scieee Science in your language
[en] (orig)

Transplantation with Lewis bone marrow induces the reinstatement of cocaine-seeking behavior in male F344 resistant rats.

Abstract

[EN]One of the main challenges to understand drug addiction is defining the biological mechanisms that underlie individual differences in recidivism. Studies of these mechanisms have mainly focused on the brain, yet we demonstrate here a significant influence of the peripheral immune system on this phenomenon. Lewis (LEW) and Fischer 344 (F344) rats have different immunological profiles and they display a distinct vulnerability to the reinforcing effects of cocaine, with F344 more resistant to reinstate cocaine-seeking behavior. Bone marrow from male LEW and F344 rats was transferred to male F344 rats (F344/LEW-BM and F344/F344-BM, respectively), and these rats were trained to self-administer cocaine over 21 days. Following extinction, these animals received a sub-threshold primer dose of cocaine to evaluate reinstatement. F344/LEW-BM but not F344/F344-BM rats reinstated cocaine-seeking behavior, in conjunction with changes in their peripheral immune cell populations to a profile that corresponded to that of the LEW donors. After cocaine exposure, higher CD4+ T-cells and lower CD4+CD25+ T-cells levels were observed in F344/LEW-BM rats referred to control, and the splenic expression of Il-17a, Tgf-β, Tlr-2, Tlr-4 and Il-1β was altered in both groups. We propose that peripheral T-cells respond to cocaine, with CD4+ T-cells in particular undergoing Th17 polarization and generating long-term memory, these cells releasing mediators that trigger central mechanisms to induce reinstatement after a second encounter. This immune response may explain the high rates of recidivism observed despite long periods of detoxification, shedding light on the mechanisms underlying the vulnerability and resilience of specific individuals, and opening new perspectives for personalized medicine in the treatment of relapse.

Read accessible full text

Transplantation with Lewis bone marrow induces the reinstatement of cocaine-seeking behavior in male F344 resistant rats.

Author: Assis, María Amparo,Díaz López, David,Ferrado, Rosa,Ávila Zarza, Carmelo A.,Weruaga Prieto, Eduardo,Ambrosio, Emilio
Publisher: Elsevier
Year: 2021
DOI: 10.1016/j.bbi.2020.11.039
Source: https://gredos.usal.es/bitstream/10366/155497/1/brain_S0889159120324417.pdf
B ain, Beha io , and Immuni y 93 (2021) 23–34
A ailable online 3 Decembe 2020
0889-1591/© 2020 Else ie Inc. All igh s ese ed.
T ansplan a ion wi h Lewis bone ma ow induces he eins a emen o
cocaine-seeking beha io in male F344 esis an a s
Ma ía Ampa o Assis
a
,
b
,
c
,
*
, Da id Díaz
d
,
e
, Rosa Fe ado
a
, Ca melo An onio ´
A ila-Za za
e
,
,
Edua do We uaga
d
,
e
, Emilio Amb osio
a
a
Depa amen o de Psicobiología, Facul ad de Psicología, Uni e sidad Nacional de Educaci´
on a Dis ancia (UNED), Mad id, Spain
b
Facul ad de Ciencias M´
edicas, Uni e sidad Nacional de San iago del Es e o (UNSE), San iago del Es e o, A gen ina
c
Labo a o io de Biología Molecula , Inmunología y Mic obiología, Ins i u o Mul idisciplina io de Salud, Tecnología y Desa ollo (IMSaTeD), CONICET-UNSE, San iago
del Es e o, A gen ina
d
Ins i u o de Neu ociencias de Cas illa y Le´
on (INCyL), Uni e sidad de Salamanca (USAL), Salamanca, Spain
e
Ins i u o de In es igaci´
on Biom´
edica de Salamanca (IBSAL), Salamanca, Spain
G upo de Es adís ica Aplicada, Depa amen o de Es adís icas, USAL, Salamanca, Spain
ARTICLE INFO
Keywo ds:
Cocaine
Relapse
Lewis a s
Fische 344 a s
Bone ma ow ansplan a ion
T-cells
CD4
+
CD25
+
T-cells
IL-17A
Cy okines
D
5
dopamine gic ecep o s
ABSTRACT
One o he main challenges o unde s and d ug addic ion is de ining he biological mechanisms ha unde lie
indi idual di e ences in ecidi ism. S udies o hese mechanisms ha e mainly ocused on he b ain, ye we
demons a e he e a signi ican in luence o he pe iphe al immune sys em on his phenomenon. Lewis (LEW) and
Fische 344 (F344) a s ha e di e en immunological p o iles and hey display a dis inc ulne abili y o he
ein o cing e ec s o cocaine, wi h F344 mo e esis an o eins a e cocaine-seeking beha io . Bone ma ow om
male LEW and F344 a s was ans e ed o male F344 a s (F344/LEW-BM and F344/F344-BM, espec i ely),
and hese a s we e ained o sel -adminis e cocaine o e 21 days. Following ex inc ion, hese animals ecei ed
a sub- h eshold p ime dose o cocaine o e alua e eins a emen . F344/LEW-BM bu no F344/F344-BM a s
eins a ed cocaine-seeking beha io , in conjunc ion wi h changes in hei pe iphe al immune cell popula ions o
a p o ile ha co esponded o ha o he LEW dono s. A e cocaine exposu e, highe CD4
+
T-cells and lowe
CD4
+
CD25
+
T-cells le els we e obse ed in F344/LEW-BM a s e e ed o con ol, and he splenic exp ession o
Il-17a, Tg -β, Tl -2, Tl -4 and Il-1β was al e ed in bo h g oups. We p opose ha pe iphe al T-cells espond o
cocaine, wi h CD4
+
T-cells in pa icula unde going Th17 pola iza ion and gene a ing long- e m memo y, hese
cells eleasing media o s ha igge cen al mechanisms o induce eins a emen a e a second encoun e . This
immune esponse may explain he high a es o ecidi ism obse ed despi e long pe iods o de oxi ica ion,
shedding ligh on he mechanisms unde lying he ulne abili y and esilience o speci ic indi iduals, and opening
new pe spec i es o pe sonalized medicine in he ea men o elapse.
1. In oduc ion
Cocaine addic ion is one o he mos o e whelming examples o
expe ience-dependen beha io al changes ha may be pe manen ,
in ol ing li elong memo y. Howe e , his phenomenon canno be ully
explained by he neu al al e a ions epo ed ollowing ch onic exposu e
o his d ug (Edwa ds and Koob, 2010; E e i and Robbins, 2005;
Hyman e al., 2006; Lüsche and Malenka, 2011; Robinson and Kolb,
2004; Thomas e al., 2009). The dele e ious e ec s o psychos imulan s
a e no exclusi ely beha io - ela ed, as immune unc ion is also
comp omised (Assis e al., 2008; Kube a e al., 2008; Lo Iacono e al.,
2018). In ac , while he b ain’s ewa d sys em can in luence he ac i i y
o he pe iphe al immune sys em, his may also be di ec ly modula ed by
d ugs o abuse, and cocaine may in luence immune cells by p o oking
he elease o immuno ansmi e s (e.g. dopamine) and immunomodu-
la o s (cy okines) ha ac in au oc ine/pa ac ine loops (A aos e al.,
2015; Assis e al., 2011; Ben-Shaanan e al., 2018; Be gquis e al., 1994;
Cosen ino e al., 2007; Nis ico e al., 1994; Obe beck, 2006; Pelleg ino
and Baye , 1998; Yamada and Nabeshima, 2004). Mo eo e , as cocaine
eaches leukocy es be o e c ossing he blood–b ain ba ie (BBB), he
* Co esponding au ho a : Labo a o io de Biología Molecula , Inmunología y Mic obiología, IMSaTeD, UNSE-CONICET, Ru a Nacional N
◦9, Km 1125 S/N, Villa El
Zanj´
on G4206, San iago del Es e o, A gen ina.
E-mail add esses: [email p o ec ed], [email p o ec ed] (M.A. Assis).
Con en s lis s a ailable a ScienceDi ec
B ain Beha io and Immuni y
jou nal homepage: www.else ie .com/loca e/yb bi
h ps://doi.o g/10.1016/j.bbi.2020.11.039
Recei ed 12 July 2020; Recei ed in e ised o m 27 Oc obe 2020; Accep ed 22 No embe 2020
B ain Beha io and Immuni y 93 (2021) 23–34
24
e ec o cocaine on immunocy es may e en p ecede i s e ec s in he
cen al ne ous sys em (CNS). The e ec s o cocaine on immuno-
ansmission may also in luence he CNS esponse o his d ug since he
immune sys em egula es lea ning, memo y, neu al plas ici y and neu-
ogenesis (Yi miya and Goshen, 2011). Indeed, immunological
dys unc ion has been linked wi h neu opa hologies, some o which can
be e e ed by bone ma ow (BM) ansplan a ion (Chen e al., 2010;
De ecki e al., 2012; Díaz e al., 2019, 2015, 2012; Kwan e al., 2012;
Leona d, 2010; Liu e al., 2019a; Miyaoka e al., 2017).
Due o di e ences in hei ulne abili y o d ugs o abuse, he inb ed
Fische 344 (F344) and Lewis (LEW) a s ains ha e been used o s udy
he biological co ela es o addic ion (Cadoni, 2016; Haile e al., 2001;
Kos en e al., 1997; Kos en and Amb osio, 2002; Migu´
ens e al., 2011;
Sanchez-Ca doso e al., 2007; S´
anchez-Ca doso e al., 2009). The LEW
s ain is mo e sensi i e han he F344 a s in e ms o eins a ing
cocaine-seeking beha io , e en a e ecei ing sub- h eshold cocaine
p iming (K uzich and Xi, 2006; Migu´
ens e al., 2013). In addi ion, di -
e ences in he immune sys em o hese a s ha e also been epo ed
(Fecho e al., 2007; Macho e al., 2008; Ma apallil e al., 2008; Wilde
e al., 2000), whe eby F344 a s ha e ewe mononuclea cells han LEW
a s, a lowe p opo ion o CD4
+
T-cells and less in ense CD4 s aining
(G i in and Whi ac e, 1991). We also ound di e ences be ween he T/
B-cell a io, which in LEW a s is nea ly double ha o F344 a s (Ucha-
To ue o, 2012).
The beha io al di e ences be ween LEW and F344 a s, and hose in
hei immune esponses, make hese s ains an a ac i e model o s udy
he e ec s o cocaine on he pe iphe al immune sys em and i s ela-
ionship wi h beha io . We p edic ed ha he di e ences in he
lymphocy e popula ions, pa icula ly he highe p e alence o CD4
+
T-
cells in LEW a s, would in luence d ug-e oked long- e m memo y by
igge ing mechanisms o immune ecogni ion, explaining he heigh -
ened sensi i i y o hese a s o elapse. Acco dingly, o s udy he po-
en ial e ec s o he immune sys em on elapse, we ans e ed BM om
LEW o i adia ed F344 a s, assessing whe he hese LEW BM cells
modi y he cocaine-induced beha io al esponse o F344 a s in a
pa adigm o sel -adminis a ion and eins a emen o d ug-seeking
beha io .
2. Me hods
An abb e ia ed e sion o he me hods employed is p esen ed he e.
Fo u he de ails, see he Supplemen a y ma e ial.
2.1. Animals
Naï e male F344 a s (n =13) we e andomly ansplan ed wi h BM
om male F344 a s (F344/F344-BM, con ol, n =7) o male LEW a s
(F344/LEW-BM, expe imen al, n =6), using F344 a s and ansgenic
g een luo escen p o ein (GFP
+
) LEW a s as dono s. Male a s we e
used in acco dance o he p e ious da a epo ed by Migu´
ens e al.
(2013). All he a s we e main ained in a empe a u e-con olled i-
a ium on a 12 h ligh /da k cycle, wi h ood and wa e ad libi um unless
o he wise speci ied. All e o s we e made o minimize animal su e ing
and he numbe o animals used, in acco dance wi h Eu opean (di ec i e
2010/63/EU) and Spanish Legisla ion (Law 32/2007, RD 53/2013). All
he p o ocols used in his s udy we e app o ed by he local e hical
commi ees (UNED and USAL).
2.2. BM ansplan a ion
Ionizing adia ion was used o e icien BM cell ansplan a ion
(Al a ez-Dolado e al., 2003; Massengale e al., 2005). On pos -na al day
19 (P19), he BM o he ecipien s was abla ed wi h a dose o 7.5 Gy
(minimal le hal dose) adia ion using a Gammacell 1000 Eli e gamma
i adia ion de ice (MDS No dion, O awa, Canada) wi h a
137
Cs sou ce
(Díaz e al., 2012, 2011; Recio e al., 2011). A P20, ecipien s we e
ansplan ed wi h BM om F344 o LEW-GFP
+
dono s (see Fig. 1A). The
dono s (8- o 10-weeks-old) we e sac i iced wi h CO
2
, decapi a ed, and
BM s em cells we e isola ed om hei ibiae and emu s, as desc ibed
p e iously (Díaz e al., 2012). Each ecipien ecei ed 7.5 ×10
6
cells in
PBS h ough a ail ein injec ion.
2.3. Beha io
Animals we e ained on a ood ein o cemen schedule in ope an
chambe s, ollowing by su ge y o implan he ein ca he e s, du ing
which blood samples we e ob ained (see Fig. 1A).
2.3.1. Acquisi ion and main enance o sel -adminis a ion:
Animals we e ained o e 21 daily sessions o p ess a le e o ecei e
cocaine (1 mg/kg/in usion in 100
μ
l, i. .), on a FR1, 30 s ime-ou
ein o cemen schedule (Migu´
ens e al., 2015, 2011).
2.3.2. Ex inc ion o cocaine sel -adminis a ion:
The animals unde wen ex inc ion om day 22 un il hey eached
he ex inc ion c i e ion wi hin 3 weeks: h ee consecu i e days pe -
o ming ≤20% o he a e age ac i e le e (AL) p esses eco ded on days
19–21. Du ing ex inc ion, cocaine was eplaced wi h he ehicle,
injec ed i. . a e p essing he AL unde he same schedule indica ed
p e iously.
2.3.3. Reins a emen o d ug-seeking beha io :
Following ex inc ion, he eins a emen o d ug-seeking beha io
was es ed wi h a sub- h eshold p iming injec ion o cocaine (7.5 mg/kg,
i.p.). Du ing he eins a emen session, he ex inc ion condi ions we e
main ained and a e he session, he animals we e sac i iced o ob ain
b ain, spleen and blood samples.
2.4. Flow cy ome y
Fou -colo low cy ome y was pe o med o iden i y GFP
+
BM-
de i ed cells (BMDCs), ocusing on adap i e T- and B-cells and inna e
immune cells, such as NK-cells, monocy es and g anulocy es (Table S1).
We disc imina ed CD4
+
and CD8
+
T-cells and also ocused on
CD4
+
CD25
+
T-cells since hey can syn hesize, s o e and elease dopa-
mine (Cosen ino e al., 2007). Following e y h ocy e lysis, 1 ×10
6
leukocy es we e incuba ed o 30 min a 4 ◦C in he da k wi h 1
μ
g o
an i- a an ibodies. A e washing, he cells we e ixed and analyzed.
2.5. Immunohis ochemis y
Indi ec dual o iple immuno luo escence was pe o med o de ec
BMDCs in he b ain o F344/LEW-BM a s. Slices we e incuba ed in PBS
con aining no mal donkey se um (5%), T i on X-100 (0.2%) and he
p ima y an ibodies: polyclonal goa an i-GFP an ise um in combina ion
wi h ei he a polyclonal abbi an i-Iba1 an ise um o a monoclonal
abbi an i-CD3 an ibody. A e insing, an ibody binding was de ec ed
wi h he co esponding luo escen seconda y an ibodies dilu ed in PBS:
Cy2-conjuga ed donkey an i-goa an ibody and ei he Cy3- o Cy5-
conjuga ed donkey an ibodies. Be o e he an ibodies we e isualized,
he slices we e incuba ed wi h 4′-6-diamidino-2-phenylindole (DAPI) o
coun e s ain he cell nuclei, insed, moun ed and co e slipped wi h an i-
ading medium.
2.6. qRT-PCR
Re e se ansc ip ion (RT) was ca ied ou in a he mal cycle (Ve i i,
Applied Biosys ems, Fos e Ci y, CA, USA) on 500 ng o he o al RNA
isola ed as de ailed in he Supplemen a y ma e ial. The cDNA ob ained
was used as he empla e o he qPCR and ampli ied wi h he p ime s o
in e es (Table S2) using he SYBR-G een me hod on a Quan S udio 7
Flex de ice (Applied Biosys ems). The GAPDH gene was used o
M.A. Assis e al.
B ain Beha io and Immuni y 93 (2021) 23–34
25
no maliza ion.
2.7. Da a analysis
Fo compa ison, wo ailed S uden ’s - es s we e applied unless
o he wise speci ied. Leukocy e subpopula ions we e analyzed using a
wo-way epea ed measu es analysis o a iance (ANOVA), wi h he BM
ansplan (F344 o LEW) as he be ween-subjec ac o and he ea -
men (basal o pos -cocaine) as he wi hin-subjec ac o . A Fac o ial
Analysis (FA) was pe o med o de ec possible ela ionships among he
changes in gene exp ession and he expe imen al g oups. A P incipal
Componen Analysis was also used o ex ac componen s when mul iple
genes we e analyzed. S a is ical es s we e pe o med using ei he
G aphPad.7 o SPSS 22.0 o Windows.
3. Resul s
3.1. T ansplan a ion and in eg a ion o BMDCs
In bo h g oups, ansplan a ion o BMDCs was associa ed wi h a
simila su i al a e 100 days a e ansplan a ion (90% o F344/F344-
BM a s and 85% o F344/LEW-BM a s; Chi squa ed =.096; p =.76;
Fig. S1), he ime poin om which he animals we e conside ed o be
included in he expe imen ha ing eached 175–225 g body weigh . In
hese analyses, we s udied F344/LEW-BM a s in which he e was a
con inuous inc ease in he ela i e p opo ions ( e e ed o he ea e as
%) o GFP
+
dono -de i ed blood cells (Fig. 1B, C), as well as F344/F344-
BM a s ha main ained he usual leukocy e p o ile o he F344 s ain
(see Fig. S2). Thus, a he ime o su ge y he alues o each o he
leukocy e subse s we e conside ed as he basal le els, and hey we e
compa ed be ween he g oups o con i m he success o he ansplan .
A baseline, he F344/LEW-BM a s displayed a simila immune p o ile
o ha desc ibed o LEW a s (Fig. S2; G i in and Whi ac e, 1991;
Ucha-To ue o, 2012), wi h a highe % o T-cells, a lowe % o B-cells
and a highe T/B-cell a io (Figs. 1D-E, and S3) han he F344 con ols.
Fu he mo e, F344/LEW-BM a s had highe % o CD4
+
T-cells and
g anulocy es, ye a lowe % o CD4
+
CD25
+
T-cells han he con ols
(Figs. 1D, S4 and S6). The e we e no di e ences in bo h g oups
ega ding he % o CD8
+
T-cells, he CD4
+
/CD8
+
T-cell a io, he % o
NK cells o ha o monocy es (Figs. 1D, E, S4–S6). These da a con i m
he e icacy o ou p ocedu e in econs i u ing he abla ed BM wi h he
ansplan ed cells.
3.2. LEW-BM ans e induces he eins a emen o cocaine-seeking
beha io in F344 a s
Du ing he sel -adminis a ion pe iod, F344/F344-BM and F344/
LEW-BM a s deli e ed mo e ac i e le e p ess sco es (ALPS) han
inac i e le e p ess sco es (ILPS: Fig. 2A and C), wi h no di e ences in
he numbe o injec ions pe session (Fig. 2A) o he o al amoun o
cocaine consumed (Table S3). No di e ences we e obse ed in he days
o ul ill he ex inc ion c i e ion, wi h a simila numbe o ALPS and ILPS
in he las ex inc ion session in bo h he g oups (Fig. 2B-C and Table S3).
Howe e , du ing he eins a emen session, F344/LEW-BM a s p o-
duced mo e ALPS han ILPS, while no di e ences we e obse ed in
F344/F344-BM a s (Fig. 2C). In he ligh o his di e ence, we u he
compa ed he ALPS pe o med du ing he eins a emen session wi h
hose on he las day o ex inc ion o each g oup as desc ibed p e iously
(Migu´
ens e al., 2013), which only di e ed signi ican ly in F344/LEW-
BM a s (
(5)
=4.043, p =.0099; da a no shown). These da a demon-
s a ed ha only he F344 a s ansplan ed wi h LEW BM eins a ed
cocaine-seeking beha io . Finally, he e we e no signs o g a - s-hos
disease (GVHD) in F344/LEW-BM a s h oughou he expe imen : no
dia hea, no hai loss and no weigh loss compa ed o he F344/F344-
BM a s (Figu e S7).
3.3. In eg a ion o BMDCs in o b ain
The in eg a ion o BMDCs in o he b ain o ecipien s depends on he
expe imen al condi ions, and i may in ol e glia, neu ons and ound
leucocy e-like cells (Díaz e al., 2015; Recio e al., 2011). We sac i iced
F344/LEW-BM a s a P155-170, su icien ly long a e ansplan a ion
o be able o de ec a conside able numbe o BM-de i ed neu ons in
hei b ains (Díaz e al., 2015). Ye in con as o p e ious indings (Díaz
e al., 2015; Recio e al., 2011), only mic oglia (Iba1
+
) and ound GFP
+
cells we e de ec ed, cells ha appea ed o mainly in eg a e in o he
meninges and cho oid plexus, wi h only a mino p esence in he pa-
enchyma (Figs. 3 and S8). Mo eo e , no p e e ence owa ds in eg a ion
in o addic ion- ela ed a eas was obse ed (i.e. p e on al co ex, s ia-
um, hippocampus, basal ganglia, amygdala, o en al egmen al a ea:
Hyman e al., 2006). Thus, aking in o accoun he small numbe o
GFP
+
elemen s and hei dis ibu ion, no u he cell quan i ica ion was
pe o med.
In e ms o mic oglial cells, no appa en di e ences in hei dis i-
bu ion o mo phology we e de ec ed be ween he wo expe imen al
g oups. In addi ion, no speci ic changes in hese cells we e obse ed
ela i e o s anda d si ua ions (Fig. S8A). Tha is, he shape, densi y and
dis ibu ion o mic oglia we e consis en wi h ea u es o heal hy b ains,
di e ing om he amoeboid p o ile o he egional con luence o
mic oglia in pa hological si ua ions (Bal an´
as e al., 2013; Díaz e al.,
2011).
The ound GFP
+
cells we e cha ac e ized by CD3 immunos aining
e ealing a small numbe o T-cells (Figs. 3D and S8B), poo ly in eg a ed
in o he cho oid plexus (Fig. S8C). Finally, a ew ound GFP
+
CD3
−
cells
we e also de ec ed (Figs. 3D, S8B, and C).
3.4. Cocaine induces di e en e ec s on F344- and LEW-de i ed
leukocy es
The his o y o exposu e o cocaine (including cocaine sel -
adminis a ion and he challenge dose ecei ed ollowing ex inc ion)
may di e en ially a ec F344 o LEW-BMDCs. Thus, cocaine ea men
( ac o ea men : basal o pos -cocaine), as well as he e ec o ans-
plan ed BM (F344 o LEW), we e analyzed by epea ed measu es
ANOVA. Addi ionally, he pos -cocaine da a we e exp essed ela i e o
he baseline (Fig. S9). The da a ob ained ega ding cocaine ea men
could be g ouped in o i e ca ego ies: I) a simila e ec in bo h g oups;
II) an e ec on he F344/F344-BM a s; III) an e ec on he F344/LEW-
BM a s; IV) opposi e e ec s be ween he wo g oups; and V) no e ec s.
In e ms o ca ego y I, lowe % o B-cells was ound in bo h g oups,
such ha he basal di e ences we e main ained (Figs. 4, S3 and S9). In
ca ego y II, cocaine dec eased he % o CD4
+
T-cells bu inc eased ha
o CD8
+
T-cells in F344/F344-BM a s, educing he CD4
+
/CD8
+
T-cell
a io. The di e ences in hese pa ame e s obse ed a baseline pe sis ed
in he wo g oups a e ea men (Figs. 4, S4 and S9), al hough in-
e ac ions o hese ac o s we e de ec ed in all cases and no u he
compa isons we e possible. The % o NK cells inc eased a e cocaine
ea men in F344/F344-BM a s, al hough his alue was no di e en o
ha obse ed in he F344/LEW-BM a s (Figs. 4, S5 and S9). In ca ego y
III, a highe % o T-cells was obse ed in F344/LEW-BM a s, causing a
ma ked ise in he T/B-cell a io (Figs. 4, S3 and S9), al hough an
in e ac ion was de ec ed in he la e . On o he hand, he % o
CD4
+
CD25
+
T-cells in F344/LEW-BM animals in e es ingly ell a e
ea men . These h ee pa ame e s di e ed be ween he g oup’s pos -
cocaine consump ion (Figs. 4, S4 and S9). In ca ego y IV, an opposi e
e ec o cocaine was obse ed on g anulocy es, wi h a highe % in
F344/F344-BM a s and a lowe % in F344/LEW-BM a s, in con as o
he baseline alues (Figs. 4, S6 and S9). In ca ego y V, cocaine did no
a ec he % o monocy es in ei he g oup (Figs. 4, S6 and S9).
M.A. Assis e al.
B ain Beha io and Immuni y 93 (2021) 23–34
26
GFP
Basal le el Pos -cocaine
C
B
E
P0 P19 P20
Bi h I adia ion BM
Tx
P > 120
Food aining
S
10-14 d 10-14 d
Cocaine i. .
21 d
Su ge y Sel -
adminis a ion
Veh i. .
Ex inc ion
R
~10-20 d
Cocaine i.p.
(7.5 mg/kg)
A
Blood
(Basal Le els)
Blood (Pos -cocaine)
B ain
Spleen
D
T-cells B-cells CD4+ T-cells CD8+ T-cells CD4+CD25+
T-cells
NK cells Monocy es G anulocy es
0
10
20
30
40
50
60
70
80
Pe cen age
F344/F344-BM
F344/LEW-BM
T/B-cells CD4+/CD8+ T-cells
0
1
2
3
4
5
Ra io
F344/F344-BM F344/LEW-BM
***
**
*
**
*
*
60
70
80
90
100
% Leucocy es GFP+
Basal le el Pos -cocaine
Fig. 1. Timeline o he expe imen al p ocedu es (A) and low cy ome y analysis o bone ma ow-de i ed cells. The e was an inc ease in GFP
+
leukocy es in he
pe iphe al blood o Fische 344 (GFP
−/−
) a s ansplan ed wi h bone ma ow om Lewis a s (GFP
+/+
) o e ime (81% ±3.62 basal le els, and 87% ±2.80 pos -
cocaine, B), as seen in ep esen a i e his og ams showing GFP
+
(FL1) leukocy es in pe iphe al blood (C). The alues we e ob ained on he day o su ge y, 10–14 days
be o e commencing he sel -adminis a ion p o ocol (basal le el). The samples we e also analyzed o s udy he pe iphe al blood subpopula ions (D): CD3
+
CD45RA
−
lymphocy es (T-cells) ela i e o he o al lymphocy es (
(11)
=5.061, p =.0004); CD3
−
CD45RA
+
lymphocy es (B-cells) ela i e o he o al lymphocy es (
(9)
=3.946,
p =.0034); CD3
+
CD4
+
lymphocy es (CD4
+
T-cells) ela i e o he T-cells (
(10)
=2.421, p =.036); CD3
+
CD8
+
lymphocy es (CD8
+
T-cells) ela i e o he T-cells;
CD3
+
CD4
+
CD25
+
lymphocy es (CD4
+
CD25
+
T-cells) ela i e o he T-cells (
(8)
=3.356, p =.01); CD3
−
CD161a
+
lymphocy es (NK cells) ela i e o he o al
lymphocy es; CD11b/c
+
monocy es (Monocy es) ela i e o he leukocy es; and CD11b/c
+
g anulocy es (G anulocy es) ela i e o he leukocy es (
(8)
=3.085, p =
.015). The a ios be ween he pe iphe al T-cells and B-cells (
(9)
=2.398, p =.04), and be ween CD4
+
T-cells and CD8
+
T-cells, we e also assessed (E). P, pos -na al
day; BM Tx, Bone ma ow ansplan a ion; S, Su ge y; Veh, Vehicle; R, Reins a emen o d ug-seeking beha iou ; d, day/s; F344/F344-BM, Fische 344 a s
ansplan ed wi h bone ma ow om Fische 344 a s; F344/LEW-BM, Fische 344 a s ansplan ed wi h bone ma ow om Lewis a s. The da a a e exp essed as he
mean ±SEM: *p <.05, **p <.01, ***p <.001 unpai ed S uden ’s - es compa ed o he F344/F344-BM con ol g oup.
M.A. Assis e al.
B ain Beha io and Immuni y 93 (2021) 23–34
27
3.5. LEW-BM ans e induces a less immunosupp essi e splenic
en i onmen in F344 a s a e cocaine, associa ed wi h Th17 pola iza ion
and weake inna e signaling
Gi en ha he beha io o F344 a s depended on he BMDCs
ans e ed, i is no able ha hei immunological pa ame e s a e bio-
logically ela ed o he eins a emen da a, albei in a complex manne .
This complexi y is one eason why we pe o med a mul i-dimensional
analysis ha allowed us examine he ela ionship be ween all o hese
complex ac o s. Fu he mo e, as he exp ession o mul iple ela ed
genes was s udied simul aneously, we used a FA as a mul i-dimensional
s a is ical es . This FA analysis did no e eal any ela ionship be ween
he immune cell pa ame e s and he eins a emen da a, and he e o e,
we analyzed he immune- ela ed genes. Bea ing in mind he complexi y
o his mul i a ia e analysis and o a oid con usion, only he signi ican
esul s ob ained a e desc ibed below.
In his sense, conside ing he dec ease in he CD4
+
CD25
+
T-cells
le els in LEW-BM ansplan ed a s, we e alua ed he splenic exp ession
o i e genes ela ed o hese cells (Table S2). Ini ially, using he FA, we
e i ied ha he i s wo componen s explained 88.35% o he a iance
(Table 1.AI), which enabled he dimensionali y o he da a o be educed
om 5 (numbe o genes o ini ial dimensions) o 2 (componen s).
Componen 1 was ela ed o he exp ession o D
5
, Foxp3 and C la-4,
whe eas he second componen was mainly explained by Il-10 and Tg -
β1 exp ession (Fig. 5A and Table 1.AII). Thus, componen 1 con i med a
close ela ionship amongs non-sec e ed p o eins, while componen 2
was ela ed o sec e ed cy okines. Once hese genes had been so ed in o
g oups o ela ed a iables, a Mann-Whi ney U es con i med he e we e
no di e ences among he genes o componen 1, unlike he sec e ed
cy okines due o he inc ease in Tg -β1 exp ession in F344/F344-BM
ela i e o F344/LEW-BM a s (Fig. 5C).
The lowe numbe s o CD4
+
CD25
+
T-cells and he weake TGF-β1
exp ession sugges ed weake immunosupp essi e modula ion, which
migh boos he expansion o e ec o T-cells in F344/LEW-BM a s.
Thus, we e alua ed he splenic exp ession o genes ela ed o T helpe 17
(Th17) cells (Table S2). Following a simila FA, wo i s componen s
explained 93.68% o he a iance in he da a (Table 1.BI), which again
enabled he dimensionali y o he da a o be educed om 5 o 2.
Componen 1 was ela ed o Il-1β, Il-23 and Tg -β1 exp ession, while he
second componen was explained by Il-17a and Il-6 exp ession (Fig. 5B
and Table 1.BII). A Mann-Whi ney U es e ealed highe Tg -β1 and IL-
1β exp ession in F344/F344-BM a s (Fig. 5C), p obably ela ed o an
associa ion wi h CD4
+
CD25
+
T cells (see abo e) and inna e immuni y
(see below), espec i ely. Rega ding he second componen , he e was
s onge exp ession o Il-17a in F344/LEW-BM a s, sugges ing a p e-
dominan Th17 p o ile in hese animals (Fig. 5C). An addi ional analysis
plo ed he gene exp ession da a co esponding o he expe imen al a s
in he i s ac o ial plane, which suppo ed ou hypo hesis o Th17
A B
C
0
5
10
15
20
25
F344/F344-BM F344/LEW-BM
Le e p esses
***
**
Sel -adminis a ion
F344/F344-BM F344/LEW-BM
Ex inc ion
Ac i e Le e
Inac i e Le e
F344/F344-BM F344/LEW-BM
**
Reins a emen
Fig. 2. Cocaine sel -adminis a ion, ex inc ion and eins a emen . A, I adia ed Fische 344 a s ansplan ed wi h Fische 344 bone ma ow (F344/F344-BM,
squa es, n =7) o wi h Lewis bone ma ow (F344/LEW-BM, ci cles, n =6) we e ained o sel -adminis e cocaine (1 mg/kg/in usion) du ing 21 days unde a ixed
a io 1 (FR1) schedule. The daily sessions las ed 2 h. No signi ican di e ences we e obse ed in cocaine sel -adminis a ion (A) o ex inc ion beha io (B) be ween
F344/F344-BM and F344/LEW-BM a s. C, In he las sel -adminis a ion session, bo h g oups showed signi ican di e ences in he numbe o ac i e and he inac i e
le e p esses (C, le panel
(12)
=4.703, p =.0005, F344/F344-BM;
(10)
=4.584, p =.001, F344/LEW-BM: **p <.01, ***p <.005 unpai ed S uden ’s - es ),
di e ences ha had disappea ed by he las ex inc ion session (C, middle panel). Howe e , he cocaine p iming injec ion (7.5 kg/mg, i.p.) in F344/LEW-BM a s was
associa ed wi h mo e esponses using he le e p e iously associa ed wi h cocaine (C, igh panel:
(10)
=3.883, p =.003, **p <.01, unpai ed S uden ’s - es ).
Reins a emen o cocaine-seeking beha io was no obse ed in F344/F344-BM a s, as e lec ed by he lack o s a is ically signi ican di e ences in his g oup
be ween he numbe o ac i e and inac i e le e esponses (
(12)
=1.657, p =.1233, unpai ed S uden ’s - es ).
M.A. Assis e al.

B ain Beha io and Immuni y 93 (2021) 23–34
28
pola iza ion (Fig. S10).
Finally, inna e immuni y was e alua ed by conside ing Tl -2, Tl -4
and Il-1β exp ession using he classic non-pa ame ic Mann-Whi ney U
es . These h ee genes we e exp essed mo e s ongly in F344/F344-BM
animals (Fig. 5C), highligh ing a s ong educ ion in he inna e signaling
a e LEW BM ans e . Fu he mo e, he ela i e splenic weigh was
highe in F344/LEW-BM a s (7.25 ±0.77 mg/g) han in hei con ol
coun e pa s (4.12 ±0.39 mg/g; Fig. S11).
4. Discussion
We demons a e he e ha LEW BM ansplan a ion in o F344 a s
p oduces a shi in he a ’s immune cell p o ile and in hei eins a e-
men o cocaine-seeking beha io , bo h esembling ha o LEW a s
(Migu´
ens e al., 2013; Ucha-To ue o, 2012). LEW-BM ans e
augmen ed he numbe o T-cells and he T/B-cell a io, which was
u he enhanced ollowing cocaine exposu e, as epo ed p e iously
(Gan e al., 1998; Lax e al., 2018; Le andowski e al., 2016). Ou
indings sugges ha T-cells, and pa icula ly he CD4
+
T-cell esponse
igge ed by cocaine e-exposu e, may unde lie his beha io al change.
A CD4
+
T-cell esponse pola ized o a Th17 p o ile could be ac i a ed by
ecognizing cocaine, a o ed by a dampened in luence o immunosup-
p essi e elemen s like CD4
+
CD25
+
T-cells, TGF-β1 and IL-10. In addi-
ion, s onge D
5
dopamine gic signaling in lymphocy es migh also
pa icipa e in his phenomenon.
The e ec s o cocaine in he CNS ha e been widely s udied (Ri z
e al., 1990) and i is known o in luence immuni y h ough pe iphe al
pa hways (Bhowmick e al., 2009; Ma asco e al., 2014; Nis ico e al.,
1994). Mo eo e , as ca echolamine ecep o s and memb ane
anspo e s a e widesp ead in immune cells (Amen a e al., 2001, 1999;
Cosen ino e al., 2002; Ma and Gaskill, 2020; Mignini e al., 2009; Ricci
and Amen a, 1994), immunocy es may be di ec ly s imula ed by sus-
ained ca echolamine le els on exposu e o cocaine. Cocaine may also be
ecognized as a o eign subs ance by leukocy es, ac i a ing adap i e and
inna e immuni y. Indeed, we p e iously ound ha cocaine sel -
adminis a ion p oduces a s iking inc ease in spleen size, as desc ibed
elsewhe e (Kube a e al., 2008), and in he splenic leukocy e coun in
LEW a s, augmen ing he T/B-cell a io as seen he e (Assis e al., 2020).
These e en s esemble he splenic p oli e a i e T-cell esponse igge ed
by blood-bo ne subs ances (e.g. cocaine), which is cap u ed by splenic
an igen-p esen ing cells (APCs) o be p esen ed o and ecognized by
CD4
+
T-cells. This immune ecogni ion o cocaine by T-cells could ha e
long-las ing consequences, especially in e ms o elapse.
The lowe le els o CD4
+
CD25
+
T-cells de ec ed in F344/LEW-BM
a s we e consis en wi h hei weake Tg -β1 exp ession, accompanied
by a educ ion in Il-10 and a endency owa ds s onge splenic D
5
exp ession. These da a is consis en wi h D1- ype ecep o ac i a ion
limi ing he syn hesis o hese immunosupp essi e cy okines (Cosen ino
e al., 2007; Fe ei a e al., 2014; Kipnis e al., 2004; Le i e, 2016). Since
cocaine may heigh en pe iphe al dopamine gic one, enhanced D
5
signaling in LEW-de i ed cells could u he inhibi he syn hesis o
hese cy okines by CD4
+
CD25
+
T-cells (“inhibi ion o inhibi ion”:
Cosen ino e al., 2007; Kipnis e al., 2004). In line wi h cocaine inducing
a less immunosupp essi e s a e, he e is less IL-10 a e cocaine ein-
s a emen , in conjunc ion wi h an inc ease in CD4
+
and CD8
+
T-cells
(Fox e al., 2012; Gan e al., 1998; Kube a e al., 2008; Mo ei a e al.,
2016). Indeed, he CD4
+
/CD8
+
T-cell a io in Wis a a s inc eased
ollowing cocaine consump ion (Jankowski e al., 2010), a simila
Fig. 3. Analysis o he ansplan -de i ed cells in he b ain o F344/LEW-BM a s. A, The as majo i y o ansplan -de i ed cells (GFP
+
, g een) appea ed in he
meninges (a owheads), some o which we e mic oglia (Iba1, ed). B, The cho oid plexus has a high densi y o ansplan -de i ed mic oglial cells: GFP
+
(g een) and
Iba1
+
( ed). C, D, A ew bone ma ow-de i ed cells (GFP
+
) we e e iden in he hippocampus, some o which we e mic oglial cells (Iba1
+
, ed: C) and o he s we e
ound elemen s, ei he T-cells (CD3
+
, ed: D) o o he immune-like cells (a ow). In A, B and D, all he cell nuclei we e coun e s ained wi h DAPI (blue). Scale ba
200 µm o A, 100 µm o B, and 50 µm o C and D. (Fo in e p e a ion o he e e ences o colo in his igu e legend, he eade is e e ed o he web e sion o
his a icle.)
M.A. Assis e al.
B ain Beha io and Immuni y 93 (2021) 23–34
29
esponse as ha o F344/LEW-BM a s. Thus, clinical and expe imen al
da a suppo ou hypo hesis ha cocaine igge s an e ec o CD4
+
T-cell
esponse, boos ed by a less immunosupp essi e en i onmen in LEW-
de i ed lymphocy es.
We had expec ed o de ec di e ences in Foxp3 and C la-4 mRNA
exp ession be ween he expe imen al g oups, al hough a ecen pa a-
digm shi ega ding T-cell lineage de elopmen highligh s he plas ici y
o T eg cells and hei po en ial o pa adoxically con e in o highly p o-
B
A
Fig. 4. Flow cy ome y analysis o BMDCs om F344 a s ansplan ed wi h F344 (F344/F344-BM) o Lewis (F344/LEW-BM) BM a e he eins a emen session. The
alues we e compa ed wi h hose ob ained on he day o su ge y, be o e s a ing he sel -adminis a ion p o ocol (Basal Le els: BL), o e alua e he esponse o a
his o y o cocaine ea men (sel -adminis a ion and cocaine challenge dose: Pos -cocaine, PC). The samples we e analyzed o s udy he pe iphe al blood sub-
popula ions (A): CD3
+
CD45RA
−
lymphocy es (T-cells) ela i e o he o al lymphocy es ( epea ed measu es ANOVA BL/PC F =5.631, p =.042;
(11)
=5.061, p =
.0004, BL; and
(9)
=3.036, p =.0141, PC; epea ed measu es ANOVA o a g oups F =16.726, p =.003;
(5)
=3.987, p =.0105, F344/LEW-BM a s);
CD3
−
CD45RA
+
lymphocy es (B-cells) ela i e o he o al lymphocy es ( epea ed measu es ANOVA BL/PC F =36.020, p =.000;
(9)
=3.946, p =.0034, BL; and
(9)
=3.637, p =.0054, PC; epea ed measu es ANOVA o a g oups F =19.733, p =.002;
(4)
=3.586, p =.0231, F344/F344-BM a s; and
(5)
=5, p =.0041, F344/
LEW-BM a s); CD3
+
CD4
+
lymphocy es (CD4
+
T-cells) ela i e o he T-cells ( epea ed measu es ANOVA showed in e ac ion o ac o s F =4.600, p =.064);
CD3
+
CD8
+
lymphocy es (CD8
+
T-cells) ela i e o he T-cells ( epea ed measu es ANOVA showed in e ac ion o ac o s F =9.690, p =.014); CD3
+
CD4
+
CD25
+
lymphocy es (CD4
+
CD25
+
T-cells) ela i e o he T-cells ( epea ed measu es ANOVA BL/PC F =9.600, p =.015;
(8)
=3.356, p =.01, BL; and
(9)
=2.612, p =.0282,
PC; epea ed measu es ANOVA o a g oups F =12.110, p =.008;
(4)
=4.572, p =.0102, F344/LEW-BM a s); CD3
−
CD161a
+
lymphocy es (NK cells) ela i e o he
o al lymphocy es; CD11b/c
+
monocy es (Monocy es) ela i e o he leukocy es; and CD11b/c
+
g anulocy es (G anulocy es) ela i e o he leukocy es ( epea ed
measu es ANOVA showed in e ac ion o ac o s F =14.127, p =.006). Mo eo e , he a ios be ween he pe iphe al T-cells and B-cells ( epea ed measu es ANOVA
showed in e ac ion o ac o s F =5.420, p =.045), and he CD4
+
T-cells and CD8
+
T-cells ( epea ed measu es ANOVA showed in e ac ion o ac o s F =4.738, p =
.061) we e ob ained (B). The da a a e exp essed as he mean ±SEM: *p <.05, **p <.01, ***p <.001 unpai ed S uden ’s - es compa ed o he F344/F344-BM
con ol g oup;
#
p <.05,
##
p <.01 pai ed S uden ’s - es compa ed o he BL.
M.A. Assis e al.
B ain Beha io and Immuni y 93 (2021) 23–34
30
in lamma o y Th17 cells (Bo enschen e al., 2011; Remedios e al.,
2018). FoxP3
+
cells om indi iduals wi h au oimmune diseases can
easily di e en ia e in o IL-17A p oducing cells as FoxP3 exp ession is
p og essi ely los (“T eg ins abili y”: Du e al., 2014). These IL-
17A
+
FoxP3
+
T-cells may also e ain he exp ession o o he T eg- ela ed
p o eins like CTLA-4 (Du e al., 2014). We ound highe Il-17a splenic
exp ession in F344/LEW-BM a s coinciden wi h high le els o Il-6 bu
less Il-23 and Il-1b mRNA ( he exp ession o which a ies oge he wi h
Tg -β1 and is lowe in F344/LEW-BM a s). These da a sugges ha a
Th17 subse , p obably induced by an IL-6-dependen mechanism, may
be he e ec o T-cells esponsible o ecognizing cocaine a e LEW-BM
ans e . Some Th17 cells may de i e om FoxP3
+
cells ha also exp ess
CTLA-4, and ha p og essi ely ans o m in o IL-17A-p oducing cells in
F344/LEW-BM a s. Ou da a s ongly ag ee wi h e idence ha dopa-
mine s imula es he expansion o IL-17-p oducing T-cells in au oimmune
diseases h ough i s abili y o induce IL-6 p oduc ion by monocy es and
CD4
+
T-cells (Fe ei a e al., 2014). Thus, his Th17 pola iza ion in LEW-
BMDCs migh be due o T eg ins abili y and/o s onge D
5
signalling,
possibly also explaining he high incidence o au oimmuni y in LEW a s
(Wilde e al., 2000). A Th-17 p o ile could also be induced in F344/
LEW-BM a s by mino his ocompa ibili y an igens, which di e ed in
bo h s ains, al hough he low mo ali y a e (simila in bo h g oups)
and he absence o signs o GVHD incline us o ule ou his possibili y,
e en mo e so i we conside he ulne abili y o LEW a s o au oim-
muni y desc ibed p e iously. Indeed, we sugges ha he T eg/Th17
balance (immunosupp ession/p o-in lamma ion) is skewed owa ds an
ac i a ed s a e in LEW-de i ed lymphocy es, con as ing wi h he s a us
o F344-de i ed cells. This is consis en wi h LEW a s ha ing ewe
inhibi o y cy okines han F344 a s, wi h hei immunocy es main ained
mo e e icien ly in a p oli e a i e s a e (Ma apallil e al., 2008). Finally,
as cocaine u he educed he CD4
+
CD25
+
T-cells in F344/LEW-BM
a s, hese da a could also explain he mild au oimmune esponse e-
po ed a e cocaine exposu e (T ima chi e al., 2013).
Rega ding inna e immuni y, se e al s udies ha e ocused on cocaine
and mic oglia (Cla k e al., 2013; Hu chinson and Wa kins, 2014).
Al hough no associa ion was ound be ween his d ug and mic oglial
s imula ion (Na end an e al., 2014), addic ion was ecen ly p oposed o
be a consequence o inna e immune ac i a ion in he b ain (C ews e al.,
2011). This heo y and ou T-cell hypo hesis a e no mu ually exclusi e,
since bo h inna e and adap i e immuni y migh ac in pa allel, in lu-
encing each o he o ul ima ely modula e beha io . This idea is sup-
po ed by ecen e idence ega ding IL-17A as an ac i a o o mic oglia
in Pa kinson’s disease (Liu e al., 2019b). Cocaine can ac i a e TLR-4
and TLR-2 on mic oglia (Liao e al., 2016; No hcu e al., 2015), and
pe haps also on pe iphe al inna e immunocy es (including APCs). Ou
da a demons a es s onge Tl -4, Tl -2 and Il-1β mRNA exp ession in
F344-BMDCs, which oge he wi h he inc eased g anulocy e le els
sugges s ha he F344 s ain may moun a s onge inna e esponse o
cocaine, while i s adap i e immuni y migh be limi ed by enhanced
immunosupp ession. Conco dan ly, inc eased TLR-4 exp ession by
monocy es p omo es CD4
+
CD25
+
T-cell di e en ia ion (Hao e al.,
2017). In pa allel, he ac i a ion o TLRs on APCs imp o es he e ec-
i eness o an igen p esen a ion (Abbas e al., 2017). Thus, i cocaine is
hap enized and p esen ed by APCs o T-cells in he spleen, his p ocess
could be exagge a ed by cocaine ac i a ing TLR-4 and TLR-2 in pa allel,
e en in LEW-de i ed cells exp essing lowe le els o TLRs. Such a
mechanism migh unde lie he enhanced an igen p esen a ion p o oked
by cocaine and epo ed some 20 yea s ago (Shen e al., 1999). In
conjunc ion, splenic ac i a ion induced by cocaine (in ol ing TLRs,
APCs and CD4
+
T-cells) migh explain he splenomegaly we and o he s
ha e obse ed (Khan e al., 2017; Kube a e al., 2008). Indeed, F344/
LEW-BM a s de elop a ela i ely hea ie spleen han hei con ol
coun e pa s. Toge he hese da a ein o ce he idea ha he balance
owa ds an inna e immune esponse would p edomina e o e he
adap i e esponse in F344/F344-BM a s. By con as , he la e would
p edomina e in F344/LEW-BM a s, unde lying immune-media o
elease ha induces beha io al eins a emen .
The in luence ha CD4
+
T-cells can exe on beha io a ises om
cy okines ha c oss he BBB and/o by hei ansmig a ion in o he CNS
(Filiano e al., 2017; P inz and P ille , 2017), which can a ec se e al
Table 1
Reduc ion o dimensionali y using he PCA as ex ac ion me hod (I, le ) and he associa ed o a ed componen ma ices showing he esul s o he FA (II, igh ), o he
CD4
+
CD25
+
T-cell ela ed genes (A) and Th17- ela ed genes (B). No e ha he wo i s componen s (shadowed lines, I, le ) explain he 88.345 % and he 93.674 % o
he a iance ( ha is o say, much mo e han he 75 %) o A and B, espec i ely, hus allowing he educ ion o ou da a o a bidimensional space (plane) in bo h
analyses. Each o a ed componen ma ix explains he con ibu ion o each a iable o he a iance o hese wo i s componen s o he bidimensional space (shadowed
lines, II, igh ). No e ha he i e genes in A and B ( a iables; II, igh side) a e clea ly so ed in bo h componen s (i.e. con ibu ion alues close o 1 o one componen
and close o 0 o he ano he ). Con ibu ions lowe han 0.3 ha e been so ened on he o a ed componen ma ices. Comp., componen ; cumul., cumula i e.
I. To al a iance explained II. Ro a ed componen ma ices a
A
Comp.
Ini ial au o alues Ex ac ion sums o squa ed
loadings
Ro a ion sums o squa ed
loadings Va iables (CD4+CD25+T-cell ela ed genes)
To al % o
a iance Cumul. % To al % o
a iance Cumul. % To al % o
a iance
Cumul.
%
C la-4 D5Foxp3 Il-10 Tg - 1
12.799 55.977 55.977 2.799 55.977 55.977 2.523 50.458 50.458 0.922 0.934 0.833 -0.117 -0.096
21.618 32.367 88.345 1.618 32.367 88.345 1.894 37.887 88.345 0.017 -0.207 -0.135 0.955 0.959
30.320 6.402 94.747
40.161 3.212 97.959
50.102 2.041 100.000
B
Comp.
Ini ial au o alues Ex ac ion sums o squa ed
loadings
Ro a ion sums o squa ed
loadings Va iables (Th17- ela ed genes)
To al % o
a iance Cumul. % To al % o
a iance Cumul. % To al % o
a iance
Cumul.
%Il- Il-6 Il-17a Il-23 Tg - 1
12.765 55.309 55.309 2.765 55.309 55.309 2.733 54.658 54.658 0.973 0.198 -0.120 0.958 0.903
21.918 38.365 93.674 1.918 38.365 93.674 1.951 39.016 93.674 -0.022 0.979 0.992 0.041 0.077
30.259 5.185 98.858
40.055 1.105 99.964
50.002 0.036 100.000
M.A. Assis e al.
B ain Beha io and Immuni y 93 (2021) 23–34
31
b ain p ocesses (e.g. social beha iou , spa ial lea ning and memo y) and
may in ol e plas ici y in T-cell esponses (Filiano e al., 2016; Kipnis
and Filiano, 2018; Ko n and Kallies, 2017; Sub amanian e al., 2001;
Wilson e al., 2010; Yi miya and Goshen, 2011). The ec ui men o T-
cells o he CNS is pa ially unde s ood as hey can mig a e ac oss he
cho oid epi helium and c oss he BBB when i is al e ed, while ascula
channels connec ing he skull BM and b ain ha e also ecen ly been
desc ibed (He isson e al., 2018; Ko n and Kallies, 2017; S azielle e al.,
2016; Wilson e al., 2010). Fu he mo e, psychos imulan s can al e BBB
pe meabili y (Da idson e al., 2018; Kousik e al., 2012). Ne e heless,
we ound GFP
+
cells o be sca ce in he b ain o F344/LEW-BM a s and
hence, ou indings sugges a mo e p ominen pe iphe al immune in-
luence on eins a emen (e.g. IL-17A eleased pe iphe ally) a he han
an e ec o T-cells ha ha e ansmig a ed in o he b ain. In e es ingly,
IL-17A was ecen ly ela ed o dopamine gic dys unc ions in Pa kinson’s
disease (Liu e al., 2019b). A pe iphe al in luence associa ed wi h
cocaine elapse was p oposed when cocaine me hiodide, which canno
c oss he BBB, induced eins a emen in animals ha had p e iously sel -
adminis e ed cocaine (Wang e al., 2013a; Wise e al., 2008). This
componen was a ibu ed o in e ocep i e keys ha “p ecede and p edic
he ewa ding ac ion o cocaine in expe ienced use s” and ha can al e he
ac i i y o en al egmen al a ea (Mejías-Apon e and Kiya kin, 2012;
Wise e al., 2008). In he ligh o he cu en indings, hese e ec s migh
be explained by CD4
+
T-cells eleasing media o s a e ecognizing
cocaine me hiodide pe iphe ally. Fu he s udies will be necessa y o
con i m he neu o-immune connexions unde lying hese phenomena.
Repea ed cocaine exposu e p oduces las ing changes in neu al ci -
cui s ha unde lie addic ion (E e i and Robbins, 2016; Guillem and
Ahmed, 2018; Higue a-Ma as e al., 2011). One consequence o his
plas ici y is he beha io al and incen i e-mo i a ional sensi iza ion ha
ollows e-exposu e o cocaine (Bickel e al., 2018; Robinson and Be -
idge, 2008, 1993; Robinson and Kolb, 2004; Vezina, 2004; Wang e al.,
2013b), which is dis inc in LEW and F344 a s (Kos en e al., 1994).
In e es ingly, he phenomenon o sensi iza ion is no exclusi e o he
Fig. 5. Analysis o gene exp ession. A, Fi s ac o ial plane in o a ed space displays he ela ionship amongs he cha ac e is ic genes o CD4
+
CD25
+
T-cells. No e
ha C la-4, D
5
and Foxp3 (genes encoding wo memb ane ecep o s and a ansc ip ion ac o , i.e. non-sec e ed p o eins) ha e a clea dis ibu ion in he i s
componen o he FA, whe eas Tg -β1 and Il-10 (sec e ed cy okines) a e dis ibu ed in he second componen . B, Fi s ac o ial plane in he o a ed space showing he
ela ionship amongs ep esen a i e genes o Th17 cells. He e, Il-1β, Il-23 and Tg -β1 (genes associa ed wi h Th17 pola iza ion ha sha e ac i i ies wi h o he
immunological p ocesses) ha e a clea dis ibu ion in he i s componen o he FA, whe eas Il-6 and Il-17a (genes in ol ed in Th17 pola iza ion and sec e ion,
espec i ely) a e dis ibu ed in he second componen . C, The g aphs showing he change in exp ession o he ele en genes analysed, so ed by immunological cell
ype o p ocess. No e ha Tl -2 (p =.022), Tl -4 (p =.035), Tg -β1, (p =.035) and Il-1β (p =.035) a e all exp essed mo e s ongly in F344/F344-BM a s, whe eas Il-
17a (p =.014) is exp essed mo e s ongly by F344/LEW-BM a s (*p <.05, Mann-Whi ney U es ).
M.A. Assis e al.