Results
103
Acu t e MYC an d BCL2 o verex pr e ssion d r iv es a n abe r r an t B-c ell d i ffe r e n tia tion phe n otype. 104
We ai med t o te st to w ha t exten t de reg ul ated e xpr e ssion o f MY C in c ombina tion w ith BCL2 impac t e d 105
ac utely on hu man B-ce ll di ff eren tia tion. We ini t i ally e valua t e d a T58I variant of MYC in c ombina t io n 106
wi t h BCL 2, a s thi s combi nati on ha s b e e n previou sly us ed in lym phoma modell i ng.[52 ] By inc luding 107
the T58 I ly mphoma -a s socia ted MYC sta bilizing muta tion in the MB I domai n, [31 , 32] thi s app roac h 108
co mbined ov er expre s s ion an d s t a bili zati on to enha nce the pot entia l fo r M Y C im pac t . W e te st ed thi s 109
in con t e xt of our di f fer enti a t i on sy st em w hich is p er m i s s ive f or hu man B - c ell diff er entia tion to a 110
long -lived PC sta te ( F igur e 1a ). Bri e f l y i n thi s mod e l sy st e m B-c e ll s a re activ a ted by signa l s tha t 111
inc lude an tige n r ec ept or lig a tion, CD 4 0 stimul ation and c ytokin e s IL2 and IL2 1 for 3 da ys , durin g 112
whi ch B-cell s g ro w a nd b eg in to divide and endog en ou s MYC i s expre s sed . At day 3 C D40 a n d 113
antig en r e ce pto r ligati on a re remove d a nd N F κB signa lling i s r a pidly l os t . Activa ted B -c ell s 114
sub s e quen tly divid e rapi dly while tran si t i oning to a pla s ma bl a st s t ate . At d a y 6 pla s ma bl as ts are 115
tran sfe rred to IL 6 a nd A PR IL or oth er cytok in e con tain ing co nditio n s th a t suppo rt fu rth er 116
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diff er entia tion to the P C s t a te . [55-57 ] A signific a nt d if f e r e nce from prev iou s in v i t r o modell ing of 117
ly mphomage ne s i s in whic h B -cel l s w ere con t i nuou s l y main t a i ned in C D 40 stimula t i ng c ondition s, [52 ] 118
is the remov al o f C D40 stimul ation an d NF κB a c tiva t i on at da y 3 in our mo del suppo rting P C 119
d i f fe re n t i at i o n.[ 59] A d is t i n ct pa tt e r n of N F κB activ a tion i s s u b seque nt l y r eint rod uced upon addi t io n 120
of A PRIL at d ay 6 w hich suppor ts di f fere n tiatio n to th e P C s tag e . [57] 121
In the c on text o f th is mod el pe ripher al b l ood memory B cell s w ere tran sduc ed on da y 2 of a ctiva t i on 122
wi t h MYC T58I -t2A -BCL2 r et r o viral vec tor (h ence forth T58I -t2 A- BCL2) an d wer e th en r etu rned to 123
CD40 s timulati ng conditi on s for 24h befo re p rog r e s sing i nto the di f f e r en ti a t i on p roto col w ith 124
remova l of CD40 stimul ation at day 3 (F igure 1a, S up. Figur e 1a) . Tran sduc t i on e f f i cienc y wa s hig h 125
and su s t a ine d exp r e s sion o f t h e re trovir al CD2 r epor te r was ob serv ed to d a y 20, by w hich time P C 126
diff er entia tion ha s be en e sta bli shed f or t e n d ays in dif fe r e n t i at ion s i n the a b s e nc e of t r an sduc t i o n 127
(Fig ure 1b ). [56 ] Ac ros s mul tiple time s po i nt s of di ffe ren tia t i on, T58I -t2 A- BCL 2 c e lls s h o we d i n cr eas ed 128
ce ll siz e r e la tive to MS C V o r u n t ran sduc e d con t r ol s (S up. F igure 1c and d ) a cco mpanied by inc r e a se d 129
ce ll number s at d ay 13 a nd day 20 (S up. Fig ur e 1 b). T58I -t2 A -BCL2 w as a ssoci a te d with a c hange i n 130
pheno t y p e (Fi gur e 1c -f ). Thi s inc lud ed lo ss o f CD27 a nd C D138 expr e ss i on whic h are hallma r k 131
fea tur es l inked to P C di ff ere ntia tion, whi le al so show ing a d ec r e a se i n C D19 e x pression whi ch i s a 132
h a l l m a r k B - l i n e a g e a n t i g e n w h o s e l o s s o f e x p r e s s i o n i s a f e a t u r e o f m a l i g n a n t P C s . T h u s , M Y C T 5 8 I 133
and BCL 2 ove rex pr e ssion fr om the a ctiva t e d B -c ell s t a ge onwa r d r e sult ed upon sub s e qu ent 134
diff er entia tion i n i ncrea s ed c ell size a nd number and an a b erran t ph e no t y pe with lo s s o f ty pical P C 135
marke rs. 136
M Y C a nd B C L 2 o v er ex p r ess i on d e la ys ce l l c y cl e ex i t a nd s ec r e to r y o ut put . 137
PC d if fe rent iatio n i s cha rac te r i z ed by c ell cy cle ex it and r eprogr amming of th e expre s s i on st a t e 138
towa r d s ecre tory ac tivity a nd awa y from cell growt h and proli fe ra tion. MY C dr iv es both c ell g r ow th 139
and proli fe r a t io n in lymphoc yte s. [5, 7, 1 7] W e ther ef or e a sse s s e d ho w MY C d er egula t i on impac te d 140
on the proli fe rativ e s t a t u s u sing a combi na t i on of EdU label li ng an d Ki67 de tec ti on at d ay 21 and 31 141
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of di ffe r en tia t i on (19 and 29 day s , r e s pec tively , af te r tran sd uction ) in T58 I- t2A-BCL 2 or c ont r o l 142
tran s d uce d cel ls. During dif fe r e n t i a tion of normal B-cell s in the ex pe riment al culture s y stem cel l 143
cy cle exit oc curs b e t w e en da y 6 and da y 10 a s t he c ell s tran si tion f rom pla smabl a st to PC s t a te . [56 ] 144
Con si sten t w ith the ov era ll inc rea se in c ell numbe r EdU + Ki 67 + c ell s were r ea dily de t e ct ed in T 58I-t2A -145
BCL 2 b u t n o t i n c o n t r o l c o n d i t i o n s a t d a y 2 1 . H o w e v e r , b y d a y 31 T 5 8I -t 2A - B C L2 cond it i on s showe d 146
no s i gnific a nt inc re as e in EdU + Ki67 + ex pre s s ing ce lls (Fig ur e 1g , S up. F igure 1e) . There for e, unde r 147
co ndition s p e r mi ssive f or B -cel l dif fe ren tiatio n to th e P C s t at e MYC an d B CL2 d ereg ula tion re s ul te d 148
in a n ex t e nde d but ultim a t e ly c urta iled p rolif e r a tiv e s t a t e during sub se quen t dif fe renti atio n . 149
During P C dif fer enti atio n , pr ol i fera tio n and secr eto ry reprogr amming are coupl e d.[66 -68 ] Howev er , 150
tran s i t i on to a s ecre tory sta te i s no t stric tly linke d to cel l cy cle e xit. B oth sec reti n g and non- sec reti ng 151
ce lls have b e en repo rte d to di vide a t si mila r ra te s. [69 ] We there for e te sted sec reto ry out put of t h e 152
in v it r o di ff er entia ted c ell s. Secr ete d Ig G and Ig M n ormal ized pe r ce ll , wa s s i g nific antly reduc e d i n 153
T 5 8I - t 2A -B C L2 condition s at bot h da y 6 a nd day 13 (Fig ur e 1i ) . T hu s , ac compa nying in crea sed c el l 154
siz e a nd d elaye d cell c ycl e exit, MYC an d BCL 2 d e r e gul ation le d to re duc ed sec r e t o ry ou tput fr om 155
diff er entia ting B-c el l s . 156
Enforc ing MYC ov erex pr e ssio n dri v es clas s i cal t arge t ge ne s a nd alte rs p at tern s o f tran scripti on f a cto r 157
ex pressio n. 158
To furth er und er s t an d t h e impac t o f MYC a nd B CL2 d er e gula tion o n di f fere ntia ti on we p er f ormed a 159
time cou rse gen e ex pr e ssio n study in c ontr ol o r MYC T58I -t2 A- BCL2 c o nd i t i o ns . G e ne e x p r ess ion 160
wa s a sse s sed at : day 0 - prio r to activ atio n; da y 3 – ac tiv ated B-c e ll st a g e, 24 h a ft e r tr a n s d uc tion ; day 161
6 - p l a s m a b l a s t s t a g e , 4 d a y s a f t e r t r a n s d u c t i o n ; d a y 1 3 - e a r l y P C s t a g e 1 1 d a y s a f t e r t r a n s d u c t i o n ; 162
and da y 20 - e s tabli sh ed PC stag e 18 d ays a fte r tra nsdu ction (MS C V-con trol co ndi t i on s gen e r a t e d 163
i n s u f f i c i e n t c e l l s f o r a n a l y s i s a t d a y 2 0 ) ( S u p . T a b l e 1 ) . C o n s i s t e n t w i t h a p r o g r e s s i v e i m p a c t o f M Y C 164
T 5 8I - t 2A -B C L2 cond it i on s on gene e xpre ssion, uni form manif old a pproximati on and projec t i o n 165
(UM A P) showe d s i milar cl u ster ing o f sa mpl es a t day 3 w ith sub sequ e nt i ncrea s e d s epa ratio n o f M Y C 166
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T 5 8I - t 2A -B C L2 c o n d i t i o n s f r o m c o n t r o l s a t d a y 6 , d a y 1 3 a n d d a y 2 0 ( F i g u r e 2 a ) . M Y C w a s 167
sub s t anti a lly exp r e s s ed i n phy s io logic al dif fe r e n tiati on a t d a y 3 in ac t i vated B - cell s and was the n 168
progre s s iv ely r epre ss ed in co ntr ol di f fer enti ation condi ti on s . In con tra s t MYC T58I -t2 A-BCL 2 169
co ndition s s h owed a mode st in c rea se in MYC ex pr essi on a t d ay 3 a nd then maintain e d su pra -170
phy s iol ogica l lev el s of MYC ex pr e ssion th roughout sub sequ ent di ff eren tia tion ( F ig ure 2b ) . Expre s s i on 171
of CD2 and enh anc ed a nd s u stain ed e xpr es s io n o f BCL2 w as al so confi rmed in tr a ns duc e d c onditi on s 172
(Fig ure 2b an d Sup . F igure 2 a ). 173
We n ext a s s e s se d the ex ten t t o whi ch phenotypi c ch a nge s w er e rec api tula te d in g en e expr es s i on 174
data . We ob served signi fic an t par alle ls with sup pre ssion of SD C 1 (C D 138), CD 2 7 a nd CD 19 175
ex pr e s si on a t lat er time p oin t s in M YC T58I- t2A -BCL 2 c onditi on s r e l ative to cont rol s. CD 38 176
ex pr e s si on wa s n ot su bstan tia lly impa c t ed while MS4 A1 (CD 2 0 ) e x p r ess io n was i nc r e ase d i n M YC 177
T 5 8I - t 2A -B C L2 condi t i on s (Fi gur e 2c). The se c ondition s wer e als o as soc iat e d w it h suppr es se d 178
TNFRS F17 (B CMA ) bu t no t TNF RSF1 3B (T ACI ) a nd CD79 A b u t n o t C D79B ex pre ssi on (S up . Figu re 2 b ). 179
Thus, th e per turb ed phen o t y pe ob se rve d by flow c ytometry wa s re flec ted in c orre spondin g cha nge s 180
at tr an script l ev el. 181
P C d i f f er e nt iat ion is d r i v e n b y c o or d ina t e d c h an g es i n t ra ns c r i p t io n fa ct or e x p r es s io n.[ 5 8] W e 182
ther ef ore exa mined how know n regula t ors of t he B -cell stat e and PC di f fer enti at ion w ere expr e sse d 183
(Fig ure 2 d ). PA X 5 a nd EB F 1 , tra n s c ript io nal regula t or s involv ed in maint aini ng B -cell sta te s , [70 - 7 3] 184
we r e expre s s e d in re sting a nd ac t i v ated B-c el ls and t h e n equiv alen tly rep r e ssed during 185
diff er entia tion in con trol a n d MYC T58 I -t2A-BCL 2 c o nd i t io ns . P os it i ve re g u l at or s of PC d if f er e nt i at i o n 186
IRF4 and PRD M1 (BL I M P 1 ) were in d uced up on ac t iv ati on an d di f fer entia tion w it h modes t redu ction s 187
obs erved i n m axi mal ex pre ssion for both fa ct or s in MY C T58I -t2 A- BCL 2 con dition s. XBP1 , the prima ry 188
t r a ns cr i pt i o n a l dr i ve r of s e cr et or y r e p rog r a m m in g a n d t h e unf ol de d p r ot e i n r es p on s e of t h e ER, [ 7 4-189
76] c on t ra s ted i n showing more p r of ou ndl y supp r e ssed induc ti on a t d ay 6 an d a ll s u b s equ ent time 190
point s i n MY C T58I -t2A -BCL 2 c ondit ion s . D i ff ere ntia l regu la tion o f o ther t ra nsc ription fac to rs w a s 191
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also ob s erved in cludin g re pr e ssion o f RU N X1 , whic h has a rol e in c ell c ycle entr y , [77] a nd en hanc e d 192
ex pr e s si on o f the PC fa t e an tag oni s t B ACH2,[78 -80 ] and SREBF1 , a co n t roll e r of st erol m e t a bolic 193
pathw ays ,[81 ] in MY C T58I - t2A -BCL2 condi t i on s (S up . Fig ure 2c ). 194
Con si sten t w it h c an onic al MYC -drive n gene ex pr e ssion wel l-d ef ined MYC ta rget s suc h a s TE RT , t h e 195
ca talytic co mpone nt o f te lomer a se, [82 ] JAG2 , a rec epto r on th e N OTCH s i gn alli ng pa t h way , [ 8 3] 196
TRAP1 , a k ey mitoc ho ndrial c h ape rone, [ 84] FA BP5 , l inked to fat ty ac id me taboli sm and a po ten tia l 197
t h e r a p e u t i c v u l n e r a b i l i t y i n m y e l o m a , [ 8 5 ] w e r e i n c r e a s e d ( F i g u r e 2 e ) . A w i d e r a n g e o f o t h e r M Y C 198
targe t gene s de fin ed in ce llula r model s i n both mous e and hum an [7] wer e al so profo undly i nduce d 199
in MY C T58I- t2A -BCL2 condi t i on s. 200
Si nce XBP1 i s a princ ipal r egula tor o f s ecret ory rep rogramming w e a s s e ssed k now n XBP 1 a nd E R 201
stre s s re sp on se ta r g e t gene s. We found consi ste nt p a ttern s o f rep r e s s ed expre s si on for g e ne s suc h 202
as HE R P UD 1 , ERL EC1, DERL3 a nd TX N D C 5 , [ 8 6 -88] whic h sha re direc t XBP1 pro moter occ upanc y at 203
the pla smabl a s t s t age i n ou r model sy stem (Fi gur e 2 f). [59 ] Immun oglobu li n i s t h e ma in s ec reto r y 204
output o f P C s a nd ex pre ssion i s p rof o undl y de cre a sed on cond itio n al XB P1 deleti on in mu r ine 205
PC s. [89, 90 ] W e t her ef ore als o e xamin e d the ex pre ssion lev el s of immunog lo b ulin gene s . Inde e d, 206
the se ge ne s compri se d some o f th e mos t d if fe rent ially expre s s ed and s howed signi f i can tly 207
damp ened ex pr e ssion p artic ul arly fo r IGH G 1 , I G HG2 , I GHG 3 a nd IG H M i n M Y C T58I- t2A -BCL 2 208
co ndition s a t la te r time poin t s ( S up . Fig ure 2d) . Thu s , an a lysi s a t indiv idual g en e leve l s ug ge st e d a 209
co or di na ted impac t o f MYC ov e rexpre s sion on the r eg ulatio n of me taboli c and secr et ory pathw ay s 210
during P C dif f eren tia tion an d a s epar atio n of thi s pert ur be d s e c ret or y r e prog ram ming from retain e d 211
tran s c rip tional con trol ove r f e atu r e s o f t he B- c e ll stat e. 212
MYC an d BCL2 ove r e xpre s s io n drive s c oo rdina ted m o d ular p at tern s o f ge ne expre s sion c ha nge . 213
To te s t gen e reg ulatio n a t a globa l l ev el we analy s ed g ene e xpre ssion c hang e s i n M Y C T58I -t2 A-BCL 2 214
and con trol co ndi t i o ns u s in g Pa rsimoni o us Gen e Co rrel ation N etwork Ana ly si s (P G CN A ). [91 ] Thi s 215
co r rela t i on -ba se d meth od allo w s t he shi fting pa t t ern s o f gen e e xpre ssio n a cro ss diff er entia tion an d 216
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betwe e n condi t i on s to be a s se s s ed in te rms o f modu l e s o f c or e gul ate d g ene s. P G C NA id enti fied 1 6 217
module s of c oreg ulat ed ge ne s (l a belle d M1-M16 a cc or d ing t o number o f modul e ge ne s (S up . Table 218
2) w ith di stinc t pa tt ern s o f ex pre ssion a c ross the dif fe ren tia t i o n and betw een c on t rol a nd MYC T 58I -219
t2A- BCL2 con ditio ns (Fig ure 3a ) . Gen e ontology and signa tur e en richme nt ana l ysis demon s tr a t e d 220
that t he c ore gulat ed gen e mo dule s id e nt i f i ed b y PGCN A were highly signi f i can tly as socia t e d w ith 221
diff er ent f eatu re s rel a t e d t o B -ce ll di ff ere ntia tion, ce ll cyc le, MY C func t i o n , tran sla tion, a nd 222
metabo li s m ( F igure 3b a nd S up. T abl e 3) . Mod ule M1 wa s enric hed for va riou s f e atur es of the B -cel l 223
sta te inc luding t arge ts rep re s s ed by BLI M P and wa s expr e sse d a t day 0 and 3 a nd progr e s s i vely 224
repr ess ed up on di ff ere ntia tion i n a s i mi lar fa s hio n i n c ont r ol s and T58I -t2 A- BCL2 ex pre ssing c ell s . 225
Module M2 w a s e nric hed for g ene s r eg ulat ed by NF κB re fl ec t i ng th e i mpac t of the ini tia l 226
C D 4 0 : C D 4 0 L a c t i v a t i o n c o n d i t i o n s , e x p r e s s i o n w a s l o w i n d a y 0 B - c e l ls , i n d u c e d i n d a y 3 a c t i v a t e d B -227
ce lls and r e pre s sed on fur t her d i ffe re n t ia ti on in all conditio n s. I n con tra s t t o M1 a nd M2, t he 228
remain ing 14 modu le s s howed dif fe r ential expr e ssi on be tw een con trol s and T 5 8 I - t 2A- B C L 2 229
co ndition s. The s e sepa ra t e d betwe en mo dule s t ha t : i ) w er e rep r e ssed in normal di ff e r e n t i a tion bu t 230
we r e enhan c ed in T 5 8I - t 2A - B C L2 c ondi tion s (M4, M6 and M 1 3) , whi ch w ere en r ic hed f o r M Y C 231
regula te d gene signa ture s ; ii) module s tha t w ere induc e d up on di ffe r e nt i a tion but sh owe d grea te r 232
ex pr e s si on in con t rol th an T58 I-t2A -BCL 2 conditio n s (M3, M5, M7, M16) , inclu ding gene s link ed t o 233
XBP1 t arge t s , U PR and ER s ec r e tory pa thway s; iii ) modul e s th at were ind uc ed upon no r ma l 234
diff er entia tion but s how ed en hanc e d expre ssi on in T 58I -t2A - BC L2 c ondi tion s (M8, M10, M 1 4) , 235
inc luding ge nes link ed t o mit och ondr i al metaboli sm a nd Ox P ho s pat hwa ys; a n d iv) module s tha t 236
we r e induc ed in cont rol d if f e r e n t i ati on bu t repr ess ed in T58I- t2A -BCL2 c o nd i t io n s (M 9 , M 12 a nd 237
M15), i ncludi ng gen e s l inked t o au topha gy and c ellul ar quie sce nce . 238
Module s lin ked to MYC r eg ulat ed f ea tur es (M4, M6 an d M13) exhi bi ted di sti nct ex pr e s si on pa tte rn s. 239
Module M4 e nr i ched f or p revi ou s ly d efin ed signa t u r e s o f MYC ove re xpre ss ion, MTO RC1 an d 240
ribo some bi ogene si s signa t ur es w ere s trongly induc e d by t h e ac tiva tion cond ition s d riving 241
diff er entia tion and we re s u st ained i n T58I- t2A -BCL2 conditi on s at da y 6 a nd to a les se r e xt ent at day 242
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13 bu t w er e la rgel y rep re ssed at da y 20. Modul e M6 link ed to MYC targe t s r ela te d to mitochond ria l 243
func t i o n w a s mode stly induce d by activ ation con d it i on s at day 3 but w as stron g ly induc ed in T58 I -244
t2A- BCL2 co ndition s a t day 6 and su s t a ine d to day 20. Modul e M13 link ed to a furthe r grou p of 245
gen e s rela t e d to ribo s ome s and t r a n s l a ti on, was mod e stly ex pre sse d in re st i ng B-cel l s , r epre s sed i n 246
all conditi on s upon a ctiva ti on an d w hile fur ther r e p r e s sed upon d if fe renti a t io n in control c onditi on s 247
wa s super -induc ed bey ond ini t ia l ex pr e ss ion le vel s upon d if f e r e n t i a tion in T 58I- t2 A-BCL2 c onditi on s. 248
This t im e c ourse analy s i s i ndica t e d tha t MYC T58I ac compan ied by BCL 2 c o -e xpres s i on div erte d 249
diff er entia tion t oward a di stinc t ex pre ssion s ta te , dr i ving modules o f met ab olic and tr a n s la t io n 250
relat ed g ene s that we re no t phy s i ol ogic a lly e xpres s ed i n PC di f fer enti ation . At th e sam e time , while 251
supp re ssing f ea t ure s of t h e P C sec re tory s t ate , MYC T58 I did not int erfe re w ith r e pre s sion o f the B 252
c e l l - s t a t e d u r i n g p l a s m a c e l l d i f f e r e n t i a t i o n . T h e i m p a c t o f o v e r e x p r e s s e d M Y C w a s n o t f i x e d a c r o s s 253
the t i me c ou r s e, nor di d i t re fl ect an a mplific atio n o f the p hysiol ogi cal di ff ere ntiati on pr ogram s . 254
Ins te ad, th e im pac t of MYC d eve lop ed acro s s th e c our s e of the dif fe ren tiati o n toward a di s tinc t 255
abe r r ant ex pr e s s ion sta te . 256
MB dom a in s o f MYC s how d i ffere nti al c ontr i b uti on s to gene re gul atio n duri ng PC d if f e r e n tia tio n. 257
The MYC T A D ha s be en imp lica te d a s c ritic al in tran s f o r mi ng act iv ity in variou s ce llular model s , we 258
ther ef ore n ex t a ime d to te s t t h e cont rib ution t hat MB0, M BI o r MB II d omain s o f the MY C TA D made 259
to the d iv ergen t pr ogramming o f pe rtu rbe d PC dif fe ren tiati on. To thi s e nd we ge nera ted a MY C WT -260
t2A- BCL2 v ector (i .e. w ith T58 no t T 58I ) and v ecto rs in whic h MB0 , MB I or MBI I were de l et ed in thi s 261
co nt e xt (S up. Fi gur e 3a) . We o btain ed si mila r tran sd uction e ffic ienc ie s t o ou r p r evi ous r e sult s (Sup . 262
F ig u r e 3b) . M Y C WT- t2A -BCL 2 recap i t ul a ted the phe not y pic ef fec t ob s erved fo r MYC T 58I . ΔMBI - t2A -263
BCL 2 w hich remove s t he ph o s phod eg ro n s eque nc e enc omp a ss i ng T5 8 s howe d li t tl e di ff ere nc e i n 264
pheno t y p e f rom MYC WT- t 2 A-BCL 2 . By c ontra st Δ MB0- t2A -BCL2 show ed p arti al r eve rsal a nd ΔMB II -265
t2A- BCL2 sh owe d s i gnific an t re ver s a l of th e MYC -a s s oc i ate d phen o t y pe an d rev ersion tow ar d 266
pheno t y pic pa t te rn s of con trol co ndit ion s (F igur e 4 a-c , Sup. F igur e 3e) . Over ex pre ssio n of MYC a nd 267
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BCL 2 pr otein s in c omp ari son to th e M S CV -back bon e con trol wa s v alida ted f or a ll t h ree MYC M B 268
dele t i on muta nt s te st ed, i ncludi ng the e nha ncem en t o f MYC ex pr e ssion ex pec t e d for Δ MB I -t2A -BCL 2 269
wi t h pho spho deg r o n sequ enc e remov al . S imila r lev e ls o f BL I M P 1 e xpre s s i on w ere o b serve d 270
follow ing d if f e r e n t i ati on in a ll c onditi on s (Sup. F igur e 3c , d). 271
To furth er a s s e ss the impa ct o f MB dele tion s , w e st u di ed gen e exp r e s sio n at day 6 (pla s ma b la st) a nd 272
day 13 (P C stage ) w hen div e r g ent pat t e r ns of expre s s io n c hang e s w ere o b serve d i n M Y C T58I - t2A -273
BCL 2 exp r e s sing c ell s (Su p. Ta ble 4 ). Multidimen sio na l scali ng (M DS ) s h owe d tha t the di s tin c t 274
co ndition s s epar ate d in te rms o f di ff ere ntia t i on – sepa r a t in g cont rol di f fer enti a tion s a t d a y 6 f rom 275
t h o s e a t d a y 1 3 – a n d a c c o r d i n g t o M Y C t r a n s d u c t i o n a t e a c h t i m e p o i n t ( F i g u r e 4 d ) . T h i s w a s 276
co ns i st ent w ith th e hi e r a r c h al ord er o f phenoty pic impac t such th at MY C WT -t 2A-BCL 2 w a s m o s t 277
d i s t i n c t f r o m c o n t r o l s a t b o t h d a y 6 a n d d a y 1 3. Δ MBI shi f ted fr om b e ing mo st simila r to Δ MB0 a t 278
day 6 to b ec ome mo st s i mil ar t o MY Cw t a t day 1 3. Δ MB0 fe ll b e t w een MYC wt and c ontro l 279
diff er entia tion c onditi on s a t bo th day 6 a nd day 1 3, and Δ M B I I c l u s t e r e d i n c l o s e s t p r o x i m i t y t o t h e 280
co nt rol s a t bo th tim e poin ts but wa s m ore di verg ent a t day 13 than day 6 (Fig ure 4d) . We ne xt 281
as s e ss ed c hange s a t mo dular lev el . P GC N A agai n succe ss fully r e solv e d module s o f g ene s enric h ed fo r 282
biol ogica l proce s se s r ela te d to MY C func tion (M1 , M4, M 8 and M10) an d PC di ff e renti ation (M7 a nd 283
M9) th at w e r e di f fer enti ally exp r e s se d b etwe en time poi nts (Fig ur e 4e a nd Sup . T able 5) . MY Cwt a nd 284
Δ MBI s h o wed simila r pa tt ern s o f mod ul e regula t io n tha t di ve rged from tho s e o b s e rve d in con trol s , 285
wi t h e nr i ch ed bio logic al proce s se s map p ing onto tho s e ob s erve d fo r di f fer entia l r e gula tion by M Y C 286
T58 I c ondition s ( S up . Table 6). Δ M B0, while simila r t o MYCwt and Δ MB I, dive rged in t he l ev el o f 287
inten sity of expre s s io n of b oth MYC up - a nd d own- regula t e d mo d ule s. In c on t r a st, Δ M B I I show e d 288
marke dly reduc ed ev idenc e of MYC -a s s o c iated modul e r egulatio n and showed gre at er expre s s i on o f 289
PC -a s s o cia ted modul e s than o t he r MYC condition s (Figur e 4e ). Ther ef ore , b oth in the c ont ext o f 290
dime ns i ona lity r educ tio n usi ng MDS and mo dular ex pr e s sion a na lysi s u sing PGCN A, the MB del e t i o n 291
mutant s s h owed c on si s t ent f ea ture s wi t h a hie r a r c hy of impac t on th e c ons e quence s o f M Y C 292
ove r e xpre ssion : Δ MB I I > Δ MB0 > Δ MB I. 293
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T o c o n s i d e r t h i s a t a g e n e l e v e l w e r e v i s i t e d t h e e x p r e s s i o n p a t t e r n s o f i n d e x g e n e s l i n k e d t o B - c e l l 294
diff er entia tion, M Y C impac t a nd XB P1 func t i on. Here we o bs erved tha t w hile MYC a nd C D2 295
ex pr e s si on lev el s w ere s im ilar in all c on dition s (Sup . Fig ur e 4), a hi erarchy w a s eviden t ac ro ss bo th 296
MYC r espo n s iv e and r e pr e sse d f ea ture s at indiv idu al gen e l evel fo r sur face pro tein s, tr a ns c r i pt i o n 297
fac t o r s, MYC targe t s, UP R/ E R gen e s a nd i mmunog lobulin gene s (Fig ure 5a -d a nd S up. Figure 4 ). 298
The ob serve d c h ang e s in secr eto ry and im munoglobul in gene ex pre ssion sugge s ted t hat funct ional 299
secr et ory ac t i vity w ould be di f fer enti all y impac ted. S upe r n a t a nts we re t es ted by EL ISA for sec re t e d 300
IgM a nd IgG at da y 6 (Fi gure 5e ) a nd day 13 (Fig ur e 5f) fr om t h e dis t in ct cond i t i o ns . Concord ant w ith 301
gen e ex pre ssion , se cre tory ou t p ut wa s de t e ct ed at d ay 6 and ro s e aro und 1 0-f old b y da y 13 in 302
co nt rol co ndi tion s . S e cre tory r a te s wer e s i mila rly repr e s s ed in MYCw t and Δ M BI c ondit ion s, w it h 303
repr essi on mo s t evide nt a t t he la ter ti me point wh en hig h outp ut i s e stabli shed unde r c ont r ol 304
co ndition s. S ecr et ory ou t p ut remai ne d sub sta nt i ally red uc ed i n Δ MB0 condi t i o ns b ut signi fican tly 305
hig her t ha n MY Cwt, w hile for Δ MBI I con d ition s th e M Y C e ff ect wa s l o s t and ther e w as no s i gnific a nt 306
diff er enc e f rom con t r ol c onditio ns . 307
The DCMW m ot i f a nd W135 a r e critic al f or the e ff e ct of MYC MB II o n hu ma n PC d iffer en tia t i o n . 308
Given the appa rent dep en d ence o n MBI I we ne xt add re s s ed to w hat exten t thi s could be at tr i bu t e d 309
t o t h e cor e co ns e r ve d s e q uen c e of M BI I: th e 1 32 - 1 35 aa DC M W m ot i f or W 135 a l on e , t he m os t 310
hig hly conserve d re s i du e i n M BII whic h sit s at t h e h e art o f th e pr edic t e d TRR AP in ter actio n .[38 ] 311
Sub stitu tion s DC MW / AA AA or W135A were ge ne rat ed in th e c on text of the MYC-t2 A- BCL2 312
co nfigura tion (Sup . Figure 5a ) and c omp arably high tran sduc tion ef fic ienc y wa s v e r i f i ed for t he M B I I 313
mutant s ( Sup. Fi gur e 5b) . MYC, B CL 2 an d BL IMP1 pr ot e i n overex pre ssi on wa s v a lidated (S up. Fig u r e 314
5c , d). BCL2 and BL IMP1 expr e ss i on wa s equiva l ent be tw een c ondi tion s. MY C was s ub stan tially 315
ove r e xpre ssed rel a t i ve to con trol s in all c ondition s bu t wa s s i gnific a ntly hig her i n MYCwt r ela tiv e to 316
Δ MBI I o r MB II point muta nt s sugg e sting t ha t MB II ma y in pa rt con t r ibut e t o sta bility in thi s co n t e xt 317
( S u p . F i g u r e 5 d ). Th e M Y C MB II -4a a mu tan t or th e MBI I- W135A ag ain signi fic an tly i mpact ed on the 318
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pheno t y pic c hang e s in duced b y MYC, su ch tha t MYC M BI I-4 aa or M BI I- W 13 5A expres sing c ell s more 319
cl os e ly re s e mbl ed con trol di ff eren tia tio ns than MYCwt con diti on s (Fi gure 6a -c and S up . Fig ure 5 e ). 320
Our pr ev iou s an aly se s i ndica t e d tha t ph eno t y pic e ff ec ts o f M Y C c onditi on s wer e cl osel y r e la ted to 321
the ex t e n t o f ge ne ex pre ssion c h ange in t h e mod el. I nd eed, in m ul tidimen sion ali ty s c aling of day 1 3 322
gen e ex pr e ssion dat a Δ MBI I a nd th e t w o MBI I mutan ts c lu s te red tog eth er with untra ns duce d 323
co nt rol s and sepa r a te fr om MYCw t c ondition s (Fi g. 6d ). Ab solu te numbe rs o f signi ficantl y 324
diff er ential ly exp r e s s ed gene s even a t l en ient f o ld -chan ge t hr e shol ds wer e pro foundly redu c ed fo r 325
Δ MBI I and the two M BII mu tan t condi t i o ns (Sup . T able 7 ). P GC NA c on firmed th at a t mo dula r leve l 326
MYCw t c ondi tion s aga in dif fe red p ro f oundly from contr ol s (Fig . 6e ) with c ons i s ten t biolog ica l 327
diff er enc e s to pr ev iou s re sul t s (S up . Tab le 8 and 9). Whil e in Δ M BII a nd the M BII mutant c ondi tion s 328
ex pr e s si on of modul e s rel ate d to P C d iffe re nt i a tion an d immunog lobu lin ge ne expre s sion w ere 329
re st o red (Fi g . 6e) , module s link ed with MYC- as so ciat ed g ene s w er e le s s induc e d (Fig . 6e) . A s imi lar 330
patt ern w a s ob s e rve d for gene s i ndic a t iv e o f MY C impac t (Supple m enta l F i gure 6) . Inde ed no 331
s i g n i f i c a n t l y di ff er ent ia l l y e x p r ess e d g e ne s w er e o bs er ve d b e t w een Δ M BII a nd e i ther MB II mut ant o r 332
betwe e n the MB II mut ant condi tio n s in direc t compa r i s on. Wh en c omparing Δ M BII or ei the r of th e 333
two MBI I poin t mutan t c ondi tion s to un tran sduce d cont rol condi t i on s only s ma l l number s o f g ene s 334
remain ed di f fere nt i ally ex pre ssed. XB P1 remain ed mod estly red uce d rela tiv e t o c ont rol c ondi tion s 335
but w as al so s i gnific an tly re sto r e d rel ativ e to MYCw t (F igure 7a ) . Po ten tial XBP1 targe t g ene s 336
inc luding imm unoglobul in s ge n e s we re not signi fic antly di f fer ent be tween Δ MB II o r MB II mu tan t s 337
and control con dition s i ndic a t i ng th at fun ctio n of s e cr et or y repr ogrammin g w as re t a in ed unde r 338
the se con d it i on s (F igure 7 a) . S imila r ly , al most all MYC in duce d gen e e xpre s s ion c hang e s w ere l os t i n 339
the con tex t of Δ MB II or M BII sub sti tut i o ns wi th only v ery f e w ge ne s s how ing retai ned s i gni fic an t 340
ex pr e s si on di ff ere nc e s (F igu re 7b and S u p. Fig ure 6 a) . C on si s ten t w ith t he simi lar ity betwe e n Δ M B II 341
and MBII mu ta nt c ondi tion s at gene e xpre s s ion le vel, EL ISA dem on stra ted comp arable Ig M a nd IgG 342
secr eti on in the se c ondi tion s rel a tive t o control a t day 6 and day 13 whil e in MY Cwt c ondition s t he 343
es timat ed p er c ell secr eto ry out put w a s a gain pr o foun d ly rep re s s ed a t day 13 (Fi gure 7 c and d). W e 344
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co nclude tha t eith er a fou r amino ac id D CMW /AAAA s ub sti tu tion o r a s i ngl e W135A s ub s titu t i o n 345
su ffic ed to ph enoc opy d e le tion of MBI I and ab roga te fea t u re s a s s oc ia ted wi t h MYC ov er expre s s i o n 346
in h uman B-c ell di f fer enti atio n . 347
348
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Day 6 Day 13 Day 20
0.00
0.01
0.02
0.03
0.04
10
20
30
IgM ng/ml/cell
Figure 1
a b
c d e
f
g i
Day 3 Day 6 Day 13 Day 20
Untransduced
MSCV-empty
MYC-t2A-BCL2
Untransduced
MSCV-backbone
T58I-t2A-BCL2
Day 13
MSCV-backbone T58I-t2A-BCL2
CD20
CD19
Day 3
Day 6
Day 13
MSCV-backbone T58I-t2A-BCL2
CD38
CD27
Day 3
Day 6
Day 13
MSCV-backbone T58I-t2A-BCL2
CD138
CD38
Day 3
Day 6
Day 3 Day 6 Day 13 Day 20
0
50
100
150
CD2 positive cells (%)
MSCV-backbone
T58I-t2A-BCL2
✱✱ ✱✱✱ ✱ ✱✱
Day 3 Day 6 Day 13 Day 20
0
50
100
150
CD19 positive cells (%) ns ns ✱✱ ✱✱✱
Day 3 Day 6 Day 13 Day 20
0
50
100
150
CD27+CD38+ cells (%) ✱ ✱✱ ✱✱✱✱ ✱✱✱
Day 3 Day 6 Day 13 Day 20
0
50
100
150
CD38+CD138+ cells (%) ns ns ✱✱✱ ✱✱✱✱
Day 21 Day 31
0
2
4
6
8
10
EdU+Ki67+ cells (%) nsp=0.09
Day 21 Day 31
0
5
10
15
EdU-Ki67+ cells (%) Untransduced
T58I-t2A-BCL2
nsp=0.07
Untransduced
T58I-t2A-BCL2 T58I-t2A-BCL2
MSCV-backbone
Day 6 Day 13 Day 20
-1
0
1
2
3
4
IgM ng/ml/cell Untransduced
MSCV-backbone
MYC-t2A-BCL2
ns ns ns
Day 6 Day 13 Day 20
0.000
0.002
0.004
0.006
1
2
3
4
5
IgG ng/ml/cell
Figure 1. Acute MYC and BCL2 overexpression drives aberrant B cell differentiation. a, Graphical representation of the in
vitro differentiation and transductions model system. This shows general phases by day of culture at the top, followed by
summary culture conditions and biological processes below. Associated transcription factors (TF) are depicted on the left
and phenotypic markers on the right. b, Flow cytometric quantitation of percentage CD2 positive cells for MSCV-backbone
and T58I-t2A-BCL2 conditions at indicated time points. c, d, e, Representative flow cytometry plots of CD19 vs CD20, CD27
vs CD38 and CD38 vs CD138, respectively, for MSCV-backbone and T58I-t2A-BCL2 conditions at the indicated time points. f,
Percentages of CD19 positive cells (left), CD27+CD38+ cells (middle), and CD38+CD138+ cells (right) for the indicated
conditions at the indicated time points. g, Percentages of EdU+Ki67+ cells at the indicated time points for untransduced and
T58I-t2A-BCL2 samples after 1 hour of pulse EdU incorporation. Data shown for the MSCV-backbone and T58I-t2A-BCL2
conditions are pre-gated to CD2+ populations (c, d, e, f, g) i, Quantification of total human IgG antibody secretion (left) and
IgM antibody secretion (right) on day 6, day 13 and day 20 for the indicated conditions. Data are representative of at least
two independent experiments. Bars and error represent mean and standard deviation (SD); Unpaired two-tailed Student’s
t-test, (b, g). One-way ANOVA (f): ns, not significant; * P < 0.05; ** P < 0.01; *** P < 0.001; **** P < 0.0001.
CD40L
Fab2 anti-Ig
IL2/IL21
B-cell state
DivideGrow &
PC state
IL2/IL21 IL6/IL21
APRIL
IL6
APRIL
PAX5
MYC
IRF4/BLIMP1/XBP1
CD19hi/CD20hi
CD19lo/CD20lo
CD27hi/CD38hi/CD138hi
PhenotypeTF
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
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Figure 2
UMAP1
UMAP2 Controls
MYC
Day 3
Day 6
Day 13
Day 20
Day 0
MSCV-backbone
T58I-t2A-BCL2
Untransduced
MSCV-backbone
T58I-t2A-BCL2
Untransduced
MSCV-backbone
T58I-t2A-BCL2
Untransduced
T58I-t2A-BCL2
Untransduced
0 3 6 9 12 15 18 21
0
5
10
15
Days
CD19 expression
0 3 6 9 12 15 18 21
0
5
10
15
20
Days
MS4A1 expression
0 3 6 9 12 15 18 21
0
5
10
15
Days
CD27 expression
0 3 6 9 12 15 18 21
0
5
10
15
Days
CD38 expression
0 3 6 9 12 15 18 21
0
5
10
15
Days
SDC1 expression
0 3 6 9 12 15 18 21
0
5
10
15
20
Days
CD2 expression
0 3 6 9 12 15 18 21
0
5
10
15
20
Days
MYC expression
0 3 6 9 12 15 18 21
0
5
10
15
Days
PAX5 expression
0 3 6 9 12 15 18 21
0
5
10
15
Days
EBF1 expression
0 3 6 9 12 15 18 21
0
5
10
15
Days
PRDM1 expression
0 3 6 9 12 15 18 21
0
5
10
15
20
Days
IRF4 expression
0 3 6 9 12 15 18 21
0
5
10
15
20
Days
XBP1 expression
0 3 6 9 12 15 18 21
0
5
10
15
20
Days
DERL3 expression
0 3 6 9 12 15 18 21
0
5
10
15
Days
ERLECC1 expression
0 3 6 9 12 15 18 21
0
5
10
15
20
Days
HERPUD1 expression
0 3 6 9 12 15 18 21
0
5
10
15
20
Days
TXNDC5 expression
0 3 6 9 12 15 18 21
0
5
10
15
Days
FICD expression
b
c d e f
0 3 6 9 12 15 18 21
0
5
10
15
Days
IGLC7 expression Untransduced
MSCV-backbone
T58I-t2A-BCL2
Untransduced
MSCV-backbone
T58I-t2A-BCL2
0 3 6 9 12 15 18 21
0
5
10
15
Days
IGLC7 expression Untransduced
MSCV-backbone
T58I-t2A-BCL2
Untransduced
MSCV-backbone
T58I-t2A-BCL2
0 3 6 9 12 15 18 21
0
2
4
6
8
10
Days
TERT expression
0 3 6 9 12 15 18 21
0
5
10
15
Days
JAG2 expression
0 3 6 9 12 15 18 21
0
5
10
15
Days
FABP5 expression
0 3 6 9 12 15 18 21
0
5
10
15
Days
KISS1R expression
0 3 6 9 12 15 18 21
0
5
10
15
Days
TRAP1 expression
Figure 2. MYC T58I selectively perturbs gene expression in B-cell differentiation. a, Uniform Manifold Approximation
Projection (UMAP) of differentially expressed genes for the indicated conditions and time points. b, c, d, e, f, Normalised
RNAseq expression values (y-axis) of selected genes across the differentiation time course (x-axis days) as indicated for
untransduced, MSCV-backbone and T58I-t2A-BCL2 conditions. Gene expression is shown as indicated in the figure for b,
MYC and CD2; c, surface proteins linked to immunophenotyping; d, transcription factors; e, known MYC targets; and f,
XBP1 targets. Data are representative of two independent experiments with a total of n=1-4 samples per time point and
condition.
a
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (whichthis version posted April 21, 2024. ; https://doi.org/10.1101/2024.04.18.589889doi: bioRxiv preprint
Figure 3
PGCNA:
MSCV-backbone T58I-t2A-BCL2 Untransduced
D0 D3 D6 D13 D20
b
Figure 3. Expression network level analysis of MYC T58I on B-cell differentiation. Parsimonious Gene Correlation Analysis
(PGCNA) was used to define modules of coregulated genes. a, Heat map of module level gene expression with expression
patterns averaged across all genes per module on a z-score scale (-2.14 blue to +2.09 red). Modules are hierarchically
clustered on the left and module number and indicative summary terms of associated ontologies are shown on the right.
Time points are indicated in the grey to black bars at the top of the figure going from Day 0 (D0 left) to Day 20 (D20 right).
Individual conditions are identified using the code as indicated at the top of the figure: yellow (MSCV-backbone), purple
(T58I-t2A-BCL2), green (untransduced). b, Correlation plot of gene signature enrichment analysis for the 16 PGCNA-derived
modules showing analysis for MsigDB Hallmark signatures. Enrichment is illustrated on a z-score scale from blue to red.
With hierarchical clustering for enriched signatures and module enrichment patterns above and to the right. Module
numbers and summary designations are identified to the right.
a
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
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Figure 4
Donor 1
Donor 2
Donor 3
Donor 4
Day 6
Day 13
Untransduced
MSCV-backbone
WT
ΔMB0
ΔMBI
ΔMBII
MYC-
t2A-BCL2
3.01.50.0-1.5-3.0
Untransduced
MSCV-backbone
MYC WT-BCL2
MYC ΔMB0-BCL2
MYC ΔMBI-BCL2
MYC ΔMBII-BCL2
Untransduced
MSCV-backbone
MYC WT-BCL2
MYC ΔMB0-BCL2
MYC ΔMBI-BCL2
Day 6
Day 13
MYC ΔMBII-BCL2
ΔMB0
ΔMBII
ΔMBI
MDS1
MDS2
MSCV-backbone
WT
ΔΜΒ0
ΔΜΒΙ
ΔΜΒΙΙ
MYC-
t2A-BCL2
Untransduced
Day 13
0
50
100
150
CD27+CD38+ cells (%)
Untransduced
MSCV-empty
MYCisoform-t2A-BCL2
delMB0
delMBI
delMBII
b
c d
e
Day 13
0
50
100
150
CD27+CD38+ cells (%)
✱
✱✱✱✱
✱
✱✱✱✱
✱✱✱✱
Day 13
0
20
40
60
80
100
CD38+CD138+ cells (%)
✱✱
ns
ns
✱✱
✱✱✱✱
Day 13 MYC-t2A-BCL2
WT ΔMB0
CD38
CD27
ΔMBI ΔMBIIMSCV-backbone
Day 13 MYC-t2A-BCL2
WT ΔMB0
CD138
CD38
ΔMBI ΔMBIIMSCV-backbone
Figure 4. Deletion of MYC TAD MB0, MBI and MBII have differential effects on MYC driven phenotypic and expression
features. a, b, Representative flow cytometry plots at day 13 for control MSCV-backbone, MYCwt, MB0, MBI and MBII
conditions as shown for a, CD27 vs CD38, and b, CD38 vs CD138. c, Summary of flow cytometrically defined percentages of
CD27+CD38+ cells (left) and CD38+CD138+ cells (right), at day 13 for the indicated conditions. Data are representative of
three independent experiments. Bars and error represent mean and standard deviation (SD); Unpaired two-tailed
Student’s t-test: ns, not significant; * P < 0.05; ** P < 0.01; **** P < 0.0001. Data shown for the transduced conditions are
pre-gated to CD2+ populations (a, b, c,). d, Multidimensional Scaling (MDS) of differentially expressed genes at the day 6
(green) and day 13 (purple) time points, and controls, for the indicated samples as illustrated in the figure. e, PGCNA
defined modules of coregulated genes shown as a heat map of module level gene expression with expression patterns
averaged across all genes per module on a z-score scale (-3 blue to +3 red). Modules are hierarchically clustered on the left
and module number and indicative summary terms of associated ontologies are shown on the right. Time points are
indicated as grey day 6 and black day 13. Samples from different donors are illustrated in the blue to orange color code,
and for individual conditions with color code identified in the figure.
a
.CC-BY 4.0 International licenseavailable under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (whichthis version posted April 21, 2024. ; https://doi.org/10.1101/2024.04.18.589889doi: bioRxiv preprint
Figure 5
a
e
Day 6 Day 13
4
6
8
10
12
14
CD19 expression
Day 6 Day 13
4
6
8
10
12
14
16
MS4A1 expression
Day 6 Day 13
9
10
11
12
13
14
15
CD27 expression
Day 6 Day 13
4
6
8
10
12
14
16
CD38 expression
Day 6 Day 13
0
5
10
15
SDC1 expression
Day 6 Day 13
2
4
6
8
10
12
SDC1 expression Untransduced
MSCV-backbone
WT-t2A-BCL2
ΔΜΒ0-t2A-BCL2
ΔΜΒΙ-t2A-BCL2
ΔΜΒΙΙ-t2A-BCL2
MSCV
WT
ΔΜΒ0
ΔΜΒΙ
ΔΜΒΙΙ
MYC-
t2A-BCL2
Untransduced
Day 6 Day 13
4
6
8
10
12
PAX5 expression
Day 6 Day 13
5
6
7
8
9
10
EBF1 expression
Day 6 Day 13
10
11
12
13
14
15
PRDM1 expression
Day 6 Day 13
11
12
13
14
15
16
17
XBP1 expression
Day 6 Day 13
11
12
13
14
15
16
IRF4 expression
f
MSCV-backbone
WT
ΔΜΒ0
ΔΜΒΙ
ΔΜΒΙΙ
MYC-
t2A-BCL2
Untransduced
Day 13
0
50
100
150
CD27+CD38+ cells (%)
Untransduced
MSCV-empty
MYCisoform-t2A-BCL2
delMB0
delMBI
delMBII
b c d
Day 6
0.000
0.002
0.004
0.006
0.008
0.010
IgG ng/ml/cell
ns
✱
ns
✱✱✱
✱✱
Day 13
0.00
0.02
0.04
0.06
0.08
0.10
IgG ng/ml/cell
ns
✱✱
ns
✱
✱✱✱✱
Day 6
0.000
0.005
0.010
0.015
0.020
0.025
IgM ng/ml/cell
ns
✱
ns
✱
ns
Day 13
0.00
0.05
0.10
0.15
0.20
0.25
IgM ng/ml/cell
ns
✱✱
ns
✱
✱✱
Day 6 Day 13
0
2
4
6
8
10
12
TERT expression
Day 6 Day 13
2
4
6
8
10
12
JAG2 expression
Day 6 Day 13
4
6
8
10
12
SORD expression
Day 6 Day 13
2
4
6
8
10
KISS1R expression
Day 6 Day 13
8
9
10
11
12
13
TRAP1 expression
Day 6 Day 13
8
10
12
14
16
DERL3 expression
Day 6 Day 13
9
10
11
12
13
ERLEC1 expression
Day 6 Day 13
10
12
14
16
HERPUD1 expression
Day 6 Day 13
6
7
8
9
10
FICD expression
Day 6 Day 13
13
14
15
16
17
18
TXNDC5 expression
Figure 5. MB0, MBI and MBII deletion impacts on indicative gene regulation and on functional secretory output. Violin
plots of log2 normalised RNAseq expression values of individual genes plotted at day 6 (left side of graphs) and day 13 time
points (right side of graphs) for the indicated conditions (top right of figure). Genes shown are indicated to the left of each
graph for: a, surface antigens; b, transcription factors; c, MYC targets; and d, XBP1 targets . Data are representative of two
independent experiments with a total of n=4 samples per time point and condition. Quantification of e, IgM and f, IgG
antibody concentration normalized per cell at day 6 (left graph) and day 13 (right graph) for conditions as indicated to the
lower right of the figure. Data are representative of two independent experiments. Bars and error represent mean and
standard deviation (SD); Unpaired two-tailed Student’s t-test: ns, not significant; * P < 0.05; ** P < 0.01; *** P < 0.001;
**** P < 0.0001.
.CC-BY 4.0 International licenseavailable under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (whichthis version posted April 21, 2024. ; https://doi.org/10.1101/2024.04.18.589889doi: bioRxiv preprint
Figure 6
1.50.0-1.5
Donor 1
Donor 2
Donor 3
Untransduced
WT
ΔMBII
MYC-t2A-BCL2
MBII-4aa mut
MSCV-backbone
MBII-W135ADay 13
PGCNA:
Untransduced
MSCV-backbone
WT
ΔMBII
MBII-4aa mut
MYC-
t2A-BCL2
MBII W135A
Day 13
MDS1
MDS2
d
WT
ΔΜΒII
MBIΙ-4aa mut
MYC-
t2A-BCL2
MSCV-Backbone
Untransduced
MBIΙ-W135A
Day 13
0
20
40
60
80
CD38+CD138+ cells (%)
Untransduced
MSCV-empty
MYCisoform-t2A-BCL2
delMBII
Mut 31
Mut 33
ns
✱✱✱
ns
ns
ns
✱
✱
✱✱
Day 13
0
50
100
150
CD27+CD38+ cells (%)
ns
✱
✱
✱
✱
Day 13
0
20
40
60
80
100
CD38+CD138+ cells (%)
ns
✱✱
✱
✱✱
✱✱✱
Day 13 MYC-t2A-BCL2
WT ΔMBII
CD138
CD38
MBII-4aa mutMSCV-backbone MBII-W135A
Day 13 MYC-t2A-BCL2
WT ΔMBII
CD38
CD27
MBII-4aa mutMSCV-backbone MBII-W135A
b
c
e
Figure 6. Point mutation of the DCMW motif and W135 phenocopy MBII deletion. Representative flow cytometry plots at
day 13 for the indicated conditions above each dot plot for: a, CD27 vs CD38; and b, CD38 vs CD138. c, Flow cytometric
quantification of percentage data CD27+CD38+ cells (left), and CD38+CD138+ cells (right) at day 13 for the conditions
indicated to the right of graphs. Data are representative of at least three independent experiments. Bars and error
represent mean and standard deviation (SD); Unpaired two-tailed Student’s t-test: ns, not significant; * P < 0.05; ** P <
0.01; *** P < 0.001. Data shown for the conditions tested, apart from the untransduced, are pre-gated to CD2+ populations
(a, b, c). d, Multidimensional Scaling (MDS) of differentially expressed genes at day 13 for the indicated samples. e, PGCNA
defined modules of differentially coregulated genes at day 13 shown as a heat map of module level gene expression with
expression patterns averaged across all genes per module on a z-score scale (-1.5 blue to +1.5 red). Modules are
hierarchically clustered on the left and module number and indicative summary terms of associated ontologies are shown
on the right. Samples from different donors are illustrated in the blue to orange color code and for individual conditions
with color code identified above the figure.
a
.CC-BY 4.0 International licenseavailable under a
was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (whichthis version posted April 21, 2024. ; https://doi.org/10.1101/2024.04.18.589889doi: bioRxiv preprint
WT
ΔΜΒII
MBIΙ-4aa mut
MSCV-Backbone
Untransduced
MBIΙ-W135A
Day 13
6
8
10
12
CD19 expression Untransduced
MSCV-backbone
WT-t2A-BCL2
ΔΜΒII-t2A-BCL2
MBII-4aa mut-t2A-BCL2
MBII-W135A-t2A-BCL2
b
Day 13
0.00
0.02
0.04
0.06
0.08
IgG ng/ml/cell
Untransduced
MSCV-backbone
WT-t2A-BCL2
ΔΜΒII-t2A-BCL2
MBII 4aa mut-t2A-BCL2
MBII W135A-t2A-BCL2
✱✱
✱✱✱
WT
ΔΜΒII
MBIΙ-4aa mut
MSCV-Backbone
Untransduced
MBIΙ-W135A
Day 6
0.000
0.001
0.002
0.003
0.004
IgG ng/ml/cell
✱✱
✱✱
Day 13
0.00
0.02
0.04
0.06
0.08
IgG ng/ml/cell
✱✱
✱✱✱
Day 6
0.00
0.01
0.02
0.03
0.04
0.05
IgM ng/ml/cell
ns
ns
Day 13
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
IgM ng/ml/cell
ns
ns
Day 13
3
4
5
6
7
8
9
10
DEPTOR expression
Day 13
10
11
12
13
14
15
LAPTM5 expression
Day 13
4
6
8
10
12
14
ASS1 expression
Day 13
14
15
16
17
18
19
EEF1A1 expression
Day 13
13.0
13.5
14.0
14.5
15.0
15.5
16.0
RPL3 expression
Day 13
12
13
14
15
16
XBP1 expression
Day 13
16
18
20
22
24
IGHM expression
Day 13
14
16
18
20
22
IGHG1 expression
Day 13
8
12
16
20
24
IGHG2 expression
Day 13
12
15
18
21
IGHG3 expression
Day 13
16
18
20
22
24
IGHA1 expression
Day 13
12
14
16
18
20
22
IGHA2 expression
Day 13
10
12
14
16
18
20
22
IGLC1 expression
Day 13
12
14
16
18
20
22
IGLC2 expression
Day 13
10
12
14
16
DERL3 expression
Day 13
8
10
12
14
ERLEC1 expression
Day 13
11
12
13
14
15
16
17
HERPUD1 expression
Day 13
6
8
10
12
FIDC expression
Day 13
13
14
15
16
17
18
TXNDC5 expression
Day 13
14
16
18
20
22
IGKC expression
Figure 7
Figure 7. Point mutation of the DCMW motif and W135 phenocopy MBII deletion and retain only minimal impact on
secretory reprogramming and MYC target gene regulation. Violin plots of log2 normalised RNAseq expression values of
genes identified on the y-axis of each graph at day 13 for the conditions as indicated to the top right of the figure: a, XBP1,
immunoglobulin genes and XBP1 targets; and b, MYC targets. Data are representative of two independent experiments
with a total of n=3 samples per time point and condition. Quantification of c, IgM and d, IgG, antibody concentration
normalized per cell at day 6 (left graph) and day 13 (right graph). Data are representative of two independent experiments.
Bars and error represent mean and standard deviation (SD); One-way ANOVA: ns, not significant; ** P < 0.01; *** P <
0.001.
a
c d
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was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint (whichthis version posted April 21, 2024. ; https://doi.org/10.1101/2024.04.18.589889doi: bioRxiv preprint