Optimised PDMS Tunnel Devices on MEAs Increase the Probability of Detecting Electrical Activity from Human Stem Cell-Derived Neuronal Networks
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ORIGINAL RESEARCH
published: 31 Oc obe 2017
doi: 10.3389/ nins.2017.00606
F on ie s in Neu oscience | www. on ie sin.o g 1Oc obe 2017 | Volume 11 | A icle 606
Edi ed by:
Michele Giugliano,
Uni e si y o An we p, Belgium
Re iewed by:
Anja Kunze,
Mon ana S a e Uni e si y,
Uni ed S a es
Sophie Pau o ,
USR3505 Ins i u des Technologies
A ancées en sciences du Vi an
(ITAV), F ance
Ma c Heuschkel,
High School o Landscape
Enginee ing and A chi ec u e,
Uni e si y o Applied Sciences
Wes e n Swi ze land, Swi ze land
*Co espondence:
Me i Ris ola
[email p o ec ed]
Susanna Na kilah i
[email p o ec ed]
†These au ho s ha e con ibu ed
equally o his wo k.
Special y sec ion:
This a icle was submi ed o
Neu al Technology,
a sec ion o he jou nal
F on ie s in Neu oscience
Recei ed: 25 July 2017
Accep ed: 17 Oc obe 2017
Published: 31 Oc obe 2017
Ci a ion:
Toi anen M, Pelkonen A, Mäkinen M,
Ylä-Ou inen L, Sukki L, Kallio P,
Ris ola M and Na kilah i S (2017)
Op imised PDMS Tunnel De ices on
MEAs Inc ease he P obabili y o
De ec ing Elec ical Ac i i y om
Human S em Cell-De i ed Neu onal
Ne wo ks. F on . Neu osci. 11:606.
doi: 10.3389/ nins.2017.00606
Op imised PDMS Tunnel De ices on
MEAs Inc ease he P obabili y o
De ec ing Elec ical Ac i i y om
Human S em Cell-De i ed Neu onal
Ne wo ks
Ma ia Toi anen1†, Anssi Pelkonen1†, Mee i Mäkinen1, Lau a Ylä-Ou inen1, Lassi Sukki2,
Pasi Kallio2, Me i Ris ola 1*†and Susanna Na kilah i 1*†
1Neu oG oup, BioMediTech Ins i u e and Facul y o Medicine and Biosciences, Uni e si y o Tampe e, Tampe e, Finland,
2Mic o and Nanosys ems Resea ch G oup, BioMediTech Ins i u e and Facul y o Biomedical Sciences and Enginee ing,
Tampe e Uni e si y o Technology, Tampe e, Finland
Measu emen o he ac i i y o human plu ipo en s em cell (hPSC)-de i ed neu onal
ne wo ks wi h mic oelec ode a ays (MEAs) plays an impo an ole in unc ional in
i o b ain modelling and in neu o oxicological sc eening. The p e iously epo ed
hPSC-de i ed neu onal ne wo ks do no , howe e , exhibi epea able, s able unc ional
ne wo k cha ac e is ics simila o oden co ical cul u es, making he in e p e a ion o
esul s di icul . In ea lie s udies, mic o unnels ha e been used bo h o con ol and guide
cell g ow h and ampli y he axonal signals o oden neu ons. The aim o he cu en s udy
was o de elop unnel de ices ha would acili a e signalling and/o signal de ec ion
in en i e hPSC-de i ed neu onal ne wo ks con aining no only axons, bu also soma a
and dend i es. The e o e, MEA-compa ible polydime hylsiloxane (PDMS) unnel de ices
wi h 8 di e en dimensions we e c ea ed. The hPSC-de i ed neu ons we e cul u ed in
he unnel de ices on MEAs, and he spon aneous elec ical ac i i y o he ne wo ks
was measu ed o 5 weeks. Al hough he unnel de ices imp o ed he signal- o-noise
a io only by 1.3- old a bes , hey signi ican ly inc eased he pe cen age o elec odes
de ec ing neu onal ac i i y (52–100%) compa ed wi h he con ols (27%). Signi ican ly
highe spike and bu s coun s we e also ob ained using he unnel de ices. Neu onal
ne wo ks inside he unnels we e amenable o pha macological manipula ion. The esul s
sugges ha unnel de ices encompassing he en i e neu onal ne wo k can inc ease he
measu ed spon aneous ac i i y in hPSC-de i ed neu onal ne wo ks on MEAs. The e o e,
hey can inc ease he e iciency o unc ional s udies o hPSC-de i ed ne wo ks on MEAs.
Keywo ds: human plu ipo en s em cells, mic oelec ode a ay, neu onal ne wo k, unnel de ice, in i o model
INTRODUCTION
Analysis o neu onal ne wo k ac i i y in i o is a pi o al pa o mode n b ain disease modelling,
neu opha macological es ing, and neu o oxicological sc eening (Johns one e al., 2010; Valdi ia
e al., 2014). In i o neu onal ne wo ks de i ed om human plu ipo en s em cells (hPSCs)
can eplace animal-de i ed models and be e p edic esponses in humans (Ca anaugh e al.,
2014; Hunsbe ge e al., 2015; Pei e al., 2016). Fu he mo e, hei ac i i y can be measu ed using
Toi anen e al. PDMS Tunnels Inc ease MEA Ac i i y
mic oelec ode a ays (MEAs) (Johns one e al., 2010; Jones e al.,
2011; Mose , 2011). Fo example, he e ec o a neu o oxin on
he MEA-ac i i y o a hPSC-de i ed ne wo k can be obse ed
be o e any mo phological changes (Ylä-Ou inen e al., 2010).
Howe e , analyses o MEA da a om hPSC-de i ed ne wo ks
can be e y challenging due o low pe cen age o elec odes
(o en <20%), o en i e a ays, ha de ec neu onal ac i i y
(Ylä-Ou inen e al., 2010; Tukke e al., 2016). E en when he
hPSC-de i ed ne wo ks p oduce obus , measu able ac i i y, he
necessa y di e en ia ion and unc ional de elopmen can be e y
slow, aking up o se e al mon hs (Odawa a e al., 2016). The
a iable and slow de elopmen o neu onal ne wo k ac i i y on
MEA appea s o be cha ac e is ic o all neu onal cul u es o
human o igin; in p ima y human neu ons, which do no equi e
p e-di e en ia ion, he eme gence o elec ical ac i i y can ake
nea ly 40 days, whe e as in co esponding a neu ons he
same de elopmen happens in only 10 days (Napoli and Obeid,
2016). The e o e, i is clea ha new app oaches a e needed
o acili a e he analysis o hPSC-de i ed neu onal ne wo k
unc ions.
Mic oenginee ed polydime hylsiloxane (PDMS) de ices can
be used o answe speci ic ques ions on mechanisms o neu al
unc ion and pa hology (Taylo e al., 2005; Sco e al., 2013; Ren
e al., 2015), and hey can also be used o acili a e he analysis
o elec ical unc ion o hPSC-de i ed ne wo ks. PDMS de ices
consis ing an open chambe (o “well”) can guide he ne wo k
o g ow mo e densely on op o he measu ing elec odes, and
hus acili a e he de elopmen and de ec ion o neu onal ac i i y
(K eu ze e al., 2012). PDMS mic o unnel de ices, on he o he
hand, inc ease he de ec ed ac i i y by ampli ying ex acellula
elec ical signals de ec ed by he MEA (Fi zGe ald e al., 2009;
Wie inga e al., 2010; Wang e al., 2012). Acco ding o a gene ally
accep ed heo y in he ield his occu s because signal ampli udes
measu ed by MEA in unnels a e in luenced by a de i a i e
o Ohm’s law (U =R I), whe e he esis ance o he medium
inside he unnel inc eases as he unnels heigh (h) and wid h
(w), i.e., c oss sec ion (A) dec eases and leng h (l) inc eases
(R =ρ(l / A)). The inc eased esis ance, in u n, mani es s
as highe po en ial di e ences du ing elec ical ac i i y o he
measu ed cells, which ansla es o an inc eased signal- o-noise
a io (SNR) in he MEA eco dings. Howe e , he mic o unnels
p o iding he bes ampli ica ion (c oss sec ions ≤100 µm2,h
≤5µm) a e designed o encompass only neu i es and no
neu onal soma a o en i e neu onal ne wo ks, and o en equi e a
cus om made elec ode a ay (Fi zGe ald e al., 2008; Dwo ak and
Wheele , 2009; Hong e al., 2017). These neu i e-encompassing
mic o unnels a e use ul o analysing ce ain pa ame e s such as
he speed o signal conduc ion along axons, bu he e is a need
o la ge unnel de ices which can p o ide obus MEA da a
om en i e neu onal ne wo ks con aining also dend i es and
cell soma a.
In his s udy, he objec i e was o de elop unnel de ices
ha a e compa ible wi h a comme cially a ailable MEA
pla o m, and a e able o house en i e hPSC-de i ed neu onal
ne wo ks and concomi an ly possess su icien ly small ea u es
o ampli y he ex acellula signals on MEAs in compa ison o
s anda d cul u es. The e o e, hPSC-de i ed neu onal ne wo ks
we e cul u ed on MEAs in unnel de ices wi h di e en
dimensions. The spon aneous elec ical ac i i y o he neu onal
ne wo ks in he unnels was measu ed up o 5 weeks and
compa ed o da a om s anda d MEA con ols. We obse ed
ha while he unnels p o ided li le o no imp o emen
o signal de ec ion, hey inc eased he measu ed ne wo k
ac i i y conside ably. Thus, he use o he unnel de ices
sol ed one o he main p oblems in s udying hPSC-de i ed
ne wo ks using MEAs, which is he low pe cen age o ac i e
elec odes.
MATERIALS AND METHODS
P oduc ion o MEA-Compa ible PDMS
Tunnel De ices
Cus om PDMS unnel de ices and SU-8 moulds o he
de ices we e ab ica ed using apid p o o yping me hods
(Du y e al., 1998). The ou e diame e o he PDMS
de ices (Figu e 1A) was 15 mm and he heigh was
app oxima ely 3 mm o be compa ible wi h he MEA a ay
(60MEA200/30iR-Ti MEAs, Mul iChannelSys em [MCS],
Ge many) and ampli ie (MEA2100, MCS). The PDMS de ices
con ained wo cell pla ing a eas ha we e in e connec ed
by unnels and a e e ence elec ode well. The designed
unnel dimensions we e a ied as p esen ed in Table 1 and
Figu e 1. The cell cul i a ion a ea in on o he unnels
is co e ed by a PDMS lid. The di e en PDMS unnels
we e aligned on op o he MEA elec odes as illus a ed in
Figu es 1B–F.
PDMS (Sylga d 184, Dow Co ning) de ices we e ab ica ed
using me hods desc ibed by Pa k e al. (2006). The moulds we e
ab ica ed om SU-8 3050 (Mic o Resis Technology GmbH)
on op o a silicon wa e . A 15-mm-diame e punching ool
was used o punch indi idual de ices ou o PDMS shee s.
A 3-mm-diame e manual punching ool was used o c ea e
inle s (cell pla ing a eas; Figu e 1A) a a dis ance o 100–
1,000 µm om he unnel mou h, and an opening o he
e e ence elec ode. The use o ci cula cell supply inle s and
he need o ha e equal unnel leng hs c ea ed a lid a ound
he punching hole. Thus, he MEA elec odes placed in on
o he unnels we e co e ed by he PDMS lid loca ed ei he
43 o 105 µm abo e he MEA su ace depending on he
unnel heigh . He ea e , hese elec odes loca ed unde nea h
he PDMS lid bu ou side he unnels a e e e ed as ou side
elec odes.
The dimensions o he unnel de ices we e cha ac e ised
using bo h ligh mic oscopy and p o ilome y. A Zeiss Axio
Image .A1m (Ca l Zeiss AG) was used o inspec he mould
o po en ial aul s. A B uke Dek ak XT s ylus p o ilome e
(B uke Co po a ion) was used o measu e he heigh s
o he mic os uc u es om he mould. Acco ding o he
measu emen s, he mould heigh s we e 43 ±7µm and 105 ±
15 µm. The a ia ion in heigh s was caused by he sligh bending
o he silicon wa e s by he spinne acuum du ing spin-coa ing,
which caused he ea u es o be hicke in he middle o he
moulds.
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Toi anen e al. PDMS Tunnels Inc ease MEA Ac i i y
TABLE 1 | Tunnel dimensions and numbe o unnels, elec odes and MEAs.
w(µm) h(µm) l(µm) Numbe o
MEA pla es
Elec odes pe
unnel, ou side
a ea o MEA well
To al no analysed
unnels, ou side a eas o
MEA wells
To al no
analysed
elec odes
To al no ac i e elec odes pe week
12345
6-well MEA con ol 5 – 9 30 – – 270 – 75 107 120 146 101
1-well MEA con ol 4 – 59 4 – – 236 – – 1 18 39 42
Ou side 43 – 13 8 12 13 8 – 156 96 29 87 112 119 118
Ou side 105 – 21 15 12 21 15 – 254 180 9 74 150 157 154
100 43 1,000 5 4 4 6 4 5 24 16 13 18 24 24 24
100 105 1,000 7 5 4 9 5 7 36 20 2 14 24 34 31
500 43 1,000 1 – 11–12 2 – 2 23 – 3 2 12 21 23
500 105 1,000 2 – 11–12 4 – 3 46 – 1 6 34 40 44
750 43 1,000 3 2 15–16 4 2 2 63/32 8 24 40 47 48
750 105 1,000 7 5 15–16 9 5 6 142/80 7 48 71 92 91
1,500 43 1,000 5 2 31 5 2 4 155/62 11 69 127 131 127
1,500 105 1,000 7 5 31 7 5 3 217 155 4 39 167 111 137
The unnel wid h (w), heigh (h) and leng h (l) a e p esen ed in he i s h ee columns. “Ou side” e e s o elec odes ou side he ac ual unnels bu unde nea h he PDMS lid (Figu e 1).
The second numbe a e he backslash indica es he co esponding numbe in he pha macological expe imen (Figu e 6), and he hi d numbe a e he second backslash indica es
n in he Cy oSpec e ne wo k o ien a ion analysis (Figu e 3E).
P epa a ion o PDMS Tunnel De ices and
MEAs o Cell Cul u e
The MEAs we e always cleaned be o e use acco ding o
manu ac u e ’s ins uc ions (washed wi h 1% Te gazyme [Sigma-
Ald ich], insed wi h dis illed H2O and au ocla ed). MEAs we e
coa ed wi h 0.05% polye hylenimine as p e iously desc ibed
(Ylä-Ou inen e al., 2010). To make he unnels hyd ophilic and
hus amenable o coa ing, he PDMS de ices we e ea ed wi h
oxygen plasma in a PICO plasma sys em (Diene elec onic) o
3 min a 50 W. They we e manually aligned unde a mic oscope
on he MEA elec odes and e e sibly bonded o he MEAs, i.e.,
hey could s ill be manually emo ed. Mouse laminin (20 µg/ml;
Sigma-Ald ich) was pipe ed in o he PDMS unnel de ices on
MEAs h ough bo h cell pla ing a eas (Figu e 1A). Cell cul u e
con ol pla es (4-well pla e, Nunc, The mo Fishe Scien i ic, Inc.)
we e coa ed wi h 20 µg/ml o 10 µg/ml mouse laminin in wells
wi h o wi hou co e slips (Ø =13 mm, VWR), espec i ely.
The MEAs and he con ol pla es we e incuba ed wi h he
laminin solu ions a +4◦C o e nigh as p e iously desc ibed
(Ylä-Ou inen e al., 2010).
Neu al Di e en ia ion and Cell Cul u e
The human emb yonic s em cell (hESC) line Regea 08/023
and he human induced plu ipo en s em cell (hiPSC) line
04311.WT we e used in he expe imen s. BioMediTech has
app o al om he Finnish Medicines Agency (FIMEA) o
pe o m esea ch wi h human emb yos (Dn o 1426/32/300/05).
The e a e also suppo i e s a emen s om he egional
e hical commi ee o Pi kanmaa Hospi al Dis ic o he
de i a ion, cul u ing, and di e en ia ion o hESCs (R05116) and
hiPSCs (R08070). This s udy was ca ied ou in acco dance
wi h he ecommenda ions o FIMEA and Pi kanmaa
Hospi al Dis ic wi h w i en in o med consen om all
subjec s who p o ided cell ma e ial. All subjec s ga e w i en
in o med consen in acco dance wi h he Decla a ion o
Helsinki.
The imeline o he expe imen s is shown in Figu e 2.
The hESCs and hiPSCs we e di e en ia ed in o neu al cells
o 8–10 weeks in neu osphe e cul u es in di e en ia ion
medium (NDM) consis ing o 1:1 Dulbecco’s Modi ied Eagle’s
Medium/F12:Neu obasal Medium supplemen ed wi h 2 mM
Glu aMax, 1x B27 supplemen , 1x N2 supplemen (all om
Gibco In i ogen), 25 U/ml penicillin/s ep omycin (Lonza
G oup L d) and, in his neu osphe e di e en ia ion s age,
20 ng/ml basic ib oblas g ow h ac o (bFGF, R&D Sys ems)
as p e iously desc ibed (Lappalainen e al., 2010) wi h o
wi hou low-dose nal exone LDN193189 (100 nM; S emcell
Technologies, Inc.).
The neu osphe es con aining p e-di e en ia ed neu al cells
we e manually dissec ed in o small cell agg ega es (Ø∼50–
200 µm). App oxima ely 15 small agg ega es (50,000–150,000
cells in o al) we e pla ed in bo h cell pla ing a eas o he PDMS
de ices (i.e., bo h ends o he unnels) as close o he unnels
as possible o ensu e unnel coloniza ion, and simila ly on
con ol pla e wells. The pla ing p ocedu e was iden ical o each
de ice. The PDMS de ices on he MEAs we e subme ged in
he cell cul u e medium (1 ml). The cells we e main ained in a
humidi ied incuba o a 37◦C and 5% CO2. Hal o he medium
was changed h ee imes a week. A e 1 week in adhe en
cul u e, 4 ng/ml bFGF and 5 ng/ml b ain-de i ed neu o ophic
ac o (BDNF) (Gibco In i ogen) we e added o he
medium.
Immunocy ochemis y
The con ol cells we e ixed a e 14 days in adhe en cul u e,
and immunocy ochemical (ICC) s aining was pe o med
as p e iously desc ibed (Lappalainen e al., 2010) o e i y
he neu al iden i y o he cells. P ima y an ibodies, abbi
an i-be a-III Tubulin (β- ub) (1:2000; GenSc ip ) and abbi
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Toi anen e al. PDMS Tunnels Inc ease MEA Ac i i y
FIGURE 1 | Designs o he unnel de ices. The PDMS unnel de ices (A) consis o wo cell pla ing a eas ha a e in e connec ed by unnels, and a e e ence
elec ode well. The wo unnel heigh s a e p esen ed in he lowe igh co ne in (A). The ed dashed lines indica e he c oss sec ion o a unnel, in his case 100 µm
wide. The numbe s in (A) p o ide he unnel wid hs (w) and heigh s (h) in µm. Tunnels wi h di e en dimensions we e aligned on MEAs (B–F). Da k g ay indica es
PDMS bonded o he MEA su ace, ligh g ey ep esen s cell cul i a ion a eas in he unnels and a eas unde he PDMS lid, while he ed dashed lines indica e unnel
pe ime e s. The numbe s in (B–F) p o ide he unnel wid hs (w) and leng hs (l) in µm.
FIGURE 2 | Timeline o he expe imen s. Neu ons we e di e en ia ed in
neu osphe e cul u e o 8–10 weeks be o e adhe en cul u e in unnel de ices
on MEAs and in s anda d cell cul u e wells (con ol cells). MEA measu emen s
we e pe o med wice weekly o e 5 weeks, and a pha macological es was
pe o med a he end o he cul u e. Neu i e o ien a ion analysis was
pe o med om he phase con as images aken a he 5 h week.
Immunocy ochemis y was pe o med on con ol cells a e 2 weeks in
adhe en cul u e o bo h cell lines.
polyclonal an i-Mic o ubule-Associa ed P o ein 2 (MAP2)
(1:400; Millipo e), we e used oge he wi h seconda y an ibodies,
Alexa 488 an i- abbi and Alexa 568 an i-mouse (bo h 1:400;
Molecula P obes). In addi ion, he nuclei o he cells we e
s ained wi h 4′,6-diamidino-2 phenylindole (DAPI), which
was included in he moun ing medium (Vec ashield Moun ing
Medium wi h DAPI, Vec o Labo a o ies). The cells we e imaged
wi h a luo escence mic oscope (Olympus IX51, Olympus
Co po a ion).
Phase Con as Mic oscopy and Neu i e
O ien a ion Analysis
The cells we e imaged wi h a phase con as mic oscope
(Nikon Eclipse TE2000-S, Nikon Co po a ion) once pe week
o ollow he neu onal mo phology, mig a ion and ne wo k
o ma ion. The cell cul u e con ol pla es we e used as a no mal
mic oen i onmen cell con ol o e alua e neu onal iabili y,
mo phology and mig a ion. The con ol pla es we e ollowed o
2 weeks.
The o ien a ion o he neu i es was analysed using
Cy oSpec e 1.2 so wa e (h p://www. u . i/cy ospec e)
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Toi anen e al. PDMS Tunnels Inc ease MEA Ac i i y
(Ka asalo e al., 2015). The so wa e u ilises spec al analysis
and calcula es he o ien a ions o image componen s, in
his case neu i es (Hyysalo e al., 2017), and desc ibes hei
a iance wi h a ci cula a iance alue, which is 1 when he
componen s a e andomly aligned, and 0 when all componen s
a e comple ely unidi ec ional. The so wa e was used in he
mixed componen mode and spec al esolu ion/noise was se
o balanced. Wa eleng h se ings (componen size) we e se o
1µm (minimum) and 30 µm (maximum). The o ien a ion o
neu i es inside he unnels was analysed using phase con as
images ob ained a week 5 a e pla ing, and compa ed o images
o he eely g owing ne wo ks on cell cul u e con ol pla es. The
elec odes and hei acks we e excluded om he image analysis
by using a cus om MATLAB sc ip which au oma ically de ec ed
he elec odes and he acks and eplaced hei pixel alues
wi h local mean in ensi ies compu ed om he co esponding
egions o each image, and by using Cy oSpec e’s componen
size il e ing.
MEA Measu emen s
MEA measu emen s we e pe o med wi h an MEA sys em
consis ing o a il e ampli ie MEA2100, so wa e MC_Rack
and empe a u e con olle s TC02 se a 37◦C (all om MCS).
The elec ical ac i i y o he neu onal ne wo ks was measu ed
wice a week o 5 weeks (Figu e 2). The du a ion o each
eco ding was 10 min and he sampling a e was 25 kHz. To
analyse he noise, signal ampli ude and SNR in he unnel de ices,
he MEA da a we e compa ed o ea lie eco dings om he
same 60MEA200/30iR-Ti MEAs wi h no PDMS unnel de ices,
e e ed o as he 1-well MEA con ol. The 1-well MEA con ol
is an open olume sys em wi h no liquid olume es ic ions.
To analyse he de elopmen o ne wo k ac i i y, he da a we e
compa ed o eco dings om 60-6wellMEA200/30iR-Ti MEAs
(MCS), in which he indi idual wells we e sepa a ed using
SpikeBoos e de ices (BioMediTech) (K eu ze e al., 2012), and
is e e ed o as he 6-well MEA con ol. The dimensions o he
cell cul u ing a eas on he SpikeBoos e de ices a e he same
as he cell pla ing a eas on he unnel de ices, and he 6-well
MEA con ol can be conside ed a pa ially es ic ed olume
sys em. The combina ion o 6-well MEAs and SpikeBoos e is he
mos used MEA se up in ou labo a o y, and i ypically p o ides
he bes ne wo k ac i i y de elopmen . All used MEAs had he
same su ace ma e ial (Si3N4), elec ode ma e ial (TiN), elec ode
diame e (30 µm) and elec ode- o-elec ode dis ance (200 µm).
Pha macological es ing wi h e odo oxin (TTX; 1 µM,
Toc is Bioscience) was pe o med a he end o he s udy
(Figu e 2). MEA ac i i y was measu ed o 5 min a e addi ion
o esh medium o he MEA and a e addi ion o TTX o
he medium whe e he PDMS de ice was subme ged. TTX
and he equipmen used o handling i we e s o ed, handled
and disposed acco ding o ins i u ional sa e y egula ions
(BioMediTech ins i u e and Facul y o Medicine and Biosciences,
Uni e si y o Tampe e).
Signal Analysis and S a is ics
Spikes we e de ec ed om he MEA da a using MATLAB (The
Ma hWo ks, Inc.) wi h a cus om-made analysis p og am based
on Qui oga e al. (2004). Analysis was pe o med sepa a ely
o each elec ode (modi ied om Qui oga e al., 2004). Fi s ,
he ol age signal was il e ed (200–3,000 Hz band pass). Nex ,
he noise was calcula ed as he median (md) o he absolu e
alues om he il e ed eco ding di ided by 0.6745. Signal alues
which exceeded i e imes his noise alue we e conside ed as
spikes. Bo h nega i e and posi i e spikes we e de ec ed. Spikes
la ge han 500 imes noise we e emo ed as a e ac s. Fo spike
wa e o m analysis, 0.8 and 1.76 ms o ol age signal was clipped
be o e and a e he la ges absolu e alue o he spike om he
il e ed da a. The de ec o dead ime be ween wo wa e o ms
was 1.48 ms. The peak- o-peak ampli udes we e measu ed as
he di e ence be ween he highes and lowes ol age alues
in he s o ed wa e o ms. A peak- o-peak md was ob ained
om all wa e o ms om one channel o iden i y a single alue
pe channel. SNR was calcula ed by di iding he md peak-
o-peak spike ampli udes by he co esponding noise alues.
An elec ode was ega ded as an ac i e elec ode (measu ing
neu onal ac i i y) i mo e han 2 spikes we e eco ded in a minu e
(spike equency 0.033 Hz). The h eshold was de e mined by
measu ing he spike a es om emp y MEAs and MEAs wi h
TTX-silenced neu onal cul u es (da a no shown). Pe cen age
o ac i e elec odes was calcula ed o each unnel and con ol
well sepa a ely and elec odes unde nea h he PDMS de ices
we e excluded om he analysis. Da a om he elec odes a he
unnels mou h (unde he ed dashed line in Figu es 1B–F) we e
no included in analyses because hey could be conside ed nei he
ou side no unnel elec odes. Bu s s (clus e s o spikes) we e
de ec ed sepa a ely o each elec ode using a me hod based on
Kapucu e al. (2012) which de ines bu s s using he cumula i e
mo ing a e age o in e -spike in e als.
The numbe o epea s (n) in di e en analyses a e p esen ed
in Table 1. S a is ical analyses we e pe o med in SPSS (IBM).
The MEA da a we e ound o ha e a non-no mal dis ibu ion,
and he e o e he nonpa ame ic K uskal-Wallis es wi h Dunn’s
pos hoc es was used o de e mine whe he he e we e
s a is ically signi ican di e ences among he di e en unnels
and con ols. The da a om he neu i e o ien a ion analysis
(Cy oSpec e esul s) we e ound o be no mally dis ibu ed
and hus we e analysed by uni a ia e analysis o a iance wi h
Bon e oni’s pos hoc es . A p- alue less han 0.05 was conside ed
signi ican .
RESULTS
Neu onal Ne wo k Cul u es in Tunnel
De ices
A e cell pla ing, he neu ons s a ed o mig a e and elonga e
neu i es in o he unnels. The i s neu i es and neu ons en e ed
he unnels as ea ly as 3 days a e pla ing, and ypically
by 2–3 weeks he neu ons had o med a ne wo k co e ing
app oxima ely he en i e a ea inside he unnels. Examples
o ne wo k g ow h om he na owes (w=100 µm) and
wides unnels (w=1,500 µm) a e shown in Figu es 3A,B,
espec i ely. Occasionally, he e e sible PDMS-MEA bonding
led o pa ial de achmen o some o he PDMS de ices om
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Toi anen e al. PDMS Tunnels Inc ease MEA Ac i i y
FIGURE 3 | Ne wo k de elopmen in unnels and immunocy ochemis y images o neu onal cul u es. Ne wo k de elopmen in an h=43 µm, w=100 µm unnel
(A) and an h=43 µm, w=1,500 µm unnel (B). The elec ode- o-elec ode dis ance is 200 µm. Red dashed boxes in (A,B) show he loca ion o he co esponding
sub igu es on he igh , whe e soma a a e indica ed by black and neu i e bundles by whi e a owheads, d, days. Rep esen a i e MEA aces om he same week a e
shown unde each unnel image. The elec odes om which he aces we e ob ained a e ma ked wi h whi e do s. Immunocy ochemis y images o wo cell lines:
(C) he hiPSC line 04311.WT and (D) he hESC line 08/023 g owing on cell cul u e con ols pla es. The cell nuclei (DAPI, blue) and neu onal ma ke s
(mic o ubule-associa ed p o ein 2 [MAP2] and class III ubulin [β- ub], g een) we e s ained. (E) Neu i e o ien a ion analysis con i med signi ican ly smalle ci cula
a iances o he ne wo ks in unnels han in eely g owing open cul u es. nopen cul u e is 8 and no he wise is 2–7 (Table 1). S a is ical di e ence be ween he g oups
was analysed using uni a ia e analysis o a iance, and he * symbols indica e signi icance based on Bon e oni’s pos hoc es s. eely g owing open cul u es (*0.05
>p≥0.01; **0.01 >p≥0.001; ***p>0.001).
he MEAs. The cul u es wi h insu icien PDMS-MEA bonding
we e excluded om he expe imen s. The neu onal na u e o
he used cells was e i ied by immunocy ochemical s aining o
known neu onal ma ke s (Figu es 3C,D). Cell iabili y in he
unnels was good, and no signi ican cell dea h o de achmen
was obse ed wi h phase con as mic oscopy du ing he 5-week
cul u e pe iod. The unnels con ained neu i es and cell soma a
mig a ed in o he unnels. Towa d he end o he cul u e he
neu i es ended o o m hick bundles ha we e ypically nex
o he PDMS walls ega dless o he unnel wid h. All unnels
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Toi anen e al. PDMS Tunnels Inc ease MEA Ac i i y
a ec ed neu onal ne wo k de elopmen by causing neu i e
o ien a ion (Figu es 3A,B) compa ed wi h andom neu onal
ne wo ks wi hou unnels (Figu es 3C,D). This obse a ion was
e i ied by he neu i e o ien a ion analysis, which showed ha he
mean ci cula a iance alues in he ne wo ks inside unnels we e
signi ican ly smalle han in eely g owing ne wo ks [F(3, 31)
=6.63, p=0.001; Figu e 3E]. The unnel heigh had no
signi ican e ec on he neu i e o ien a ion [F(1, 31) =2.94, p=
0.097].The neu i es in he na owes (w=100 µm) unnels we e
he mos unidi ec ional (Figu es 3A,E,).
MEA Signal De ec ion Inside Tunnel
De ices
To de e mine whe he he di e en unnel dimensions a ec ed
he signal de ec ion on MEA, we calcula ed he noise alues,
md peak- o-peak signal ampli udes, and om hese, he
co esponding SNRs in each ac i e elec ode using a cus om-
made MATLAB algo i hm (Figu e 4). Examples o he neu onal
signals a e shown in he na ow unnel (w=100 µm) and wide
unnel (w=1,500 µm) (Figu es 3A,B).
Da a om s anda d 1-well MEAs se ed as he ele an
con ol o hese pa ame e s because he unnel de ice da a we e
ob ained using he same indi idual MEAs. The 1-well MEA
con ol da a did no con ain measu emen s om he i s week
a e pla ing, and week 1 da a we e he e o e omi ed om
his analysis bu a e p esen ed in Supplemen a y Figu e 1. The
ou side-g oup e e s o he elec odes ou side he unnels bu
unde he PDMS lid (Figu e 1), and hus ha e he same has he
unnel elec odes.
The md noise alues we e highe in he elec odes inside
he PDMS unnels in compa ison o he 1-well MEA con ol
(md 1.3 µV; Figu es 4A,B). In he h=43 µm unnels, noise
was signi ican ly inc eased in he elec odes inside w=100 µm,
w=750 µm, and w=1,500 µm unnels (md 1.8, 2.0, and
2.0, p<0.001; Figu e 4A). The 6-well MEA con ol had a
compa a i ely high noise le el (md 3.1 µV). In he h=105 µm,
he unnels noise was signi ican ly inc eased in w=500 µm, w
=750 µm, and w=1,500 µm unnels (md 1.9, 1.9, and 1.8; p
<0.001; Figu e 4B). In he h=105 µm de ices, he noise was
pa icula ly high a he i s week a e pla ing (Supplemen a y
Figu e 1), p obably due o sys em s abiliza ion and/o p o ein
adso p ion o he elec ode su ace. Howe e , inclusion o he
da a in he analyses had no signi ican e ec on he esul s. In
gene al, noise was signi ican ly highe in he h=43 µm de ices
compa ed wi h he h=105 µm de ices (p<0.001; Figu e 4A
s. Figu e 4B). These esul s sugges ha PDMS unnels can
inc ease noise in MEA eco dings depending on he unnel
dimensions.
In ag eemen wi h he inc eased noise alues, he md peak-
o-peak signal ampli udes we e inc eased in elec odes inside
unnel de ices when compa ed wi h he 1-well MEA con ol (md
13.3 µV; Figu es 4C,D). In he h=43 µm unnel de ices, he
ampli udes we e signi ican ly inc eased in he ou side elec odes
as well as he elec odes in w=100 µm, w=750 µm and
w=1,500 µm unnels (md 18.4, 18.9, 20.1, and 19.5 µV,
espec i ely; p<0.001; Figu e 4C). The 6-well MEA con ol
had ela i ely high signal ampli udes (md 24.3 µV). In he h=
105 µm unnels, he ampli udes we e signi ican ly inc eased in
FIGURE 4 | Noise in ac i e elec odes, signal ampli ude and signal- o-noise
a io. The noise was calcula ed o ac i e elec odes in h=43 µm(A) and h=
105 µm unnel de ices (B) and con ols (6 and 1-well MEAs). The unnel wid h
o con ol g oup is indica ed on he x-axes. The median signal ampli ude in
ac i e elec odes in h=43 µm(C) and h=105 µm de ices (D) and con ols
was also calcula ed. The signal- o-noise- a io (SNR) in h=43 µm(E) and h=
105 µm de ices (F) was calcula ed om he noise and median signal
ampli ude in ac i e elec odes. n(ac i e elec odes) is 61–547 (weekly
numbe s o ac i e elec odes a e in Table 1). Please no e ha he low numbe
o h=43 µm, w=500 µm unnels (2) may a ec he esul s. S a is ical
di e ences be ween g oups we e analysed using he K uskal-Wallis es , and
he * symbols indica e signi ican di e ences using Dunn’s pos hoc es s. he
1-well con ol (*0.05 >p≥0.01; **0.01 >p≥0.001; ***p>0.001).
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Toi anen e al. PDMS Tunnels Inc ease MEA Ac i i y
he elec odes in w=500 µm, w=750 µm, and w=1,500 µm
unnels (md 18.2, 20.0, and 18.0 µV; p<0.001; Figu e 4D).
In gene al, signal ampli udes we e signi ican ly highe in he
elec odes in he h=43 µm de ices compa ed wi h he h=
105 µm de ices (p<0.001; Figu e 4C s. Figu e 4D). These
esul s sugges ha PDMS unnel de ices can inc ease MEA
signal ampli ude depending on he de ice dimensions.
SNR was ound o be highe in he elec odes in unnel de ices
compa ed wi h he 1-well MEA con ol (md 8.0, Figu es 4E,F).
In he h=43 µm unnel de ices, SNR was signi ican ly inc eased
in he ou side elec odes unde he PDMS lid as well as elec odes
in w=100 µm, w=750 µm, and w=1,500 µm unnels
(md 10.0, 9.9, 9.1, and 9.9, espec i ely; p<0.001; Figu e 4E).
SNR was lowes in he 6-well MEA con ols (md 7.7). In he
h=105 µm unnel de ices, SNR was signi ican ly inc eased
in he ou side elec odes as well as elec odes in w=100 µm,
w=500 µm, w=750 µm, and w=1,500 µm unnels (md
9.7, 9.8, 9.6, 10.1, and 9.7, espec i ely; p<0.001; Figu e 4F).
The unnel heigh had no signi ican e ec on SNR (p=0.244;
Figu e 4E s. Figu e 4F). In summa y, he SNRs eco ded om
inside he unnel de ices we e e y simila , hus making he
di e ences in noise and signal ampli udes be ween di e en
designs i ele an in e ms o MEA signal de ec ion. Howe e ,
i appea s ha a PDMS unnel de ice on he MEA in gene al
imp o es SNR.
Tunnel De ices Inc ease Spike and Bu s
Ac i i y on MEA
To assess whe he he unnel de ices could a ec he spike and
bu s ac i i y on MEA, we analysed he pe cen age o ac i e
elec odes, spike coun and bu s coun in ac i e elec odes
using ou cus om-made MATLAB algo i hm (Figu e 5). We
compa ed he ac i i y da a om unnel elec odes o he 6-well
MEA con ol. The s a is ical analyses be ween he unnel de ices
and con ols we e pe o med sepa a ely each week because he
ac i i y in he unnel elec odes inc eased d ama ically o e ime.
The pe cen age o ac i e elec odes inc eased in he unnel
de ices (Figu es 5A,B). A week 1, he pe cen age o ac i e
elec odes was highes in he 6-well MEA con ols. Howe e ,
while he pe cen age in he 6-well MEA con ols dec eased
om 46 o 27% o e 5 weeks, he pe cen age in he unnel
de ices s eadily inc eased, su passing he 6-well MEA con ols
2–4 weeks a e pla ing and inally eaching 52–100% a week
5. The pe cen age o ac i e elec odes was especially high in he
w=100 µm and w=500 µm unnels, eaching 80–100% by
week 5. The pe cen ages we e also highe in he h=43 µm
unnels compa ed wi h he h=105 µm unnels (69–100%
s. 52–85% a week 5; Figu e 5A s. Figu e 5B). The smalles
unnels (h=43 µm, w=100 µm) we e bes in e ms o he
pe cen age o ac i e elec odes, eaching 100% as ea ly as week 3
(Figu e 5A).
The e we e signi ican ly mo e spikes pe ac i e elec ode in
he unnel de ices compa ed wi h he 6-well MEA con ols
(Figu es 5C,D). The md spike coun in he 6-well MEA con ols
ne e eached highe han 125 o e 10 min (week 4). The md
spike coun was highes , wi h 3,449 spikes o e 10 min, in he
smalles unnels (h=43 µm, w=100 µm) a week 5 (p<0.001;
Figu e 5C). The ou side elec odes in he h=43 µm unnel
de ices also had high spike coun s, wi h md eaching 2,715 a
week 5. The spike coun s be ween he ou side elec odes and
he w=100 µm unnels did no di e signi ican ly du ing any
week. The spike coun s we e also signi ican ly inc eased in highe
(h=105 µm) de ices compa ed wi h he 6-well MEA con ols
(Figu e 5D). The maximal spike coun in he h=105 µm de ices
was eached a week 4, when he md spike coun in he w
=500 µm unnels was 992 (p<0.001). The md spike coun was
nea ly as high in he w=100 µm unnels o he co esponding
ime poin (964). In gene al, he spike coun was highe in he h
=43 µm unnel de ices compa ed wi h he h=105 µm de ices.
Fo example, in he w=100 µm unnels, he di e ence was
signi ican a weeks 4 (2,886 and 964, espec i ely; p=0.013)
and 5 (3,449 s. 907, espec i ely; p=0.002; Figu e 5C s.
Figu e 5D). Taken oge he , he spike coun da a showed ha
he w=100 µm unnels and ou side a ea o he h=43 µm
unnel de ices we e he bes o inc ease he amoun o measu ed
ne wo k ac i i y.
As wi h he spike coun s, he bu s coun s we e also inc eased
in he unnel de ices compa ed wi h he 6-well MEA con ols.
In he 6-well MEA con ols, he md bu s coun was highes a
week 5, wi h 6 bu s s o e 10 min (Figu es 5E,F). In he smalles
unnels (h=43 µm, w=100 µm), he bu s coun eached a
maximum, 373, a week 4 (p<0.001; Figu e 5E). The bu s
coun s we e also e y high in he ou side elec odes o he h=
43 µm unnel de ices, wi h 250 bu s s a week 5 (p<0.001).
The bu s coun s be ween he ou side elec odes and he w=
100 µm unnels did no di e signi ican ly du ing any week. The
bu s coun s we e also signi ican ly inc eased in he highe (h
=105 µm) unnels compa ed wi h he 6-well MEA con ols,
achie ing a maximum o 108 a week 4 in he w=500 µm
unnels (p<0.001; Figu e 5F). The md bu s coun was also
high in he w=100 µm unnels a he same week, wi h 80
bu s s. Howe e , he numbe o bu s s in he h=105 µm unnels
was gene ally less han in he h=43 µm unnels. Fo example,
in he w=100 µm unnels, he di e ence was signi ican a
weeks 4 (80 and 373, espec i ely; p=0.006) and 5 (56 and
368, espec i ely; p=0.002; Figu e 5E s. Figu e 5F). The bu s
coun da a sugges ed ha he MEA ac i i y was highes in w=
100-µm-wide unnels and he ou side a ea o he h=43-µm-
high unnel de ices, which is consis en wi h he spike coun
esul s (Figu es 5C,D). Howe e , conside ing also he pe cen age
o ac i e elec odes (Figu es 5A,B), i is no he a ea ou side he
unnels, bu pa icula ly he smalles unnels (h=43 µm, w=
100 µm), ha had he g ea es abili y o inc ease he amoun o
measu ed ne wo k ac i i y.
MEA Ac i i y Inside Tunnel De ices Can Be
A ec ed by Pha macological T ea men
To es whe he he MEA signals inside he unnel de ices
o igina ed om neu onal ac i i y, we measu ed he MEA
ac i i y inside he de ices be o e and a e TTX ea men
(Figu es 6A,B). TTX inhibi s he unc ion o neu onal ol age-
ga ed sodium channels and, he e o e, blocks he elec ical
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Toi anen e al. PDMS Tunnels Inc ease MEA Ac i i y
FIGURE 5 | Pe cen age o ac i e elec odes, spike coun and bu s coun . The pe cen age o ac i e elec odes was calcula ed om he MEA da a o he h=43 µm
(A) and h=105 µm unnel de ices (B) as well as he con ols (6 and 1-well MEAs). To al no analysed elec odes was 23-270 (Table 1). The spike coun in he ac i e
elec odes o e 10 min was also analysed o he h=43 µm(C) and h=105 µm unnel de ices (D) and con ols. The numbe o bu s s o e 10 min was analysed
om he spike da a o he h=43 µm(E) and h=105-µm-high unnel de ices (F) and he con ols. n(ac i e elec odes) was 1-167 (Table 1). Please no e ha he
low numbe o h=43 µm, w=500 µm unnels (2) may a ec he esul s. S a is ical di e ences be ween g oups each week we e analysed using he K uskal-Wallis
es , and * symbols indica e signi ican di e ences using Dunn’s pos hoc es s. he 6-well con ol (*0.05 >p≥0.01; **0.01 >p≥0.001; ***p>0.001).
ac i i y o neu ons. A e addi ion o egula medium, he
pe cen age o ac i e elec odes was be ween 26% (h=105 µm,
ou side elec odes) and 94% (h=43 µm, w=100 µm). A e
he addi ion o TTX o he medium, he pe cen age o ac i e
elec odes d opped be ween 5% (h=105 µm, w=1,500 µm)
and 0% (e.g., h=43 µm, w=100 µm). The e ec o TTX
on MEA ac i i y in unnel de ices was p omp and clea ,
showing ha he measu ed ac i i y was o neu onal o igin
and ha he unnel de ices can be used in pha macological
expe imen s.
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