Core curated gene list

Lollipop	GAMBL	dlbcl_chapuy	dlbcl_reddy	dlbcl_schmitz	Chapuy	Reddy	LymphGen	aSHM	pubmed
ACTB	8.6	12.4	6.3	9.8	True	True	True	True	22343534
ARID1A	8.4	4.3	4.4	8.9	False	True	True	False	23292937
ATM	5.2	4.7	5.9	5.5	False	True	False	False	28985567
B2M	14.0	12.0	12.1	15.5	True	True	False	False	21796119
BCL10	4.1	6.4	3.1	7.7	True	True	True	False
BCL11A	3.6	3.4	1.6	4.5	True	False	False	True
BCL2	22.1	15.8	12.9	10.6	True	True	True	True
BCL6	13.3	5.1	6.4	9.8	True	True	True	True	21796119
BCL7A	8.8	6.4	8.4	10.6	False	True	False	True
BCOR	2.9	2.6	2.5	7.7	False	False	False	False
BCR	4.5	4.3	3.9	6.4	False	False	False	False
BIRC6	6.3	4.7	6.4	10.0	False	True	False	False	28985567
BRAF	2.5	5.6	2.0	3.4	True	True	False	False	22343534
BTG1	9.7	14.5	7.5	14.5	True	True	True	True	21796119
BTG2	14.0	6.0	9.2	17.2	True	True	True	True	21796119
BTK	5.4	2.1	3.1	3.6	False	True	False	False
CARD11	9.9	8.1	7.8	15.3	True	True	False	False	21796119
CASP8	2.7	1.3	1.2	1.1	False	True	False	False	28985567
CCND3	6.8	4.7	3.8	9.8	True	True	False	False	21796119
CD274	0.5	2.6	1.3	2.3	True	False	False	False	21796119
CD36	2.5	3.0	2.8	4.9	False	False	False	False
CD58	8.4	6.8	2.8	10.0	True	True	True	False	21796119
CD70	5.6	7.7	6.9	9.4	True	True	True	False	21796119
CD79B	9.5	15.4	8.3	14.9	True	True	True	False	21796119
CD83	4.5	7.3	5.8	5.7	True	True	True	True	29641966
CDKN2A	2.9	1.7	1.0	6.0	False	True	True	False
CIITA	2.5	4.3	4.3	6.6	True	True	True	True	21796119
CREBBP	21.4	16.7	12.1	17.9	True	True	True	False
CXCR4	2.7	2.6	1.5	2.6	True	True	False	True	23131835
DAZAP1	2.0	0.4	1.6	5.3	False	False	False	False
DDX3X	8.6	5.6	4.5	4.7	False	True	True	False	29641966
DTX1	10.2	11.5	5.9	13.6	True	False	True	True	29641966
DUSP2	9.3	4.3	9.7	12.6	False	True	True	True	28985567
EBF1	8.8	12.8	8.8	10.9	True	True	False	True	23174882
EP300	9.5	8.1	7.1	9.8	True	True	True	False
ETS1	5.4	5.6	4.4	7.9	True	True	True	True	21796119
ETV6	5.6	10.3	5.8	10.4	True	True	True	True
EZH2	12.2	5.6	8.9	9.1	True	True	True	False	20081860
FAS	8.8	9.0	4.7	10.9	True	True	False	False
FBXO11	4.1	2.6	2.1	2.1	False	False	False	False
FBXW7	2.0	1.7	1.3	3.0	False	True	False	False
FOXC1	0.7	0.9	1.2	4.5	False	False	True	False
FOXO1	10.6	2.1	2.4	7.2	False	True	False	False	21796119
GNA13	11.7	10.3	11.9	8.5	True	True	False	False	21796119
GNAI2	4.7	3.8	1.9	6.4	True	True	False	False
GRHPR	2.7	4.7	3.6	4.5	True	False	True	True
HIST1H1B	9.3	9.8	7.3	8.5	True	False	False	True
HIST1H1C	11.7	12.4	9.4	9.8	True	False	False	True	21796119
HIST1H1D	6.5	7.7	6.1	5.7	True	False	False	True
HIST1H1E	16.5	11.5	14.5	17.9	True	True	False	True
HIST1H2AC	5.9	6.4	3.4	6.2	True	False	False	True
HIST1H2AM	6.1	6.0	4.8	5.7	True	False	False	True
HIST1H2BC	4.1	5.6	4.3	5.5	True	False	False	True	28985567
HIST1H2BK	5.4	5.6	4.2	4.9	True	False	False	True
HIST1H3B	2.0	2.1	2.0	1.7	True	False	False	True
HIST2H2BE	2.7	3.0	2.6	3.2	True	False	False	True
HLA-A	8.8	9.0	0.2	11.1	True	False	True	False
HLA-B	9.5	10.7	1.2	16.4	True	False	True	False
HLA-C	4.1	4.7	NaN	5.5	True	False	False	False
HLA-DMA	0.5	1.7	NaN	1.3	True	False	False	False
HLA-DMB	3.4	1.7	NaN	5.1	False	False	False	False
HNRNPD	2.7	0.9	1.8	2.1	False	True	False	False
HNRNPH1	2.0	3.4	1.4	3.2	False	False	False	False
HNRNPU	1.8	3.4	2.4	3.4	False	True	False	False
HVCN1	3.2	3.4	2.3	1.9	True	False	False	False
ID3	2.0	0.9	3.5	4.7	False	False	True	False	22885699
IL16	2.3	5.1	2.8	3.8	False	True	False	False
IL4R	2.5	3.8	2.5	2.1	False	False	False	True	33684939
IRF4	3.2	2.1	4.4	7.0	False	True	True	True	21796119
IRF8	8.8	10.3	7.6	10.4	True	True	True	True	21796119
ITPKB	6.5	9.4	6.7	6.8	False	False	True	True	29641966
KLF2	7.7	3.0	2.1	7.0	False	False	True	True	29641966
KLHL14	5.0	7.3	4.6	6.6	False	True	True	False	23292937
KLHL6	5.2	9.0	6.4	9.1	True	True	False	True	21796119
KMT2C	2.9	6.4	7.3	8.3	False	True	False	False	23292937
KMT2D	31.4	26.1	22.3	34.5	True	True	True	False	21796119
KRAS	1.6	2.6	1.7	3.6	True	True	False	False	22343534
LCOR	1.1	0.4	0.5	3.4	False	False	False	False
LTB	11.3	9.8	NaN	8.5	True	False	False	True
LYN	2.0	5.6	1.3	1.7	True	False	False	False
MCL1	2.0	3.4	4.7	3.6	False	True	False	False	28985567
MEF2B	12.0	5.6	5.9	9.1	True	True	True	True	21796119
MEF2C	3.2	3.0	1.7	1.9	True	False	False	True
MGA	4.5	3.4	4.7	7.2	False	True	False	False	23292937
MPEG1	3.8	10.7	5.8	9.1	False	False	True	False
MS4A1	1.8	0.4	1.3	1.5	False	False	False	True
MTOR	4.1	2.1	2.4	4.0	False	True	False	False	23292937
MYC	9.9	6.4	6.2	5.3	False	True	False	True
MYD88	12.9	21.4	15.2	26.4	True	True	True	False	21179087
MYOM2	3.6	4.3	3.2	8.1	False	False	False	False
NCOR2	2.0	4.3	3.6	5.7	False	False	False	False
NFKB1	2.0	3.4	1.6	1.3	False	False	False	False
NFKBIA	4.1	4.7	3.6	3.8	True	True	True	False
NFKBIE	2.3	3.4	2.9	5.7	True	True	False	False
NFKBIZ	1.8	0.9	1.5	1.3	False	False	False	True
NLRC5	2.9	3.0	3.7	8.3	False	False	False	False
NOL9	4.7	2.1	1.3	6.8	False	False	True	False
NOTCH1	2.5	3.0	3.4	8.9	False	False	True	False	22343534
NOTCH2	6.8	7.3	3.7	11.3	True	True	True	False
OSBPL10	8.8	2.6	2.3	14.3	False	False	True	True
P2RY8	7.2	6.0	NaN	7.2	False	False	False	False	22343534
PCBP1	1.6	1.7	2.4	2.3	False	False	False	False
PIM1	18.5	23.9	19.1	27.7	True	True	True	True	11460166
PIM2	2.9	3.8	4.0	6.4	False	True	True	True
POU2AF1	5.0	5.6	3.3	2.3	True	False	False	True
POU2F2	5.2	6.4	3.4	6.4	True	True	False	False
PPP1R9B	0.5	1.7	0.7	3.4	False	False	False	False
PRDM1	8.1	8.5	5.4	10.2	True	True	True	False
PRKDC	2.9	6.4	6.6	7.7	False	False	True	False
PTEN	3.2	4.7	3.1	4.3	True	True	False	False
PTPRD	4.7	5.6	5.2	7.7	False	False	False	False
RB1	3.6	3.8	1.6	3.2	False	True	False	False
RFX7	3.2	4.7	3.4	1.9	False	False	False	False
RFXAP	1.1	NaN	0.6	1.3	False	False	False	False
RHOA	3.2	5.1	3.3	3.6	True	True	False	False	11460166
RRAGC	1.8	0.4	2.0	3.0	False	True	False	False	26691987
S1PR2	4.1	2.6	2.2	2.1	False	True	True	True
SETD1B	3.6	NaN	5.8	12.8	False	True	True	False
SETD2	2.7	0.4	4.6	6.4	False	True	False	False
SF3B1	2.0	3.0	2.0	2.1	True	True	False	False
SGK1	11.7	12.8	11.2	10.6	True	True	True	True	21796119
SIN3A	2.9	3.8	3.0	2.8	True	False	False	False
SMARCA4	2.7	2.1	3.3	3.0	False	True	False	False	23292937
SOCS1	16.5	4.7	10.4	12.8	False	True	True	True
SPEN	3.4	9.8	7.4	10.0	True	True	True	False
STAT3	7.4	7.3	3.6	9.4	True	True	True	False
STAT6	4.5	4.7	3.8	2.6	True	True	True	False
TBL1XR1	8.8	8.1	5.7	12.8	True	True	True	False
TCL1A	2.0	3.0	2.8	3.8	False	True	False	True
TET2	6.3	6.0	7.4	11.7	False	True	True	False
TMEM30A	5.0	5.6	2.8	7.7	True	True	True	False	21796119
TMSB4X	14.4	18.4	13.1	18.1	True	True	False	True
TNFAIP3	6.1	12.4	8.1	16.6	True	True	True	False
TNFRSF14	14.2	12.8	9.7	16.8	True	True	True	False	20884631
TOX	4.5	5.1	4.0	5.5	True	True	True	False
TP53	21.9	21.4	10.9	22.3	True	True	True	False
TRAF3	0.9	0.4	0.9	1.5	False	False	False	False
TRIP12	3.2	3.0	3.2	6.0	False	False	False	False
TRRAP	3.2	6.0	3.5	8.9	False	False	False	False
UBE2A	3.4	4.7	3.9	7.0	True	True	True	False
UNC5C	3.6	2.6	2.2	5.1	False	False	False	False
UNC5D	1.4	2.6	1.8	1.9	False	False	False	False
USP7	1.6	3.8	1.1	3.2	False	False	False	False
VPS13B	4.1	4.3	5.7	8.3	False	False	False	False
WEE1	3.8	1.7	1.6	2.8	False	False	True	False
XBP1	1.1	NaN	1.6	1.3	False	False	False	False
XPO1	3.2	1.3	1.4	2.3	True	True	False	False	26608593
ZC3H12A	3.2	4.7	3.1	6.0	True	False	False	False
ZFP36L1	5.6	8.1	5.6	8.5	True	False	True	True
ZNF292	5.2	6.0	4.3	6.4	False	True	False	False	23292937
CXCR5	2.5	1.7	2.1	4.0	False	False	False	False	29641966
TAP1	0.5	2.6	NaN	3.6	False	False	False	False	29641966

.

Extended gene list

Lollipop	GAMBL	dlbcl_chapuy	dlbcl_reddy	dlbcl_schmitz	Chapuy	Reddy	LymphGen	aSHM	pubmed
ANKRD17	2.9	2.1	3.8	4.3	False	True	False	False	28985567
ARID1B	5.0	2.1	3.3	6.0	False	True	False	False	28985567
ARID5B	3.6	2.6	4.3	4.3	False	True	False	False	28985567
ATR	2.5	3.8	2.8	4.9	False	True	False	False	28985567
BRINP3	2.7	3.0	3.3	3.4	False	True	False	False	28985567
BTBD3	0.7	0.9	1.8	1.9	False	True	False	False	28985567
CBLB	1.6	1.7	1.6	2.8	False	True	False	False	28985567
CCL4	NaN	1.3	0.6	1.5	True	False	False	False	29713087
CD22	0.5	3.0	2.8	1.7	False	True	False	False	28985567
CDC73	0.7	1.3	0.7	0.6	False	True	False	False	28985567
CHD1	1.8	2.1	2.9	3.0	False	True	False	False	28985567
CHD8	1.8	3.0	2.9	3.6	False	True	False	False	28985567
CHST2	1.8	0.4	0.7	2.3	False	True	False	False	28985567
COQ7	0.2	0.4	0.5	0.6	True	False	False	False	29713087
CRIP1	0.2	3.0	0.7	1.9	True	False	False	False	29713087
DCAF6	1.1	1.3	1.3	2.3	False	True	False	False	28985567
DDX10	0.5	1.7	0.8	1.5	False	True	False	False	28985567
DICER1	0.9	2.6	1.1	2.3	False	True	False	False	28985567
DNMT3A	0.7	1.3	1.4	2.1	False	True	False	False	28985567
DOCK1	3.8	6.0	4.9	10.2	True	False	False	False	29713087
EEF1A1	4.1	4.7	2.5	3.0	True	False	False	False	33945543
FOXP1	0.7	3.0	2.1	1.9	False	True	False	True	28985567
FUBP1	1.8	0.9	1.5	1.5	False	True	False	False	28985567
FUT5	0.2	1.3	0.3	1.3	True	False	False	False	29713087
GABRA2	0.9	1.3	1.2	2.6	True	False	False	False	29713087
GNAS	2.0	1.3	1.9	3.2	False	True	False	False	28985567
GOLGA5	0.5	1.3	1.9	0.9	False	True	False	False	28985567
GRB2	3.4	3.0	1.5	2.8	True	False	False	False	29713087
HRAS	NaN	0.4	0.7	0.2	False	True	False	False	28985567
IGLL5	41.1	9.0	16.1	36.0	True	False	False	True
IKBKB	0.9	3.4	1.1	3.0	False	True	False	False	28985567
IKZF3	4.3	4.3	3.9	4.5	True	True	False	False	28479318
IL6	0.5	1.7	1.2	2.8	True	False	False	False	29713087
INO80	3.4	3.4	2.5	4.3	False	True	False	False	23292937
JAK1	2.9	2.1	2.2	1.9	False	True	False	False	23292937
JAK3	1.4	NaN	1.0	1.3	False	True	False	False	23292937
JUNB	2.9	2.1	3.5	3.2	False	True	True	False	28985567
KCMF1	0.9	2.1	1.0	1.5	False	True	False	False	28985567
LIN54	0.5	0.9	0.9	2.1	False	True	False	False	28985567
MAGT1	1.6	1.7	1.9	3.0	False	True	False	False	28985567
MAP2K1	0.7	2.1	2.2	3.2	True	True	False	False
MAP4K4	1.1	1.3	2.1	2.1	False	True	False	False	28985567
MARK1	0.5	0.4	1.3	1.9	False	True	False	False	28985567
MECOM	1.6	3.4	2.1	4.0	False	True	False	False	28985567
MET	0.7	2.6	1.7	3.8	False	True	False	False	28985567
MSH2	1.1	0.4	1.5	0.9	False	True	False	False	28985567
MSH6	1.8	2.6	2.6	2.6	False	True	False	False	28985567
MYB	0.7	0.9	1.1	2.1	False	True	False	False	28985567
NANOG	NaN	0.4	0.4	0.2	True	False	False	False	29713087
NAV1	2.0	1.3	2.0	2.8	True	False	False	False	29713087
NCOR1	1.8	2.1	2.7	4.5	False	True	False	False	28985567
NF1	2.5	2.1	2.5	4.0	False	True	False	False	28985567
NFKB2	1.8	2.6	1.4	1.5	False	True	False	False	28985567
NLRP8	0.5	3.4	2.1	3.4	True	False	False	False	29713087
PAX5	4.5	3.4	1.9	3.2	False	True	False	True	11460166
PCLO	15.3	23.1	15.1	21.3	False	False	False	False	22343534
PDE4DIP	2.0	8.5	5.3	2.3	True	False	False	False	29713087
PHF6	2.3	0.9	1.4	1.5	False	True	False	False	28985567
PIK3CD	4.1	2.1	2.5	4.9	False	True	False	False
PIK3R1	2.0	4.7	2.0	2.1	False	True	False	False	23292937
PRKCB	4.3	3.4	1.6	5.1	True	False	False	False
PRPS1	0.9	0.9	0.2	0.6	True	False	False	False	29713087
PTPN6	2.7	5.1	2.9	4.5	True	True	False	False	28985567
PTPRK	4.1	6.4	3.3	3.6	False	True	False	False	28985567
RAD9A	NaN	1.7	0.5	0.4	True	False	False	False	29713087
RARA	0.9	0.4	0.7	4.0	False	True	False	False	28985567
RUNX1	0.5	0.4	0.5	0.9	False	True	False	False	28985567
SETD5	2.5	2.1	3.2	5.3	False	True	False	False	28985567
SMEK1	2.0	3.0	0.9	NaN	True	False	False	False	29713087
STAT5B	0.5	0.4	1.6	0.4	False	True	False	False	23292937
SYK	0.9	0.4	0.8	2.3	False	True	False	False	28985567
TAF1	5.4	3.8	4.0	4.9	False	True	False	False	28985567
TGFBR2	2.3	1.3	1.9	1.9	False	True	False	False	28985567
TIPARP	NaN	NaN	0.9	1.3	False	True	False	False	28985567
TLR2	2.7	3.0	1.5	2.8	True	False	False	False	29713087
UBR5	3.4	5.1	3.2	5.5	False	True	False	False	23292937
WAC	3.8	1.3	1.2	3.4	False	True	False	False	28985567
YY1	1.1	3.8	1.1	4.3	True	True	False	False	28985567
ZBTB7A	1.8	1.7	1.3	1.5	False	True	False	False	28985567
ZEB2	3.4	6.0	3.7	6.8	True	True	False	False	23292937
ZFAT	0.9	2.6	2.7	2.8	False	True	False	False	28985567
ZFX	0.5	0.4	1.4	1.7	False	True	False	False	28985567
ZNF423	1.8	3.4	2.1	3.4	True	False	False	False	29713087
ZNF608	6.3	7.7	8.1	9.4	False	True	False	False	23292937
GSG2	0.7	2.1	1.5	4.0	False	False	False	False	29641966
GPC5	1.8	0.9	2.2	1.9	False	False	False	False	29641966
HNF1B	0.2	0.9	0.3	2.6	False	False	False	False	29641966
KLHL21	4.3	0.9	2.5	4.7	False	False	False	False	29641966
LAMA5	3.2	5.6	4.7	12.1	False	False	False	False	29641966
MYBPC2	0.9	1.7	2.8	3.4	False	False	False	False	29641966
PAPOLG	0.2	1.3	1.2	0.9	False	False	False	False	29641966

.