Tracking the evolution of epialleles during neural differentiation and brain development: D- aspartate oxidase as a model gene
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Epigene ics
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T acking he e olu ion o epialleles du ing
neu al di e en ia ion and b ain de elopmen : D-
Aspa a e oxidase as a model gene
E manno Flo io, Simona Kelle , Lo ena Co e i, O nella A ini o, Gio anni
Scala, F ancesco E ico, Annalisa Fico, F ancesca Boscia, Ma ia Josè Sisalli,
Ma alda Gio anna Reccia, Genna o Miele, An onella Mon icelli, An onella
Sco ziello, F ancesca Lembo, Luca Colucci-D'Ama o, Gab iella Minchio i,
Vi o io En ico A edimen o, Alessand o Usiello, Se gio Cocozza & Lo enzo
Chia io i
To ci e his a icle: E manno Flo io, Simona Kelle , Lo ena Co e i, O nella A ini o, Gio anni
Scala, F ancesco E ico, Annalisa Fico, F ancesca Boscia, Ma ia Josè Sisalli, Ma alda Gio anna
Reccia, Genna o Miele, An onella Mon icelli, An onella Sco ziello, F ancesca Lembo, Luca Colucci-
D'Ama o, Gab iella Minchio i, Vi o io En ico A edimen o, Alessand o Usiello, Se gio Cocozza
& Lo enzo Chia io i (2017) T acking he e olu ion o epialleles du ing neu al di e en ia ion
and b ain de elopmen : D-Aspa a e oxidase as a model gene, Epigene ics, 12:1, 41-54, DOI:
10.1080/15592294.2016.1260211
To link o his a icle: h ps://doi.o g/10.1080/15592294.2016.1260211
© 2017 The Au ho (s). Published wi h
license by Taylo & F ancis G oup, LLC©
E manno Flo io, Simona Kelle , Lo ena
Co e i, O nella A ini o, Gio anni Scala,
F ancesco E ico, Annalisa Fico, F ancesca
Boscia , Ma ia José Sisalli, Ma alda Gio anna
Reccia, Genna o Miele, An onella Mon icelli,
An onella Sco ziello, F ancesca Lembo,
Luca Colucci-D'Ama o, Gab iella Minchio i,
Vi o io En ico A edimen o, Alessand o
Usiello, Se gio Cocozza, and Lo enzo
Chia io i
View supplemen a y ma e ial
Accep ed au ho e sion pos ed online: 18
No 2016.
Published online: 18 No 2016.
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RESEARCH PAPER
T acking he e olu ion o epialleles du ing neu al di e en ia ion and b ain
de elopmen : D-Aspa a e oxidase as a model gene
E manno Flo io
a
,
b
, Simona Kelle
a
,
b
, Lo ena Co e i
a
,
b
, O nella A fini o
a
,
b
, Gio anni Scala
c
, F ancesco E ico
a
,
d
,
Annalisa Fico
e
, F ancesca Boscia
, Ma ia Jos
e Sisalli
, Ma alda Gio anna Reccia
g
, Genna o Miele
c
, An onella Mon icelli
b
,
An onella Sco ziello
, F ancesca Lembo
h
, Luca Colucci-D’Ama o
g
, Gab iella Minchio i
e
, Vi o io En ico A edimen o
a
,
b
,
Alessand o Usiello
d
,
g
, Se gio Cocozza
a
, and Lo enzo Chia io i
a
,
b
a
Dipa imen o di Medicina Molecola e e Bio ecnologie Mediche, Uni e si
a degli S udi di Napoli ‘Fede ico II’, Naples, I aly;
b
Is i u o di Endoc inologia ed
Oncologia Spe imen ale, IEOS, Consiglio Nazionale delle Rice che, Naples, I aly;
c
Dipa imen o di Fisica, Uni e si
a degli S udi di Napoli “Fede ico II”and
Is i u o Nazionale di Fisica Nuclea e, Sezione di Napoli, Naples, I aly;
d
CEINGE Bio ecnologie A anza e, Naples, I aly;
e
Ins i u e o Gene ics and
Biophysics ‘A. Buzza i-T a e so’, Consiglio Nazionale delle Rice che, Naples, I aly;
Depa men o Neu oscience, Rep oduc i e and Den is y Sciences,
Uni e si
a degli S udi di Napoli ‘Fede ico II’, Naples, I aly;
g
Depa men o En i onmen al, Biological and Pha maceu ical Science and Technologies,
Second Uni e si y o Naples, Case a, I aly;
h
Dipa imen o di Fa macia, Uni e si
a degli S udi di Napoli ‘Fede ico II’, Naples, I aly
ARTICLE HISTORY
Recei ed 26 Augus 2016
Re ised 31 Oc obe 2016
Accep ed 8 No embe 2016
ABSTRACT
We pe o med ul a-deep me hyla ion analysis a single molecule le el o he p omo e egion o
de elopmen ally egula ed D-Aspa a e oxidase (Ddo), as a model gene, du ing b ain de elopmen and
emb yonic s em cell neu al di e en ia ion. Single molecule me hyla ion analysis enabled us o es ablish
he e ec i e epiallele composi ion wi hin mixed o pu e b ain cell popula ions. In his amewo k, an
epiallele is defined as a specific combina ion o me hyla ed CpG wi hin Ddo locus and can ep esen he
epigene ic haplo ype e ealing a cell- o-cell me hyla ion he e ogenei y. Using his app oach, we ound a
high deg ee o polymo phism o me hyla ed alleles (epipolymo phism) e ol ing in a ema kably
conse ed ashion du ing b ain de elopmen . The di e en se s o epialleles ma k s age, b ain a eas, and
cell ype and un a el he possible ole o specific CpGs in a o ing o inhibi ing local me hyla ion.
Undi e en ia ed emb yonic s em cells showed non-o ganized dis ibu ion o epialleles ha appa en ly
o igina ed by s ochas ic me hyla ion e en s on indi idual CpGs. Upon neu al di e en ia ion, despi e
de ec ing no changes in a e age me hyla ion, we obse ed ha he epiallele dis ibu ion was p o oundly
di e en , g adually shi ing owa d o ganized pa e ns specific o he glial o neu onal cell ypes. Ou
findings p o ide a deep iew o gene me hyla ion he e ogenei y in b ain cell popula ions p omising o
u nish inno a i e ways o un a el mechanisms unde lying me hyla ion pa e ns gene a ion and
al e a ion in b ain diseases.
KEYWORDS
B ain DNA me hyla ion; b ain
cells; epipolymo phism;
epialleles; epigene ic
dynamics
In oduc ion
Epigene ic p ofiles a e sculp ed du ing de elopmen ; in pa -
icula , he DNA me hyla ion landscape o mammalian
b ain cells is dynamically econfigu ed h ough de elop-
men .
1-3
Such econfigu a ion occu s a b ain specific genes
p e alen ly du ing he la e s ages o emb yogenesis and
ea ly pos -na al de elopmen al pe iod, leading o c i ical
changes in he gene exp ession p og am ha , once he p o-
cess comes o an end, is hough o be main ained h ough-
ou li e. A p og essi e shaping o DNA me hyla ion
pa e ns occu s in a egula ed manne , bo h a CpG and
CpH si es, du ing de elopmen and fi s weeks o yea s o
li e, possibly p o iding an epigene ic memo y specific o
each ype o b ain cells.
3
Such phenomenon, c ucial o he
comple ion o emb yonic de elopmen , is he esul o a
dynamic in e play be ween DNA me hyla ion and deme h-
yla ion e en s assis ed by di e en DNA me hyl ans e ases
(DNMT1, DNMT3a, and DNMT3b), which may con e
cy osine o me hylcy osine,
4-7
o by Ten-11 ansloca ion
enzymes (TETs), which p omo e 5mC deme hyla ion.
8
A
he genomic le el, as a esul o hese p ocesses, each ype
o b ain cells acqui es a cell ype-specific genomic DNA
me hyla ion landscape ha may p o ide an ‘iden i y ca d’
o di e en b ain cells and go e n and s abilize an elec ed
gene exp ession p og am. A ecen s udy
9
showed ha di -
e en ypes o glial cells and neu ons display e y dis inc-
i e me hyla ion signa u es, sugges ing ha he epigenomic
landscape eflec s neu onal di e si y. App op ia e pa e ns
o DNA me hyla ion in he b ain play an impo an ole in
neu ode elopmen and neu opsychia ic condi ions,
10-20
CONTACT Lo enzo Chia io i [email p o ec ed] Dipa imen o di Medicina Molecola e e Bio ecnologie Mediche, Uni e si
a degli S udi di Napoli ‘Fede ico II’, Via
S. Pansini, 5, 80131 Naples, I aly; Alessand o Usiello [email p o ec ed]
Supplemen al da a o his a icle can be accessed on he publishe ’s websi e.
Published wi h license by Taylo & F ancis G oup, LLC © E manno Flo io, Simona Kelle , Lo ena Co e i, O nella A fini o, Gio anni Scala, F ancesco E ico, Annalisa Fico, F ancesca Boscia , Ma ia
Jos
e Sisalli, Ma alda Gio anna Reccia, Genna o Miele, An onella Mon icelli, An onella Sco ziello, F ancesca Lembo, Luca Colucci-D’Ama o, Gab iella Minchio i, Vi o io En ico A edimen o, Ales-
sand o Usiello, Se gio Cocozza, and Lo enzo Chia io i.
This is an Open Access a icle dis ibu ed unde he e ms o he C ea i e Commons A ibu ion-Non-Comme cial License (h p://c ea i ecommons.o g/licenses/by-nc/3.0/), which pe mi s un e-
s ic ed non-comme cial use, dis ibu ion, and ep oduc ion in any medium, p o ided he o iginal wo k is p ope ly ci ed. The mo al igh s o he named au ho (s) ha e been asse ed.
EPIGENETICS
2017, VOL. 12, NO. 1, 41–54
h p://dx.doi.o g/10.1080/15592294.2016.1260211
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poin ing ou o he impo ance o co ec o ma ion and
p ese a ion o DNA me hyla ion pa e ns in b ain cells.
Howe e , he as majo i y o hese s udies, ega dless o
he echniques employed, ook in conside a ion he a e age
amoun o CpG me hyla ion in specific genomic egions o
hei genome-wide dis ibu ion wi h only ela i e high eso-
lu ion. In p inciple, each cell may bea a specificcombina-
ion o me hyla ed CpGs a specificloci ha may eflec he
o igin o he cell and/o he unc ional s a e o a gi en gene
(allele) in ha cell. This in oduces he concep o “epipoly-
mo phism,”which goes a beyond he simple iden ifica ion
o di e en ially me hyla ed egions, by means ha b ain
cells may be conside ed a popula ion o epigene ically he -
e ogeneous cells in which each combina ion o me hyl
CpGs a a gi en locus ep esen s a specific epiallele. Such
in o ma ionislos when hea e ageme hyla ion,e ena
single CpG si es, is e alua ed. Using genome-wide
app oaches, ecen s udies based on he compa ison o he
me hyla ion o ew adjacen CpGs ha e add essed he issue
o he e ogeneous me hyla ion, accoun ing o cell- o-cell
me hyla ion a iabili y in li e ,
21
leukemias,
22
and immo -
alized fib oblas s,
23
desc ibing he s ochas ic and clonal
e olu ion o epialleles du ing ca cinogenesis.
In his wo k, we in es iga ed whe he cell- o-cell me hyla-
ion a iabili y exis s in b ain and i his a iabili y ep esen s
he esul o me hyla ion and deme hyla ion e en s occu ing
s ochas ically a indi idual CpG si es o de i es om a well
o ches a ed p ocess. In o de o gain insigh in o his ma e ,
we pe o med ul a-deep me hyla ion single molecule analysis
o a selec ed locus, he D-Aspa a e oxidase (Ddo) gene,
24,25
in
di e en b ain de elopmen al s ages, a eas, cell ypes, and
emb yonic s em cells (ESCs) neu al di e en ia ion p ocess. The
choice o Ddo as a model gene was mainly based on he ac s
ha his gene is de elopmen ally egula ed in b ain by DNA
me hyla ion changes,
25
he a e age me hyla ion le els ange
be ween 60 and 30% in di e en s ages, and he p omo e is el-
a i ely poo in CpG con en ,
25
which we conside ed ideal con-
di ions o s udy a ia ion o in e media e epiallele composi ion
a di e en imes du ing de elopmen and in di e en b ain
cell ypes.
Resul s
Epiallele analysis p inciples
Amplicon bisulfi e sequencing o a gi en genomic egion
enables us o de e mine whe he each included CpG dinu-
cleo ide, in each single molecule, is me hyla ed o unme hy-
la ed. Upon high-co e age bisulfi e sequencing, i is possible
o de e mine, wi h high p ecision, ei he he a e age me h-
yla ion a each CpG si e o he asse o me hyla ed and
unme hyla ed CpG si es p esen in each amplicon-de i ed
sequence. As an example, a egion ha includes 4 CpG si es
may gi e o igin o 16 possible combina ions ha may be
po en ially ound in a mixed popula ion o cells (Fig. 1).
These di e en combina ions will be he e e e ed o as
“epialleles;” he numbe o di e en exhibi ed epialleles p o-
ides a measu e o he le el o “epipolymo phism”(see
Fig. 1 o de ails and examples). We applied his kind o
me hyla ion analysis o in es iga e he epiallele combina-
ions and e olu ion o he Ddo gene, as example o a locus
unde going me hyla ion changes du ing b ain
de elopmen .
25
A e aged me hyla ion and epiallele equency dis ibu ion
analysis o a 3 kb egion in he Ddo gene in whole b ain
du ing de elopmen
Using mouse b ain a s ages emb yonic day 15 (E15), pos -na al
day 0 (P0), and pos -na al day 30 (P30), we pe o med high-
co e age a ge ed bisulfi e sequencing including 7
amplicons (R1-R7) co e ing an ex ended la ge genomic egion
(abou 3 kb) su ounding he Ddo ansc ip ional s a si e
(TSS) (Fig. 2A). P ime s used in his s udy a e epo ed in
Table 1. No e ha we p e iously epo ed a e aged quan i a i e
me hyla ion da a o egions R4 and R5,
25
which we ha e he e
in eg a ed in o Fig. 2B in o de o p o ide a comp ehensi e
iew o a e aged me hyla ion changes a he ex ended Ddo
locus. Then, we pe o med single molecule analysis o he R4
egion by de e mina ion o epiallele equency (Fig. 3A). Six y-
ou (2
6
) possible epialleles we e expec ed. Fig. 3B shows he
esul s om he analysis o whole b ains (n D3) a E15 s age.
Se e al in e es ing aspec s we e wo h o no e. Fi s , we ound,
wi h di e en equencies, he occu ence o almos all he he-
o e ically p edic ed epialleles. A E15, ully me hyla ed mole-
cules ep esen ed abou 13% ( he a e age me hyla ion o each
si e was e alua ed a abou 56%), he unme hyla ed molecules
o aled abou 10%, while he emaining 77% o he cells ha -
bo ed one o he 62 in e media e epialleles, which, al hough
wi h di e en equencies, we e all ep esen ed in he b ain cell
mix u e. Howe e , we obse ed ha some specific epialleles
we e ep esen ed wi h highe han expec ed equency. Such
equency dis ibu ion was s ikingly conse ed among indi id-
uals. These findings highligh ed ei he a high deg ee o epipoly-
mo phism o he Ddo p omo e in he b ain o a high
in e indi idual conse a ion o epiallele equency dis ibu ion.
The in e indi idual conse a ion o epialleles pa e ns
was s ikingly e ained in b ains a each o he analyzed
de elopmen al s ages om E15 o P30 (0.786 Pea son
R0.992, P<0.001) (Fig. 4,Table 2). Simula ion
app oach confi med he non- andomness o he obse ed
epialleles dis ibu ion showing a consis en de ia ion om
he simula ed equency o each o he epialleles (Supple-
men al Fig. S1). Thus, he obse ed phenomenon appea s o
be a consequence o a p ecise mechanism go e ning he o -
ma ion and main enance o p ede e mined me hyla ion p o-
files in each o he di e en b ain cells. The same analyses
we e pe o med on o he egions o he Ddo gene (R1-R7).
Al hough each o he analyzed egions showed a iable
numbe s o CpGs and di e en me hyla ion a e ages ( ang-
ing om 96 o 20%) and a ia ion o e de elopmen al
s ages, he da a clea ly confi med he exis ence o a s ong
in e indi idual conse a ion o all he egions (Supplemen-
al Fig. S2 and da a no shown). Howe e , lowe epiallele
polymo phism and no changes o e ime we e obse ed in
he ups eam egions R1 and R2, as expec ed by he con-
s an high a e o a e age me hyla ion in hese egions
(85–95%) (Supplemen al Fig. S2).
42 E. FLORIO ET AL.
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Di e en b ain a eas display dis inc epiallele
configu a ions
The e en uali y ha dis inc i e epiallele pa e ns we e ecog-
nizable in di e en b ain a eas was in es iga ed. Me hyla ion
a e age and epiallele equency we e analyzed in hippocam-
pus, co ex, p e on al co ex (PFC), ce ebellum, and s ia um
a R4 in he Ddo p omo e egion. By a e aged me hyla ion
analysis he highes me hyla ion le els (abou 50%) we e
obse ed in s ia um (Fig. 5A and Fig. 5B). Con e sely, in hip-
pocampus, he lowes me hyla ion le el (abou 15%) was p es-
en . Ce ebellum, co ex, and PFC showed in e media e le els
(abou 20–25%) ha esembled hose obse ed in whole
b ain. We analyzed he equency o in e media e epialleles
Figu e 1. P inciple o epipolymo phism and epiallele analysis. A e aged me hyla ion deg ee, e en a single base esolu ion, does no gi e any in o ma ion on cell- o-cell
me hyla ion a iabili y. In he example epo ed in he Figu e, which shows analysis o 4 adjacen CpG si es, 50% me hyla ion deg ee may co espond o comple ely di -
e en me hyla ion scena ios. These ange om he lowes deg ee o epipolymo phism (bo om le ) o he highes le el (bo om igh ). Howe e , eliable analysis o he
ela i e equency o each epiallele mus ely on a high numbe o analyzed sequences. Compa ed o genomic app oaches p e iously used o measu e he gene al epipo-
lymo phism deg ee, he he e adop ed amplicon bisulfi e sequencing, al hough limi ed o a ge ed genomic egions, allowed us o magni y he de ails o cell- o-cell epial-
lele a iabili y a single loci, hanks o he e y high sequencing co e age (abou 210,000 in his s udy) and o comp ehensi ely es ablish he me hyla ion pa e n o
se e al adjacen CpG si es o longe egions (up o 600–1000 bp) in which all CpGs wi hin indi idual eads a e e ec i ely phased and may ep esen he epigene ic haplo-
ype. TSS: ansc ip ion s a si e. The pie cha s ep esen he pe cen age o ully unme hyla ed epialleles (U Dwhi e), ully me hyla ed epialleles (F Dblack), and he 62
emaining possible me hyl CpG combina ion o in e media e epialleles (I Dg ay g adien ).
EPIGENETICS 43
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and obse ed high epiallele he e ogenei y wi hin each a ea
(Fig. 5C). In e es ingly, al hough he p ofiles we e clea ly dis-
inguishable among he di e en b ain a eas, hese mainly di -
e ed in he ela i e abundance o a ew majo p e e en ial
CpG combina ions (see peaks in he bo om g aph in
Fig. 5C). Mo eo e , i is wo h no ing ha e en in highly
me hyla ed s ia um (a e age me hyla ion le el o abou
50%), mo e han 30% o he cells bea ully unme hyla ed
alleles, agains 18% o cells bea ing ully me hyla ed ones.
Specific epiallele pa e ns dis inguish di e en pu ified
b ain cell popula ions
The high deg ee o epipolymo phism ound bo h in o al
b ain and sepa a ed b ain a eas could be po en ially
explained by cellula he e ogenei y. The e o e, we decided
o in es iga e whe he di e en pu ified b ain cells, namely
neu ons, oligodend ocy es, as ocy es, and mic oglial cells,
displayed cell ype-specific me hyla ion ea u es. Fi s , we
pe o med quan i a i e me hyla ion analysis and showed
ha di e en cell ypes exhibi ed di e en a e age me hyla-
ion deg ee, wi h as ocy es being he less me hyla ed and
mic oglial cells he mos me hyla ed (Fig. 6A). Analysis o
epiallele equency dis ibu ion indica ed ha , as was also
obse ed in sepa a ed b ain a eas, ha highe a e age me h-
yla ion le els we e associa ed wi h highe pe cen age o
hype me hyla ed epihaplo ypes [see, as an example, mic o-
glia (g een line) s. as ocy es (pu ple line) in Fig. 6B].
Con e sely, lowe a e age me hyla ion was associa ed wi h
highe equency o specificmono-anddi-me hyla edcon-
o ma ions. Howe e , specific epialleles, al hough en iched
a di e en deg ees, showed peaks ha we e clea ly
coinciden ac oss cell ypes and, o he mos pa , also
wi h peaks obse ed in whole b ain issue samples (compa e
Figs. 4 and 5). These obse a ions again poin o he exis-
ence o a hie a chy among epialleles ha is highly con-
se ed ac oss di e en b ain de i ed cells. In summa y, we
confi med ha mos o he me hyla ion ules obse ed in
b ain issues applied also o isola ed b ain cells, including
he high pe cen age o in e media e epialleles, high deg ee
o epipolymo phism, and high conse a ion o epialleles e-
quency among he same ype o cells among indi iduals.
Ou da a s ongly sugges ha , wi hin a cell popula ion,
ei he in whole b ain, sepa a ed b ain a eas, o isola ed p i-
ma y cells, he epiallele equency dis ibu ion occu s in a
non-s ochas ic manne . In pa icula , we obse ed a spa ial
specifici y by means o some CpG si es (¡363, ¡330,
¡242) being p one and some (¡318, ¡125, ¡175) being
mo e esis an o me hyla ion. Howe e , in a subse o cells
o each lineage, in a p opo ion consis en wi h he le el o
a e age me hyla ion, me hyla ion sp ead om suscep ible
si es by ec ui ing nea by CpGs, inc easing he numbe o
molecules in which esis an CpGs became me hyla ed. In
he u u e, i would be pa icula ly in iguing o explo e he
po en ial con ibu ion o epiallele dis ibu ion analysis o
he eliable e alua ion o cell unc ion and cell ype-specific
en ichmen in gi en a eas, du ing li e ime and/o in pa ho-
logical condi ions.
P ima y s. immo alized neu onal cells
In e es ingly, when we analyzed epiallele equencies in A1 cells,
c-myc immo alized neu ons a di e en cul u e passages
(Fig. 6C), despi e obse ing an a e age me hyla ion simila o
he one obse ed in p ima y neu ons (see Fig. 6A and pies in 6B
Figu e 2. Quan i a i e me hyla ion analysis o a 3 kb genomic egion o Ddo gene. A) S uc u e o he pu a i e mouse Ddo gene p omo e . Blue a ow indica es he an-
sc ip ion s a si e (C1). Whi e box ep esen s he pu a i e egula o y ups eam egion. Black box ep esen s exon 1. G ay box ep esen s fi s in on. Posi ions o CpG si es
a e indica ed as ela i e o TSS. The analyzed 3 kb genomic po ion is di ided in 7 egions (R1-R2-R3-R4-R5-R6-R7) co esponding o di e en amplicons. B) G aph ep e-
sen s me hyla ion a e age a each CpG si e analyzed by Illumina MiSeq Sequence . Each colo line ep esen s he a e age o 3 mice a a gi en de elopmen al s age.
Blue DE15; ed DP0; g een DP30. E o ba s show s anda d de ia ions. Fo each CpG si e, he poin s labeled wi h di e en le e s on op a e significan ly di e en
(P<0.05) based on pos -hoc ANOVA analysis (Tukey es , pe o med on each CpG si e). Whe e wo de elopmen al imes we e conside ed, S uden es was applied wi h
P<0.05,
P<0.01,
P<0.001.
44 E. FLORIO ET AL.
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and 6C), an opposi e me hyla ion scena io was obse ed in e ms
o epiallele equency dis ibu ion. In ac , ew epialleles we e
highly p e alen , mos we e absen , and epiallele p ofiles we e
disco dan bo h among di e en pla es (Pea son R D0.083) and
when compa ed wi h hose de i ed by p ima y cells. These da a
sugges ha immo alized neu ons, by con as wi h issue and
p ima y cells, show lowe epiallele he e ogenei y (clonal-like
beha io ) and a likely s ochas ic epiallele equency dis ibu ion.
Figu e 3. All possible me hyl CpG combina ions (epialleles) a he Ddo R4 egion. A) Rep esen a ion o all 64 heo e ically possible epialleles a egion R4 o Ddo p omo e
con aining 6 CpG si es. Ci cles ep esen he CpG si es analyzed (¡363, ¡330, ¡318, ¡242, ¡175, and ¡125); black ci cles Dme hyla ed CpG; whi e ci cles Dunme hy-
la ed CpG. B) Pe cen equency o each epiallele in whole b ain om 3 mice (M1, M2, and M3) a E15 s age.
EPIGENETICS 45
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Dynamic emodeling o Ddo epiallele p ofiles in ESCs upon
induc ion o neu al di e en ia ion
E olu ion o epiallele equency dis ibu ion a he Ddo p o-
mo e was hen acked in ESCs upon neu al di e en ia ion.
Al hough a e age me hyla ion o he 6 CpG si es a he Ddo R4
egion was almos iden ical in undi e en ia ed and di e en i-
a ed ESCs (Fig. 7A), and mino di e ences we e obse ed a
single CpG si es (Fig. 7B), when analysis o epiallele equency
dis ibu ion was applied we obse ed a s iking and ep oduc-
ible me hyla ion d i in 3 independen expe imen s (Fig. 7C).
Undi e en ia ed ESCs displayed an appa en ly diso ganized,
Figu e 4. Epialleles equency dis ibu ion a Ddo R4 egion du ing di e en s ages o mouse de elopmen (E15, P0, P14, P30). The pie cha s ep esen he pe cen age o
unme hyla ed epialleles (U Dwhi e), ully me hyla ed epialleles (F Dblack), and all 62 in e media e epialleles (I Dg ay g adien ). The line g aph shows he pe cen age o
each o he in e media e epialleles; each colo line iden ifies one mouse. Blue Dmouse 1; ed Dmouse 2, g een Dmouse 3. A he bo om o he las g aph, he specific
me hyl CpG combina ions o he 62 in e media e epialleles a e epo ed. 1M iden ifies he g oup o monome hyla ed molecules; 2M Ddime hyla ed; 3M D ime hyla ed;
4M D e ame hyla ed; 5M Dpen ame hyla ed epialleles. Pea son co ela ion R epo ed in Table 2.
Table 1. Lis o p ime s used o ampli y Ddo p omo e egions (R1-R7) and he M13 mp18 con ol plasmid. Fo Ddo egions, he posi ions e e o TSS; o M13 mp18 he
posi ions e e o sequence en y X02513.1 (NCBI, GenBank).
GENE AMPLICON FW PRIMER RV PRIMER
Ddo R1 ¡2170/¡1960 T gg a T Taaa TT ga a Aac AAc a aca c cac ccc A
Ddo R2 ¡1578/¡1184 Gg ag gg T gTagTT a AAca A ccc caA ccacaa
Ddo R3 ¡927/¡499 GT TTaTa g T ggagTT acc ccc AaaaA ca Aa c a
Ddo R4 ¡468/¡63 G g g T gaggagg gaTaT Ta262 3 aAc accc cca AA cca Acc
Ddo R5 ¡229/C144 GgT gg ggTaagT gaag T g acccc aaaa cccaAaA Aca ac
Ddo R6 C267/C671 TT ag g aaT a agagT g gg AA acaa ccc c AcaacaAAca
Ddo R7 C801/C1201 Gagggag gggTa ggagTaTaTa a Aac c aAAAaAcaAacacaAaAA c
M13 mp18 5946 / 6294 Gg gaaggg aa ag g g ccaa accaaac aca acc
The capi al le e s in he p ime s sequences indica e he o iginal C o G.
46 E. FLORIO ET AL.
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a he sca e ed, dis ibu ion o he possible 62 combina ions,
wi h a sligh p e alence o monome hyla ed molecules. Upon
neu al di e en ia ion owa d neu al cells, we obse ed a spe-
cific and highly ep oducible ea angemen o he epiallele
equency dis ibu ion p ofile (Pea son R D0.492, P<0.001)
(Fig. 7C and Fig. 7D) ha s ongly suppo ed he exis ence o a
p og ammed combina o ial code and a me hyla ion d i
wi hin he cell popula ion. In pa icula , di e en ia ed ESCs
showed sha p o ganized peaks co esponding o cons an
en ichmen o ew specific in e media e epialleles and concom-
i an impo e ishmen o mos o he o he s and hei de i a-
i es (e.g., molecules con aining me hyla ed ¡242 and/o
¡125). No iceably, 7 (ou o 62) in e media e epialleles ha
bloomed upon di e en ia ion (¡330; ¡363; ¡330/¡318;
¡363/¡330; ¡363/¡330/¡318; 363/¡330/¡318/¡242, 363/
¡330/¡318/¡242/¡175) mos ly co esponded o he majo
peaks obse ed in de eloping whole b ain as well as neu ons
and glial cells, wi h di e en ela i e abundance. In ac , we
pe o med an analysis o he epigene ic co ela ion based
ei he on he ype o displayed epialleles and on he ela i e
amoun o each possible me hyl CpG a angemen ound in
each analyzed sample. This was pe o med by p incipal com-
ponen analysis (PCA). Resul s epo ed in Fig. 8A and Fig. 8B
confi med he ep oducibili y o he Ddo epigene ic d i
be ween undi e en ia ed and di e en ia ed s a e and showed
ha di e en ia ed ESCs d ama ically shi ed owa d ma u e
neu al and glial pa e ns. Taken oge he , hese da a a e com-
pa ible wi h a model in which in he undi e en ia ed s a e he
CpG me hylabili y a he Ddo p omo e mainly depends on he
p ima y sequence and occu s in a andom manne a one o
mo e CpG si es. Con e sely, in he di e en ia ed s a e, possibly
due o newly gene a ed s uc u ed ch oma in con o ma ion
cons ain s, a coo dina ed in e play be ween con iguous CpGs
di e ing in me hyla ion suscep ibili y unde lies specificepial-
lele equency and dynamics in a spa ial-specific manne ,
whe e he me hyla ed s a e o mo e suscep ible si es (¡330 and
¡363) inc eases he likelihood ha adjacen esis an si es
become me hyla ed. These basic ules a e hen e ained in he
ma u e glia and neu ons. In suppo o his model, Fig. 8C
shows he ela i e con ibu ion o each CpG o he o ma ion
o di e en epialleles.
Discussion
In his s udy we ha e pe o med an ul a-deep me hyla ion
analysis o s udy he me hyla ion p ofiles o single genomic
egions (su ounding he Ddo gene) aking in o accoun cell-
o-cell he e ogenei y and quan i ying he equency o each
me hyla ion pa e n (epiallele) p esen in mixed and pu e pop-
ula ions o b ain cells du ing de elopmen and neu al di e en-
ia ion. The esul s subs an ia e well-app ecia ed gene al
phenomena: i) me hyla ion is highly polymo phic and possibly
unde goes a con inuous u no e ; ii) such di e si y is de e min-
is ic and no s ochas ic; and iii) he di e si y con e ges in he
cou se o neu al de elopmen . Fu he mo e, an epigene ic d i
a he Ddo gene, clea ly app ecia ed in e ms o epiallele p ofiles
and ully unp edic able by con en ional me hyla ion de e mi-
na ion, ma ked ESCs neu al di e en ia ion p ocess. O e all,
he findings suppo he hypo hesis ha he me hyla ion s a e
o each CpG in single cells is no s able; a he , i is subjec o
pe iodic fluc ua ions. This appea s o occu in a spa ial-specific
manne , whe e he me hyla ed s a e o mo e suscep ible si es
(e.g., ¡330 and ¡363 in he R4 egion) a o s me hyla ion o
adjacen o he wise pa ially esis an si es. These ules a e
e ained in ma u e b ain whe e he di e en ial a e age me hyl-
a ion in each cell ype mainly de i es om he ela i e pe cen -
age o ully me hyla ed and unme hyla ed molecules and om
he ela i e abundance o specific peaks, wi hin a p e alen
fixed se o in e media e epialleles. Whe he hese ules may
apply o di e en genomic egions o a e limi ed o some spe-
cific egions (e.g., CpG-poo p omo e ) emains o be de e -
mined. Howe e , i is in iguing o hypo hesize ha specific
CpGs lying ups eam he TSS may se e as a “co e”and “seed”
by means ha hei me hyla ion s a e may di ec ly influence
he me hyla ion s a e o he adjacen egions, gi ing o igin, in a
con inuous dynamic manne , o specific epiallele p ofiles dis i-
bu ions. Al hough a limi o his app oach is ha i does no
allow he di ec ma ch o cell-by-cell me hyla ion, mRNA
exp ession, and cell iden i y da a, i may ci cum en he di fi-
cul ies and high cos s o single-cell analyses, wi h which i
sha es he abili y o add ess cell- o-cell me hyla ion di e ences
and unde lying mechanisms in a cell popula ion. We ha e
ecen ly de eloped a pipeline, namely amplime hp ophile
(h ps://sou ce o ge.ne /p ojec s/amplime hp ofile ), ha en-
de s such kind o analysis, pe o med a indi idual genomic
loci, easily app oachable by o he esea che s in e es ed in
applying hese p inciples o any biological sys em and genomic
egions. To ou knowledge, no s udy o da e has add essed he
epiallele di e si y in b ain and in b ain-de i ed cells. In he
ecen pas , e y ew s udies ingeniously add essed cell- o-cell
me hyla ion he e ogenei y, p e alen ly in umo sys ems and a
genome-wide le el,
22,23,26-30
suppo ing gene al ules ha a e
mos ly consis en wi h he he e p esen ed da a. Landan e al.
23
sugges ed ha a s ochas ic se ies o sub le and p og essi e
me hyla ion changes in cance e olu ion leads o de e minis ic
me hyla ion p ofiles. Spa ially specific me hyla ion pa e ns
eme ged, by means ha some CpGs a e pa icula ly sensi i e o
changes in me hyla ion, c ea ing an ini ia ion poin o me hyl-
a ion ha hen sp eads o e he egion. Ou da a a e compa i-
ble wi h his model, acco ding o which, in subse s o cells
wi hin each popula ion, me hyla ion p ofiles ake o igin by he
Table 2. Rela ionship among he epialleles dis ibu ion wi hin each s ages g oup.
The analyses we e pe o med by co ela ing mice o each de elopmen al s age in
wos. Pea son's co ela ion coe ficien R and P- alue a e epo ed.
Pea son co ela ion es o epialleles dis ibu ion Ddo R4 egion
STAGE Mice Pea son R P- alue
E15 M1/M2 0.986067197 1.89637E–48
E15 M1/M3 0.992391755 2.71669E–56
E15 M2/M3 0.9868598 3.30893E–49
P0 M1/M2 0.959438583 1.08587E–34
P0 M1/M3 0.944346038 1.15656E–30
P0 M2/M3 0.88145423 3.27535E–21
P14 M1/M2 0.786309702 3.66001E–14
P14 M1/M3 0.846990179 4.13024E–18
P14 M2/M3 0.981271547 1.26582E–44
P30 M1/M2 0.833321788 4.37257E–17
P30 M1/M3 0.801413887 5.13155E–15
P30 M2/M3 0.984769846 2.69114E–47
EPIGENETICS 47
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sp eading om suscep ible si es ha , when me hyla ed, become
able o influence nea by CpGs. Mo eo e , by he eanalysis o
educed ep esen a ion bisulfi e sequencing (RRBS) da a om
no mal and cance ous issues, Landan e al.
23
also obse ed
ha 2 me hyla ion pa e ns o DNA molecules om he same
cell popula ion we e a he di e en om each o he wi h
excep ion o H1 ESC and es is, which displayed cohe en and
homogeneous me hyla ion p ofiles. By con as , in de eloping
b ain and pu ified b ain cells, we ound a s iking conse a ion
o epiallele p ofiles a he Ddo gene wi hin he same ype o
samples de i ing om di e en mice. Mo eo e , we ound ha
in undi e en ia ed ESCs he me hyla ion p ofiles we e a he
Figu e 5. Epiallele composi ion analysis o Ddo R4 in sepa a ed a eas o mouse b ain (Hipp: hippocampus; CB: ce ebellum; CX: Co ex; ST: s ia um; PFC: p e on al co ex)
and in whole b ain (WB) a P30 s age. A) A e age me hyla ion a he Ddo R4 egion in each sepa a ed b ain a ea. The ba s labeled wi h di e en le e s on op a e signifi-
can ly di e en based on pos -hoc ANOVA s a is ical analysis (Tukey es ). B) A e age me hyla ion a each CpG si e (¡363, ¡330, ¡318, ¡242, ¡175, and ¡125). The
ba s labeled wi h di e en le e s on op a e significan ly di e en based on pos -hoc ANOVA analysis (Tukey es ) pe o med o each CpG si e. C) Ddo R4 egion epiallele
equency dis ibu ion. The pie cha s ep esen he pe cen age o unme hyla ed epialleles (U Dwhi e); ully me hyla ed epialleles (F Dblack); and all 62 in e media e
epialleles (I Dg ay g adien ). Each colo line ep esen s he dis ibu ion o 62 in e media e epialleles in one b ain a ea, as indica ed. A he bo om o he g aph, he spe-
cific me hyl CpG combina ions o each o he 62 in e media e epialleles a e epo ed. A P- alue 0.05 was conside ed s a is ically significan .
48 E. FLORIO ET AL.
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