• RNA sequencing identified MEM- and GC-like FL subtypes associated with specific cell of origin, mutational profiles and clinical outcomes.

  • IHC can be used routinely to identify patients with MEM-like FL with adverse PFS who can benefit from treatments other than R-chemotherapy.

Abstract

A robust prognostic and biological classification for newly diagnosed follicular lymphoma (FL) using molecular profiling remains challenging. FL tumors from patients treated in the RELEVANCE trial with rituximab-chemotherapy (R-chemo) or rituximab-lenalidomide (R2) were analyzed using RNA sequencing, DNA sequencing, immunohistochemistry (IHC), and/or fluorescence in situ hybridization. Unsupervised gene clustering identified 2 gene expression signatures (GSs) enriched in normal memory (MEM) B cells and germinal center (GC) B-cell signals, respectively. These 2 GSs were combined into a 20-gene predictor (FL20) to classify patients into MEM-like (n = 160) or GC-like (n = 164) subtypes, which also displayed different mutational profiles. In the R-chemo arm, patients with MEM-like FL had significantly shorter progression-free survival (PFS) than patients with GC-like FL (hazard ratio [HR], 2.13; P = .0023). In the R2 arm, both subtypes had comparable PFS, demonstrating that R2 has a benefit over R-chemo for patients with MEM-like FL (HR, 0.54; P = .011). The prognostic value of FL20 was validated in an independent FL cohort with R-chemo treatment (GSE119214 [n = 137]). An IHC algorithm (FLcm) that used FOXP1, LMO2, CD22, and MUM1 antibodies was developed with significant prognostic correlation with FL20. These data indicate that FL tumors can be classified into MEM-like and GC-like subtypes that are biologically distinct and clinically different in their risk profile. The FLcm assay can be used in routine clinical practice to identify patients with MEM-like FL who might benefit from therapies other than R-chemo, such as the R2 combination. This trial was registered at www.clinicaltrials.gov as #NCT01476787 and #NCT01650701.

1.
Casulo
C
,
Byrtek
M
,
Dawson
KL
, et al
.
Early relapse of follicular lymphoma after rituximab plus cyclophosphamide, doxorubicin, vincristine, and prednisone defines patients at high risk for death: an analysis from the national LymphoCare study
.
J Clin Oncol
.
2015
;
33
(
23
):
2516
-
2522
.
2.
Sarkozy
C
,
Maurer
MJ
,
Link
BK
, et al
.
Cause of death in follicular lymphoma in the first decade of the rituximab era: a pooled analysis of French and US Cohorts
.
J Clin Oncol
.
2019
;
37
(
2
):
144
-
152
.
3.
Casulo
C
,
Larson
MC
,
Lunde
JJ
, et al
.
Treatment patterns and outcomes of patients with relapsed or refractory follicular lymphoma receiving three or more lines of systemic therapy (LEO CReWE): a multicenter cohort study
.
Lancet Haematol
.
2022
;
9
(
4
):
e289
-
e300
.
4.
Gupta
G
,
Garg
V
,
Mallick
S
,
Gogia
A
.
Current trends in diagnosis and management of follicular lymphoma
.
Am J Blood Res
.
2022
;
12
(
4
):
105
-
124
.
5.
Rodríguez-Sevilla
JJ
,
Fernández-Rodríguez
C
,
Bento
L
, et al
.
Evaluation of 4 prognostic indices in follicular lymphoma treated in first line with immunochemotherapy
.
Blood Adv
.
2023
;
7
(
8
):
1606
-
1614
.
6.
Pastore
A
,
Jurinovic
V
,
Kridel
R
, et al
.
Integration of gene mutations in risk prognostication for patients receiving first-line immunochemotherapy for follicular lymphoma: a retrospective analysis of a prospective clinical trial and validation in a population-based registry
.
Lancet Oncol
.
2015
;
16
(
9
):
1111
-
1122
.
7.
Reddy
A
,
Zhang
J
,
Davis
NS
, et al
.
Genetic and functional drivers of diffuse large B cell lymphoma
.
Cell
.
2017
;
171
(
2
):
481
-
494.e15
.
8.
Holmes
AB
,
Corinaldesi
C
,
Shen
Q
, et al
.
Single-cell analysis of germinal-center B cells informs on lymphoma cell of origin and outcome
.
J Exp Med
.
2020
;
217
(
10
):
e20200483
.
9.
Schmitz
R
,
Wright
GW
,
Huang
DW
, et al
.
Genetics and pathogenesis of diffuse large B-cell lymphoma
.
N Engl J Med
.
2018
;
378
(
15
):
1396
-
1407
.
10.
Wienand
K
,
Chapuy
B
.
Molecular classification of aggressive lymphomas-past, present, future
.
Hematol Oncol
.
2021
;
39
(
suppl 1
):
24
-
30
.
11.
Wright
GW
,
Huang
DW
,
Phelan
JD
, et al
.
A probabilistic classification tool for genetic subtypes of diffuse large B cell lymphoma with therapeutic implications
.
Cancer Cell
.
2020
;
37
(
4
):
551
-
568.e14
.
12.
Victora
GD
,
Dominguez-Sola
D
,
Holmes
AB
,
Deroubaix
S
,
Dalla-Favera
R
,
Nussenzweig
MC
.
Identification of human germinal center light and dark zone cells and their relationship to human B-cell lymphomas
.
Blood
.
2012
;
120
(
11
):
2240
-
2248
.
13.
Koues
OI
,
Kowalewski
RA
,
Chang
L-W
, et al
.
Enhancer sequence variants and transcription-factor deregulation synergize to construct pathogenic regulatory circuits in B-cell lymphoma
.
Immunity
.
2015
;
42
(
1
):
186
-
198
.
14.
Leich
E
,
Salaverria
I
,
Bea
S
, et al
.
Follicular lymphomas with and without translocation t(14;18) differ in gene expression profiles and genetic alterations
.
Blood
.
2009
;
114
(
4
):
826
-
834
.
15.
Leich
E
,
Zamo
A
,
Horn
H
, et al
.
MicroRNA profiles of t(14;18)-negative follicular lymphoma support a late germinal center B-cell phenotype
.
Blood
.
2011
;
118
(
20
):
5550
-
5558
.
16.
Tsukamoto
T
,
Tokuda
Y
,
Nakano
M
,
Tashiro
K
,
Kuroda
J
.
Expression of activated B-cell gene signature is predictive of the outcome of follicular lymphoma
.
Blood Adv
.
2022
;
6
(
6
):
1932
-
1936
.
17.
Wang
X
,
Nissen
M
,
Gracias
D
, et al
.
Single-cell profiling reveals a memory B cell-like subtype of follicular lymphoma with increased transformation risk
.
Nat Commun
.
2022
;
13
(
1
):
6772
.
18.
Dreval
K
,
Hilton
LK
,
Cruz
M
, et al
.
Genetic subdivisions of follicular lymphoma defined by distinct coding and noncoding mutation patterns
.
Blood
.
2023
;
142
(
6
):
561
-
573
.
19.
Morschhauser
F
,
Nastoupil
L
,
Feugier
P
, et al
.
Six-year results from RELEVANCE: lenalidomide plus rituximab (R2) versus rituximab-chemotherapy followed by rituximab maintenance in untreated advanced follicular lymphoma
.
J Clin Oncol
.
2022
;
40
(
28
):
3239
-
3245
.
20.
Morschhauser
F
,
Fowler
NH
,
Feugier
P
, et al
.
Rituximab plus lenalidomide in advanced untreated follicular lymphoma
.
N Engl J Med
.
2018
;
379
(
10
):
934
-
947
.
21.
Salles
G
,
Seymour
JF
,
Offner
F
, et al
.
Rituximab maintenance for 2 years in patients with high tumour burden follicular lymphoma responding to rituximab plus chemotherapy (PRIMA): a phase 3, andomized controlled trial
.
Lancet
.
2011
;
377
(
9759
):
42
-
51
.
22.
Silva
A
,
Bassim
S
,
Sarkozy
C
, et al
.
Convergence of risk prediction models in follicular lymphoma
.
Haematologica
.
2019
;
104
(
6
):
e252
-
e255
.
23.
Liberzon
A
,
Birger
C
,
Thorvaldsdóttir
H
,
Ghandi
M
,
Mesirov
JP
,
Tamayo
P
.
The molecular signatures database (MsigDB) hallmark gene set collection
.
Cell Syst
.
2015
;
1
(
6
):
417
-
425
.
24.
Shaffer
AL
,
Wright
G
,
Yang
L
, et al
.
A library of gene expression signatures to illuminate normal and pathological lymphoid biology
.
Immunol Rev
.
2006
;
210
(
1
):
67
-
85
.
25.
Attaf
N
,
Baaklini
S
,
Binet
L
,
Milpied
P
.
Heterogeneity of germinal center B cells: new insights from single-cell studies
.
Eur J Immunol
.
2021
;
51
(
11
):
2555
-
2567
.
26.
Massoni-Badosa
R
,
Aguilar-Fernández
S
,
Nieto
JC
, et al
.
An atlas of cells in the human tonsil
.
Immunity
.
2024
;
57
(
2
):
379
-
399.e18
.
27.
Han
G
,
Deng
Q
,
Marques-Piubelli
ML
, et al
.
Follicular lymphoma microenvironment characteristics associated with tumor cell mutations and MHC class II expression
.
Blood Cancer Discov
.
2022
;
3
(
5
):
428
-
443
.
28.
Huet
S
,
Tesson
B
,
Jais
J-P
, et al
.
A gene-expression profiling score for prediction of outcome in patients with follicular lymphoma: a retrospective training and validation analysis in three international cohorts
.
Lancet Oncol
.
2018
;
19
(
4
):
549
-
561
.
29.
Steen
CB
,
Luca
BA
,
Esfahani
MS
, et al
.
The landscape of tumor cell states and ecosystems in diffuse large B cell lymphoma
.
Cancer Cell
.
2021
;
39
(
10
):
1422
-
1437.e10
.
30.
Martincorena
I
,
Raine
KM
,
Gerstung
M
, et al
.
Universal patterns of selection in cancer and somatic tissues
.
Cell
.
2017
;
171
(
5
):
1029
-
1041.e21
.
31.
Danziger
SA
,
Gibbs
DL
,
Shmulevich
I
, et al
.
ADAPTS: automated deconvolution augmentation of profiles for tissue specific cells
.
PloS One
.
2019
;
14
(
11
):
e0224693
.
32.
Mottok
A
,
Jurinovic
V
,
Farinha
P
, et al
.
FOXP1 expression is a prognostic biomarker in follicular lymphoma treated with rituximab and chemotherapy
.
Blood
.
2018
;
131
(
2
):
226
-
235
.
33.
Stewart
A
,
Ng
JC-F
,
Wallis
G
,
Tsioligka
V
,
Fraternali
F
,
Dunn-Walters
DK
.
Single-cell transcriptomic analyses define distinct peripheral B cell subsets and discrete development pathways
.
Front Immunol
.
2021
;
12
:
602539
.
34.
Wang
F
,
Gatica
D
,
Ying
ZX
, et al
.
Follicular lymphoma-associated mutations in vacuolar ATPase ATP6V1B2 activate autophagic flux and mTOR
.
J Clin Invest
.
2019
;
129
(
4
):
1626
-
1640
.
35.
Wang
F
,
Yang
Y
,
Klionsky
DJ
,
Malek
SN
.
Mutations in V-ATPase in follicular lymphoma activate autophagic flux creating a targetable dependency
.
Autophagy
.
2023
;
19
(
2
):
716
-
719
.
36.
Gandhi
AK
,
Kang
J
,
Havens
CG
, et al
.
Immunomodulatory agents lenalidomide and pomalidomide co-stimulate T cells by inducing degradation of T cell repressors Ikaros and Aiolos via modulation of the E3 ubiquitin ligase complex CRL4(CRBN.)
.
Br J Haematol
.
2014
;
164
(
6
):
811
-
821
.
37.
Hagner
PR
,
Man
H-W
,
Fontanillo
C
, et al
.
CC-122, a pleiotropic pathway modifier, mimics an interferon response and has antitumor activity in DLBCL
.
Blood
.
2015
;
126
(
6
):
779
-
789
.
38.
Ysebaert
L
,
Morschhauser
F
.
Immunomodulatory agents in follicular lymphoma
.
Hematol Oncol Clin North Am
.
2020
;
34
(
4
):
715
-
726
.
39.
Yang
Y
,
Shaffer
AL
,
Emre
NCT
, et al
.
Exploiting synthetic lethality for the therapy of ABC diffuse large B cell lymphoma
.
Cancer Cell
.
2012
;
21
(
6
):
723
-
737
.
40.
Czuczman
MS
,
Trněný
M
,
Davies
A
, et al
.
A phase 2/3 multicenter, randomized, open-label study to compare the efficacy and safety of lenalidomide versus investigator’s choice in patients with relapsed or refractory diffuse large B-cell lymphoma
.
Clin Cancer Res
.
2017
;
23
(
15
):
4127
-
4137
.
41.
Nowakowski
GS
,
Chiappella
A
,
Gascoyne
RD
, et al
.
ROBUST: a phase III study of lenalidomide plus R-CHOP versus placebo plus R-CHOP in previously untreated patients with ABC-type diffuse large B-cell lymphoma
.
J Clin Oncol
.
2021
;
39
(
12
):
1317
-
1328
.
42.
Bolen
CR
,
Mattiello
F
,
Herold
M
, et al
.
Treatment dependence of prognostic gene expression signatures in de novo follicular lymphoma
.
Blood
.
2021
;
137
(
19
):
2704
-
2707
.
43.
Xerri
L
,
Bachy
E
,
Fabiani
B
, et al
.
Identification of MUM1 as a prognostic immunohistochemical marker in follicular lymphoma using computerized image analysis
.
Hum Pathol
.
2014
;
45
(
10
):
2085
-
2093
.
44.
Kridel
R
,
Mottok
A
,
Farinha
P
, et al
.
Cell of origin of transformed follicular lymphoma
.
Blood
.
2015
;
126
(
18
):
2118
-
2127
.
You do not currently have access to this content.
Sign in via your Institution