Variants in calcium voltage-gated channel subunit Alpha1 C-gene (CACNA1C) are associated with sleep latency in infants
Abstract
Public Library of Science open access
Full text
RESEARCH ARTICLE
Va ian s in calcium ol age-ga ed channel
subuni Alpha1 C-gene (CACNA1C) a e
associa ed wi h sleep la ency in in an s
Ka i Kan oja
¨ i
1,2
, Johanna Liuhanen
1,2
, Ou i Saa enpa
¨a
¨-Heikkila
¨
3
, Anna-Liisa Sa omaa
4
,
Anneli Kyllia
¨inen
5
, Pi jo Po
¨lkki
6
, Julia Jaa ela
1,2
, Auli Toi ola
1,2
, Lili Milani
7
, Sa i-
Leena Himanen
4,8
, Ta ja Po kka-Heiskanen
9
, Juulia Paa onen
10
, Tiina Paunio
1,2
*
1Genomics and Bioma ke s Uni , Na ional Ins i u e o Heal h and Wel a e, Helsinki, Finland, 2Depa men
o Psychia y, Uni e si y o Helsinki and Helsinki Uni e si y Cen al Hospi al, Helsinki, Finland, 3Human
In o ma ion P ocessing–labo a o y, Uni e si y o Tampe e, Tampe e, Finland, 4Depa men o Clinical
Neu ophysiology, Tampe e Uni e si y Hospi al, Medical Imaging Cen e and Hospi al Pha macy, Pi kanmaa
Hospi al Dis ic , Tampe e, Finland, 5School o Social Sciences and Humani ies/Psychology, Uni e si y o
Tampe e, Tampe e, Finland, 6Depa men o Social Sciences, Uni e si y o Eas e n Finland, Kuopio,
Finland, 7The Es onian Genome Cen e , Uni e si y o Ta u, Ta u, Es onia, 8Facul y o Medicine and Li e
Sciences, Uni e si y o Tampe e, Tampe e, Finland, 9Ins i u e o Biomedicine/Physiology, Uni e si y o
Helsinki, Helsinki, Finland, 10 Child and Adolescen Men al Heal h, Na ional Ins i u e o Heal h and Wel a e,
Helsinki, Finland
*[email p o ec ed]
Abs ac
Gene ic a ian s in CACNA1C (calcium ol age-ga ed channel subuni alpha1 C) a e associ-
a ed wi h bipola diso de and schizoph enia whe e sleep dis u bances a e common. In an
expe imen al model, Cacna1c has been ound o modula e he elec ophysiological a chi ec-
u e o sleep. The e a e s ong gene ic in luences o consolida ion o sleep in in ancy, bu
only a ew s udies ha e hus a esea ched he gene ic ac o s unde lying he p ocess. We
hypo hesized ha gene ic a ian s in CACNA1C a ec he egula ion o sleep in ea ly de el-
opmen . Se en a ian s ha we e ea lie associa ed (genome-wide signi ican ly) wi h psy-
chia ic diso de s a CACNA1C we e selec ed o analyses. The s udy sample consis s o
1086 in an s (520 gi ls and 566 boys) om he Finnish CHILD-SLEEP bi h coho (geno-
yped by Illumina In inium PsychA ay BeadChip). Sleep leng h, la ency, and nigh ly awa-
kenings we e epo ed by he pa en s o he in an s wi h a home-deli e ed ques ionnai e a
8 mon hs o age. The gene ic in luence o CACNA1C a ian s on sleep in in an s was exam-
ined by using PLINK so wa e. Th ee o he examined CACNA1C a ian s, s4765913,
s4765914, and s2239063, we e associa ed wi h sleep la ency (pe mu ed P<0.05). The e
was no signi ican associa ion be ween s udied a ian s and nigh awakenings o sleep
du a ion. CACNA1C a ian s o psychia ic diso de s we e ound o be associa ed wi h long
sleep la ency among 8-mon h-old in an s. I emains o be cla i ied whe he he indings e e
o de ec i e egula ion o sleep, o o dis ac ibili y o sleep unde ex e nal in luences.
PLOS ONE | h ps://doi.o g/10.1371/jou nal.pone.0180652 Augus 9, 2017 1 / 12
a1111111111
a1111111111
a1111111111
a1111111111
a1111111111
OPEN ACCESS
Ci a ion: Kan oja¨ i K, Liuhanen J, Saa enpa¨a¨-
Heikkila¨O, Sa omaa A-L, Kyllia¨inen A, Po¨lkki P, e
al. (2017) Va ian s in calcium ol age-ga ed
channel subuni Alpha1 C-gene (CACNA1C) a e
associa ed wi h sleep la ency in in an s. PLoS ONE
12(8): e0180652. h ps://doi.o g/10.1371/jou nal.
pone.0180652
Edi o : Thomas H. J. Bu ne, Uni e si y o
Queensland, AUSTRALIA
Recei ed: Janua y 26, 2017
Accep ed: June 19, 2017
Published: Augus 9, 2017
Copy igh : ©2017 Kan oja¨ i e al. This is an open
access a icle dis ibu ed unde he e ms o he
C ea i e Commons A ibu ion License, which
pe mi s un es ic ed use, dis ibu ion, and
ep oduc ion in any medium, p o ided he o iginal
au ho and sou ce a e c edi ed.
Da a A ailabili y S a emen : The e hical app o al
limi s he indi idual-le el da a a ailabili y om
CHILD-SLEEP coho , and p ohibi s he au ho s
om making da a se publicly a ailable. Da a a e
a ailable om he co esponding au ho (Tiina
Paunio) upon e hical app o al om he E hical
Commi ee o Pi kanmaa Hospi al Dis ic
(sec e a y Ki si Ko honen a ki si.ko honen@pshp.
i).
In oduc ion
CACNA1C encodes he alpha subuni o he L- ype ol age-dependen calcium channel
Ca 1.2, which is highly exp essed in hippocampus, ce eb al co ex, and ce ebellum [1]. Un il
now, genome-wide associa ion s udies ha e de ec ed se en a ian s a CACNA1C which a e
associa ed wi h psychia ic diso de s. The Psychia ic GWAS Conso ium Bipola Diso de
Wo king G oup [2] epo ed genome-wide, signi ican associa ion be ween CACNA1C a ian
s4765913 and bipola diso de . They also showed, oge he wi h he Psychia ic Genomic
Conso ium (PGC), ha associa ion was s onge be ween s4765913 and a combined sample
o schizoph enia and bipola diso de han wi h schizoph enia alone [2]. The Schizoph enia
Psychia ic Genome-Wide Associa ion S udy (GWAS) Conso ium [3] conduc ed a mega-
analysis o samples consis ing o schizoph enia and bipola diso de which eached a genome-
wide signi ican associa ion wi h a ian s4765905. This associa ion was eplica ed in wo
s udies [4,5].
The C oss-Diso de G oup o he Psychia ic Genomics Conso ium [6] pe o med GWAS
o samples o schizoph enia, bipola diso de , ASD, a en ion de ici -hype ac i i y diso de
(ADHD), and majo dep essi e diso de (MDD). Va ian s1024582 a CACNA1C was associ-
a ed wi h c oss-diso de a he genome-wide signi icance le el when all i e diso de s we e
included. In model selec ion analyses, a ian s4765914 was associa ed wi h sample consis ing
o bipola diso de , MDD and schizoph enia [6]. The Schizoph enia Wo king G oup o he
Psychia ic Genomics Conso ium [7] combined all a ailable schizoph enia samples and iden-
i ied 108 loci ha me genome-wide signi icance in schizoph enia. One o he loci was a
CACNA1C, wi h signi ican associa ion o a ian s s2007044 and s2239063. Ano he s udies
obse ed genome-wide signi ican associa ion be ween a ian s1006737 and schizoph enia
[8] and a combined sample o bipola diso de and schizoph enia [9]. The s udies o human
b ain imaging ha e sugges ed ha s1006737 may a ec s uc u es and unc ions o b ain in
schizoph enia, such as co ical whi e ma e in eg i y [10–12]. Allelic a ia ion o s1006737
also has an impac on egional g ay ma e olume in heal hy indi iduals [13]. Fu he mo e
isk allele AA o schizoph enia inc eases L- ype ol age-ga ed calcium channel cu en den-
si y and le els o CACNA1C mRNA in induced human neu ons [14].
S udies in adul s ha e esol ed ha a ian s in CACNA1C a e associa ed wi h sleep diso de
and sleep ai s, including na colepsy [15], sleep la ency [16], and sleep quali y [16,17]. Mos
o he associa ed a ian s a e loca ed in he hi d in on o CACNA1C, nea he se en a ian s
ela ed o psychia ic ai s. None o hese sleep ela ed a ian s me he genome-wide signi i-
cance le el. Cacna1c has been ound o modula e he elec ophysiological a chi ec u e o sleep
in mice. In a s udy by Kuma and colleagues [18], haploinsu iciency o Cacna1c educed EEG
spec al gamma powe du ing wake and REM sleep, which migh indica e lowe ed ale ness
du ing wake ulness and educed co ical ac i a ion du ing REM sleep [18]. In addi ion he e o-
zygous Cacna1c mice demons a ed lowe REM sleep ebound a e sleep dep i a ion [18].
Posi i e symp oms o schizoph enia a e ela ed o phenomenological and neu obiological ea-
u es o REM sleep [19]. The mal unc ioning REM-sleep p ocesses o he e ozygous CACNA1C
knockou mice esemble he impai ed sleep egula ion obse ed in schizoph enia [18].
Sleep dis u bances a e common in bipola diso de [20] and schizoph enia [21]. In child en
and adolescen s, sleep p oblems a e highly-p e alen in andem wi h psychia ic diso de s,
such as ADHD, anxie y, mood diso de s, and ASD [22]. Insu icien sleep has nega i e impac
on in an ´s neu obeha io al and cogni i e unc ions and heal h [23]. Sho sleep du a ion,
p olonged sleep onse and equen nigh awakenings a e associa ed wi h social-emo ional
p oblems in oddle s [24]. The e a e s ong gene ic in luences o consolida ion o sleep in
in ancy [25], bu li le is known ega ding how gene ic a ia ion a ec s sleep in ea ly
CACNA1C a ian s a ec sleep la ency in in an s
PLOS ONE | h ps://doi.o g/10.1371/jou nal.pone.0180652 Augus 9, 2017 2 / 12
Funding: This s udy was unded by he Academy
o Finland (g an s 134880; www.aka. i/skidi-kids,
253346 o TP) and Gyllenbe g ounda ion ( o TP).
The polysomnog aphy s udy was inancially
suppo ed by Compe i i e S a e Resea ch
Financing o he Expe Responsibili y a ea o
Tampe e Uni e si y Hospi al (G an s 9P013,
9R007, 9S007). The unde s had no ole in s udy
design, da a collec ion and analysis, decision o
publish, o p epa a ion o he manusc ip .
Compe ing in e es s: The au ho s ha e decla ed
ha no compe ing in e es s exis .
childhood. Touche e e al. 2013 epo ed ha nigh ime sleep du a ion is s ongly in luenced
by gene ic ac o s [25]. Thei s udy comp ised 995 wins and sleep du a ion was measu ed a 6,
18, 30 and 48 mon hs o age. They obse ed s ong gene ic in luences a consolida ed nigh
ime sleep du a ion a 6, 30 and 48 mon hs. In con as sha ed en i onmen al in luences
explained a la ge p opo ion o a iance in day ime sleep du a ion [25]. Fi s GWAS o
sleep du a ion in child en de ec ed genome-wide signi ican associa ion a ch omosome 11
bu his was no eplica ed in independen samples [26]. Child en we e 2–14 yea s old. No
GWAS o sleep ai s in in an s has been published ye .
In his s udy we a emp ed o de e mine whe he a ian s in CACNA1C a e associa ed wi h
al e ed sleep pa ame e s in Finnish in an s. We we e in e es ed in his ques ion because 1) a i-
an s in his gene ha e been associa ed wi h psychia ic disease, especially bipola diso de and
schizoph enia, 2) bipola diso de and schizoph enia a e associa ed wi h a ious sleep dis u -
bances, 3) he Cacna1c channel has been implica ed in sleep-wake egula ion, and 4) he e a e
s ong gene ic in luences o sleep consolida ion in in ancy. We explo ed he da a om 1089
Finnish in an s ha unde wen genome wide geno yping and om which in an sleep ques ion-
nai e da a was a ailable. A small subse o hese babies had also unde gone polysomnog aphy.
To assess insu icien and dis u bed sleep we examined sleep du a ion, nigh ly awakenings,
sleep la ency, WASO, SEI and REM/NREM a io in hese in an s. We chose o e alua e o
se en gene a ian s ha ha e been shown o be associa ed genome-wide signi ican ly wi h bipo-
la diso de and schizoph enia. The p ima y inding was ha h ee o he SNPs we e associa ed
wi h p olonged sleep la ency in a s a is ically signi ican manne . None we e associa ed wi h
changes in o al sleep ime, o nigh ime awakenings.
Ma e ials and me hods
The s udy sample, CHILD-SLEEP [27], is a Finnish bi h coho collec ed om Pi kanmaa
Hospi al Dis ic , comp ising 1643 in an s bo n Ap il 2011−Feb ua y 2013, and hei pa en s.
The ocus o CHILD-SLEEP is on he ole o ea ly sleep and ci cadian hy hm in gene al popu-
la ion. In his s udy, he pa en al ques ionnai e da a ela ed o he sleep o child en and suc-
cess ully geno yped DNA samples we e a ailable om 1086 babies (520 gi ls and 566 boys)
who we e 8 mon hs old. The e hical app o al o CHILD-SLEEP was ob ained om he E hical
Commi ee o Pi kanmaa Hospi al Dis ic (R11032/9.3.2011). The w i en in o med consen s
we e ob ained om he pa en s. Families we e in o med o hei igh s o e mina e hei pa -
icipa ion in he s udy a any ime du ing da a collec ion.
The e alua ion o sleep o he in an s in his s udy is based on pa en al ques ionnai es ISQ
( he in an sleep ques ionnai e) and BISQ (a b ie sc eening ques ionnai e o in an sleep
p oblems) [28,29]. ISQ and BISQ a e bo h eliable and alid measu es o in an sleep [30].The
selec ed pheno ypes o his s udy we e o al sleep ime (TST), he numbe o nigh awakenings
and sleep la ency a he age o eigh mon hs. To assess hese sleep pa e ns o he in an s hei
pa en s we e asked he ollowing ques ions: “How many hou s does you child sleep a nigh
(19 pm - 07am)?” (Sleep du a ion a nigh , BISQ10) and “How many hou s does you child
sleep a day ime (07am– 19pm)?” (Sleep du a ion a day ime, BISQ11). BISQ10 and BISQ11
we e agg ega ed o o al sleep ime. The in o ma ion o nigh awakenings (ISQ5) was col-
lec ed wi h a ques ion “How many imes a nigh (be ween 24.00 and 06.00), you baby will
usually wake up and need eassu ance?” (0 = Does no wake up a all, 1 = Once a nigh ,
2 = Two imes a nigh , 3 = Th ee imes a nigh , 4 = Fou imes a nigh , 5 = Fi e o mo e
imes a nigh ). The ques ion o Sleep la ency (ISQ1) was “How long does i usually ake o
se le you baby o sleep?” (1 = Less han 10 minu es, 2 = 10–20 minu es, 3 = 20–30 minu es,
4 = 30–40 minu es, 5 = 40–50 minu es, 6 = 50–60 minu es, 7 = one hou o mo e). To al sleep
CACNA1C a ian s a ec sleep la ency in in an s
PLOS ONE | h ps://doi.o g/10.1371/jou nal.pone.0180652 Augus 9, 2017 3 / 12
ime and nigh awakenings we e no mally dis ibu ed. Because sleep la ency o babies was
skewed, we dicho omized he a iable based on he mean o he sleep la ency in his s udy
(Table 1) and ea lie sleep s udies in child en [24,31] as less han 20 minu es and mo e han 20
minu es.
A subcoho o he child en Child Sleep babies unde wen an ambula o y o e -nigh PSG
in h ee di e en ages (1, 8, and 24 mon hs o age) as desc ibed in de ail ea lie [32]. A he age
o eigh mon hs, 72 in an s we e eco ded. The eco dings we e s a ed a he amilies’ homes
close o he babies’ usual bed ime. Howe e , he objec i e sleep la ency could no be measu ed
in he PSGs, as he e ening ou ines a ied subs an ially. O en babies ell asleep while ea ing
and he eal “ligh s o ” ime could no be de ined. The leng h o he eco dings a ied depend-
ing on he habi ual leng h o o e -nigh sleep o he babies.
Fo he pu pose o his s udy, nine hou s o eco ding we e analyzed, beginning a he sleep
onse . The sleep s ages we e sco ed acco ding o he es ablished ules [33]. The sleep pa ame-
e s chosen o his s udy we e WASO (wake a e sleep onse ), SEI (sleep e iciency) and R/
NREM ( a io be ween REM and NREM sleep) (Table 1). WASO was he ime o wake ulness
(in minu es) du ing he nine hou s o eco ding. SEI was he o al sleep ime di ided by he
nine hou s o eco ding. R/NREM a io was he amoun o s age R sleep di ided by he amoun
o NREM sleep du ing he nine hou s [32].
Umbilical co d blood sample was d awn om each newbo n. DNA was ex ac ed acco ding
o s anda d p ocedu es. DNA samples we e geno yped wi h Illumina In inium PsychA ay
BeadChip a Es onian Genome Cen e and quali y con ol (QC) was pe o med wi h PLINK
(h p://pngu.mgh.ha a d.edu/~pu cell/plink/). Ma ke s we e emo ed o missingness
(>5%), Ha dy-Weinbe g equilib ium (p- alue <1 x 10
−6
), and low mino allele equency
(<0.01). Indi iduals we e checked o missing geno ypes (>5%), ela edness (iden ical by
descen calcula ion, PI_HAT>0.2) and popula ion s a i ica ion (mul idimensional scaling).
A e QC, pheno ype and high quali y geno ype da a a 8 mon hs was a ailable o 1086
(pa en al ques ionnai es) and 63 (PSG) babies. Geno yped da a was impu ed wi h IMPUTE 2
[34] agains Finnish WGS (whole-genome sequencing) [35] and 1000 genomes [36] (Phase 3,
eleased a Feb ua y, 2013) e e ence panels.
Se en SNPs (single nucleo ide polymo phism) ea lie associa ed o psychia ic ai s a
CACNA1C wi h genome wide signi icance we e selec ed o analyses (Table 2). The associa ion
be ween se en SNPs and quan i a i e sleep measu es we e es ed wi h linea (TST and nigh ly
awakenings) and logis ic (sleep la ency) eg ession analyses implemen ed wi h PLINK.
Table 1. Desc ip ion on s udy a iables.
Va iable N Range Mean P
a
TST 1086 9–17 h 13.3 h 0.67
Nigh awakenings 1086 0 - 5 imes 2 imes a nigh 0.64
Sleep la ency 1086 <10 min - 1 h 10–20 min 0.17
WASO 63 24–120 min 67.2 min 0.09
SEI 63 76–96% 86.7% 0.62
R_NREM 63 0.30–0.73 0.49 0.16
Family a mosphe e
b
1086 7–43 13.5 0.81
B eas eeding 1086 - 44.8% (b eas ed) 0.96
Illness 1086 - 12.4% (had illness) 0.82
a
p- alue o - es o he di e ence be ween boys and gi ls
b
Small sco e e lec s be e a mosphe e
h ps://doi.o g/10.1371/jou nal.pone.0180652. 001
CACNA1C a ian s a ec sleep la ency in in an s
PLOS ONE | h ps://doi.o g/10.1371/jou nal.pone.0180652 Augus 9, 2017 4 / 12
Co a ia es used in he analyses we e gende , i s h ee p incipals componen s o GWAS, am-
ily a mosphe e [27], b eas eeding (dicho omized a iable: b eas eeding/b eas eeding + o -
mula o o mula), and babies’ illnesses (milk alle gy, o he alle gy, colic, in ec ions, e lux,
congeni al hea disease, inna e de elopmen al diso de , neu ological diso de , g ow h e a -
da ion, o he illness). Babies´ illnesses we e used as a dich omized a iable: no illness / 1 o
mo e illness. Desc ip ions o he s udy a iables a e p esen ed in Table 1. Associa ions we e
co ec ed o mul iple es ing by he max (T) pe mu a ion in PLINK wi h 10 000 pe mu a ions
pe SNP. The c i e ion o signi icance was se a pe mu a ion p <0.05. Because o mul iple
co ela ed pheno ypes Bon e oni co ec ion was no used in his s udy. I is likely o be o e ly
conse a i e as he analyses a e no independen o each o he .
Powe calcula ions we e pe o med wi h he Gene ic Powe Calcula o (h p://pngu.mgh.
ha a d.edu/~pu cell/gpc/) [37] assuming an addi i e model (TST and nigh awakenings) o
case-con ol o h eshold-selec ed quan i a i e ai (sleep la ency), 1% quan i a i e ai locus
(QTL) a iance o addi i e gene ic a iance and pe ec linkage disequilib ium be ween QTL
and he ma ke s. The e was 85% s a is ical powe o de ec a ian s wi h signi icance le el o
0.05 when polymo phisms wi h allele equencies om 0.2 o 0.3 we e analyzed.
Resul s
All se en a ian s included in he analyses o his s udy lie wi hin 167 kb egion o he CACNA1C
in on h ee (Fig 1). LD-s uc u e o he s udied a ian s is p esen ed in Fig 2. The e a e wo LD-
blocks in he egion. The i s egion comp ises he a ian s s2007044, s1006737, s4765905,
and s1024582 (D‘0.95). Ano he LD-block consis s o SNPs s4765913, s4765914, and
s2239063 (D‘0.81).
The esul s o he associa ion analyses a e shown in Table 3. Be a alues indica e he di ec-
ion o he e ec o he mino allele. Empi ical p- alue 1 (EMP1) is a poin -wise p- alue om
10 000 pe mu a ions and empi ical p- alue 2 (EMP2) means co ec ed empi ical p- alue o e
all s udied SNPs. In he p ima y analyses we used only sex as a co a ia e. Va ian s s4765913
(mino allele A), s4765914 (mino allele T), and s2239063 (majo allele A) we e associa ed
Table 2. SNPs associa ed wi h psychia ic ai s in genome-wide signi ican le el in CACNA1C.
SNP Pheno ype Re e ence
s2007044 Schizoph enia [7]
s1006737 bipola diso de , schizoph enia [8,9]
s4765905 bipola diso de , Schizoph enia [3–5]
s1024582 bipola diso de , schizoph enia [6]
s4765913 bipola diso de , schizoph enia [2]
s4765914 bipola diso de , MDD, schizoph enia [6]
s2239063 Schizoph enia [7]
h ps://doi.o g/10.1371/jou nal.pone.0180652. 002
Fig 1. Loca ion o s udied SNPs a CACNA1C.Se en SNPs associa ed wi h psychia ic diso de s a e loca ed in in on h ee o
CACNA1C gene.
h ps://doi.o g/10.1371/jou nal.pone.0180652.g001
CACNA1C a ian s a ec sleep la ency in in an s
PLOS ONE | h ps://doi.o g/10.1371/jou nal.pone.0180652 Augus 9, 2017 5 / 12
wi h longe sleep la ency (pe mu ed P <.05, EMP1) in addi i e model. When pe mu ed 10
000 imes o e all 7 a ian s (EMP2) he a ian s s4765914 and s2239063 emained signi i-
can . In dominan model he s onges associa ion was de ec ed be ween a ian s2239063
and sleep la ency (be a = −0.4023, P = 0.0037, EMP1 = 0.0036, EMP2 = 0.017). In ecessi e
model a ian s4765913 showed he s onges associa ion o sleep la ency (be a = 0.8076,
P = 0.003487, EMP1 = 0.0025, EMP2 = 0.0167). The e was no signi ican associa ion be ween
s udied a ian s and nigh awakenings o sleep du a ion. When he co a ia es amily a mo-
sphe e, b eas eeding, babies’ illnesses and gene ic p incipal componen s we e added o he
analyses, he esul s o sleep la ency emained signi ican .
When gi ls and boys we e analyzed sepa a ely, associa ion o a ian s4765914 wi h sleep
la ency was s a is ically signi ican in boys (be a = 0.4331, P = 0.008, EMP1 = 0.008, EMP2 = 0.037)
bu no in gi ls in addi i e model. In dominan model s4765914 (mino allele T) sho ened TST
in boys (be a = -0.248, P = 0.0275, EMP1 = 0.0309, EMP2 = 0.1162). The e was no signi ican asso-
cia ion be ween sex and CACNA1C a ian s in nigh awakenings.
We also pe o med haplo ype analyses o sleep la ency, TST and nigh awakenings. They
we e in line wi h p ima y analyses and se e al haplo ypes we e associa ed wi h sleep la ency
(P <0.05). In logis ic eg ession analyses wo haplo ypes we e signi ican a e 10 000 pe mu-
a ion o e all se en SNPs (EMP2 <0.05). O hem equencies o haplo ype (CC) comp ising
Fig 2. LD s uc u e o he SNPs analyzed a CACNA1C.Ma ke s wi h linkage disequilib ium (0<
2
1) a e
shown in ed h ough pale ligh pink (colo in ensi y dec eases wi h dec easing
2
alue).
h ps://doi.o g/10.1371/jou nal.pone.0180652.g002
CACNA1C a ian s a ec sleep la ency in in an s
PLOS ONE | h ps://doi.o g/10.1371/jou nal.pone.0180652 Augus 9, 2017 6 / 12
a ian s s4765914 and s2239063 and TCC o a ian s s4765913, s4765914 and s2239063
di e ed signi ican ly be ween in an s wi h sho e sus long la ency (P = 0.001581, P = 00169,
espec i ely). Haplo ypes comp ising p o ec i e alleles o psychia ic diso de s we e mo e
common in sho la ency (haplo ype CC: eq sho /long la ency = 0.3156/0.243, haplo ype
TCC: eq sho /long la ency = 0.3172/0.245). The e was no signi ican associa ion be ween
any o he haplo ypes and TST o nigh awakenings.
We analyzed he associa ion o polysomnog aphy (PSG) a iables in a sample o 63 babies
a 8 mon hs o age. The e was no signi ican co ela ion be ween subjec i e measu e o nigh ly
awakenings (ISQ5) and objec i e measu es WASO o SEI. The esul s o PSG analyses a e
shown in Table 4. The e was no signi ican associa ion be ween 7 a ian s and he PSG
a iables.
Discussion
In his s udy, some o he a ian s ela ed o psychia ic ai s showed nominally signi ican
associa ion wi h sleep. In he analyses o he whole sample a ian s s4765913, s4765914, and
Table 3. The esul s o associa ion analyses be ween CACNA1C a ian s and TST, nigh awakenings and sleep la ency, N = 1086.
SNP TST Nigh awakenings Sleep la ency
be a P EMP1
a
EMP2
b
be a P EMP1
a
EMP2
b
be a P EMP1
a
EMP2
b
s2007044*-0.02258 0.6871 0.6825 0.9935 -0.04966 0.4547 0.4558 0.8971 0.06581 0.5299 0.5212 0.9486
s1006737 -0.02226 0.6996 0.7002 0.9945 -0.07104 0.3011 0.2945 0.733 0.05984 0.5821 0.5683 0.9696
s4765905 -0.02166 0.7092 0.7135 0.9952 -0.05912 0.3922 0.3802 0.8402 0.04947 0.6511 0.6379 0.9863
s1024582 -0.01756 0.7545 0.7571 0.9983 -0.03266 0.6229 0.6201 0.98 0.02755 0.7936 0.787 0.9993
s4765913 -0.04492 0.4643 0.4686 0.9069 0.04481 0.5405 0.5384 0.951 0.2561 0.02332 0.0237 0.08759
s4765914 -0.05098 0.4365 0.4339 0.8845 0.1299 0.09763 0.09774 0.324 0.3026 0.01115 0.0106 0.0423
s2239063*-0.01161 0.8368 0.8384 0.9998 0.02467 0.7116 0.7183 0.9943 -0.2767 0.01138 0.011 0.0426
Addi i e model, adjus ed wi h sex
*impu ed
a
Empi ical p- alue 1 (EMP1) = poin -wise p- alue om 10,000 pe mu a ions
b
Empi ical p- alue 2 (EMP2) = co ec ed empi ical p- alue by max (T) pe mu a ions, TST = o al sleep ime.
h ps://doi.o g/10.1371/jou nal.pone.0180652. 003
Table 4. Polysomnog aphy esul s, N = 63.
SNP WASO SEI REM/NREM
be a P EMP1
a
EMP2
b
be a P EMP1
a
EMP2
b
be a P EMP1
a
EMP2
b
s2007044*2.304 0.6337 0.6343 0.9726 -0.4188 0.6665 0.6698 0.9829 -0.0001271 0.995 0.9956 1
s1006737 -3.049 0.5525 0.5487 0.9365 0.5307 0.6072 0.6158 0.9638 -0.004783 0.8249 0.8305 0.9988
s4765905 -2.874 0.5799 0.5765 0.9505 0.5024 0.6307 0.6395 0.9724 -0.00398 0.8549 0.8549 0.9995
s1024582 -3.054 0.5241 0.5321 0.9193 0.3914 0.6849 0.6919 0.9867 -0.009561 0.6486 0.6526 0.9754
s4765913 -1.09 0.8247 0.8245 0.999 0.1462 0.8825 0.8845 0.9997 0.005384 0.8056 0.8096 0.9984
s4765914 -0.2365 0.9631 0.9644 1 -0.08532 0.9337 0.9304 1 0.008536 0.7147 0.7171 0.9905
s2239063*-8.536 0.1379 0.1395 0.3816 1.785 0.1223 0.1252 0.3471 -0.03394 0.1514 0.15 0.4028
WASO = wake a e sleep onse , SEI = sleep e iciency, REM = apid eye mo emen sleep, NREM = non- apid eye mo emen sleep, addi i e model,
adjus ed wi h sex, h ee i s p incipal componen s o GWAS, home a mosphe e, b eas eeding and babies’ illnesses
*impu ed
a
Empi ical p- alue 1 (EMP1) = poin -wise p- alue om 10,000 pe mu a ions
b
Empi ical p- alue 2 (EMP2) = co ec ed empi ical p- alue by max (T) pe mu a ions.
h ps://doi.o g/10.1371/jou nal.pone.0180652. 004
CACNA1C a ian s a ec sleep la ency in in an s
PLOS ONE | h ps://doi.o g/10.1371/jou nal.pone.0180652 Augus 9, 2017 7 / 12
s2239063 we e associa ed wi h sleep la ency. The mino allele A o s4765913 was associa ed
wi h longe sleep la ency. Psychia ic GWAS Conso ium Bipola Diso de Wo king G oup
[2] epo ed ha allele A is associa ed wi h bipola diso de (P = 1.52x10
-8
) and wi h combined
samples o bipola diso de and schizoph enia (P = 7.7x10
-8
). In ou s udy, he mino allele T
o s4765914 was associa ed wi h longe ime o sleep la ency in in an s. C oss-Diso de o he
Psychia ic Genomics Conso ium [6] epo ed ha his same allele is associa ed wi h bipola
diso de , majo dep essi e diso de , and schizoph enia. T allele is also associa ed wi h amyg-
dala s uc u e and unc ion in adolescen s; in he s udy o Sumne and colleagues [38] homo-
zygous ca ie s o T allele exhibi ed smalle amygdala olume compa ed o indi iduals wi h
homozygous majo C allele [38]. Reduced amygdala olume has been obse ed in bipola dis-
o de in adul s and you h in ea lie s udies [39,40]. The e is a complex in e play be ween sleep
and emo ions; sleep dep i a ion impai s he connec i i y be ween amygdala and p e on al
co ex, which ha e a di ec impac on indi idual´s abili y o egula e emo ions [41].
Finally, in ou s udy he majo allele A o s2239063 was associa ed wi h longe sleep la ency
in 8-mon h-old babies. This same allele is associa ed wi h schizoph enia a he genome-wide sig-
ni icance le el (P = 1.93e
-8
) [7]. Long sleep la ency is common in schizoph enia [21] and bipola
diso de [20]. Conside ing haplo ype analyses we obse ed ha equencies o haplo ypes which
comp ised he p o ec i e alleles o psychia ic ai s, CC ( s4765914 and s2239063) and TCC
( s4765913, s4765914 and s2239063) we e signi ican ly mo e equen wi hin babies wi h sho
sleep la ency ime compa ed o in an s wi h long la ency.
When we analyzed boys and gi ls sepa a ely, he psychia ic isk allele T o s4765914 was
signi ican ly associa ed wi h p olonged sleep la ency and sho ened TST in boys bu no in
gi ls. In case his inding is no conside ed as lack o powe due o small sample size o s udied
g oups bu ue biological gende di e ence, i sugges s ha male gende may be gene ically
ulne able o sleep dis u bances. In ea lie s udies he e we e sex-speci ic di e ences in in lu-
ences o CACNA1C a ian s on mood diso de s [42] and unc ional eco e y om episodes o
schizoph enia [43]. This could be explained by ho monal di e ences. Es ogen di ec ly po en-
ia es neu onal L- ype Ca
2+
channels [44] and inhibi s Ca
2+
in lux h ough L- ype ol age-
ga ed CA
2+
channels [45].
Va ian s in CACNA1C a e associa ed wi h sleep la ency and quali y o sleep in adul s
[16,17]. In ou s udy we obse ed ha some o he CACNA1C a ian s o psychia ic diso de s
we e ound o be associa ed wi h sleep la ency in babies a 8 mon hs-o -age. These a ian s
we e no signi ican ly associa ed wi h sleep du a ion o nigh ly awakenings. Ou esul s o
sleep du a ion in in an s a e in line wi h ea lie s udies whe e no genome-wide signi ican
associa ion o sleep du a ion a CACNA1C has been epo ed [16,26,46–50]. GWAS o
nigh ly awakenings has no been published in adul s. Mo e s udies a e needed o see i CAC-
NA1C egula es nigh ly awakenings.
The limi a ions o his s udy we e he c oss-sec ional app oach o he esea ch and he ac
ha we lacked eplica ion da a. Fu he , he powe o de ec isk a ian s o sleep dis u bances
wi h polysomnog aphy was limi ed because he amoun o objec i e da a was qui e small. The
objec i e sleep la ency o he in an s could no be measu ed because he eco ding was no
s a ed a bed ime. This is why we chose pa en al ques ionnai es as a measu e o he sleep
la ency.
The e a e also se e al o he candida e genes o sleep dis u bances like ecen ly de ec ed
RBFOX3 in me a-analyses o sleep la ency wi h la ge da ase [51]. In ou s udy we ocused
CACNA1C because o i s cen al ole in sleep and psychia ic p oblems. Powe o GWAS was
limi ed because he sample size was ela i ely small bu me a-analyses wi h o he childhood
coho s will be pe o med la e . The esul s o o he candida e genes o sleep dis u bances in
CHILD-SLEEP p ojec will be epo ed elsewhe e.
CACNA1C a ian s a ec sleep la ency in in an s
PLOS ONE | h ps://doi.o g/10.1371/jou nal.pone.0180652 Augus 9, 2017 8 / 12
None heless, o e all CACNA1C emains a po en ial candida e gene o sleep dis u bances
and he a ian s may a ec sleep al eady in ea ly childhood. Collec ion o CHILD-SLEEP da a
is con inuing and we will ollow he sleep and men al heal h o hese child en. Unde s anding
how he gene ic a ian s in luence in sleep/wake egula ion al eady in in ancy may ha e an
impac on helping he amilies o in e e e in in an s´ sleep p oblems a ea ly s age. In a long
e m he g owing knowledge o gene ics could also be used as basis o de elopmen o he a-
pies and ea ly diagnos ics o sleep and neu opsychological diso de s.
Acknowledgmen s
This s udy was unded by he Academy o Finland (g an s 134880; h p://www.aka. i/skidi-
kids, 253346 o TP) and Gyllenbe g ounda ion ( o TP). The polysomnog aphy s udy was
inancially suppo ed by Compe i i e S a e Resea ch Financing o he Expe Responsibili y
a ea o Tampe e Uni e si y Hospi al (G an s 9P013, 9R007, 9S007). We acknowledge An i-
Pekka Sa in and Samuli Ripa i o e e ence panels and ad ices in impu a ion. Ma ja-Rii a
Rau iainen and An i-Jussi A
¨mma¨la¨a e acknowledged o help in geno ype da a quali y con-
ol. The au ho s wish o acknowledge CSC–IT Cen e o Science, Finland, o compu a ional
esou ces.
Au ho Con ibu ions
Concep ualiza ion: KK TP.
Funding acquisi ion: TP.
In es iga ion: KK JL OSH ALS AK PP JJ AT SLH TPH JP TP.
Me hodology: KK AK SLH TP.
P ojec adminis a ion: TP.
Resou ces: AT LM.
Supe ision: TP.
Visualiza ion: KK.
W i ing – o iginal d a : KK.
W i ing – e iew & edi ing: KK OSH ASL AK PP ASH TPH JP TP.
Re e ences
1. Be ge SM, Ba sch D. The ole o L- ype ol age-ga ed calcium channels Ca 1. 2 and Ca 1. 3 in no -
mal and pa hological b ain unc ion. Cell Tissue Res. 2014; 357: 463–476. h ps://doi.o g/10.1007/
s00441-014-1936-3 PMID: 24996399
2. Psychia ic GWAS Conso ium Bipola Diso de Wo king G oup. La ge-scale genome-wide associa ion
analysis o bipola diso de iden i ies a new suscep ibili y locus nea ODZ4. Na Gene . 2011; 43: 977–
983. h ps://doi.o g/10.1038/ng.943 PMID: 21926972
3. Schizoph enia Psychia ic Genome-Wide Associa ion S udy (GWAS) Conso ium. Genome-wide asso-
cia ion s udy iden i ies i e new schizoph enia loci. Na Gene . 2011; 43: 969–976. h ps://doi.o g/10.
1038/ng.940 PMID: 21926974
4. Hamshe e ML, Wal e s JTR, Smi h R, Richa ds A, G een E, G oze a D, e al. Genome-wide signi ican
associa ions in schizoph enia o ITIH3/4, CACNA1C and SDCCAG8, and ex ensi e eplica ion o asso-
cia ions epo ed by he Schizoph enia PGC. Mol Psychia y. 2013; 18: 708–712. h ps://doi.o g/10.
1038/mp.2012.67 PMID: 22614287
5. Takahashi S, Gla SJ, Uchiyama M, Fa aone SV, Tsuang MT. Me a-analysis o da a om he Psychia -
ic Genomics Conso ium and addi ional samples suppo s associa ion o CACNA1C wi h isk o
CACNA1C a ian s a ec sleep la ency in in an s
PLOS ONE | h ps://doi.o g/10.1371/jou nal.pone.0180652 Augus 9, 2017 9 / 12