaner useand 168
doctor-diagnosedasthma.AllanalyseswereperformedbySASsoft- 169
wareversion9.1(SASInstitute,Gary,NC,USA)andassumeda0.05 170
significantlevelbasedonatwo-sidedestimate. 171
Results 172
TheoverallresponserateinTCHSwas86.5%.Afterdropping 173
outsubjectsabsentinthetestingday,withactivesmokinghabits, 174
poorcomplianceor unsatisfactoryblow,ourstudyfinally com- 175
prised3957(90.9%)childrenwithcompletepulmonaryfunction 176
data.Allsubjectswere12–13yearsofageandofthesameHan 177
Chineseethnicorigin. 178
Table1summarizesthedistributionofairpollutantsfrommon- 179
itoringstationsin14communities.Meansandstandarddeviations 180
ofpulmonaryfunctionindicesamongseven-gradeschoolchildren 181
ofourstudyshownormaldistribution(Table2).Wecouldfindthat 182
boyshadhigherFVC,FEV1,MMEF, andPEFRthangirls.Table3 183
Y.L.Leeetal./InternationalJournalofHygieneandEnvironmentalHealthxxx (2011) xxx–xxx 3
Table1
Distributionofairpollutantsdatafrom14monitoringstationsinTaiwan.
Mean SD Maximum Minimum Range 25percentile 75percentile IQR CO(ppm) Chronic 0.53 0.12 0.78 0.30 0.47 0.46 0.58 0.12 Subchronic 0.40 0.11 0.68 0.23 0.44 0.35 0.46 0.12 NOx(ppb) Chronic 23.99 7.25 36.99 13.34 23.65 17.88 29.32 11.45 Subchronic 17.39 6.04 28.84 9.03 19.81 11.74 21.95 10.22 NO(ppb) Chronic 5.85 2.37 10.34 2.52 7.82 4.18 6.83 2.66 Subchronic 4.19 1.89 8.06 1.74 7.25 2.73 5.12 2.39 NO2(ppb) Chronic 18.13 5.02 26.84 10.80 16.04 13.63 22.49 8.86 Subchronic 13.21 4.40 20.78 7.01 13.77 9.32 17.22 7.91 O3(ppb) Chronic 27.21 3.90 37.01 20.95 16.06 24.93 28.74 3.80 Subchronic 25.93 3.90 31.90 18.87 13.03 23.07 28.60 5.53 SO2(ppb) Chronic 4.68 2.20 10.09 2.16 7.92 3.24 5.54 2.30 Subchronic 3.90 1.48 7.87 1.87 6.00 2.97 4.65 1.68 PM10(g/m3) Chronic 60.84 17.07 88.97 36.72 52.25 47.70 76.63 28.93 Subchronic 43.24 6.89 54.67 30.33 24.33 37.67 47.50 9.83 PM2.5(g/m3) Chronic 34.50 10.67 51.94 19.97 31.97 26.13 44.67 18.54 Subchronic 24.88 4.70 31.00 17.00 14.00 20.75 29.58 8.83
Definitionofabbreviations:SD=standarddeviation;IQR=inter-quartilerange;PM10=particulatematterwith50%cut-offaerodynamicdiameterof10m.
Chronicvaluesaredefinedasaverageconcentrationscalculatedfromthemonthlyaveragesfromyear2005to2007.Subchronicvaluesaredefinedasmonthlyaveragesfrom July2007toSeptember2007.
Table2
Meansandstandarddeviationsofpulmonaryfunctionindicesamongseven-grade schoolchildreninourstudy.
Allsubjects(n=3957)Boys(n=1989) Girls(n=1968) Mean SD Mean SD Mean SD FVC(ml) 2758.5 511.0 2945.4 563.4 2569.0 364.3 FEV1(ml) 2500.0 446.0 2630.4 506.8 2367.7 324.9
MMEF(ml) 3109.8 728.6 3163.0 803.4 3055.8 639.7 PEFR(ml) 4841.2 1225.9 5229.4 1289.0 4447.4 1017.1 Definitionofabbreviations:SD=standarddeviation;FVC=functionalvital capac-ity;FEV1=forcedexpiratoryvolumein1s;MMEF=maximalmid-expiratoryflow;
PEFR=peakexpiratoryflowrate.
monaryfunctionresults.Olderage,higherheightandhigherweight
185
wereuniformlyassociatedwithpulmonaryfunctionincrements.
186
ChildrenwithhigherparentaleducationlevelhadincreasedFVC
187
andPEFR.Intheanalysesofpollutanteffects,itemswiththep<0.15
188
ineachpulmonaryfunctionindexwereincludedinthefirststage
189
model.Aconsiderableamountofvariationwasaccountedforby
190
thesefactorswithR2of0.90forFVCand0.88forFEV
1.Theadjusted
191
valuesofpulmonaryfunctionindicesforthe14communitieswere
192
computedbasedontheregressionmodelsshowninTable3.Forall
193
subjects,therewasastatisticallysignificantdifferenceofall
pul-194
monaryfunctionindicesacrossthecommunities.Whenallsubjects
195
weredividedbysex,theboysshowedgreatercommunityvariation 196
thangirls. 197
The relationships between pulmonary function indices and 198
ambientairpollutants arepresentedin Table4for allsubjects, 199
boysandgirls.Ingeneral,wefoundgreatereffectsofoutdoorair 200
pollutantsonpulmonaryfunctionindicesforboysthanforgirls. 201
Amongboys,COwassignificantlyassociatedwithchronicandsub- 202
chronicadverseeffectsonFVC,FEV1,MMEF,andPEFR;NOx,NO, 203
andNO2wereassociatedwithchronicadverseeffectsonFVCand 204
FEV1;NO2showedsimilarchronicandsubchronicadverseeffects 205
onMMEF.AlthougheffectestimatesofSO2,PM10,andPM2.5were 206
generallynegativeforboys,noneachievedstatisticalsignificance. 207
Amonggirls,onlyNOxandNO2showedsubchronicadverseeffects 208
onMMEF(Table4). 209
Wefurtherstratifiedthedatabyoutdooractivityaccordingto 210
thequestionnairestodeterminewhethertheeffectsof outdoor 211
CO,NOx,NO,andNO2aregreaterinthesubjectswhospendmore 212
timeoutdoors(TableS1).Wefoundeffectestimatesweregener- 213
allylargerforthosespendingmoretimeoutdoorsinbothsexes.For 214
boyswithmoreoutdooractivity,NOx,NO,andNO2hadstatistically 215
significantchroniceffectsonFVCandFEV1.Forgirlswithmoreout- 216
dooractivity,NOxandNOwereassociatedwithsubchronicadverse 217
effectsonFEV1andMMEF;NO2wassignificantlyassociatedwith 218
subchronicadverseeffectsonMMEF.For thestratificationanal- 219 Table3
Regressioncoefficientsofcovariatesonpulmonaryfunctionindicesinourpopulation.
FVC FEV1 MMEF PEFR
ˇ 95%CI ˇ 95%CI ˇ 95%CI ˇ 95%CI
Age(year) 181.4$ (155.8,207.0) 173.4$ (150.3,196.5) 221.1$ (181.1,261.0) 356.8$ (292.3,421.3)
Girls 387.0$ (358.6,415.4) 274.2$ (248.5,299.8) 129.9$ (85.4,174.4) 819.3$ (747.9,890.7)
Height(cm) 2.4$ (0.9,3.9) 2.1$ (0.7,3.4) 1.9* (−0.5,4.3) 5.1$ (1.2,8.9)
Weight(kg) 2.6$ (1.8,3.4) 1.7$ (1.0,2.4) 0.8 (−0.4,2.0) 2.1# (0.1,4.0)
Parentseducationlevel(>9years) 38.4# (0.2,76.6) 31.0 (−3.4,65.4) 19.8 (−39.9,79.5) 99.2# (3.2,195.3)
Mothersmokingduringpregnancy 35.2 (−36.5,107.0) 32.5 (−32.2,97.2) 70.4 (−42.2,182.9) 7.3 (−173.0,187.6)
Passivesmokingathome 11.1 (−17.7,39.9) 10.6 (−15.4,36.6) 6.2 (−39.4,51.8) 9.2 (−63.2,81.6)
Dogathome 11.2 (−20.2,42.7) 15.9 (−12.5,44.2) 37.8 (−12.3,88.0) 15.1 (−64.0,94.1)
Catathome −13.8 (−76.4,48.8) 14.4 (−42.1,70.8) 65.7 (−110.8,242.2) 77.1 (−80.2,234.3)
Visiblemouldathome −4.3 (−34.2,25.7) 1.2 (−25.8,28.2) 6.8 (−40.1,53.8) 25.9 (−49.4,101.2)
Waterdamageathome −7.3 (−53.5,38.9) −13.6 (−55.3,28.1) −22.3 (−94.8,50.3) −42.8 (−159.0,73.4)
Fordefinitionofabbreviations,seeTable2.
Allmodelsareadjustedforcommunities.
Factorswithp<0.15areadjustedforeachotherineachpulmonaryfunctionindex;remainingvariablesareadjustedonlyforthevariableswithp<0.15.
Factorswithp<0.15areincludedinthefinaladjustmentmodelsforeachpulmonaryfunctionindex.
*p<0.15.
#p<0.05.
4 Y.L.Leeetal./InternationalJournalofHygieneandEnvironmentalHealthxxx (2011) xxx–xxx Table4
Changesinpulmonaryfunctionindices(ml)perinter-quartilerangeelevationofeachairpollutant.
Allsubjects(n=3957) Boys(n=1989) Girls(n=1968) Estimate 95%CI Estimate 95%CI Estimate 95%CI
FVC CO Chronic −40.0# (−64.9,−15.0) −56.8# (−87.1,−26.4) −20.8 (−47.1,5.5) Subchronic −44.1# (−76.0,−12.3) −60.3# (−101.0,−19.5) −24.4 (−56.1,7.3) NOx Chronic −79.1* (−140.3,−17.9) −99.8* (−181.9,−17.7) −50.4 (−108.5,7.8) Subchronic −73.2 (−148.2,1.8) −81.4 (−183.6,20.8) −54.0 (−120.2,12.3) NO Chronic −44.9* (−84.5,−5.4) −54.8* (−108.3,−1.3) −30.3 (−66.6,6.0) Subchronic −43.4 (−93.7,7.0) −45.7 (−114.5,23.1) −35.4 (−78.5,7.7) NO2 Chronic −94.5* (−166.6,−22.3) −120.7* (−216.8,−24.7) −58.7 (−127.8,10.5) Subchronic −75.1 (−153.5,3.3) −85.1 (−191.2,21.1) −53.0 (−122.9,16.9) O3 Chronic 22.9 (−18.6,64.5) 46.7 (−3.0,96.4) 0.4 (−36.7,37.5) Subchronic −6.2 (−74.9, 62.5) 10.4 (−79.0, 99.7) −16.1 (−73.9,41.8) SO2 Chronic −14.6 (−60.8,31.7) −3.6 (−65.5,58.3) −21.8 (−60.2,16.6) Subchronic −7.1 (−64.5,50.2) 18.3 (−56.5,93.0) −25.6 (−72.5,21.2) PM10 Chronic 5.1 (−75.3,85.6) 7.3 (−97.7,112.4) 6.1 (−62.3,74.6) Subchronic −6.2 (−75.9,63.5) −6.8 (−97.7,84.1) −4.0 (−63.5,55.5) PM2.5 Chronic −3.3 (−82.2,75.6) −5.1 (−108.2,98.0) 2.5 (−64.6,69.7) Subchronic −7.1 (−94.4,80.2) −13.3 (−127.0,100.5) 5.2 (−69.0,79.4) FEV1 CO Chronic −33.3# (−55.5,−11.2) −46.8# (−72.0,−21.6) −17.4 (−42.6,7.7) Subchronic −37.8# (−65.3,−10.2) −49.6# (−83.4,−15.8) −22.4 (−52.2,7.4) NOx Chronic −69.4# (−121.7,−17.1) −83.9* (−151.4,−16.5) −46.3 (−101.0,8.3) Subchronic −70.3* (−132.4,−8.2) −71.9 (−155.1,11.3) −57.5 (−117.6,2.5) NO Chronic −39.2* (−73.2,−5.2) −45.4* (−89.6,−1.1) −27.7 (−61.9,6.5) Subchronic −38.9 (−81.8,4.0) −35.5 (−92.8,21.7) −36.5 (−75.9,2.9) NO2 Chronic −83.2# (−144.7,−21.6) −102.3* (−180.8,−23.8) −54.1 (−119.1,10.9) Subchronic −73.8* (−138.2,−9.5) −78.4 (−163.8,7.1) −57.4 (−120.7,5.9) O3 Chronic 21.4 (−14.0,56.9) 43.1* (4.0,82.2) 1.0 (−33.8,35.8) Subchronic 1.6 (−57.7,61.0) 18.7 (−54.3,91.7) −8.7 (−63.4,46.0) SO2 Chronic −13.3 (−53.2,26.7) −2.2 (−53.6,49.2) −19.9 (−56,16.1) Subchronic −11.3 (−60.4,37.9) 14.2 (−47.8,76.2) −29.1 (−71.9,13.8) PM10 Chronic 7.6 (−61.6,76.8) 8.1 (−78.8,95.0) 11.6 (−52.4,75.5) Subchronic −6.6 (−66.7,53.5) −10.1 (−85.2,65.0) −0.8 (−56.5,55.0) PM2.5 Chronic 1.2 (−66.8, 69.2) −1.2 (−86.6,84.1) 9.1 (−53.6,71.7) Subchronic −7.2 (−82.4,68.0) −14.7 (−108.7,79.2) 8.1 (−61.4,77.5) MMEF CO Chronic −40.2 (−80.4,0.0) −52.7* (−97.1,−8.4) −25.4 (−71.5,20.8) Subchronic −50.5* (−97.9,−3.1) −59.4* (−113.6,−5.1) −38.8 (−92.5,14.8) NOx Chronic −92.1* (−181.8,−2.4) −101.2 (−206.7,4.4) −74.2 (−174.5,26.1) Subchronic −117.1* (−213.2,−21) −108.5 (−227.5,10.5) −116.0* (−219.3,−12.7) NO Chronic −52.5 (−109.6,4.5) −54.4 (−122.2,13.4) −45.2 (−107.5,17.2) Subchronic −59.5 (−127.9,8.9) −47.5 (−131.0,36.0) −66.5 (−136.7,3.8) NO2 Chronic −110.1* (−216,−4.3) −123.9* (−247.5,−0.2) −86.1 (−205.2,33.0) Subchronic −126.6* (−224.7,−28.5) −122.4* (−243.2,−1.5) −120.4* (−228.2,−12.6) O3 Chronic 36.5 (−18.8,91.8) 67.0* (11.7,122.4) 10.1 (−51.7,71.8) Subchronic 30.7 (−60.8,122.3) 61.4 (−38.8,161.7) 11.9 (−85.5,109.3) SO2 Chronic −11.7 (−75.7,52.2) 1.3 (−73.6,76.2) −18.5 (−85.1,48.2) Subchronic −24.1 (−101.2,53.1) 8.8 (−82.1,99.7) −48 (−125.5,29.5) PM10 Chronic 36.2 (−71.2,143.5) 31.7 (−92.8,156.3) 49.9 (−61.3,161.2) Subchronic 2.9 (−91.9,97.8) −6.7 (−115.6,102.2) 17.6 (−81.6,116.8) PM2.5 Chronic 28.9 (−77.0,134.7) 23.6 (−99.1,146.3) 44.6 (−64.8,154.0) Subchronic 0.9 (−117.8,119.6) −8.4 (−144.8,127.9) 22.5 (−101.3,146.2) PEFR CO Chronic −76.1 (−161.3,9.2) −107.2* (−202.6,−11.8) −40.8 (−128.7,47.1) Subchronic −99.0 (−198.6,0.6) −126.0* (−240.8,−11.2) −66.2 (−168.4,36.0) NOx Chronic −167.2 (−359.3,24.9) −200.0 (−427.5,27.4) −119.5 (−311.7,72.6) Subchronic −224.7* (−429.4,−20) −229.5 (−483.3,24.3) −201.5* (−400.9,−2.0) NO Chronic −96.1 (−217.2,25) −112.3 (−256.4,31.7) −71.8 (−191.2,47.6) Subchronic −136.8 (−274.5,0.9) −145.2 (−312.9,22.6) −120.0 (−253.6,13.7) NO2 Chronic −199.0 (−426.3,28.2) −240.1 (−508.4,28.3) −139.9 (−367.8,88.0) Subchronic −227.7* (−443.3,−12) −228.6 (−495.2,37.9) −206.1 (−415.1,2.9) O3 Chronic 59.8 (−58.5,178.0) 116.1 (−11.8,244) 8.4 (−108.5,125.4) Subchronic 58.9 (−132.5,250.4) 118.0 (−100.2,336.1) 16.6 (−167.8,200.9) SO2 Chronic −19.9 (−152.0,112.2) −12.9 (−170.7,144.9) −19.4 (−145.1,106.4) Subchronic −42.8 (−202.7,117.1) −6.3 (−198.6,186.0) −67.7 (−216.7,81.4) PM10 Chronic 121.2 (−94.3,336.7) 124.7 (−133.1,382.5) 128.4 (−74.8,331.6) Subchronic 52.3 (−141.9,246.5) 54.0 (−175.5,283.5) 55.5 (−128.8,239.8) PM2.5 Chronic 104.0 (−110.0,318.1) 102.7 (−153.1,358.5) 117.6 (−83.0,318.2) Subchronic 77.2 (−165.1,319.5) 86.8 (−199.4,373) 82.6 (−146.8,312)
Fordefinitionofabbreviations,seeTable2.
SinglepollutantmodelsareadjustedforpotentialconfoundersdescribedinTable3.
Modelsforgirlsandboysareadjustedforthesamefactorsexceptsex.
* p<0.05.
Y.L.Leeetal./InternationalJournalofHygieneandEnvironmentalHealthxxx (2011) xxx–xxx 5
ysesbyhouseholdaircleaneruse(TableS2), outdoorpollutants
220
showedgreatereffectsonthosewithoutaircleaneruseathome.
221
Forboyswithoutaircleaneruse,CO,NOx,andNO2showed
signif-222
icantlyadverseeffectsonFVC,FEV1,andPEFR.Forgirlswithoutair
223
cleaneruse,NOwasassociatedwithsubchronicadverseeffectson
224
FEV1andMMEF;NO2wassignificantlyassociatedwithsubchronic
225
adverseeffectsonMMEFandPEFR.
226
Discussion
227
Our population-based epidemiologic study in 14 Taiwanese
228
communitieswasdesignedtohaveadequatepowerforidentifying
229
respiratoryeffectofspecificambientairpollutant.Itshowedthat
230
traffic-relatedpollutantsCO,NOx,NO2,andNOhadchronicadverse
231
effectsonpulmonaryfunctioninchildren.Deficitsinpulmonary
232
functionindiceswerenotsignificantlyrelatedtotheambientlevels
233
ofO3,SO2,PM2.5,andPM10.Afteradjustmentforindividual-level
234
confounders,pulmonaryfunctiondifferedonlyslightly between
235
communitieswithdifferentlevelsofairpollution. Theseresults
236
supportrecentcohortdatainSouthernCaliforniademonstrating
237
thatexposuretopollutionfromtraffichasadverseeffectson
chil-238
dren’spulmonaryfunctiondevelopment(Gaudermanetal.,2004,
239
2007).
240
Age,sex,height,weight,andactivesmokinghabitswere
con-241
stitutionallyassociatedwithpulmonaryfunction.Wefoundthat
242
childrenwithhighparentaleducationlevelwereassociatedwith
243
betterpulmonaryfunction(Table3),whichwasconsistentwitha
244
previousstudyfromUnitedStates(Harik-Khanetal.,2004).We
245
minimizedinterferencefromtheseconfoundersbystratifying
fur-246
theranalysesbysex, and adjustingfactorswiththe p<0.15 by
247
regressionmodels.Becausetheprevalenceofactivesmoking(0.7%)
248
wastoolowforstratificationanalysesinourdata,weexcluded
249
subjectswithactivesmokinghabitsforfurtheranalyses.Thestudy
250
communitieswerelocatedindifferentregionsofTaiwanand
there-251
fore exhibited differences in indoor residentialfactors. Dog/cat
252
ownership,visiblemouldathome,andwaterdamagedidnotshow
253
significantinfluenceonchildren’spulmonaryfunctionandwere
254
nottreatedasconfoundersinourfurtherregressionmodels.
255
OurstudyindicatedthatchronicexposuretoambientNOxand
256
COsignificantlydecreasespulmonaryfunctioninchildren.These
257
findingsareinconcordancewithseveralpreviousepidemiologic
258
studiesconcerningchroniceffectsofambientairpollutionfrom
259
Italy(Rosenlundetal.,2009),Finland(Timonenetal.,2002),and
260
California(Petersetal.,1999).Inpresentdata,wefound
consis-261
tenteffectsofNOxandCOonFVCandFEV1thatrepresentcentral
262
airways,whereastheeffectsonMMEFandPEFRthatprovide
infor-263
mationprimarilyondamageoftheperipheralairwayswasmore
264
limited(Table4).OutdoorNO2isstronglyinfluencedbylocal
traf-265
ficdensity(Jerrettetal.,2005).FromourpriorstudyinTaiwan,
266
ambientNOxandCOwerefoundtobehighlycorrelatedandmight
267
serveasindicatorsoftraffic-relatedairpollution(Leeetal.,2008).
268
Similarly,anotherrecentcohortstudyfromCaliforniarevealedan
269
adverseeffectofprenatalexposuretoNO2andCOonpulmonary
270
functioninasthmaticchildren(Mortimeretal.,2008).
271
Airpollutioncaninduceoxidativestressintherespiratorytract
272
resultinginairwayinflammation(Cesaronietal.,2008;Lietal.,
273
2003).Chronicairwayinflammationcouldproducethedecreases
274
inpulmonaryfunctionindicesandthecentralairwaysseemtobe
275
mainlyaffectedgiventhestrongersignalthatwedetectedforFVCin
276
thepresentstudy.PlausiblemechanismsofNO2pulmonarytoxicity
277
havebeenwelldescribed (Persingeretal., 2002)and may
con-278
tributetopartofourfindings.However,inhumanexposurestudies,
279
adverse pulmonaryeffects of NO2 have generally been
demon-280
stratedatlevelsofexposureamagnitudehigherthanreportedhere
281
(Kraftetal.,2005).ThelowambientNO2levelswefoundaremore
282
likelytohaveservedasasurrogatefortraffic-relatedairpollutants. 283
Althoughit isdifficulttodiscuss etiologicalmechanismsin our 284
cross-sectionaldesign,webelievethesepollutantsmaybecausally 285
relatedtopulmonaryfunctionthroughoxidativestressresponses 286
inducedbypollutantshighlycorrelatedwithNO2(Lietal.,2003; 287
SeatonandDennekamp,2003). 288
Exposuretoparticulateairpollutionhasbeenfoundtobeassoci- 289
atedwithsmallairwayremodeling(Churgetal.,2003),pulmonary 290
function deterioration (Lewis et al., 2005; Trenga et al., 2006), 291
andimpairedpulmonaryfunctiongrowthinchildren(Gauderman 292
et al., 2004).Effects of ambientO3 were alsoreported onFVC 293
andFEV1decrements(Chenetal.,1999;Sternetal.,1994).How- 294
ever,thepresentdatashowednosignificantrelationshipbetween 295
pulmonary functionindices and ambientlevelsof O3,SO2,and 296
particulate matters (Table 4). Similar with our findings, some 297
epidemiologicstudiesfailedtoshowsignificanteffectsofambi- 298
entO3 andparticulatemattersinchildren(Dockeryetal.,1989; 299
Rabinovitchetal.,2004;Wareetal.,1986).Thelackofassociation 300
forthesepollutantsmaybeduetotheirlowambientlevels(Hoek 301
andBrunekreef,1994). 302
Wehaveminimizedthepossibilityofacuteeffectsbyscheduling 303
PFT to avoid daily variation of ambient air pollutants. A pre- 304
vious study of Californian children has showed that the acute 305
effectofambientNO2 wasabout−0.4ml/ppbincontrasttothe 306
chroniceffectof−1.7ml/ppbonmorningFVCmeasurements(Linn 307
et al., 1996).Our data alsoindicated that the chronic effectof 308
NO2 (−10.7ml/ppb) was slightly larger than subchronic effect 309
(−9.5ml/ppb)onFVC.Althoughthechronicandsubchroniccon- 310
centrationofNO2 washighlycorrelatedinourdata(correlation 311
coefficient=0.88), subchronic effects of NO2 were significantly 312
greaterthanchroniceffectsonMMEFandPEFR(Table4).Because 313
ofvariationsinemissionsourcesandmeasurementtechniques,it 314
isdifficulttocomparepollutantsconcentrationsbetweenstudies 315
fromdifferentcountries. 316
Whenthesubjectswere dividedbysex, ourresultsshowed 317
statistically significant relationships between certain pollutant 318
exposuresandpulmonaryfunctiondeficits,primarilyamongboys, 319
whichmayhavepublichealthsignificance.Availableliteratureon 320
differencesbetweensexesinresponsetoairpollutiondidnotpro- 321
videaclearpicture.AstudyofGermanchildrenindicatedmore 322
pronouncedeffectsforboys(Ulmeretal.,1997)whileastudyin 323
theNetherlandsoftraffic-relatedpollutionshowedstrongerasso- 324
ciationsforgirls(Brunekreefetal.,1997).Wefoundasignificantly 325
greatereffectofNO2onpulmonaryfunctionamongboysthangirls. 326
Themechanismofsuchmale-ledsusceptibilityisnotwellunder- 327
stood.Onepossibleexplanationconsideredisthatboysmighthave 328
moreextensiveexposuresbecausetheyarerelativelyactiveand 329
spendmoretimeoutdoorsand,therefore,aremoreinfluencedby 330
airpollutants.Sex-differencesinthepathogenesisofpulmonary 331
functioneffectsmightbepartlyduetodifferenceinlifestyle,hor- 332
monalfactors,ordifferencesinpulmonarygrowthphysiology. 333
OurresultsshowedthateffectsofCO,NOx,NO,andNO2were 334
greateramongchildrenwhospentmoretimeoutdoors(TableS1). 335
Thisfindingisconsistentwitha previousreportindicatingthat 336
chronicexposuretoambientairpollutionwassignificantlyasso- 337
ciatedwithlowerFVCandFEV1onlyamongchildrenwithmore 338
outdoor activities (Peters et al., 1999).Numerous studies have 339
demonstratedthatambientairpollutionwasassociatedwithpul- 340
monaryfunctiondeteriorationinchildren,especiallyinasthmatics 341
(Delfinoetal.,2004;Mortimeretal.,2002).Althoughtheassocia- 342
tionbetweentraffic-relatedairpollutionandchildhoodasthmahas 343
beenconfirmedinourpreviousISAACstudy(Hwangetal.,2005), 344
inpresentdata,wecouldnotfindgreatereffectsofairpollution 345
amongasthmaticchildren(TableS3).Thephenomenonindicated 346
theindependentpathognomonic pathwayofambientair pollu- 347
6 Y.L.Leeetal./InternationalJournalofHygieneandEnvironmentalHealthxxx (2011) xxx–xxx
ratherthanthroughasthma.Theexactreasonisstillunknownand
349
warrantsfurtherinvestigations.
350
Largestudiesofprospectivecohortdesign arebetterableto
351
addresshealtheffectsofchronicenvironmentalexposures.TCHS
352
wasdesigned tobea longitudinallyprospective study.We
tar-353
getedallschoolchildreninthepredefinedclassrooms/schoolsand
354
thehigh response rate (90.9%) makes selection bias less likely
355
happen.Wedonotthinkwehavemissedanyimportant
poten-356
tialconfoundersinouranalyses.Migratingfromonecommunity
357
toanothercouldleadtomisclassificationofexposure.However,
358
errorsinexposureassessmentwerelikelytoberandom,which
359
wouldreducethemagnitudeofassociation,butwouldnot
intro-360
duceapositivebiasintheassociations.Measurementsofambient
361
airpollutantsweremadebycommunity-levelmonitoringstations.
362
Biascouldbeintroducedifdifferentialchangesofcertainpollutants
363
werefoundbetweencommunities,butannualmeanpollutant
con-364
centrationsseemratherstableinTCHScommunitiesduringrecent
365
years.Therearevariationsofambientconcentrationswithin
com-366
munitiesoverwhichwehavenocontrol.However,mostpollutants
367
donotshowseasonalvariationgreatlywithincommunities,and
368
airmonitoringstationsarelikelytobeagoodrepresentationof
369
outdoorexposuresinourstudy.
370
Conclusion
371
Traffic-relatedairpollutants(CO,NOx,NO,andNO2)showed
372
chronicandsubchronicadverseeffectsonpulmonaryfunctionin
373
children,especiallyforboys.Theeffectswerelargerinthose
spend-374
ing more time outdoors and/or not using air cleanerat home.
375
Children’sindividualexposuretoairpollutantsaswellas
measure-376
mentsoftimeactivityshouldbeassessedinmoredetailtoestimate
377
thedose–responserelationshipprecisely.Publichealthpolicyfor
378
reducingrespiratoryhealthburdenmayrequireastrongerfocuson
379
traffic-relatedairpollutantswherechildrencouldgainsignificant
380
benefitsinTaiwan.
381
Ethicalapproval
382
ThestudywasapprovedbytheInstitutionalReviewBoardat
383
ouruniversityhospital,andallproceduresweredoneaccordingto
384
theresearchethicsoftheDeclarationofHelsinki.
385 Conflictofinterest 386 None. 387 Acknowledgements 388
Thisstudywassupportedbygrant#95-2314-B-006-103and
389
#96-2314-B-006-053fromTaiwanNationalScienceCouncil.We
390
thank allthe field workers who supported data collection,the
391
schooladministratorsandteachers,andespeciallytheparentsand
392
childrenwhoparticipatedinthisstudy.
393
AppendixA. Supplementarydata
394
Supplementarydataassociatedwiththisarticlecanbefound,in
395
theonlineversion,atdoi:10.1016/j.ijheh.2011.05.004.
396
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