Cardiovascular Risk Factors From Childhood and Midlife Cognitive Performance : The Young Finns Study
Abstract
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Ea ly li e ca dio ascula isk ac o s and midli e cogni i e pe o mance: The
Ca dio ascula Risk in Young Finns S udy
Sho i le: Childhood ascula ac o s and midli e cogni ion
Su i P. Ro io, PhD,* Ka ja Pahkala, PhD,*† Jaakko Ne alainen, PhD,‡ Ma kus Juonala, MD,
PhD,§ Pia Salo, MD, PhD,* Mika Kähönen, MD, PhD,ǁ Nina Hu i-Kähönen, MD, PhD,¶ Te ho
Leh imäki, MD, PhD,# Ee o Jokinen, MD, PhD,†† Tomi Lai inen, MD, PhD,‡‡ Leena Tai onen,
MD, PhD,§§ǁǁ Päi i Tossa ainen, MD, PhD,ǁǁ Jo ma S.A. Viika i, MD, PhD,§ Juha O. Rinne,
MD, PhD,¶¶ Olli T. Rai aka i, MD, PhD*##
*Resea ch Cen e o Applied and P e en i e Ca dio ascula Medicine, Uni e si y o Tu ku,
Tu ku, Finland; †Paa o Nu mi Cen e, Spo s & Exe cise Medicine Uni , Depa men o Physical
Ac i i y and Heal h, Uni e si y o Tu ku, Tu ku, Finland; ‡School o Heal h Sciences,
Uni e si y o Tampe e, Tampe e, Finland; §Depa men o Medicine, Uni e si y o Tu ku and
Di ision o Medicine, Tu ku Uni e si y Hospi al, Tu ku, Finland; ǁDepa men o Clinical
Physiology, Uni e si y o Tampe e and Tampe e Uni e si y Hospi al, Tampe e, Finland;
¶Depa men o Pedia ics, Uni e si y o Tampe e and Tampe e Uni e si y Hospi al, Tampe e,
Finland; #Depa men o Clinical Chemis y, Fimlab Labo a o ies and School o Medicine,
Uni e si y o Tampe e, Tampe e, Finland; ††Depa men o Paedia ic Ca diology, Hospi al o
Child en and Adolescen s, Uni e si y o Helsinki, Helsinki, Finland; ‡‡Depa men o Clinical
Physiology, Uni e si y o Eas e n Finland and Kuopio Uni e si y Hospi al, Kuopio, Finland;
§§Vaasa Cen al Hospi al, Vaasa, Finland; ǁǁDepa men o Pedia ics, PEDEGO Resea ch Uni
and Medical Resea ch Cen e Oulu, Uni e si y o Oulu, Oulu, Finland; ¶¶Tu ku PET Cen e and
Depa men o Neu ology, Uni e si y o Tu ku and Tu ku Uni e si y Hospi al, Tu ku, Finland;
##Depa men o Clinical Physiology and Nuclea Medicine, Uni e si y o Tu ku, Tu ku,
Finland.
Add ess o co espondence:
Su i Ro io
Resea ch Cen e o Applied and P e en i e Ca dio ascula Medicine
Uni e si y o Tu ku
Kiinamyllynka u 10
20520 Tu ku, Finland
Telephone: +358 40 5665036
Fax: 23337477
Email: [email p o ec ed]
Acknowledgemen s: Expe echnical assis ance in da a managemen and s a is ical analyses by
I ina Lisinen and Johanna Ikonen is g a e ully acknowledged. Sou ces o unding: The Young
Finns S udy has been inancially suppo ed by he Academy o Finland: g an s 286284 (T.L.),
134309 (Eye), 126925, 121584, 124282, 129378 (Sal e), 117797 (Gendi), and 41071 (Skidi), he
Social Insu ance Ins i u ion o Finland, Kuopio, Tampe e and Tu ku Uni e si y Hospi al Medical
Funds, Juho Vainio Founda ion, Sig id Juselius Founda ion, Y jö Jahnsson Founda ion, Paa o
Nu mi Founda ion, Finnish Founda ion o Ca dio ascula Resea ch, Finnish Cul u al
Founda ion, Tampe e Tube culosis Founda ion and Emil Aal onen Founda ion. The au ho s
Published o iginal i le: Ca dio ascula Risk Fac o s F om Childhood and Midli e
Cogni i e Pe o mance : The Young Finns S udy
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epo no ela ionships wi h indus y. The unde s o he s udy had no ole in s udy design, da a
collec ion, da a analysis, da a in e p e a ion, w i ing o he manusc ip , o he decision o submi
he manusc ip o publica ion.
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ABSTRACT
Backg ound: In adul s, high blood p essu e (BP), ad e se se um lipids, and smoking associa e
wi h cogni i e de ici s. The e ec s o hese isk ac o s om childhood on midli e cogni i e
pe o mance a e unknown.
Objec i es: The aim o his s udy was o in es iga e he associa ions be ween
childhood/adolescence ca dio ascula isk ac o s and midli e cogni i e pe o mance.
Me hods: F om 1980, a popula ion-based coho o 3596 child en (baseline age 3-18 yea s) ha e
been ollowed-up o 31 yea s in 3-9 yea in e als. BP, se um lipids, body mass index and
smoking we e assessed in all ollow-ups. Cumula i e exposu e as he a ea unde he cu e o
each isk ac o was de e mined in childhood (6-12 yea s), adolescence (12-18 yea s) and young
adul hood (18-24 yea s). In 2011, cogni i e es ing was pe o med in 2026 pa icipan s aged 34-
49 yea s.
Resul s: High sys olic BP, ele a ed se um o al-choles e ol and smoking om childhood we e
independen ly associa ed wi h wo se midli e cogni i e pe o mance, especially memo y and
lea ning. The numbe o ea ly li e isk ac o s, including high le els (ex eme 75 h pe cen ile o
cumula i e isk exposu e be ween ages 6-24) o sys olic BP, o al-choles e ol and smoking
associa ed in e sely wi h midli e isual and episodic memo y and isuospa ial associa i e
lea ning (-0.140 s anda d de ia ions pe isk ac o , p<0.0001), and emained signi ican a e
adjus men o con empo aneous isk ac o s. Indi iduals wi h all isk ac o s wi hin
ecommended le els be ween ages 6-24 pe o med 0.29 s anda d de ia ions be e (p=0.006) on
his cogni i e domain han hose exceeding all isk ac o guidelines a leas wice. This
di e ence co esponds o he e ec o six yea s aging on his cogni i e domain.
Conclusions: Cumula i e bu den o ca dio ascula isk ac o s om childhood/adolescence
associa e wi h wo se midli e cogni i e pe o mance independen o adul hood exposu e.
Key wo ds: cogni i e pe o mance, blood p essu e, se um choles e ol, body mass index,
smoking
Abb e ia ions
ApoE = Apolipop o ein E
AUC = A ea unde he cu e
BMI = Body mass index
BP = Blood p essu e
HDL = High densi y lipop o ein
LDL = Low densi y lipop o ein
PAL = Pai ed associa es lea ning es
RTI = Reac ion ime es
RVP = Rapid isual in o ma ion p ocessing es
SE = S anda d e o
SD = S anda d de ia ion
SWM = Spa ial wo king memo y es
YFS = The Ca dio ascula Risk in Young Finns S udy
Condensed Abs ac : In adul s, high blood p essu e (BP), ad e se se um lipids, and smoking
associa e wi h cogni i e de ici s, bu he e ec s om childhood a e unknown. F om 1980, a
popula ion-based coho o 3596 child en (age 3-18 yea s) ha e been egula ly ollowed-up o
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31 yea s. BP, se um lipids, body mass index and smoking we e assessed in all ollow-ups. In
2011, cogni i e es ing was pe o med in 2026 pa icipan s aged 34-49 yea s. High sys olic BP,
ele a ed se um o al-choles e ol and smoking om childhood we e independen ly associa ed
wi h wo se midli e cogni i e pe o mance, especially memo y and lea ning. Ou indings suppo
ac i e con olling o ca dio ascula isk ac o s om childhood.
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In oduc ion
Epidemiological e idence indica es ha exposu e o midli e high blood p essu e (BP),
ad e se se um lipids, and smoking associa e wi h cogni i e decline la e in li e (1-4). S udies in
animal models ha e also obse ed associa ions be ween hese isk ac o s and cogni i e
pe o mance. Spon aneously hype ensi e a s show cogni i e decline compa ed o no mo ensi e
s ains (5). In oden s (6,7), he high- a die induced hype choles e olemia leads o memo y
de ici s. In addi ion, adolescen a s exposed o nico ine show long-las ing cogni i e de ici s (8).
Al hough he mechanisms unde lying hese associa ions a e la gely unclea , expe imen al s udies
ha e sugges ed ha ca dio ascula isk ac o s may damage bo h neu onal and ascula issues
o he b ain. S udies in oden s ha e shown ha hype ension may al e ce eb al ascula u e, and
e en ually lead o es ained unc ion o he blood-b ain ba ie (9). Mo eo e , expe imen s on
oden s ha e indica ed ha die induced hype choles e olemia may in luence he exp ession o
genes in he b ain ele an o cellula mechanisms o lea ning, memo y and neu odegene a ion
(10). Simul aneously, expe imen s on oden and abbi b ains ha e shown e idence ha
hype choles e olemia may induce in lamma o y changes (6,7,11), and associa e wi h dis u bed
be a-amyloid me abolism (6,7,11). Fu he mo e, expe imen al e idence on oden b ain ha e
sugges ed ha smoking exposu e may induce oxida i e s ess (12-14) which may igge ce eb al
in lamma o y changes (12), and lead o neu opa hological changes ela ed o cogni i e decline
such as accumula ion o be a-amyloid pep ide and phospho yla ion o au p o ein (13).
I is he e o e plausible ha exposu e o ca dio ascula isk ac o s in ea ly li e may
a ec la e cogni i e pe o mance. In suppo o his hypo hesis, a link be ween cumula i e
bu den o young adul hood ca dio ascula isk ac o s and cogni i e pe o mance was shown in
young and middle aged adul s in he CARDIA coho (15). Whe he a simila link exis s be ween
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ea ly li e isk exposu e and adul hood cogni i e unc ion is unknown. We add essed his
knowledge gap in he Ca dio ascula Risk in Young Finns S udy (YFS) ha has ollowed a
popula ion-based sample o indi iduals om childhood o adul hood. As a pa o he 31-yea
ollow-up s udy, cogni i e es ing was pe o med using a es ba e y ocusing on se e al
cogni i e domains ha a e ela ed o b ain s uc u es ypically a ec ed in he ea ly s ages o
cogni i e decline (16). We hypo hesized ha a g ea e bu den o ca dio ascula isk ac o s in
childhood, adolescence and young adul hood, including epea edly assessed BP, se um lipids,
and smoking, associa e wi h wo se cogni i e pe o mance in midli e.
Me hods
Popula ion
This s udy is a pa o he na ional YFS, which is an ongoing longi udinal popula ion-
based s udy on ca dio ascula isk ac o s om childhood o adul hood. The i s c oss-sec ional
s udy including 3596 andomly selec ed child en and adolescen s (boys and gi ls; aged 3, 6, 9,
12, 15 and 18 yea s) was pe o med in 1980. The coho has been ollowed-up in egula
in e als in 1983, 1986, 1989, 2001, 2007, and he la es ollow-up s udy was conduc ed in 2011.
De ailed in o ma ion on he popula ion and p o ocol is epo ed elsewhe e (17).
P ocedu es and measu emen s
Ou come measu e cogni ion
In 2011, a compu e ized cogni i e es ing ba e y (CANTAB®) was used o assess
cogni i e pe o mance in 2026 pa icipan s. The YFS es ba e y included: 1) mo o sc eening
es used as a aining/sc eening ool o indica e di icul ies in es execu ion, 2) pai ed
associa es lea ning es (PAL) measu ed isual and episodic memo y and isuospa ial
associa i e lea ning, 3) spa ial wo king memo y es (SWM) measu ed sho e m and spa ial
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wo king memo y and p oblem sol ing, 4) eac ion ime es (RTI) measu ed eac ion and
mo emen speed and a en ion, and 5) apid isual in o ma ion es (RVP) measu ed isual
p ocessing, ecogni ion and sus ained a en ion.
Each es p oduced se e al a iables. P incipal componen analysis was conduc ed o
iden i y componen s accoun ing o he majo i y o he a ia ion wi hin he da ase . P incipal
componen s we e c ea ed o each es o pe o mance in speci ic cogni i e domains. The mo o
sc eening es componen was excluded om u he analyses due o ceiling e ec (i.e. all
pa icipan s had he maximum sco e in his es ). O he componen s we e no malized using ank
o de no maliza ion p ocedu e esul ing in ou a iables, each wi h mean 0 and s anda d
de ia ion (SD) 1. All a ailable da a o each cogni i e es was used in he analyses, and
he e o e, he numbe o pa icipan s a ies be ween he models (N=177 we e excluded due o
echnical easons in some o he es domains and N=51 e used o pa icipa e in all o some o
he es s). De ailed desc ip ion and alida ion o he cogni i e da a has been epo ed p e iously
(18).
Exposu e a iables blood p essu e, se um lipids, body mass index and smoking
S anda d me hods we e used o measu ing BP, se um o al-choles e ol, high-densi y
lipop o ein (HDL) choles e ol, and iglyce ides a baseline and all ollow-up s udies. Low
densi y lipop o ein (LDL) choles e ol was calcula ed acco ding o F iedewald’s (19). De ails o
hese me hods ha e been desc ibed p e iously (20). A all s udy phases, he pa icipan s’ weigh
and heigh we e measu ed and BMI was calcula ed. To u ilize all a ailable epea edly measu ed
exposu e da a o con inuous a iables, we es ima ed subjec -speci ic cu es o ca dio ascula
isk ac o s by mixed model eg ession splines (21). The a ea unde he cu e (AUC) o
con inuous isk a iables was e alua ed o indica e a long e m bu den o each measu ed a ibu e
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(22). The AUC a iables we e de ined sepa a ely o childhood (6-12 yea s), adolescence (12-18
yea s), young adul hood (18-24 yea s) and ea ly li e (6-24 yea s). Fo in e p e abili y, he AUC
a iables we e s anda dized esul ing in a iables wi h mean 0 and SD 1. Smoking exposu e was
que ied h oughou he ollow-up ime. Smoking s a us was dicho omized in o daily smoke s and
non-smoke s, de ined as cu en daily smoking (yes/no) a he baseline o a any o ollow-up
s udies when he pa icipan s we e aged 12-24 yea s.
In addi ion o s udying he associa ions using con inuous AUC a iables and he
dicho omized smoking a iable, he combined e ec o se e al isk ac o s om childhood o
young adul hood on midli e cogni i e pe o mance was analysed. Fo ha pu pose, a 3-le el
a iable indica ing he numbe o ca dio ascula isk ac o s du ing ea ly li e (6-24 yea s) was
c ea ed (1=no isk ac o s, 2=one isk ac o , 3= wo o h ee isk ac o s) including he a iables
ha showed signi ican associa ion wi h cogni i e pe o mance in he mul i a ia e analyses (i.e.
sys olic blood p essu e, se um o al-choles e ol and smoking). To de ine isk ac o s using he
con inuous AUC a iables, he dis ibu ions o BP and se um o al-choles e ol we e
dicho omized in o high (≥75 h pe cen ile) and low (<75 h pe cen ile) isk ac o le els (sensi i i y
analyses we e addi ionally pe o med by using cu -poin s o 70 h, 80 h and 85 h pe cen iles). Such
dicho omized a iables and he bina y smoking a iable we e summed o c ea e he a iable
indica ing he numbe o isk ac o s ( ange 0-3) du ing ea ly li e. The age and sex speci ic mean
alues o sys olic blood p essu e, o al- and LDL-choles e ol co esponding o he highes 75 h
pe cen ile o he AUC a iables be ween ages 6-24 yea s a e p esen ed in Online Table 1. A
simila a iable indica ing he numbe o midli e isk ac o s a he ime o cogni i e es ing was
cons uc ed. Cu en midli e daily smoking was que ied a he ime o cogni i e es ing and
ca ego ized as non-smoke s s. daily smoke s.
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In addi ion o he a bi a ily selec ed isk ac o cu -poin s, we examined whe he he
e ec o ea ly li e isk exposu e is a ibu able o le els o isk ac o s epea edly exceeding he
ecommended guidelines. The age and sex speci ic cu -poin s we e conside ed o a iables
showing signi ican e ec o cogni i e pe o mance in he mul i a ia e analyses i.e. sys olic BP
(23), LDL-choles e ol (24), and smoking (25). The exac cu -poin s o hese isk ac o s a e
p esen ed in Online Table 2. The pa icipan s we e classi ied in o: 1) no isk ac o le els
exceeding guidelines o le els exceeding a mos once pe isk ac o , 2) isk ac o le els
exceeding guidelines on one isk ac o a leas wice, 3) isk ac o le els exceeding guidelines
a leas wice on wo isk ac o s, 4) isk ac o le els exceeding guidelines a leas wice on all
isk ac o s.
Co a ia es
The ollowing p ima y co a ia es we e used in he analyses: age, sex, baseline household
income, an ihype ensi e and dyslipidemia medica ion, diagnoses o ca dio ascula diseases and
ype 1 and 2 diabe es melli us. Al oge he 1,901 indi iduals wi h cogni i e es da a had
comple e da a on exposu e a iables and p ima y co a ia es. Age was de ined in ull yea s a he
end o he yea 2011. Baseline household income, use o an ihype ensi e (N=192) o
dyslipidemia (N=72) medica ion and ype 1 diabe es diagnoses (N=12) we e que ied.
Pa icipan s we e classi ied as ha ing ype 2 diabe es based on sel - epo ed and egis e
con i med diagnosis, sel - epo ed glucose lowe ing medica ion o abno mal plasma glucose o
haemoglobin A1c alues (N=75). Diagnoses o ca dio ascula diseases (N=13) we e adjudica ed
om he na ional hospi al discha ge egis e . Addi ionally, da a on ollowing co a ia es we e
a ailable o es ic ed numbe s o pa icipan s, and we e he e o e used in addi ional analyses:
childhood academic pe o mance (N=1684), adul hood educa ion (N=1894), apolipop o ein E
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Online Table 2. The analyses conside ing isk ac o s exceeding ecommended guidelines
indica ed ha he pe sons wi h ea ly li e isk ac o s wi hin he ecommended guidelines had
0.29 SD be e isual and episodic memo y and isuospa ial associa i e lea ning (PAL- es ) han
hose exceeding he guidelines a leas wice on all isk ac o s (model adjus ed o age, sex,
amily income, an ihype ension and dyslipidemia medica ions and diagnoses o ca dio ascula
diseases and diabe es melli us: N=1568; β=-0.088, SE=0.032, p=0.007) (Figu e 2). This e ec
emained iden ical a e u he adjus men s wi h childhood academic pe o mance, adul hood
educa ion, apoEε4 geno ype, and physical ac i i y le el (N=1341; β=-0.077, SE=0.035,
p=0.029).
Discussion
We ound ha inc easing cumula i e bu den o sys olic BP, se um o al- and LDL-
choles e ol and smoking in childhood/adolescence associa ed wi h wo se isual and episodic
memo y and isuospa ial associa i e lea ning a midli e (PAL- es ). Impo an ly, he associa ions
we e independen o midli e exposu es o he same isk ac o s. These indings sugges ha he
associa ions be ween ea ly li e ca dio ascula isk ac o s and midli e cogni i e pe o mance do
no only e lec acking o isk ac o le els om childhood o adul hood, bu ha he isk
ac o s po en ially s a o exe hei in luence on cogni i e pe o mance al eady in childhood.
P e ious s udies ha e obse ed in e se associa ions be ween adul hood sys olic BP,
se um choles e ol, BMI and smoking and midli e cogni i e pe o mance (15) o isk o la e-li e
cogni i e de ici s (1-4). To he bes o ou knowledge, his is he i s s udy examining he
cumula i e bu den o ca dio ascula isk ac o s om childhood in ela ion o cogni i e
pe o mance in midli e. O he isk ac o s examined, we we e able o demons a e he
independen e ec s o ea ly li e sys olic BP, se um o al- and LDL-choles e ol, and smoking.
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Pa icipan s wi h hese ea ly li e isk ac o s, ac o ed as con inuous o bina y a iables, de ined
ei he by using se e al a bi a y cu -poin s o by using cu en guidelines o a he oscle osis
p e en ion, had wo se midli e cogni i e pe o mance han hose wi h low isk ac o le els.
Al hough he obse a ional na u e o ou s udy p ecludes making clinical ecommenda ions, i
p o ides e idence on cogni i e bene i s gained by main enance o ca dio ascula isk ac o s a
low le els al eady om ea ly li e. I his hypo hesis is co ec , adop ing ac i e moni o ing and
ea men s a egies agains ca dio ascula isk ac o s om childhood would be needed o u n
he ocus o cogni i e de ici s p e en ion om seconda y and e ia y p e en ion o p imo dial
p e en ion. Wi h he u u e YFS ollow-up da a on cogni i e pe o mance, we will be able o
es ima e using obse a ional da a whe he changes in isk ac o le els om childhood o
adul hood associa e wi h he de e io a ion o cogni i e unc ion be ween mid- o old adul hood.
The ou cogni i e domains we e selec ed as ou comes in o de o ob ain a
comp ehensi e ou look o cogni i e pe o mance. Based on p e ious expe imen al s udies in
animals, we especially expec ed o see links be ween ca dio ascula isk ac o s and es s
indica ing memo y and lea ning. Indeed, we ound ha he e ec s o ea ly li e isk exposu e was
s ongly and obus ly associa ed wi h he isual and episodic memo y and isuospa ial
associa i e lea ning (PAL- es ). Simila ly, he CARDIA s udy ound s ong associa ions be ween
se um o al-choles e ol, blood p essu e and e bal memo y (15). Addi ionally, we ound weak
links o smoking and BMI o he es measu ing sus ained a en ion and isual p ocessing (RVP-
es ) ha we e o bo de line signi ican o no did su i e adjus men s. The CARDIA s udy used
S oop es ha esembled he RVP- es used in ou s udy, and ound some associa ions wi h
sys olic blood p essu e (15). We did no ind associa ions be ween isk exposu es and wo king
memo y (SWM- es ) o eac ion ime (RTI- es ). E ec s on he eac ion ime we e no expec ed
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based on p e ious animal da a. Addi ionally, he lack o e ec s o isk ac o exposu e on
wo king memo y in midli e is pe haps also no su p ising because di icul ies in encoding and
ecall migh become isible p io o di icul ies in o he ype o memo y unc ions (e.g. wo king
memo y, ecogni ion) (26). Thus, ou esul s a e consis en wi h s udies in animal models ha
ha e obse ed associa ions be ween ca dio ascula isk ac o s and memo y and lea ning.
The neu al ne wo ks ela ed o he PAL- es localize mainly o medial empo al lobes,
speci ically o hippocampus and pa ahippocampal gy us (16). These ana omical s uc u es a e
esponsible o lea ning and memo y (27). Imaging s udies ha e epo ed ha exposu e o
ca dio ascula isk ac o s is associa ed wi h inc eased amoun o ce eb al whi e ma e
al e a ions and s uc u al b ain changes in he elde ly (28-31) and augmen he e ec o age on
olume loss in hippocampus, en o hinal co ex and medial empo al lobes in heal hy adul s (32).
These indings may o e insigh s in o he associa ions be ween ea ly ca dio ascula isk ac o s
and medial empo al lobe ela ed b ain unc ions. Fu he mo e, in elde ly pa ien s wi h mild
cogni i e impai men , de ici s in he PAL- es ha e been linked o p eclinical Alzheime ’s
disease pa hology (33-36).
The main neu opa hological mechanisms unde lying associa ions be ween ca dio ascula
isk ac o s and old-age cogni i e de ici s a e sugges ed o be subclinical ischemia causing
ce eb o ascula damage (27,37), s uc u al b ain changes and a ophy (28-31). Addi ionally, isk
ac o s may in luence ce eb al β-amyloid p o ein me abolism (38,39). In young popula ions,
howe e , he mechanisms emain unknown. Ca dio ascula isk ac o s cause sys emic
a he oscle osis, loss o dis ensibili y in he ascula u e, essel ib osis, plasma p o ein leakage,
and accumula ion o lipid-con aining mac ophages in he essels (40-42). In he b ain, hese
changes may lead o ce eb al hypope usion and local in lamma ion which dis up he ulne able
19
su ounding neu onal milieu (37). Addi ionally, by inducing ce eb al hypope usion
a he oscle o ic changes may ini ia e and/o accele a e neu odegene a i e changes (e.g. β-amyloid
deposi ion and clea ance, synap ic and neu onal dys unc ion/loss) ha ul ima ely lead o
al e a ions in cogni i e pe o mance (38,39).
We ound ha he pa icipan s wi h se e al ea ly li e ca dio ascula isk ac o s,
including ele a ed BP, high LDL-choles e ol and smoking, exceeding he ecommended
guidelines had ~0.3 SD’s lowe pe o mance in he PAL- es han hose pa icipan s whose isk
ac o s emained always wi hin he guidelines. When using a bi a y cu -poin s o BP and o al-
choles e ol (exceeding 75 h pe cen iles), we simila ly ound ha indi iduals who had been
exposed o all h ee isk ac o s in ea ly li e had ~0.4 SD’s lowe pe o mance in he PAL- es
han indi iduals wi hou any ea ly li e isk ac o exposu es. In he YFS popula ion, we see a
linea decline in he PAL- es pe o mance ha equals o 0.05 SD’s pe yea be ween ages 34 and
49 (18). The e o e, he p esen s udy sugges s ha he e ec o ea ly li e isk ac o clus e ing on
he PAL- es pe o mance co esponds o 6-8 yea di e ence in cogni i e age. Fu he mo e, we
ound ha he cumula i e e ec o he ea ly li e isk exposu e on he PAL- es pe o mance was
s onge and independen o he e ec o cu en midli e isk exposu e. This obse a ion
emphasizes he ole o ea ly li e isk exposu e on la e cogni i e pe o mance, and may be in line
wi h he exis ence o di e en ial sensi i e pe iods and age windows o ulne abili y o
en i onmen al ac o s and condi ions du ing b ain ma u a ion (43).
Limi a ions o his s udy include ha cogni i e pe o mance was measu ed once.
Cu en ly, his p e en s us om s udying he ole o ea ly li e ca dio ascula isk ac o s on
changes in midli e cogni i e pe o mance. Fu he mo e, we we e unable o examine he ole o
glucose le els as an ea ly li e isk ac o because we did no ha e da a o cons uc a cumula i e
20
exposu e a iable simila ly o sys olic blood p essu e and se um o al-choles e ol. Howe e , he
CARDIA s udy ound no associa ion be ween young adul hood/midli e cumula i e blood
glucose bu den and midli e cogni i e pe o mance among no moglycemic popula ion (15).
Ano he limi a ion is he possibili y o esidual con ounding due o unmeasu ed ac o s, which is
always possible in obse a ional s udies like he YFS. Ou esul s emained unchanged a e
con olling he analyses o a wide a ay o possible con ounding ac o s including he adul hood
le els o ca dio ascula isk ac o s. I emains possible, howe e , ha some unmeasu ed ac o s
con ibu e o he associa ion be ween ca dio ascula isk ac o s and cogni i e pe o mance.
Fu he mo e, compu e ized cogni i e es s a e no ou inely used in clinical se ings o diagnose
cogni i e pe o mance. In his s udy, he es ba e y was no used o clinical decision making,
bu as a ool o e alua e cogni i e pe o mance among heal hy young and middle aged adul s on
a popula ion le el. P e ious s udies ha e shown ha hese es s a e use ul in cap u ing a ia ion
in cogni i e pe o mance in heal hy popula ions (44-46). The e o e, he es s used in he YFS
may be conside ed adequa e in disc imina ing he cogni i e a ia ion among he pa icipan s.
Ano he po en ial limi a ion is a possible selec ion in he ollow-up s udy - he pa icipan s we e
mo e o en women and olde han non-pa icipan s, and hey o igina ed om amilies wi h highe
income and had be e childhood academic pe o mance. Howe e , no di e ences we e obse ed
in he le els o ea ly li e exposu e a iables. Fu he mo e, we conduc ed se e al s a is ical es s
in ou s udy, which may inc ease he p obabili y o alse posi i e indings. Howe e , as he main
analyses we e based on a p io i hypo heses, we did no apply mul iple es ing co ec ion.
Mo eo e , wi h espec o he es ablishmen o causali y, obse a ional s udies a e p one o bias
caused by e e se causa ion. Ne e heless, he use o exis ing popula ion coho s om childhood
o adul hood is he only ealis ic app oach o es he hypo hesis ha ea ly li e isk exposu e is
21
causally linked wi h adul cogni i e pe o mance, as i is no possible o pe o m li e-long
andomized con ol ials o es causal ela ions be ween childhood isk ac o s and adul
ou comes. The mos impo an compe ing explana ion o hese associa ions is ha cogni i e
unc ion in ea ly li e migh de e mine (o migh associa e wi h o he ac o s de e mining) he
eme gence o ascula isk ac o s. I ha hypo heses was ue, midli e cogni i e pe o mance
would simply be a ma ke o acked ea ly li e cogni i e unc ion. We we e able o es his
hypo heses in a es ic ed numbe o he YFS pa icipan s by using a ailable da a on academic
pe o mance as a p oxy o hei childhood cogni i e pe o mance. Academic pe o mance was
de ined as g ade poin a e age, which indica es he mean o all school g ades du ing one school
yea . As an o e all measu e o academic pe o mance i may be conside ed as an indica o o he
pa icipan s’ cogni i e abili y a baseline. Indeed, when in oduced as a co a ia e, he e ec o
smoking was dilu ed. This sugges s ha he associa ion be ween ea ly li e smoking and midli e
cogni i e pe o mance migh be con ounded by baseline cogni i e pe o mance. Howe e , he
e ec s o o he isk ac o s as well as he e ec o he ea ly li e isk ac o clus e ing emained
essen ially simila a e aking accoun he childhood academic pe o mance. Ne e heless, as he
possibili y o esidual con ounding emains, he esul s in YFS should be eplica ed in o he
longi udinal coho s wi h ollow-up om childhood o adul hood.
Conclusions
In summa y, hese da a indica e ha he cumula i e bu den o BP, se um o al- and LDL-
choles e ol, and smoking om childhood and adolescence associa e independen ly and combined
wi h midli e cogni i e pe o mance. The indings gi e suppo o ac i e moni o ing/ ea men
s a egies agains ca dio ascula isk ac o s om childhood in o de o u n he ocus o
cogni i e de ici s p e en ion o p ima y p e en ion.
22
Pe spec i es
Compe ency in medical knowledge
Cumula i e bu den o sys olic BP, se um o al- and LDL-choles e ol and smoking in
childhood/adolescence associa e wi h wo se cogni i e pe o mance, especially memo y and
lea ning, a midli e. Impo an ly, he associa ions we e independen o midli e exposu es o he
same isk ac o s. These esul s gi e suppo o ac i e moni o ing and ea men s a egies agains
ca dio ascula isk ac o s al eady ea lie du ing he li espan in o de o p omo e adul hood
cogni i e heal h. The indings om he cu en s udy elucida e he possibili ies o mo e he ocus
o cogni i e decline p e en ion om seconda y and e ia y p e en ion o p imo dial p e en ion
h ough a ec ing ca dio ascula isk ac o s al eady om childhood and adolescence.
T ansla ional ou look
The molecula mechanisms o childhood/adolescence ca dio ascula isk ac o s on cogni i e
decline om young adul hood o middle and old age equi e u he in es iga ion.
23
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32
showing signi ican associa ion o cogni i e pe o mance and wi h guideline ecommenda ions
o child en/adolescence (i.e. LDL-choles e ol, sys olic blood p essu e and smoking) we e
included in he a iable o he ca dio ascula isk ac o clus e ing. The ba s indica e he mean
alues o he p incipal componen o isual and episodic memo y and isuospa ial associa i e
lea ning and he whiske s a e s anda d e o s. The indi iduals we e classi ied in o: 0) no isk
ac o le els exceeding guidelines o le els exceeding a mos once pe isk ac o , 1) isk ac o
le els exceeding guidelines wice o mo e on one isk ac o , 2) isk ac o le els exceeding
guidelines wice o mo e on wo isk ac o s, 3) isk ac o le els exceeding guidelines wice o
mo e on all isk ac o s. The in e se dose- esponse ela ion wi h cogni i e pe o mance was
signi ican (β=-0.088, p=0.007), adjus ed o age, sex, amily income, an ihype ension and
dyslipidemia medica ions and diagnoses o ca dio ascula diseases and diabe es melli us. The
e e ence line is se on he popula ion mean.
33
Table 1. Pe o mance in he Pai ed Associa es Lea ning- es , es ima ed di e ence in cogni i e age and mean alues o isk ac o
a iables ac oss he ea ly li e cumula i e ca dio ascula isk ac o bu den.
Ea ly li e isk ac o bu den (be ween
ages 6 and 24 yea s).
PAL- es
Di e ence in
cogni i e age*
Mean (SD) sys olic
blood p essu e a
age 6-9 yea s
Mean (SD) sys olic
blood p essu e a
age 12-15 yea s
Mean (SD) sys olic
blood p essu e a
age 18-24 yea s
The a ea unde he cu e a iable o
sys olic blood p essu e
1s qua ile (n=462)
2nd qua ile (n=461)
3 d qua ile (n=462)
4
h
qua ile (n=463)
0.21 (1.00)
0.09 (0.99)
-0.09 (0.98)
-0.21 (0.98)
e .
+2.4 yea s
+6.0 yea s
+8.4 yea s
101.8 (6.1)
108.3 (6.0)
111.1 (6.3)
117.5 (6.8)
102.9 (6.3)
110.0 (5.4)
115.3 (5.5)
124.3 (8.1)
107.1 (7.4)
114.9 (6.1)
122.6 (5.9)
132.6 (8.4)
Mean (SD) se um
o al-choles e ol a
age 6-9 yea s
Mean (SD) se um
o al-choles e ol a
age 12-15 yea s
Mean (SD) se um
o al-choles e ol a
age 18-24 yea s
The a ea unde he cu e a iable o
se um o al-choles e ol
1s qua ile (n=462)
2nd qua ile (n=461)
3 d qua ile (n=462)
4
h
qua ile (n=463)
0.16 (0.96)
-0.02 (0.98)
0.03 (0.98)
-0.17 (1.04)
e .
+3.6 yea s
+2.6 yea s
+6.6 yea s
4.7 (0.5)
5.3 (0.4)
5.8 (0.4)
6.6 (0.6)
4.1 (0.5)
4.8 (0.4)
5.2 (0.4)
6.1 (0.7)
3.9 (0.5)
4.6 (0.4)
5.1 (0.5)
6.0 (0.7)
Daily smoking
age 6-12 yea s
Daily smoking
age 12-18 yea s
Daily smoking
age 18-24 yea s
Daily smoking (be ween ages 12-24
yea s) No (n=1306)
Yes (n=491) 0.04 (1.00)
-0.13 (0.97) e .
+3.4 yea s All pa icipan s we e
non-smoke s 0 %
71.3 % 0 %
94.5 %
Values a e means (s anda d de ia ions) o he pe o mance in he pai ed associa es lea ning (PAL)- es indica ing lea ning and memo y
and o he ca dio ascula isk ac o alues in he qua iles o he a ea unde he cu e (AUC)- a iables o sys olic blood p essu e and
se um o al-choles e ol and o dicho omized ea ly li e (age 12-24 yea s) smoking. Fo he PAL componen highe alues indica e be e
pe o mance.
34
*The di e ence in cogni i e age has been calcula ed compa ing he di e ence in he PAL- es pe o mance be ween he isk ac o
qua iles o ou p e ious inding on he e ec o age (-0.0.5 SD pe yea ) on he PAL- es .18 The lowes qua ile has been used as he
e e ence ca ego y o all compa isons o cogni i e age.
35
Table 2. Associa ions be ween cumula i e bu den o ea ly li e ascula isk ac o s (age 6-
24 yea s) and midli e isual and episodic memo y and isuospa ial associa i e lea ning
(PAL- es ) in 1733 YFS pa icipan s.
ROW
MODEL
β coe icien (SE)
p- alue
A
Unadjus ed bi a ia e models
Sys olic blood p essu e
-0.152 (0.023)
<0.0001
Se um o al-choles e ol
-0.122 (0.024)
<0.0001
Body mass index
0.018 (0.026)
0.490
Smoking
-0.182 (0.054)
0.001
B
Age and sex adjus ed models
Sys olic blood p essu e
-0.067 (0.026)
0.010
Se um o al-choles e ol
-0.064 (0.025)
0.010
Body mass index
-0.004 (0.025)
0.870
Smoking
-0.123 (0.053)
0.001
C
Mul i a ia e model 1
Sys olic blood p essu e
-0.076 (0.028)
0.006
Se um o al-choles e ol
-0.059 (0.025)
0.018
Body mass index
0.026 (0.026)
0.315
Smoking
-0.140 (0.053)
0.008
D
Mul i a ia e model 2
Sys olic blood p essu e
-0.064 (0.028)
0.023
Se um o al-choles e ol
-0.053 (0.025)
0.037
Body mass index
0.029 (0.026)
0.281
36
Smoking
-0.140 (0.053)
0.008
Values a e β coe icien s (s anda d e o s) and p- alues om linea models. Unadjus ed models
a e conduc ed sepa a ely o a iables indica ing cumula i e bu den o ea ly li e (6-24 yea s)
ca dio ascula isk ac o s (i.e. sys olic blood p essu e, se um o al-choles e ol and body mass
index, adolescence and young adul hood smoking a he age o 12 o 24 yea s) wi hou co a ia es.
Age and sex adjus ed models a e conduc ed sepa a ely o each ea ly li e ca dio ascula isk ac o .
In he mul i a ia e model 1, all a iables indica ing cumula i e bu den o ea ly li e (6-24 yea s)
ca dio ascula isk ac o s a e en e ed simul aneously in an age and sex adjus ed model. The
mul i a ia e model 2 is adjus ed addi ionally o childhood amily income, adul hood
an ihype ension and dyslipidemia medica ions, and diagnoses o ca dio ascula diseases and
diabe es melli us. Va iables o cogni i e pe o mance (PAL- es ) and ca dio ascula isk ac o s
a e s anda dized (mean 0, s anda d de ia ion 1), hus he be a coe icien s indica e he amoun o
change in he PAL- es pe o mance in s anda d de ia ions when he cumula i e bu den (6-24
yea s) o an ea ly li e isk ac o inc eases one s anda d de ia ion. One s anda d de ia ion uni is
equi alen o ~6 mmHg o sys olic blood p essu e, ~0.7 mmol/l (~27 mg/dL) o o al-choles e ol
and ~2.4 kg/m2 o body mass index. Fo smoking, he be a coe icien es ima es he e ec o daily
smoking be ween ages 12-24 yea s. Fo he PAL- es , lowe alues indica e lowe cogni i e
pe o mance. In all models, he pa icipan s wi h missing da a on any o he a iables in he ully
adjus ed model we e excluded om he analyses.
Online Appendix – Ro io e al. 1
ONLINE APPENDIX
SUPPLEMENTAL METHODS
Cogni ion
Du ing he ollow-up examina ion in 2011, a cogni i e es ing ba e y de eloped by he
Camb idge Cogni ion (CANTAB®) was used o assess cogni i e unc ion among he YFS
pa icipan s. The CANTAB® es is a compu e ized, p edominan ly non-linguis ic and
cul u ally neu al es ocusing on a wide ange o cogni i e domains. The es is pe o med
using a alida ed ouch-sc een compu e sys em. The ull es ba e y includes 25 indi idual
es s om which, a sui able es ba e y o each pa icula s udy may be selec ed. In YFS, he
es ba e y was selec ed so ha i could be accomplished in 20-30 minu es, and included es s
ha a e sensi i e o aging.1,2 The es s included in he es ba e y measu ed se e al cogni i e
domains: 1) sho e m memo y, 2) spa ial wo king memo y, 3) p oblem sol ing, 4) eac ion
ime, 5) a en ion, 6) apid isual p ocessing, 7) isual memo y, 8) episodic memo y, and 9)
isuospa ial lea ning.
Cogni i e es ing was pe o med du ing clinical examina ion. Due o he blood sampling
included in he s udy p o ocol, he subjec s came o he examina ions a e as ing a leas 12
hou s. They we e ins uc ed o a oid smoking, hea y physical ac i i y as well as d inking
alcohol and co ee du ing he p e ious e ening and he mo ning be o e he examina ions.
Be o e he cogni i e es ing he subjec s we e p o ided wi h a ligh snack including a whole
meal oa -based snack biscui , a small po ion o ui /be y oa meal and weak ui /be y
squash.
Du ing cogni i e es ing he pa icipan s i s conduc ed a mo o sc eening es (MOT es )
measu ing psychomo o speed and accu acy. In his s udy, he mo o sc eening es was
conside ed as a aining p ocedu e whe e he pa icipan s we e in oduced o he equipmen
Online Appendix – Ro io e al. 2
used in he es ing, and a sc eening ool o poin ou any di icul ies in ision, mo emen ,
comp ehension o abili y o ollow simple ins uc ions. Pai ed associa es lea ning es (PAL-
es ) was used o assess isual and episodic memo y as well as isuospa ial associa i e lea ning
con aining aspec s o bo h delayed esponse p ocedu e and condi ional lea ning. Spa ial
wo king memo y es (SWM- es ) was used o measu e abili y o e ain spa ial in o ma ion
and o manipula e i ems s o ed in he wo king memo y, p oblem sol ing as well as he abili y
o conduc a sel -o ganized sea ch s a egy. Reac ion ime es (RTI- es ) assessed speed o
esponse and mo emen on asks whe e he s imulus was ei he p edic able (simple loca ion
ask) o unp edic able ( i e-choice loca ion ask). Rapid isual in o ma ion es (RVP- es )
was used o assess, isual p ocessing, ecogni ion and sus ained a en ion.
Each o he CANTAB® es s p oduced se e al a iables. Fo his s udy, p incipal componen
analysis was conduc ed as a mul i a ia e echnique o da a educ ion and o iden i y
componen s accoun ing o he majo i y o he a ia ion wi hin he cogni ion da ase . P incipal
componen analysis was selec ed since i allows analyzing he majo sou ces o a ia ion in a
mul i-dimensional da a wi hou in oducing inhe en bias. P incipal componen analyses we e
pe o med sepa a ely o all indi idual es s. The i s componen s esul ing om hese analyses
we e conside ed o ep esen cogni i e pe o mance ela ed o he pa icula cogni i e domain.
A e c ea ing he es wise p incipal componen s hei dis ibu ions we e analyzed. The
componen o mo o sc eening es was excluded om u he analyses because i did no
disc imina e he subjec s indica ing a ceiling e ec . All o he componen s we e no malized
based on he ank o de no maliza ion p ocedu e esul ing in i e sepa a e a iables, each wi h
mean alue o 0 and s anda d de ia ion (SD) o 1.
Online Appendix – Ro io e al. 3
Co a ia es
Age was de ined in ull yea s a he end o he yea 2011. A he baseline, he sum o household
income was assessed wi h an eigh -ca ego y ques ion and used as an indica o o he socio-
economic s a us o he amily (he ea e amily income). Fo his s udy, he o iginal income
ca ego ies we e con e ed o co espond o he alue o money in 2011, and a e ha combined
in o ou ca ego ies: 1) <17 000 eu os/yea , 2) 17 000–27 000, 3) 27 000–37 000 eu os/yea ,
and 4) >37 000 eu os/yea . Da a on an ihype ensi e (N=192) and dyslipidemia (N=72)
medica ions we e ob ained om he ques ionnai es in he la es ollow-up s udy (2011).
Diagnoses o ca dio ascula diseases (N=13) we e adjudica ed om he na ional hospi al
discha ge egis e . Diagnoses o ype 1 diabe es we e sel - epo ed in he las ollow-up s udy
(yea 2011). Pa icipan s we e classi ied as ha ing ype 2 diabe es i , a any o he ollow-up
isi s (2001, 2007 o 2011-2012), hei as ing plasma glucose alue was equal o g ea e han
7 mmol/l, o i hey epo ed ha ing he diagnosis made by a physician. In addi ion, indi iduals
whose hemoglobin A1c was equal o g ea e han 6.5% (48 mmol/l) a 2011 ollow-up o who
epo ed aking glucose lowe ing medica ion a 2007 o 2011 ollow-up we e classi ied as
ha ing ype 2 diabe es. Finally, ype 2 diabe es diagnoses we e ob ained om he Na ional
Social Insu ance Ins i u ion's D ug Reimbu semen Regis y (N=75). Fu he mo e, childhood
academic pe o mance o he s udy pa icipan was exp essed by g ade poin a e age ha was
calcula ed as a mean o g ades in all indi idual school subjec s epo ed in a ques ionnai e. In
Finland, he school g ades a y on a scale be ween 4 indica ing ailu e (US g ade: F) and 10
indica ing excellen knowledge and skills (US g ade: A). In his s udy, he g ade poin a e age
alues we e used as a p oxy o childhood cogni i e abili y. Adul hood educa ion was assessed
wi h ques ionnai es a he ollow-up s udies in 2001, 2007 and 2011. Fo his s udy, he
maximum yea s o educa ion was de e mined as a con inuous a iable om sel - epo ed da a
conce ning o al yea s o educa ion. Apolipop o ein E (APOE) geno ypes we e analyzed wi h
Online Appendix – Ro io e al. 4
2 single nucleo ide polymo phisms ( s429358 and s7412), and he APOE p omo e
polymo phisms −219 and + 113 ( s405509 and s440446, espec i ely). In his s udy, subjec s
we e di ided in o 1) apoEε4 ca ie s (a leas one ε4 allele) and 2) non-ca ie s (no ε4 alleles).
Physical ac i i y was measu ed wi h a sel -adminis e ed ques ionnai e a baseline and in all
ollow-ups. The ques ionnai e consis ed o i ems on he equency and in ensi y o physical
ac i i y, equency o igo ous physical ac i i y, hou s spen on igo ous physical ac i i y,
a e age du a ion o a physical ac i i y session, and pa icipa ion in o ganized physical ac i i y.
A comp ehensi e physical ac i i y index was calcula ed o baseline and each ollow-up s udy
simila ly o p e ious s udies.3 Mean o he adul hood (ages 24-49 yea s) physical ac i i y
indexes was conside ed as an indica o o physical ac i i y le el in his s udy.
S a is ical analyses
Subjec -speci ic cu es o sys olic BP, se um o al-, HDL- and LDL-choles e ols, iglyce ides
and BMI we e es ima ed by mixed model eg ession splines.4 The co a iance s uc u e o he
longi udinal se ing was modelled by allowing o subjec speci ic eg ession spline
coe icien s, which we e inco po a ed as andom e ec s o he model. To a oid o e i ing we
educed he numbe o kno s ( wo kno s on he calenda ime om 1980 o 2011) o he
subjec -speci ic pa om ha o he ixed e ec s pa ( ou kno s on age om 3 o 34 yea s).
The mean p o ile was allowed o a y ac oss bi h coho s and sex in e ms o possibly di e en
ixed e ec s pa s. Simila o he app oach o Lai e al (2014), we hen e alua ed he a ea unde
he cu e (AUC) as a measu e o a long e m bu den o each o he measu ed a ibu es.5 Fo
his s udy, he AUC a iables o BP, se um o al-, HDL- and LDL-choles e ols, iglyce ides
and BMI we e de ined sepa a ely o childhood (age 6-12 yea s), adolescence (12-18 yea s),
young adul hood (18-24 yea s) and ea ly li e (6-24 yea s). Fo in e p e abili y, he AUC
a iables we e s anda dized esul ing in no mally dis ibu ed a iables wi h mean 0 and SD 1.
Online Appendix – Ro io e al. 5
To analyze he e ec o isk ac o clus e ing om childhood o young adul hood on cogni i e
pe o mance a midli e, a a iable indica ing he numbe o isk ac o s du ing ea ly li e (6-24
yea s) was c ea ed. Fi s , he AUC a iables o BP and se um o al-choles e ol we e
dicho omized in o 1) high isk ac o le el (≥ 75 h pe cen ile; coded as 1) and 2) low isk ac o
le el (<75 h pe cen ile; coded as 0). Smoking s a us was dicho omized simila ly in o 1) smoke s
(coded as 1) and 2) non-smoke s (coded as 0). Finally, he dicho omic a iables o BP, se um
o al-choles e ol and smoking we e summed o c ea e he a iable indica ing he numbe o isk
ac o s ( ange 0-3) du ing ea ly li e. The numbe o pe sons wi h h ee ea ly li e ca dio ascula
isk ac o s was subs an ially low (n=62) and he e o e, he pe sons wi h 2 o 3 isk ac o s
we e conside ed as he highes g oup. A simila a iable indica ing he numbe o
ca dio ascula isk ac o s a he ime o cogni i e es ing was o med based on he BP and
se um o al-choles e ol alues (dicho omized om he 75 h pe cen ile simila ly o he ea ly li e
AUC a iables) and smoking s a us du ing he la es ollow-up s udy ( ange o he sum a iable
0-3). The numbe o pa icipan s wi h h ee ca dio ascula isk ac o s in he la es ollow-up
s udy was low (n=28), and he e o e, he pe sons wi h 2 o 3 isk ac o s we e again add essed
o he same ca ego y. Sensi i i y analyses we e addi ionally pe o med using cu -poin s o 70 h,
80 h and 85 h pe cen iles o con inuous a iables (Online able 5).
To in es iga e whe he he e ec o ca dio ascula isk ac o clus e ing is a ibu able o isk
ac o exposu e le els exceeding ecommended guidelines, he age and sex speci ic guideline
alues we e conside ed o sys olic BP6, LDL-choles e ol7 and smoking.8 Each subjec was
classi ied as ha ing isk ac o le els below/abo e he ecommended guidelines a each age
poin . Subsequen ly, he subjec s we e classi ied acco ding o he numbe o isk ac o s (i.e.
sys olic BP, LDL-choles e ol and smoking) and imes when hey had isk ac o le els
exceeding he guidelines be ween ages 6-24 in o: 1) no isk ac o le els exceeding guidelines
o le els exceeding guidelines a mos once on each isk ac o , 2) isk ac o le els exceeding
Online Appendix - Ro io e al 12
Online Table 3. Cha ac e is ics o he s udy popula ion.
All
(N=2026)
Men
(N=922)
Women
(N=1104)
Backg ound cha ac e is ics
Age, yea s (N=2026)
A baseline
10.8 (5.0)
10.7 (5.1)
10.9 (5.0)
A cogni i e es ing
41.8 (5.0)
41.7 (5.1)
41.9 (5.0)
Family income a baseline, N (%), (N=1956)
<17 000 eu os/yea
512 (26.2)
229 (25.7)
283 (26.6)
17 000–27 000 eu os/yea
575 (29.4)
270 (30.3)
305 (28.6)
27 000–37 000 eu os/yea
425 (21.7)
191 (21.5)
234 (22.0)
>37 000 eu os/yea
444 (22.7)
200 (22.5)
244 (22.9)
Childhood academic pe o mance (N=1777)
7.77 (0.7)
7.57 (0.7)
7.94 (0.7)
ApoE ε4 ca ie s (≥one ε4 allele) (N=1909)
680 (35.6)
314 (36.6)
366 (34.8)
Ea ly li e smoking, N (%), yes (N=1968)
544 (27.6)
291 (32.6)
253 (23.5)
Physical ac i i y index ( ange 5-15), (N=2005)
9.21 (1.72)
9.14 (1.84)
9.26 (1.62)
Ca dio ascula isk ac o s a baseline
Sys olic blood p essu e, mmHg (N=2009)
112.8 (11.9)
113.8 (13.0)
112.0 (10.9)
Dias olic blood p essu e, mmHg (N=1732)
68.6 (9.4)
68.9 (9.6)
68.3 (9.2)
To al-choles e ol, mmol/l (N=2003)
5.3 (0.9)
5.2 (0.9)
5.4 (0.9)
HDL-choles e ol, mmol/l (N=2002)
1.6 (0.3)
1.6 (0.3)
1.6 (0.3)
LDL-choles e ol, mmol/l (N=2002)
3.4 (0.8)
3.4 (0.8)
3.5 (0.8)
T iglyce ides, mmol/l (N=2003)
0.7 (0.3)
0.7 (0.3)
0.7 (0.3)
Body mass index, kg/m2 (N=2011)
18.0 (3.1)
18.0 (3.2)
17.9 (3.1)
Ca dio ascula isk ac o s a cogni i e
es ing
Sys olic blood p essu e, mmHg (N=2019)
118.9 (14.1)
122.9 (13.3)
115.6 (13.8)
Dias olic blood p essu e, mmHg (N=2019)
74.9 (10.5)
77.8 (10.8)
72.4 (9.5)
To al-choles e ol, mmol/l (N=2008)
5.2 (1.0)
5.3 (1.0)
5.1 (0.9)
HDL-choles e ol, mmol/l (N=2006)
1.3 (0.3)
1.2 (0.3)
1.4 (0.3)
LDL-choles e ol, mmol/l (N=1961)
3.3 (0.8)
3.4 (0.9)
3.1 (0.8)
Online Appendix - Ro io e al 13
T iglyce ides, mmol/l (N=2008)
1.3 (1.2)
1.6 (1.2)
1.1 (1.2)
Body mass index, kg/m2 (N=2020)
26.5 (5.1)
27.0 (4.4)
26.1 (5.5)
A ea unde he cu e (AUC) a iables o
ca dio ascula isk ac o s
Childhood (6-12 yea s), mean (SD)
Sys olic blood p essu e, mmHg*y s (N=2026)
647.5 (31.9)
646.0 (32.4)
648.8 (31.5)
To al-choles e ol, mmol/l*y s (N=2026)
33.1 (4.0)
32.8 (4.1)
33.3 (3.9)
HDL-choles e ol, mmol/l*y s (N=2026)
9.1 (1.4)
9.2 (1.4)
8.9 (1.4)
LDL-choles e ol, mmol/l*y s (N=2026)
22.1 (4.3)
21.6 (4.3)
22.5 (4.2)
T iglyce ides, mmol/l*y s (N=2026)
3.8 (1.1)
3.6 (1.1)
3.9 (1.1)
Body mass index, kg/m2*y s (N=2026)
99.7 (9.7)
100.0 (9.8)
99.4 (9.6)
Adolescence (12-18 yea s), mean (SD)
Sys olic blood p essu e, mmhg*y s (N=2026)
685.8 (40.6)
699.3 (40.0)
674.5 (37.6)
To al-choles e ol, mmol/l*y s (N=2026)
29.4 (4.1)
28.4 (4.0)
30.2 (4.0)
HDL-choles e ol, mmol/l*y s (N=2026)
8.7 (1.4)
8.3 (1.3)
9.0 (1.4)
LDL-choles e ol, mmol/l*y s (N=2026)
18.4 (3.9)
17.9 (3.9)
18.9 (3.8)
T iglyce ides, mmol/l*y s (N=2026)
4.9 (1.4)
4.8 (1.4)
5.0 (1.3)
Body mass index, kg/m2*y s (N=2026)
120.6 (14.3)
120.5 (14.4)
120.6 (14.2)
Young adul hood (18-24 yea s), mean (SD)
Sys olic blood p essu e, mmHg*y s (N=2026)
713.2 (53.1)
746.2 (45.6)
685.7 (42.1)
To al-choles e ol, mmol/l*y s (N=2026)
29.4 (4.2)
28.3 (4.1)
30.4 (4.1)
HDL-choles e ol, mmol/l*y s (N=2026)
8.1 (1.6)
7.2 (1.3)
8.8 (1.5)
LDL-choles e ol, mmol/l*y s (N=2026)
17.7 (3.7)
17.2 (3.7)
18.1 (3.7)
T iglyce ides, mmol/l*y s (N=2026)
6.2 (1.6)
6.2 (1.7)
6.2 (1.5)
Body mass index, kg/m2*y s (N=2026)
135.2 (17.3)
138.1 (16.9)
132.8 (17.2)
Cogni i e componen s, mean (SD)
PAL- es (N=1848)
Cogni i e
componen s
we e
s anda dized;
mean 0, SD 1
-0.1 (1.0)
0.1 (1.0)
SWM- es (N=2011)
0.2 (1.0)
-0.2 (1.0)
RTI- es (N=1822)
0.2 (1.0)
-0.2 (0.9)
RVP- es (N=1975)
0.1 (1.0)
-0.1 (1.0)
Online Appendix - Ro io e al 14
Values a e means (s anda d de ia ions) o con inuous a iables and numbe s (pe cen ages)
o ca ego ical a iables. S uden ’s - es and χ2- es we e used. Ea ly li e smoking was
dicho omized in o hose smoking a any ollow-up phase be ween ages 12-24. Family income
was measu ed as sum o pa icipan s’ pa en s’ income and ans o med o co espond wi h
he cu en alue o money. Physical ac i i y index was calcula ed as a mean o adul hood
(ages 24-29 yea s) physical ac i i y indexes ha we e c ea ed based on da a que ied a each
ollow-up s udy on equency and in ensi y o physical ac i i y, equency o igo ous
physical ac i i y, hou s spen on igo ous physical ac i i y, a e age du a ion o a physical
ac i i y session, and pa icipa ion in o ganized physical ac i i y ( ange 5-15). P incipal
componen analyses was used o calcula e componen s indica ing isual and episodic
memo y and isuospa ial associa i e lea ning (PAL- es ), wo king memo y and p oblem
sol ing (SWM- es ), eac ion ime (RTI- es ) and ecogni ion, isual p ocessing and sus ained
a en ion (RVP- es ) based on CANTAB® cogni i e es ba e y. All compa isons be ween
men and women we e s a is ically signi ican (p<0.05) excep o age a baseline and a he
ollow-up, amily income, apoE ε4 allele, adul hood physical ac i i y index, baseline dias olic
blood p essu e, baseline HDL-choles e ol, baseline body mass index, childhood and
adolescence AUC’s o body mass index, and young adul hood iglyce ides o which he
compa isons we e non-signi ican . The alues o se um o al-, HDL- and LDL-choles e ol a e
con e ed in o mg/dl by mul iplying he alues in mmol/l by 39. The alues o iglyce ides
a e con e ed in o mg/dl by mul iplying he alues in mmol/l by 89.
Online Appendix - Ro io e al 15
Online Table 4. Baseline and ea ly li e cha ac e is ics o pa icipan s and non-pa icipan s.
Pa icipan s
(N=2026)
Non-pa icipan s
(N=1570)
P- alue
Sex, male
922 (45.51)
842 (53.63)
<0.0001
Age a baseline, yea s
10.84 (5.01)
9.92 (4.92)
<0.0001
Family income a baseline, N (%)
<17 000 eu os/yea
512 (26.18)
438 (29.26)
17 000–27 000 eu os/yea
575 (29.40)
479 (32.00)
27 000–37 000 eu os/yea
425 (21.73)
309 (20.64)
0.003
>37 000 eu os/yea
444 (22.70)
271 (18.10)
Ea ly li e smoking, N (%)
544 (27.64)
397 (28.14)
0.752
Childhood academic pe o mance
7.77 (0.73)
7.65 (0.74)
<0.0001
ApoE ε4 ca ie s (≥one ε4 allele)
680 (35.62)
273 (37.19)
0.451
Sys olic blood p essu e, mmHg
112.80 (11.92)
112.21 (12.53)
0.165
Dias olic blood p essu e, mmHg
68.58 (9.39)
69.02 (9.84)
0.221
To al-choles e ol, mmol/l
5.29 (0.90)
5.31 (0.93)
0.551
HDL-choles e ol, mmol/l
1.56 (0.31)
1.56 (0.31)
0.939
LDL-choles e ol, mmol/l
3.42 (0.82)
3.45 (0.86)
0.427
T iglyce ides, mmol/l
0.67 (0.31)
0.66 (0.32)
0.434
Body mass index, kg/m2
17.97 (3.12)
17.69 (3.10)
0.009
Values a e means (s anda d de ia ions) o con inuous a iables and numbe o subjec s
(pe cen ages) o ca ego ical a iables. Age and sex adjus ed p- alues we e calcula ed using
linea models. The pa icipan s a e subjec s who pa icipa ed in he cogni i e es ing du ing he
la es ollow-up s udy o he Ca dio ascula Risk in Young Finns S udy. The non-pa icipan s
a e subjec s who did no pa icipa e in cogni i e es ing. Blood p essu e, se um lipids and body
mass index a e measu ed a he baseline. Ea ly li e smoking was dicho omized in o hose
smoking a any ollow-up phase be ween ages 12-24. Family income was measu ed as sum o
Online Appendix - Ro io e al 16
pa icipan s’ pa en s’ income, ans o med o co espond wi h he cu en alue o money.
G ade poin a e age ( ange om 4.0 o 10.0) is calcula ed as he mean o g ades on all school
subjec s a baseline o ei he o he wo ollowing ollow-ups ( o hose pa icipan s who we e
no o school age a he baseline). G ade poin a e age is conside ed as a measu e o childhood
academic pe o mance. The alues o se um o al-, HDL- and LDL-choles e ol a e con e ed
in o mg/dl by mul iplying he alues in mmol/l by 39. The alues o iglyce ides a e con e ed
in o mg/dl by mul iplying he alues in mmol/l by 89.
Online Appendix - Ro io e al 17
Online Table 5. Associa ions be ween childhood, adolescence and young adul hood ca dio ascula isk ac o s and midli e cogni i e
pe o mance.
Childhood
(6-12 yea s)
Adolescence
(12-18 yea s)
Young adul hood
(18-24 yea s)
β coe icien (SE)
p- alue
β coe icien (SE)
p- alue
β coe icien
(SE)
p- alue
Sys olic blood p essu e
PAL- es
-0.058 (0.023)
0.013
-0.067 (0.026)
0.011
-0.097 (0.030)
0.001
SWM- es
0.006(0.022)
0.770
-0.001 (0.025)
0.956
-0.012 (0.029)
0.681
RTI- es
0.039 (0.024)
0.103
0.036 (0.027)
0.180
0.028 (0.030)
0.360
RVP- es
-0.020 (0.023)
0.393
-0.034 (0.026)
0.196
-0.046 (0.030)
0.121
Dias olic blood p essu e
PAL- es
-0.024 (0.027)
0.382
-0.035 (0.027)
0.185
-0.053 (0.025)
0.035
SWM- es
0.032 (0.026)
0.216
0.029 (0.026)
0.264
0.020 (0.024)
0.406
RTI- es
0.027 (0.028)
0.328
-0.008 (0.027)
0.761
-0.009 (0.025)
0.728
RVP- es
-0.030 (0.027)
0.266
-0.025 (0.027)
0.348
-0.028 (0.025)
0.266
Se um o al-choles e ol
PAL- es
-0.063(0.025)
0.010
-0.066 (0.025)
0.009
-0.066 (0.024)
0.007
SWM- es
-0.031 (0.023)
0.180
-0.027(0.024)
0.263
-0.019 (0.023)
0.427
RTI- es
0.003 (0.025)
0.917
-0.001 (0.026)
0.976
-0.005 (0.025)
0.836
RVP- es
-0.046 (0.025)
0.063
-0.047 (0.025)
0.062
-0.050 (0.024)
0.041
Se um LDL-choles e ol
PAL- es
-0.059 (0.028)
0.031
-0.056 (0.025)
0.025
-0.052 (0.023)
0.024
SWM- es
-0.044 (0.026)
0.091
-0.036 (0.024)
0.133
-0.021 (0.022)
0.333
RTI- es
-0.013 (0.028)
0.635
-0.016 (0.025)
0.515
-0.012 (0.024)
0.613
RVP- es
-0.047 (0.027)
0.084
-0.039(0.025)
0.119
-0.041 (0.023)
0.078
Online Appendix - Ro io e al 18
Online Table 5. Associa ions be ween childhood, adolescence and young adul hood ascula isk ac o s and midli e cogni i e pe o mance 1
(con inued). 2
Childhood
(6-12 yea s)
Adolescence
(12-18 yea s)
Young adul hood
(18-24 yea s)
β coe icien
(SE)
p- alue
β coe icien
(SE)
p- alue
β coe icien
(SE)
p- alue
Se um HDL-choles e ol
PAL- es
-0.064 (0.037)
0.087
-0.059 (0.035)
0.098
-0.048 (0.031)
0.117
SWM- es
-0.020 (0.036)
0.576
-0.016 (0.034)
0.640
-0.019 (0.029)
0.519
RTI- es
0.020 (0.038)
0.594
0.014 (0.036)
0.708
-0.003 (0.031)
0.919
RVP- es
-0.014 (0.038)
0.706
-0.012 (0.036)
0.746
-0.001 (0.031)
0.980
Se um iglyce ides
PAL- es
-0.045 (0.027)
0.093
-0.053 (0.027)
0.049
-0.042 (0.022)
0.055
SWM- es
-0.034 (0.026)
0.182
-0.012 (0.025)
0.647
-0.001 (0.021)
0.972
RTI- es
-0.030 (0.028)
0.283
0.001 (0.027)
0.976
-0.010 (0.022)
0.646
RVP- es
-0.031 (0.027)
0.242
-0.053 (0.027)
0.045
-0.040 (0.022)
0.070
Body mass index
PAL- es
-0.020 (0.024)
0.415
-0.014 (0.025)
0.570
-0.009 (0.024)
0.709
SWM- es
0.027 (0.023)
0.240
0.026 (0.023)
0.272
0.034 (0.023
0.149
RTI- es
0.024 (0.025)
0.324
0.020 (0.025)
0.414
0.005 (0.025)
0.850
RVP- es
-0.036 (0.024)
0.136
-0.052 (0.024)
0.034
-0.076 (0.024)
0.024
Adolescence and young adul hood (12-24 yea s)
Smoking
β coe icien (SE)
p- alue
PAL- es
All 6-12-yea -old
pa icipan s we e
non-smoke s
-0.123 (0.053)
0.020
SWM- es
0.020 (0.050)
0.692
RTI- es
-0.037 (0.053)
0.489
Online Appendix - Ro io e al 19
RVP- es
-0.116 (0.052)
0.027
1
Online Appendix - Ro io e al 20
The alues a e β coe icien s (s anda d e o s) and p- alues om linea models. Va iables o cogni i e pe o mance and ca dio ascula isk ac o s
a e s anda dized (mean 0, s anda d de ia ion 1) and hus he be a coe icien s indica e he amoun o change in s anda d de ia ions when isk ac o s
inc ease one s anda d de ia ion. All models we e adjus ed o age and sex. Sys olic and dias olic blood p essu e, se um lipids and body mass index
we e ea ed as con inuous a iables. P incipal componen analyses was used o calcula e componen s indica ing isual and episodic memo y and
isuospa ial associa i e lea ning (PAL- es ), wo king memo y and p oblem sol ing (SWM- es ), eac ion ime (RTI- es ) and ecogni ion, isual
p ocessing and sus ained a en ion (RVP- es ) based on CANTAB cogni i e es ba e y. In he a iables o cogni i e pe o mance, lowe alues
indica e lowe cogni i e pe o mance. The analyses we e conduc ed using all a ailable da a o each cogni i e es ; in he analyses o sys olic and
dias olic blood p essu e, se um o al- and LDL-choles e ol, se um iglyce ides, and body mass index N=1781 in he PAL- es , N=1941 in he SWM-
es , N=1756 in he RTI- es , and N=1906 in he RVP- es . In he analyses o HDL-choles e ol N=1780 in he PAL- es , N=1940 in he SWM- es ,
N=1755 in he RTI- es , and N=1905 in he RVP- es and in he analyses o smoking N=1733 in he PAL- es , N=1886 in he SWM- es , N=1708
in he RTI- es , and N=1851 in he RVP- es .
Online Appendix - Ro io e al 21
Online Table 6. Sensi i i y analyses o he numbe o ea ly and midli e ca dio ascula isk ac o s.
Ex eme 70 h
pe cen ile
Ex eme 75 h
pe cen ile
Ex eme 80 h
pe cen ile
Ex eme 85 h
pe cen ile
β es ima e (SE)
p- alue
β es ima e (SE)
p- alue
β es ima e (SE)
p- alue
β es ima e (SE)
p- alue
Uni a ia e models
Numbe o ea ly
li e
isk ac o s
Numbe o midli e
isk ac o s
-0.136 (0.033)
-0.090 (0.032)
<0.001
0.006
-0.135 (0.034)
-0.078 (0.034)
<0.001
0.022
-0.120 (0.035)
-0.063 (0.035)
<0.001
0.071
-0.111 (0.037)
-0.061 (0.037)
0.002
0.103
Mul i a ia e model
Numbe o ea ly
li e isk ac o s
Numbe o midli e
isk ac o s
-0.115 (0.035)
-0.056 (0.035)
0.001
0.110
-0.119 (0.036)
-0.045 (0.037)
0.001
0.220
-0.107 (0.038)
-0.035 (0.038)
0.004
0.351
-0.099 (0.039)
-0.038 (0.040)
0.011
0.345
A 3-le el a iable indica ing he numbe o isk ac o s du ing ea ly (age 6-24 yea s) and midli e (a he la es ollow-up in 2011; age 34-49 yea s)
was c ea ed om he a ea unde he cu e (AUC) a iables o each ca dio ascula isk ac o (1=no isk ac o s, 2=one isk ac o , 3= wo o h ee
isk ac o s). The AUC a iables o BP and se um o al-choles e ol we e dicho omized in o high isk ac o le el (≥ 70 h/75 h/80 h/85 h pe cen ile)