T
ab l
e of C
o nt
e nt
sA bstr a ct 3
Te rm in olog y 4
Intr odu ctio n 6
A Ba ck gr o u nd 6
B A s s e s sing A irway Infl ammatio n 7
C D if fe r en ces in Infl ammation atBas el ine 8
D O be sity a nd Infl ammatio n 10
E A ims 11
M
ethods 1 2A Ge n e r al Sc r e e n (G S) Pr oto c ol 12
B G S Crite ria 12
C Ex clu sio n Crite ria fo r An al ysis 13
D Bod y
M
a s sInde x(
BM
I) 14E G S Pr o c edu r e fo r Indu c ed S putum Pr o c e s sing 14
F Statistic al Anal ysis 15
1 E
ff
e ct of
BM
I o n Sputum Va riab le s 171 E
ff
e ct of
D is e a s e Statu s o n Sputum Va riab le sf
o r D iff
e r e n tLe v els of
BM
I 183 E
ff
e ct of
A ge,Se x and Ra c e Co ntr ols o n Sputum Va riab le s 18A Ac c o u nting
f
o r Log Tran sf
o rmat io n s 19Re s ults 2 0
A An alysis of Va ria n c e
(
A N O V A) 2 0B
M
ultiv a riate L in e a r Regr e s sio n An alysis 2 3\ E
ff
e ct of
BM
I In c r e a s e o n Pri ma ry Sputum Va riab le s 2 42 E
ff
e ct of
Dis e a s e Statu s o n Pri ma ry Sputum Va riab le sf
o r D iff
e r e ntLe v els of
BM
I 2 43 E
ff
e ct of
A ge, Se x and Ra c e Co ntr ols o n Prima ry Sputum Va riab le s 2 8D is c u s sio n 2 9
A A N O V A 2 9
B
M
ultiv a riate L in e a r Regr e s sio n An alysis 3 01 E
ff
e ct of
BM
I In c r e a s e o n Sputum Va riab le s 3 02 E
ff
e ct of
D is e a s e Statu s o n S pu tum Va riab le sf
o r a G iv e n Le v elof
BM
I 3 13 Sum ma ry o
f
Inte r a ctio n Bet we e n BM
I a n d D is e a s e Sta tu s 3 24 E
ff
e ct of
A ge, Se x and Ra c e Co ntr ols o n Sputum Va riab le s 3 2C Str e ngths a nd
W
e akn e s s e s 3 3Co n clu sio n 3 4
Ackn ow led geme nts 3 5
Refe r e n c e s 3 6
A b
st
r a ct
In
fl
am m
atio ni
s a cha r a cteri stic fe atu r e of
airw
ayd
is e a s e s s u ch a s atop y a nd
a sth m
a Th
epr e s e n c e of n e utr op h i ls,
m
a c r op hage s a nd
e o sin op h ils atb
a s el in e in the airw
ays in
d
ic ate sa ctiv atio n of the in n ate i
m m
u n e system
Ob
e sity, cla s si f
i ed b
y Bod
yM
a s s Ind
e x(
BM
I)
,is
b
el ie v ed
tob
e l inked
w ith
a state of
chr o nic
i
nfl
am m
atio n T heC
e nte r fo rEn vir o n
m
e ntalM
ed
ici
n e, Asth ma a nd
Lu ng B iol
og y(
C
EM
A L B)
ha s ada
tab
a s e(
G
e n e r alSc r e e n
(
G
S)
datab
a s e)
w
h ich ha s a n al
yz ed
s e v eralh
u nd
red
hum
a n v olu nte e r s 'sputu
m
s amp
l
e sf
o r c el lu
l
a rm
a rk
e r s of in
fl
am m
atio n
Th
e s em
a rk
e r s o r v a ri
ab l
e s, al l m
e a s u r ed
d
uri ng th
eb
a s el in e state, in clu
d
e total
a nd di f f
ere ntial i
nfl
am m
ato ry c el l
c o u nt Th i
sstu
d
y pe rfo rm
ed
a o n e-way An al ysis of V ari a n c e
(
A N O V A)
a nd
am
ultiv ari ate l in e a rr egr e s s
i
o n a n al
y sis o n theG
Sda
tab
a s e v a riab le s to in v e sti gate the r elativ ed
if
fe r e n c e sin
b
a s el i
n el
e v el
s of i
nfl
am m
ati
o n amo ngh
e al
thy, atopic
a nd
a sthm
ati
cin
d i
vi d
u als
, a nd
toa s s e s s the e
f
fe ct of
BM
I o n infl
am m
atio n a sm
ode r a
ted b
ydi
s e a s e statu s, r e spe ctiv el yA sth
m
atic ind
ivi
du als, o n a v e r age, had
si
gni
fi c a ntl
y few
e r n um b
e r s of
air
w
aym
a c r oph
age s tha n he al
thy indi
vi du a
ls a nd
a gr e ate r pe r c e ntage of
e o si
n op hi
ls tha n
atopic
a n
d
he al
th y ind i
vid
u als
(p
<0 0 5)
T he r ew
a s a si
gni fi
c a n t po si
tiv e
inte r a ctio nb
etwe e nB
M
I a nd
a sthmaticin
di
vi d
u al
sfo r
the pe r c e ntage of
n e utr oph i l
s(p
= 0 0 1 2 2)
a nd
ac o r r e spo n
di
ng n egativ ei
nte r a ctio n fo r the pe r c e ntage of m
a c r oph
age s(p
=0 0 19 5)
T he r ew
e r e n o si
gnif
i c a nti
nte r a ctio n s
b
etw
e e n BM
I a nd
atopic
i
ndi
vi d
u al
sO
v e r al l,
b
a s el i
n ele v e
l
s of infl
am m
atio nw
e r e si
gnif
i c a ntl
yd
iff
e r e nt am
o ngh
e alth y, atop ic a nd
a sth maticin
d
ivi d
u als BM
I ap pe a r ed
toh
a v e a n ef fe c t o n c o n stitutiv e infl
am m
atio nin
ind
ivid
u alsT
e rm
i
nol
og y
• A bs olu te
N
um ber of
Cel lspe r m i l l igr am Total n um b
e r of a spe ci f
i c c el
l ty pe pe rm
i l l i gr am
of
s ele ct sputum
o A
b
s oluteN
umb
e r of
Eo sin op h ils
pe r m il
l igr am Total
n um
be r of e o sin op h i ls pe rm
il li
gr am
of
s el
e ct sputum
o A bs olute
N
umb
e r of
M
a c r op hage s pe r m i l l igr am Total n um b
e r ofm
a c r op hage spe r
m
i l l i gr am
of s el
e ct sputum
o A bs olute
N
um be r of
N
e utr op h i ls pe r m i l l i gr am Total n um
be r of n e utr op h i ls pe rm i l l i
gr am
of
s el
e ct sputum
• Bod y
M
a s s Inde x(
BMI
)
: Aw
ei
g ht -fo r-hei g
h
ti
nd
e x u s ed
to cla s si f y u nd
e rw
ei gh
t,n o r
m
al
, o v e rw
ei
gh
t, a nd
obe s e a
d
ult
sin
the Intem
atio n alC l
a s sifi
c atio n gui d
el in e s o
f
t
h
eW
o rl d H
e al
th Orga ni
zatio n
''*It
i
s c alc ula
ted b
yd i
vi di
ngw
ei
gh
ti
nk i l
ogr am
sb
yh
ei ght
inm
ete r s squ a r ed
•
F
o r c ed
Exp ir a to ry Vol
ume(
F E V)
:Total v olu
m
e of air that c a nb
e r ele a s ed du ri
nge x
h
alati
o n• F o r c e
d
Exp ir ato ry Vol
ume in o n e s e c o nd
(
F E V l)
:T otal
v ol
um
e of
ai
r that c a nb
er e
le a s e
d in the fi r st s e c o nd
of e xhalatio n• Initia
l
SputumWe
i g ht(m g
)
:Total
am
o u nt of
e xpe cto r ate sputu
m f
ol low in
g ind
u ctio n
•
M
etha chol in e C hal le nge Te stin
d
u cingb
r o n cho c o n stri ctio n in s ub
j
e ctsb
yi
nhalati
o no
f
n eb
ul i
z ed m
eth
a ch
ol i
n e todi
agn o s e a sth m
a A po sit
i
v em
eth
a ch
ol i
n e ch
al le n
gein
di
c ate s a dr op of 2 0%
o rm
o r e in fo r c ed e x p ir ato ry v olum
e in o n e s e c o nd(
F E V l)
• Pe r c e nt o
f
Cel
l Ty pe : Pr opo rtio n o
f
e a ch c el l
ty pe in th
e total c el l
c o u nt of
s ele cto Pe r c e n tEo sin op
h
i ls :Pr opo rtio n of e o sin o
p h i ls in the total c el l c o u nt of s ele ctsputu
m
o Pe r c e n t
M
a c r op hage s :Pr opo rtio n ofm
a c r op hage s in the total c el l c o u nt of s ele ctsputu
m
o Pe r c e nt
N
e utr op h i ls :Pr opo rtio n of n e utr op h i ls in the total c el l c o u nt of s ele ctsputu
m
• Pe r c e nt Cel l V iab i l ity: Pr opo rtio n o
f
l iv e c el ls in th
e total
c el l c o u nt of s ele ct sputum
.• Sele ct Sputum
W
ei gh
t(m g
)
: Total am
o u n t of m
a n u al l
y s ele cted
sputum
pl
ugm
ate rial•
S
p ir ometry :Pul
m
o n a ryf
u n ctio n te st(
P F T)
m
e a s u ring the v ol
um
e of
inh
al
ed
o re xhale
d
air a s af
u n ctio n o
f
ti me to e v alu ate thed
egr e e of ai
rway ob
str u ctio n in th
elu ngs
•
S
putum: Expe cto r ate s e c r etio n s
fo
l l
ow ingi
nd
u ctio n
f
r om
th
e s u rf
a c e s of
th
e c e ntr al
a
i
rw
ays.•
S
putum P
l
ugs : Po rtio n s of
sputum
that a r ed
e n s e r th
a n s u r r o u ndi
ng s al iv a a nd
ty p
i
c al l
y ri
ch
in c el l
ula r c o n
te ntI
nt
r od
u ct
io n
A
.B
a ck
g
r o u nd
Infl a
m m
atio n is a ch
a r a cteri
sti
c fe atu r e of m
a ny airw
ayd
is e a s e s A sth m
a ischa r a cteri z e
d b
y a state of
chr o ni
c air
w
ayi
nfl am m
atio n ^'
^
w h ich s e v e r al stud ie s ha v ei d
e ntifi
ed
a s a pri m
a ry c a u s e of the pathoge n e sis of thed
is e a s e*"^
A ir
w
ay infl am m
atio nis a
ls ob
el ie v ed
toh
a v e a vital r ole in al le rg ic rh initis, o r atop y ^' ^' *"^
,tri g ge r e
d
inr e spo n s e to a n al le rge n
A ir
w
ay infl
am m
atio n
in v olv e s the infi
ltr atio n of infl am
mato ry c el lsf
r om
theiim
ate a nd
th
e ad
aptiv ei m m
u n e system
Th
ei
n n atei m m
u n e c ell
ul
a r r e spo n s e pr o vi d
e s a ni m m
ed
iate, n o n-spe ci fi c
de
fe n s e again st r e c ogniz ed
e ntiti
e s o r pathoge n sb
y infi
ltr ating att
h
e site of inj
u ry^ " T he in n ate r e spo n s e c a n stim
ulate the slo we r, a nti ge n -spe c
i fi
ca
d
apti
v e im m
u n e c el l
ula r r e spo n s e thath
a si m m
u n ol
ogi
c al m
em
o ry to el i m i
n ater e c ogniz e
d
e ntitie s o r pathoge n s" ^
T
h
ein n a
tei m m
u n e system i
s of
gr owi
ng inte r e st inair
w
ayd
is e a s e s, s u ch a s a sthm
a a nd
atop y, wh
ichin v o
lv e al l
e rgic r e s
po n s e s to oth
e rw is eirmo c u o u s s u
b
sta n c e s' * In the s ed
is e a s e s, the in n ate c el lula r r e spo n s em
istake nl yr e c ogn
i
z e sm
o stl ym
n o c u o u s e ntitie s a spath
oge n s a nd
sti m
ulate s a ni m m
u n e r e spo n s eT he
fi
r st r e spo nd
e r s of the in n atei m m
u n e r e spo n s e a r e ge n e r al l
ym
a c r op hage sa nd n e utr op h i ls
M
a c r op hage s a r e v e r s ati le p hago cytic c el ls r e sid
in g in la rge n um b
ers int
i
s s u e s A s th
eym
atu r ef
r om
ci
r c ul
ati
ngm
o n o cyte s a nd
a r e a ctiv a
ted
th
r o ugh
a nti
ge nr e c ogn
i ti
o n,m
a c r oph
age s c a n e ngul f r e c ogniz ed
e nti ti
e s a n d e ndo
ge n o u sd
eb ri
s a nd
s e c r ete pr o
-infl a
m m
ato ry cytok in e s a nd
othe r si gn al ing pr otein
m
ol
e c ule s to r e c r ui
ta
d di ti
o n al i
nfl
am m
ato ry c el l
s, s u ch
a s n e utr oph i l
s, to th
e si
te of i
nj
u ry ''the
m
o st c om m
o n ty pe of gr a n ul
o cyte a nd
cir c ulate in la rge n um b
e r s in theb
lo od^ ^Fol
l
ow
ing chem i
c al
si
gn al i
ng, th
ey a r e r e c r ui
ted
to a nd
a c c um
ulate at si
te s of i
nj
u ryw h
e r e they pe rfo rm
p hago cy tic fu n ctio n s a n d degr an ulate to rele a s e pr ote a s e s' ^.Eo sin op h
i l
s a r e le s s c om m
o n gr an ulo cyte sl
o c ated m
o stl y in c o n n e cti
v e ti
s s u e th
atpri
m
a ri l y ta rget la rge pa r a site s a nd
ha v e s e c o nda ry p hago cytic fu n ctio n'" Eo sin op h i lsc a n r e
l
e a s e le uk
otri
e n e s, e n zym
e s, cytok i
n e s, a nd
oth
e r ch
em
ic al m
edi
ato r s th
at c a nd
am
age s u r r o u nd i
ng ti
s s u e a nd
r e c r ui
tm
o r e e o si
n oph i l
s to th
e si
te of i
nj
u ry'" Th
epr e v ale n c e of e o sin op h i ls at site s of al
l
e rg ic inf
lam m
atio n indi
c ate s that they ha v e a r olei
n ch
r o ni
ci
nf l
am m
ati
o ni
nd i
s e a s e s s u ch
a s a sth m
a a nd
atop y'^ Eo si
n op h
i ls a r e ge n e r al l
yn ot
f
o u nd
in n o n-atop
i
c a nd
n o n-a st
h m
ati
c ind i
vid
u al
sB
.A
s s e s si
ng
A
i
rw
ay I
nf
l
am
m
ati
o nEx am
i
ni
ng inf l
am m
ato rym
a rk
e r s s u ch
a s n e utr ophi l
s,m
a c r op hage s, a nd
e o s
i
n op hi
ls c a nh
el p elu cid
ate u nde rl y ingm
e ch
a nism
s of
ob
str u ctiv e airw
ayd
is e a s e atba s el in e in ind ivi du als w ith a sth
m
a a nd
atop y T he r el
ativ e pr e s e n c e of inf lam m
ato rym
a rk
e r s atb
a s el
in e c a n al
s oh
el p el
u cid
atem
e cha ni
sm
s of
the in n atei m m
u n e r e spo n s e inthe s e in
d i
vid
u alsH i
sto ric al
l y,
b
r o n ch
o s c op icm
ethod
s(
Br o n ch
o alv e ola r La v age,b
r o n ch i
al
w
a sh i
ngs,
b
iopsie s)
h
a v eb
e e n u s ed
to e x am
in e the degr e e of airw
ay inf
lam m
atio n in th
el
u ngs. In th
e pa st twe nty ye a r s, howe v e r, ind
u c ed
sputum h
a s em
e rged
a s a n eff
e cti
v e a nd
l
e s si
n v a siv em
eth
od
to a s s e s s airw
ay inf
lam
m
atio n Ind
u c ed
sputum
c o nte nti
s ob
tain ed
f
r om
thel
ow e r r e sp ir ato ry tr a ct*' ' ^thr o ug
h
a r elativ el y n o n-in v a siv e
m
ethod
inc o
m
pa ri
s o n tob
r o n ch
o s c opi
e s ^' *"' ' '
'*"'
^
S
e v e r al
stud i
e sh
a v e n oted
th
at, wh
e n ob
tai
n ed i
n
a sta n
d
a rd
ized m
a n n e r,i
nd
u c ed
sputum i
s r epr od
u cib l
e^' * "^
' ' '*"'*
infl a
m m
ato ry c el
l c o nte nt ob
tain ed i
n ind
u c ed
sputum
is c om
pa r able to that ofb
r o n cho s c opi
e s^' '^' "S
pa n e v el lo et al ^ a n
d
Ba c ci e tal ' ^ha v e spe cifi
c al
l yd
em
o n str ated
go o
d
r epr od
u cib i l
ity of
n e utr op h il
s,m
a c r op hage s, a nd
e o sin op h i lsi
n sputum
c el l c o u ntsC
.D
i f f
ere n c e si
nI
nf l
am m
ati
o n atB
a sel in e
N
ichola s a nd
Dj
uk
a n o vic fo u nd
thati
ndu c e
d
sputum is
pote ntial l y u s eful inin v e sti gating
d i
s e a s e etiol
og yd
u e toi
ts ri
ch
infl
am m
ato ry c o nte nt' '*Si
m
ila r
l y, P in et al
.d
em
o n str ated
that ind
u c ed
sputum m
ayb
e u s eful in stud
y ing a sthm
a a nd
othe r airw
aydi
s e a s e s' Eo si
n op h il i
c infi l
tr atio n ha sb
e e nde s c r
ib
ed
a s a cha r a cte ris
tic fe atu r ei
na sth ma'' ''' ' '^ ■^''
A n u
m b
e r of
studi
e sh
a v e sh
o vm
gr e ate r e o sin oph
i l ici
nfl
am m
ati
o nin
1 1 © 0 *7Q 0 1
s u
b
j
e ctsw
ith a sthm
a c om
pa r ed
to he alt
h y chi
ld
r e n 'a n
d
he althy ad
ults ' "'
Eo sin op h i
l
ic infl am m
atio n ha sb
e e n r epo rted
in atop y , a nd
ith
a sb
e e n n oted
th
atr e c u r r e nt a
l l
e rge n e xpo s u r eh
elps s u stain e o sin oph
i l infi l
tr atio n ^To
d
ate, o nl y af
ewstud ie s
h
a v e in v e sti gated
infl
am m
ati
o n in atop ic s ub
j
e cts,b
ut w ith
c o nfl ictin
g r e s ultsA lv a r e z et al ^ a n
d S
pa n e v el lo etal *b
oth show
ed th
at atop ic s ub
j
e cts had
a gr e ate rpe r c e ntage o
f
e o si
n oph i l
s r el
ativ e
toh
e al
thy s ub
j
e ct sb
ut al
owe r pe r c e ntage c om
pa r ed
toa sth mat
i
c s;h
ow
e v e r, Al
v a r e z etal f
o u nd
a gr e ate r pe r c e ntage of
e o sin o
ph i l
sin
atop ics u
b
j
e cts c om
pa r ed
toh
e alt
h y s ub
j
e cts, wh
il
e Spa n e v el lo et al
show
ed
n od i f
fe r e n c e inthe pe r c e ntage of e o sin op h i ls bet
w
e e n atop ic a nd
he alt
h y s ubj
e cts *I
n c o ntr a st to a sth mati
c a nd
atopi
ci
ndi
vi d
u als
,h
e alt
h
y ch i l dr e n
''
^
a n
d h
e althya
du
l
ts *' ^h
a v e a r elativ e s c a r c
it
y of
e o sin o
ph i l
s ^' *
a n
d
a pr edo
m i
n a n c e of m
a c r op hage s'' ' '
a n
d
n e utr op h i ls '' *in t
h
e airw
ays P in etal f
o u nd
a si gni fi c a ntl ylo
we r pe r c e ntageo
f m
a c r op hage s a nd
a tr e nd fo r a
l
ow
e r pe r c e ntage of
n e utr oph
i lsi
n a sthm
atic s ub
j
e ctsw h
e n c om
pa r ed
to he althy s ub
j
e cts a nd
atop ic s ub
j
e cts, r e spe ctiv el y 'Jataka n o n et al n ote
d
a n ele v ated
n um b
e r of
n e utr op h i lsi
n s e v e r e a sthm
atic s c om
pa r ed
to
m
ild
a sthm
atic s a nd he alth y s ubj
e cts, ind ic ating a role of
n e utr op h i ls in s e v ere a sth mao r in a st
h m
a e x a c e rbatio n s ^^
L ik
ew
is e, Fah yd
e s c ri bed
n e utr op h i ls a s them
o st abu nda ntc el l ty pe in
i
nd
u c ed
sputum
inb
othh
e alth
y a nd
a sthm
atic s ub
j
e cts^ 'H
ow
e v e r, Fo r e si etal r epo rted n o si gn i fic a n t d i f fere n c e in the perc e ntage of n e utrop h i ls a n d
m
a c r op hage sb
etw
e e n a sthm
atic a nd
atop ic s ub
j
e cts ^A ltho ug h
m
a c r op hage s a nd
n e utr oph i
ls a r e pr e v al
e nti
n sputum
of h
e althys ub
j
e cts, a pr edom
in a n c e of n e utr op h il
s in sputum
of a sthm
atic s ubj
e cts ha s als o be e no
b
s e r v ed
T he r ei
s al
s o al
a ck of
cl
a rity o n the r el
ati
v e pr e s e n c e of the s e gr a n ul
o cyte si
nsputu
m
of atop ic s ub
j
e cts c om
pa r ed
to a sthm
ati
c a n d he alth y s ubj
e cts Com
pa r ed
tohe alth y s u
b
j
e cts, e o sin oph
i l ici
nf lam m
atio ni
n sputum h
a sb
e e nw
el l -d
o c u
m
e nted
ina st
h m
ati
c s,b
ut r e s ul
ts v a ry o nd if f
e r e n c e si
ni
nf l
am m
ati
o nb
etwe e n a sth m
a a nd
atopi
cs u
b
j
e ctsOnl y a few stu
d
ie sh
a v e c om
pa r ed
both the ab
s ol
ute n um b
e r of c el l
s, wh i
chc o r r elate s w it
h
them
agn itud
e of i
nf lam m
atio n, a nd
the pe r c e ntage of c el ls,w
h ichind ic ate s the r elativ e ty pe s of in
fl
am m
atio n,i
n sputum
^'^ 'H
ow e v e r, n o stud
y ha sc o
m
pa r ed
the ab
s olute n um b
e r a nd
pe r c e ntage of
c ell
s am
o ng he al
th
y, atop ic a nd
a sth
m
atic c oh
o rts atb
a s el i
n e Ad d
itio n al l y, to the a utho r 's
k
n owl
ed
ge, n o stud
ie sh
a v ec o
m
pa r ed i
ni
tial sputum w
ei
gh
t, s ele ct sputum w
ei
gh
t a nd
pe r c e nt c el l
viab i l i
ty al
o ngsid
et
h
e ab
s ol
ute n um b
e r a nd
pe r c e ntage of c el l
s in sputum
,w
h ich
c o ul d
hel p indi
c ate ther elativ e degre e of c el lular infi ltr ate in the r e sp ir ato ry tr a ct at ba s el in e T o u nde r sta nd
r ega r
d
ingd i f
fe r e n c e si
n airway infl
am m
atio n at ba s el in e am
o ng r el
ativ el
y la rge c oh
o rtso
f h
e alth
y, atop ic a nd
a sthm
atic s ubj
e cts.D
O b
e si
ty
and
I
nf l
am
m
ati
o nT
h
e pr e v ale n c e of
a sthm
a a nd
ob
e sityh
a si
n c r e a s ed
c o n c u r r e ntl
y ind
e v el
oped
n atio n s o v e r the pa st fe
w
de c ad
e s^ ^Both a sth
m
a"*
' ^ "'^ ^ "^ ^
a n
d
obe sit y^' ^ ^' ^ ^ ■* 'a r e
c o n s
i d
e r ed
tob
e chr o nic pr o-infl
am m
ato ry state s c a u sing o xi
d
ativ e str e s s to th
eb
od
y.Se v e r al stu
d
ie s ha v e show n a s s o ciati
o n sb
etw
e e n ob
e sity a nd
a sth m
a pr e v al
e n c e "a n
d
o
b
e sity a nd airw
ay h y pe r r e spo n siv e n e s s^ ^' '*'*Wh
e nf
u rthe r e vid
e n c ed b
y pr o spe ctiv ec o
h
o rt stud i
e s sh
owi
ngi
nd i
vi d
u al
s w i th h i
gh
Bod
yM
a s s Ind
e x(
BM
I)
h
a v ing a gr e ate rr
i
sk
of d
e v el
op ing a sthm
a'
*^''* ^
, t
h
e s e stud
ie s ind
ic ate th
at h i gh
BM
Ii
s a po s sib
le ri
sk
f
a cto rf
o r a sthm
a Th
e r elatio n sh
i pb
etw
e e n ob
e sity a nd
atop y is le s s cle a r ^ ", a s stu
d
ie sha v e fo u n
d
a n a s s o ciatio nb
etw
e e n ob
e sity a nd
atop y w h i le s om
e stud
ie sh
a v e r eported
n o a s s o c
i
atio n''*"'*^
Ho
w
e v e r, C i pr a nd i
et al n oted
low
e r BM
I v alu e s in he alth
y c o ntr olsc o
m
pa r ed
to atop ic a nd
a sth m
atic s ub
j
e cts^^
T he inte rp lay
b
etwe e n ob
e sity a nd
a sthm
am
ayb
e li nk
ed
with ch
a n ge s ininfl a
m m
atio n^ ^' '* ''B y a ctiv ating
w
h ite ad
i po s e tis s u e(W
A T)
, ob
e sity isb
el ie v ed
to c a u s elo
w
-gr a
d
e system
ic infl am m
atio n fr om
ad
i po cyte s(
fat c el ls)
,m
a c r oph
age s a nd
othe rinfl a
m m
ato ry pr o c e s s e s of the in n ate im m
u n e system
that c o uld b
e a s s o ciated
wi
the n
h
a n c ed
ai
rw
ayi
nfl
am m
ati
o n °' ^ ^ '^ ^
' ^^ "^ ^
S
e v e r al
c r o s s-s e ct
i
o n al stud
ie sh
a v e e x am i
n ed
the r elatio n sh i p bet
w
e e n ob
e sity a nd
infl am m
atio n in sputum
Tod
d et al fo u nd
n oa s s o ciatio n
b
etw
e e n BM
I a nd
infl
am m
ati
o ni
n sputum i
n a sth m
atic s a nd
n o n-a st
h m
atic s(
th
ath
ad
ch
r o ni
c c o ugh
o r ch
r o ni
c ob
str u cti
v e pul
mo n a ryd i
s e a s e)
"* "
, a
l
th
o ugh
th
eL e s s a rd et al fo u n d n o a s s o c
i
atio nb
etw
e e n ob
e sity a nd
th
e pe r c e ntage of e o sin oph
i ls,n e utr op
h
i ls a nd m
a c r op hage si
n sputum
^',
w h il
e v a n Ve e n e tal n oted that ob
e s e patie ntsh
ad
a si gni fi
c a n tlyl
owe r pe r c e ntage o f e o sin op h i ls a nd
n e utr op h ils
i
n sputum
c om
pa r edto n o n
-o
b
e s ei
ndi
vid
u al
s '"Wh
e nm
e a s u ringb l
o od
c o u nts,h
ow
e v e r,N i
em
e n et al
fo u nd
thatB
M
Iw
as c or r elated w ith le uko cy te c o u nts ' ^T here is a n e ed to fu rther in v e sti gate
the r e
l
atio n s
h i
pb
etwe e n ob
e sity a nd i
nfl
am m
atio n a nd
a nyd if
f
e r e n c e s thatm
ay e xi
stb
etw
e e nh
e alt
h
yi
nd iv
i d
u al
s a nd in
d i
vi du a
ls
w i
th pr e-e xi
sti
ng a
i
rw
aydi
s eas e sE
A i
m
sT he pri
m
a ry aim
s of th
is stud y a r e to(
1)
a s s e s s thed
i f fe r e n c e s in the ab
s ol
uten u
m b
e r a nd
pe r c e ntage of n e utr oph
i ls,m
a c r op hage s, a nd
e o si
n oph i l
s atb
a s el
in e am
o ngh
e alth y, atopi
c a nd
a sth
maticin
di
vi du a
ls a nd
(
2)
tod
ete rm i
n ei f
th
e r e is a n a s s o ci
atio n
b
etw
e e n BM
I a nd
the s e v a riab
le s atb
a s el i
n e th
at ism
od
e r ated b
ydi
s e a s e statu sT he s e c o n
d
a ry aim
s of
th is stud y a r e to a s s e s sdi f f
e r e n c e si
n in itial sputum
w
ei g ht, s ele c
t sputum
wei
g ht, total c el
l c o u nt, a nd
pe r c e nt c el lvi
ab
i lit
y atb
a s elin e a
m
o ngh
e alth
y, atop ic and
a sth m
ati
ci
ndi
vidu a
ls a nd
tod
ete rm i
n e if
the r ei
s a n a s s o ciatio nM
et
h
od
sA
.G
e n e r al S
c r e e n(
G S
)
P
r otocol
T he
G
e n e r al Sc r e e n(
GS
)
Pr oto c ol is a s c r e e ni
ng pr oto c ol
at th
e Ce nte rf
o rEn v
i
r o nm
e ntalM
ed
ici
n e, A sth m
a a nd
Lu ng Bi
ol
og y(
CE
M
A L B)
at th
e Uni
v e r si
ty of
N
o rth
Ca r ol i
n a atC h
apel H
i l l th
at c atego rize s s ub
j
e cts a s atop ic o r a sthm
atic,m
e a s u r e slu n g fu n ctio n a n d
d
egr e e of
ai
rwayi
nfl
am m
atio n, a nd
e v al
u ate s the s ub
j
e ct 's a
b
i l ity topr o
d
u c e s uff
i ci
e nt sputum
s am
pl
e sf
o r a n al ysisG
S is u s ed
tod
ete rm
in e s ub
j
e ctel i g
i b
i l ityf
o r o ngoing a nd f
utu r e C EM
A L B stud
ie s Al
a rged
atab
a s e of o v e r 5 0 0s u
b
j
e cts th
at u nd
e rw
e nt aG
e n e r al S
c r e e n(
G S
)
at th
eC
EM
A L Bf
r om
M
a r ch
2 0 0 2 toM
a r ch 2 0 1 0w
a s u s ed
toi d
e nti f
y 9 4h
e al
th y, 1 1 0 atopi
c(
n o n-a st
h m
atic)
a nd
5 3 a sth m
atics ub
j
e cts fo r th is stud
y Fr om
a total
of 2 5 7 stud
y s ub
j
e cts, 1 1 7 we r em
al
e, 1 3 5w
e r ef
em
ale a nd
5 s ub
j
e cts had m i
s singd
ata Th
e r e w e r e 1 7 3W
hi
te, 6 3 Bl
a ck /
Af
ri
c a nA
m
e ri
c a n , 1 1 Asi
a n, 3 Am
e ric a n In d ia n/
A la skaN
ativ e, a nd
2M
i
x ed
s ub
j
e cts a nd
5s u
b
j
e ctsw i
th m
is si
ngd
ata Bod
yM
a s s Ind
e x(
E
M
I)
cl
a s si f
i c ati
o n sw
e r eb
a s ed
o nU
nd
e rw
eigh
t, No rm
al
,O
v e rw
ei
g ht, a nd
Ob
e s e cl
a s sif
i c ati
o n s of
th
eW
o rl d H
e al
th
O
rga ni
z ati
o n' * Th
e r ew
e r e 3 u nd
e rw
ei gh
t, 1 4 3 n o rmal
, 7 0 o v e rwei g ht a nd
4 0 obe s es u
b
j
e cts a nd
1 s ub
j
e ct wi
th m
is singd
ata in th
e stud
yS
pe cif
i cd
em
ogr ap hi
c inf
o rm
ati
o nfo r e a ch d is e a s e c oho rt c a n be fo u nd
i
n T ab le A l in the A p pe n di
xB
.G S C
ri
te ri
aTo
b
e c o n sid
e r ed f
o r th
eG S
pr o c ed
u r e, s ub
j
e ctsh
ad
tob
eb
etwe e n 1 8 a nd
5 0ye a r s of age w ith n o r
m
al vital si gn s,w
ith n o infe cti
o n sf
o u r we ek
s prio r to the pr o c ed
u r e,a n
d
atop y)
Sm
oke r sw
e r ein c
lude
d in
theG
S Ind
ivid
u alsw
e r e e x clud
ed
i f theyh
adthyr o
i d d is e a s e o r
h
ad
tr e ated
o r sym
ptom
atic ir ritab leb
ow
el synd
r om
e Indi
vidu a
ls w ithle s s s e v e r e i
l l
n e s s e s s u ch
a s tr e atedde
pr e s sio n o r h y pe rte n si
o n(
wi
tho utb
etab
lo cke r s)
we r e in clu
de
d
Patie nts tak ing n o n-e x clu sio n a ry
m
ed i
c atio n s had
toh
a v eb
e e n o n a stab le
reg i
m
e fo r at le a st thr e em
o nths Ind ivi du als tak ing o r al ste r oi ds fo r a sthm
a o n e ye ar priorw
e r e e x cl
ude
d
T ho s e tak in
gle u
kotri
e n e inh
ib
ito r s we r e a sk
ed
to r efr ai
nfr o
m
u s e 2 4h
o u r s prio
r to ara
eth
a ch
ol i
n e ch
al l
e n geA H s ub
j
e cts u nde rw
e nt sp ir om
etry to e v alu ate pulm
o n a ry fu n ctio n a nd sputum
in
d
u ctio n S putum
wa s pr o c e s s ed
in a sta nd
a rdi
z ed m
a n n e r a sde s c r
i b
ed b
el
ow
a nd
them
e a s u r e s of initia
l a nd
s ele ct sputum w
ei gh
t, total c el l
c o u nt, ab
s ol
ute n umb
e r s a nd
pe r c e ntage o
f
n e utr op hi l
s,m
a c r oph
age s, a nd
e o sin op h i ls, a nd
pe r c e nt c el l viab i l
ityw
e r ee nte r e
d i
nto theG S da
tab
a s eD is e a s e statu s
w
a s c o nfi rm
ed fo r all s ubj
e cts Atop ic s ubj
e cts te sted po sitiv e fo r as
k
in pric
k
te st to o n e o rm
o r e of
th
e foll
ow
ing c om m
o n al le rge n s :du s
tm
ite, c o ck
r o a ch
,tr e e s, gr a s s,
w
e ed
,m
old
, c at, guin e a p i g, r ab b
it,d
og, r at, a nd m
o u s e Asth mati
c s ub
j
e ctsh
ad
a po sit
iv em
etha cholin e c
hal le nge, i e PC
2 0f ev i < 8m
g
/ m
l H e alth y s ub
j
e cts te sted
n egat
iv e
f
o rb
oth
the sk i
n prick
te st a nd
th
em
eth
a cho
l
in e ch
al l
e nge Th
eG S
stud
ypr oto c ol
w
a s ap pr o v ed b
y the Offi
c e ofH
v ima n R e s e a r ch
Ethic s at th
eU
ni
v e r si
ty of
No rt
h C
a r ol i
n a at C hapel H
i l lC
.E
x cl
u si
o nC
ri
te ri
af
orA
n al
y
si
sFo r the pu rpo s e s of th is a n al ysis, s
m
oke r sw
e r e e x clud
ed if
th
eyh
ad
te n pa ckpr o
d
u c e a n ind
u c ed
sputum
s am
p le o r i f the s am
p leh
ad
a h i g h le v el of s al iv a ryc o nta
m i
n ati
o n w ith
n o vi
si b
le sputum
p lugs Sub
j
e ctsw
itho utd
ata fo r total c ell
c o u nt a nd
abs olute n u
m
be r s a nd
pe r c e ntage s of n e utr op h i ls,m
a c r op hage s a nd
e o sin op h i ls,d
u e toeithe r a
h i
g h le v el of squ am
o u s c ell
c o ntam i
n ati
o n o r u n r e ad
ab l
e sl id
e s,w
e r e al
s oe x cluded Sub
j
e ctsw
e r e in cluded
a s a sthm
atic si
f theyd
i d n ot ha v e n o rm
al lu ng fu n ctio nat
b
a s el in e a nd
the r ef
o r ed
id
n ot u nd
e rgo am
eth
a chol in e chal l
e nge,b
ut had
ah i
sto ry ofa st
h m
aD
.B
od
y
M
a s sI
nd
e x(
B
M
I
)
B
M
If
o r e a ch
s ub
j
e ct wa s c alc ul
ated b
yd
ivid
ing the s ub
j
e ct'
s
w
ei g ht in k i logr am
sb
yh
ei gh
t inm
ete r s squ a r ed
u si
ng ob
j
e ctiv e hei
g ht a nd w
ei
gh
tm
e a s u r em
e nts Ba s ed
o nthe Inte r n atio n al C la s si fi c atio n gui del in e s of the
W
o rld H
e alth Orga niz atio n , BM
I v alu e sw
e r e cla s si fi ed
into th
e fol low ing c atego rie s :U
nd
e rw
ei
gh
t(
BM
I < 1 8 5)
;N
o rm
al(
1 8 5 0- 2 4 9 9
)
; Ov e rw
ei g ht(
2 5 0 0 - 2 9 9 9)
; Ob
e s e(
> 3 0.0 0)
'^
E
.G S P
r o c ed
u r ef
o rI
nd
u c ed S
p
utum
P
r o c e s sin
g
In
d
u c ed
sputum
s am
p le sw
e r e obtain ed
u sing a n ultr a s o nic n eb
ul ize r toa
d m
ini
ste r 3%
s al in e fo r 7m i
n ute sf
ol low
ed b
y a cl
e a n si
ng pr o c ed
u r e i nw h i
ch s ubj
e ctsri
n s ed
th
ei
rm
o uth, ga rg led
, s c r aped
a n db
lew th
eir n o s e Sub
j
e ctsw
e r e a sk
ed
to c o ug hsputu
m
into a c upU
po n a n o rm
al Pulm
o n a ry Fu n ctio n Te st(
P F T)
, th
e pr o c e s sw
a sr epe ate
d
twi
c ew i
th
4%
a nd
5%
s al i
n e, r e spe cti
v el
y Asth m
ati
c s ub
j
e ctsw
e r e tr e ated
wi
th
al
b
ute r ol
to a v oid
br o n cho spa sm
s pri
o r to th
e sputum
ind
u cti
o n pr o c ed
u r eT he
i
niti
al
sputum w
ei
gh
t(
m
g)
w
a s r e c o rd
ed
p ri o r to s ele cting sputum
p lugs wi
th0 1%
d
ith iotr ei
tol
(
D T T) (
m
L)
equ al to fo u r tim
e s th
ew
ei gh
t(
m
g)
of the s ele ct s am
p leT
h
em
ixtu r ew
a s tum b
led
fo r fift e e nm
in ute s at r o om
tem
pe r atu r e, d i luted w ith I XDu
l b
e c c o 's P ho sp hate
-Buf
f
e r ed
Sal in e(
D P B S) (
m
L)
equ al
to the v olu
m
e of
D T Tpr e vio u sly a
d de
d
, tum b
led f
o rfi
v em
in ute s at r o om
tem
pe r atu r e, a nd
pa s s ed th
r o ugh
a 5 3n
m
nylo nm
esh fi lter(
Sm
al l Parts, In c)
T hem
ixturew
a s c e ntri fuged at 5 0 0 X g fo r 1 0m
in ute s a nd
the c el l
pell
etw
a s r e-s u spe n
d
ed
inH
a nk's Bu
f
fe r ed Sa
lt Soluti
o n(
H
B S S)
T he total c el l c o u nt a n
d
pe r c e nt c el l viab
i l ity w e r e e v alu ated b
y a te chni
cia n u si
nga he
m
o cy tom
ete r Fo u r sl ide s
w
e r e c r e ated u sing a 6 0 |j L c el l s u spe n sio n at ac o n c e n tr at
i
o n of
1x 1 0 c el ls/m
L in a si
n g le cy tofu n n el a nd
stain ed w
ith aH
em
a 3sta
in e
d
s etf
o r 5 0 0 total
c ell
c o u nt A r e s e a r ch
spe cial i
st e v alu ated
the c el
ld
iff
e r e ntials
u sing
m i
c r o s c op y T he ab
s olute n um b
e r s of n e utr oph
i ls,m
a c r op hage s a nd e o sin oph
i lsw
e r e e xpr e s s ed
a s th
e total
n um b
e r of c el l
s pe rm i l l i
gr am
a nd
th
e pe r c e ntage of
n e utr op
h
il
s,m
a c r oph
age s a nd
e o si
n op hi l
sw
e r e e xpr e s s ed
a spe r c e ntage s of
n o n-squ a
m
o u s c el ls^ Cel l c o u nts we r e e v alu ated b
y a te ch
nici
a nw
how
a sb
lin
d
to th
ei d
e nti
tya n
d d
is e a s e statu s of the s ubj
e ct a nd
o nl yi d
e nti fi ed
the s ub
j
e ctb
y a pr e vio u sl y a s si
gn ed
n u
m b
e rF
.S
tati
st
i
c al A
n al
y
si
sT
h
e prim
a ry sputum v a riab
le s w e r e the abs o
lute n um
be r s a nd pe r c e ntage s ofn e utr op
h i l
s,m
a c r oph
age s a nd
e o si
n op h i ls T he s e c o nd
a ry sputum
v a riab
le sw
e r e totalc el
l
c o u n t,in
i
ti
al sputum w
ei gh
t, s el
e ct sputum w
ei gh
t a nd
pe r c e nt c el l via
b
i l ity N atu r al
log tr a n sfor
m
atio n s of both prim
a ry a nd s e c o nda ry sputum
v a riab le sw
e r e u s ed i n th isy
)
wa s pe rf
o rm
ed
, w he r e yw
a s equ al
to a spe ci fi c sputum
v a riabl
e A l l logtr a n sfo r
m
atio n s r efe r e n c ed
in this pape r r ef
e r to the log tr a n sfo rm
atio n of(
1+ y)
O
n e-w
ay An a
l
y sis of
Va ria n c e(
A N O V A)
w
a s pe rfo rm
ed
to c om
pa r e age, BM
Ia n
d
al l
sputum
v a ri
ab l
e s am
o ngh
e al
thy, atopi
c a nd
a sth m
atic c oh
o rts Ind i
vi d
u ald i f fere n c e s in
m
e a n s of age, BM
I a nd
sputum
v a riab
le s am
o ng two spe ci fi c c oho rtsw
e r ea s s e s s e
d
u si
ng a pa r ametri
c two-tai l
ed
/-te stTo e v alu ate
h
ow
BM
I aff
e cted
the s ed
if f
e r e n c e s,m
ultiv a r iate l in e a r r egr e s sio na n a
l
ysi
sw
a s pe rfo rm
ed
tof i
nd
the ef f
e ct of
BM
I o n sputum
v a riab
le s a sm
od
e r ated b
ydi
s e a s e statu s, adj
u sting fo r the c o ntr ol v a riab
le s age, s e x a nd
r a c e Bothm
ale s a nd
W
h it
e s s e r v ed a s the r efe r e n c e gr o upsf
o r s e x a nd
r a c eT he
m
ulti pl
e l in e a r r egr e s sio nm
od
elw
a s :yi = a +
P
xBM
I +l
^zAtop ic +^
i Asth
m
a tic +p
^iBM
l * Atop ic +p
^BM
l *Ast
h m
atic +P
e^ ge +p
-^Sex +
P^
Am
e r ic a n ln d ia n/
A la skaNa tiv e +p
,)Asian +P
^ oB la ck/
Af
r ic anAm
e r ic an +p^
M
ix ed
+ Si, w he r e yjw
as a sputum
v a ri
ab l
eP
4 a nd
P
sw
e r e the inte r a ctio n te rm
sb
etw
e e n BM
I a nd
the atopi
c c oho rt and
b
etw
e e n BM
I a nd
th
e a sthm
atic c oh
o rt, r e spe cti
v el
y Both
the ef f
e ct of
BM
I o n sputumv a ria
b
le s a nd the eff
e ct ofdi
s e a s e statu s o n sputum
v a ri
ab
le s fo rd
if
fe r e nt le v els of
BM
Iw
e r e a n al yz ed
u sing thef
ol lowi
ng equ atio n s A ge, s e x a nd
r a c ew
e r e r efe r r ed
to a s +1
E
ff
e ct of
B
M
I
o nSp
utum V
a riab l
e sCa s e 1: Atop ic = 0 a n
d
A sth matic = 0(
H
e alth ySu
b
j
e cts)
yi= a +
f
i
-i_B
M
l +^
2(
0
)
+^
3(
0)
+P
^BM
Ii
O)
+p
^BM
Ii
O)
+ c on tr ols + £ (yj_ a +
P
iBM
I + c on tr ols + SiIn he a
lt
h y s ub
j
e cts, the ef fe ct of BM
I o n[
sputum
v ari ab le]
isPi
C
a s e 2: Atopi
c = 1a nd
Asth mati
c = 0(
Atopi
cSu
b
j
e cts)
3/1= a +
f
i
yBM
l +/
?2(
1)
+ jSgC
O)
+P
4BM
K
I)
+p
sBM
I(
0)
+ c on tr ols + S iyi= a +
p
^BM
l +^
2 +P^
BM
I + c on tr ols + e ^yi^
(
a +/
?2)
+(
/
?i +p
4)
BM
I + + c on tr ols + e ^In atop ic s u
b
j
e cts, th
e eff
e ct of
BM
I o n[
sputum
v ari
ab l
e]
is
( P
i +P
4)
.Ca s e 3: Atop ic = 0 a n
d
A sth matic = 1(
A sth m
atic Sub
j
e cts)
yi= a +
p
-^B
M
l +^
2(
0)
+/
?3(
1)
+/
?45M
/(
0)
+j
i^BM
liX
)
+ c on tr ols + e ^yi= a +
p
^BM
l +^
3 +p
^BM
l + c on tr ols + £ jy i^
(
a +/
?3)
+(^
1 +/
?5)
BM
I + c on tr ols + £ ;2 E
ff
e ct of
D
is eas eSt a t
u s o nSp
utum Va
r iab l
e sf
o rD
iff
e r e ntL
e v el
s of
B
M
I
Ca s e 1:E f fe ct of
b
ei
ng atop ic r elativ e to he althy o n sputum
v ari
ab
leC ha n ge in
[
sputum
v ari ab
le]
fo r a 1-u nit in c r e a s e in Atop
i
c =[
a +P
^BM
l +P
2O
-)
+P
^Asth
m
a tic +P
^BM
I(
1)
+f
^
sBM
l * Asth m
a tic + c on tr ol
s + fJ
-[
a +P
xBM
l +P
2W
+P
^Asthm
a tic +P
^BM
I(
Q)
+P
s BM
I * Asthm
atic + c on tr ols +£ i
h [P
2 +M
M
I]
T
h
e ef f
e ct of b
ei
ng atopi
c r el
ativ e toh
e alth y o n[
sputum
v ari
ab l
e]
is( P
2 +P
4 B M I)
C
a s e 2:Ef f
e ct of b
ei
ng a sthm
atic r el
ativ e toh
e alt
h
y o n a sputum
v a ri
ab l
eC
h
a n ge in[
sputum
v ari ab l
e]
fo r a 1-u ni
ti
n c r e a s ei
n Asthm
atic ==
[
a +/
?i 5M
/ +p
^Atop ic +/
?3(
1)
+p^
BM
I * Atop ic +p
^BM
Ii
l)
+ c on tr ols +f
j
]
-[
a +p
^BM
I +p
2^ top ic +/
?
3(
0)
+p
^B I^I I * Atop ic +p
sBM
I *(
0)
+c on tr ols + £i
]
=[
/
?
3 +I
^
^BM
I]
T
h
e ef
fe ct of b
eing a sth m
atic r el
ativ e to he alth
y o n[
sputum
v ari ab
le]
i
s( P
3 +
P
5B M I)
3 E
ff
e ct of
A g
e,S
e x and R
a c eC
o n tr ol
s o nSp
u tum Va
r iab l
e sA ge : T
h
e eff
e c tof
age o n[
sp utum v a r iabl
e]
is/
JgS
e x : Th
e eff
e ct of
b
eingf
emale r el
a tiv e to male o n[
sp utum v a r iab
le]
is^
jRa c e :
T
h
e eff
e ctof
b
eing A me ric a n Ind
ia n /A
la sk
aN
ativ e r elativ e toWh i
te o n[
sputumv a r iab
l
e]
is^
gT
h
e eff
e ct of
b
eingA
sia n r elativ e toW h
ite o n[
sp utum v a ria b le]
isf
i
gT he e
f f
e ct of
being Bl
a ck
/ Af
ric a n A me ric a n r el
a tiv e toW
h ite o n[
sputum va riab le]
is/
? i o4 A
c c o u n t ing
f
o rL
og T
r an sf
o rm
at io n sTo c a
l
c ulate pe r c e nt cha nge in a sputum
v ari
ab
lef
o r a 1k
g/ m
'i
n c r e a s e in BM
I inthe r egr e s sio n a n al ysis, the
f
ol low i
ng c al
c ul
atio n sw
e r e pe rf
o rm
ed
:Fo r a 1
k
g/m
^in c r e a s e in B
M
I, th
e sputum
v a riab
le in c r e a s ed
fr om l
og(
y + 1)
tolog
(
y + 1)
+p
T hu s, log(
y + 1)
+P
= lo
g
(
y + 1)
+ log(
e'^)
= log((
y + l)
*e'')
. T he r efore,
t
h
e pe r c e nt ch
a ngef
r om l
og(
y+ l)
tol
og(
y+ l)
+p
w
a s :/
(
e P(y+l)- (y+l)
)
N
, „ ,Pe r c e nt c
h
a nge in sputum
v ari ab l
e = 1 0 0 *I
^^—
1
= 1 0 0 *(
e' * — 1)
T hu s, a I
k
g/m
^
i
n c r e a s ei
n BM
I is a s s o ci
ated w
ith
a 1 0 0*(
e^- 1)
pe r c e nt ch
a ngein a sputu
m
v ari
ab
le Be c a u s e th
el
og tr a n sf
o rm
atio nw
a s(
y + 1)
, th is pe r c e nt ch
a ngea ctu al l y r e
fl
e cts a ch
a ngei
n(
y + 1)
,W
i e r e yw
a s a sputum
v ari
ab l
e Th
u s, al l
pe r c e ntcha nge s r e
f
e r e n c ed
in th i
s pape r r ef
e r to a cha nge in(
y + 1)
, ^ \iae r e yw
a s a sputum
v ari a
b
leA N O V A
w
a s pe rfo rm
ed
u si
ngS
AS
v9 2(
S
A S In c,C
a ry, NC
)
Regr e s sio na n al ysis
w
a s pe rfo rm
ed
u sing S A Sv9 2(
S A S In c, Ga ry,N
C)
a nd
S T A T A I O(
StataCo rpL P,
C
oll
egeS
tati
o n, T X)
Ba r gr aph
sw
e r e c r e ated
u singM
i
c r o s oft
Ex c el(M
ic r o s oft
C
o rp, Red m
o nd
,W
A)
a nd
al
l r egr e s si
o n a n al ysis gr ap hs we r e c r e ated
u sing S T A T A I O