In this issue of Blood, Gagler et al1 report a single-cell multi-omic study of MYD88-mutated (MYD88Mut) Waldenström macroglobulinemia (WM), identifying 2 distinct subtypes of disease: memory B-cell–like (MBC-like) and plasma cell–like (PC-like). The MBC-like subtype showed a blockade in differentiation at the memory B-cell stage, whereas the PC-like subtype showed partial differentiation toward a plasma cell. Among their key findings are that CXCR4 mutations (CXCR4Mut), along with MAP3K14 and ARID1A mutations, were prevalent in the MBC-like subtype, whereas chromosome 6q deletions (del6q) occurred in the PC-like subtype. Distinct mutations and transcriptional and epigenomic features were also observed in both MYD88Mut WM subsets.

Although MYD88Mut occurs in 95% to 97% of patients with WM, evidence for the existence of at least 2 distinct subtypes within this population has been building over the past 10 years. This distinction was first suggested by differences in signaling dynamics and clinical presentation based on CXCR4 mutation status.2,3,CXCR4Mut, which occur in 30% to 40% of patients with MYD88Mut WM, show relative exclusivity with del6q, which are found in 40% to 50% of patients with WM.4,5 The del6q region includes many genes with important regulatory functions for B-cell receptor, apoptosis, BCL2, and NF-κB signaling.5 Roos-Weil and colleagues6 also reported the existence of 2 distinct WM clusters in patients with MYD88Mut WM based on CpG methylation analysis. One subset subtyped with memory B cells, and the other with plasma cells. CXCR4Mut were also enriched in the memory B-cell subgroup, whereas del6q occurred almost exclusively in the PC-like subgroup, consistent with Gagler et al. More recently, Sklavenitis-Pistofidis and colleagues7 used single-cell RNA sequencing to show 2 subtypes of MYD88Mut WM. Their subtypes were associated with either CXCR4Mut or high levels of DUSP22 and CD9 expression. Using a multi-omic analysis of patients with wild-type and MYD88Mut WM, we also observed 2 methylation clusters: 1 with a subgroup matching healthy donor memory B cells, and 1 clustered with immunoglobulin M multiple myeloma cells and distinct from healthy donor plasma cells.8 The 2 clusters were also associated with either an increased CXCR4Mut rate or the high expression of DUSP22, respectively.

Although Gagler et al have advanced the observations just described, they also added important context to the dysregulated B-cell differentiation machinery that underlies the 2 subtypes of WM. They postulated that the differentiation block that characterizes WM is driven by SBPI1 and SPIB in the MBC-like cluster, and by FOXO1 along with IRF4 in the PC-like WM cluster. The authors also observed that both subtypes expressed a combination of germinal center and activated B-cell programming at the level of motif enrichment and gene expression. Furthermore, they speculated that a germinal center B cell may be the cell of origin, with the ultimate subtype determined by the mutations gained as the clone evolves out of the germinal center. This argument is somewhat undercut by the fact that all major mutational events were seen in both subtypes, albeit at differing rates. Similar findings were also described by Roos-Weil and colleagues in their methylation studies.6 

Taken together, the aforementioned studies support the same conclusion that there are at least 2 subtypes of MYD88Mut WM, with important differences in their underlying genomic, immunophenotypic, and clinical presentations.6-8 These differences are likely to impact therapy. Indeed, the expression of CXCR4Mut, which is enriched in MBC-like WM, has been associated with inferior outcomes with ibrutinib.9 However, changes in signaling that accompany the evolution from early WM into either MBC-like or PC-like subtypes are also likely to impact outcomes of targeted therapies.8,10 Therefore, both the evolutionary state (E score) and subtype of WM need to be investigated in prospective clinical trials. Important to the advancement of E score and subtype-specific investigation for WM will also be the development of clinically adaptable molecular or pathological tools for evaluation.

In conclusion, the era of molecular subtyping in WM appears at hand and it offers the promise for development of more individualized prognostic and predictive testing as well as treatment approaches for WM.

Conflict-of-interest disclosure: S.T. and Z.R.H. have been named as inventors of MYD88 and CXCR4 testing for WM and have assigned all interests to their institution.

1.
Gagler
DC
,
Ghamlouch
H
,
Zhang
D
, et al
.
A multiomic analysis of Waldenström macroglobulinemia defines distinct disease subtypes
.
Blood
.
2025
;
146
(
10
):
1225
-
1238
.
2.
Hunter
ZR
,
Xu
L
,
Yang
G
, et al
.
Transcriptome sequencing reveals a profile that corresponds to genomic variants in Waldenström macroglobulinemia
.
Blood
.
2016
;
128
(
6
):
827
-
838
.
3.
Treon
SP
,
Cao
Y
,
Xu
L
,
Yang
G
,
Liu
X
,
Hunter
ZR
.
Somatic mutations in MYD88 and CXCR4 are determinants of clinical presentation and overall survival in Waldenström macroglobulinemia
.
Blood
.
2014
;
123
(
18
):
2791
-
2796
.
4.
Hunter
ZR
,
Xu
L
,
Yang
G
, et al
.
The genomic landscape of Waldenstrom macroglobulinemia is characterized by highly recurring MYD88 and WHIM-like CXCR4 mutations, and small somatic deletions associated with B-cell lymphomagenesis
.
Blood
.
2014
;
123
(
11
):
1637
-
1646
.
5.
Guerrera
ML
,
Tsakmaklis
N
,
Xu
L
, et al
.
MYD88 mutated and wild-type Waldenström’s macroglobulinemia: characterization of chromosome 6q gene losses and their mutual exclusivity with mutations in CXCR4
.
Haematologica
.
2018
;
103
(
9
):
e408
-
e411
.
6.
Roos-Weil
D
,
Giacopelli
B
,
Armand
M
, et al
.
Identification of two DNA methylation subtypes of Waldenström’s macroglobulinemia with plasma and memory B cell features
.
Blood
.
2020
;
136
(
5
):
585
-
595
.
7.
Sklavenitis-Pistofidis
R
,
Konishi
Y
,
Heilpern-Mallory
D
, et al
.
Single-cell RNA sequencing defines distinct disease subtypes and reveals hypo-responsiveness to interferon in asymptomatic Waldenstrom’s macroglobulinemia
.
Nat Commun
.
2025
;
16
(
1
):
1480
.
8.
Hunter
ZR
,
Tsakmaklis
N
,
Richardson
K
, et al
.
Changes in methylation and chromatin accessibility underlie subtype classification and disease evolution in Waldenström’s macroglobulinemia [abstract]
.
Blood
.
2023
;
142
(
suppl 1
):
755
.
9.
Treon
SP
,
Tripsas
CK
,
Meid
K
, et al
.
Ibrutinib in previously treated Waldenström’s macroglobulinemia
.
N Engl J Med
.
2015
;
372
(
15
):
1430
-
1440
.
10.
Hunter
Z
,
Guerrera
ML
,
Tsakmaklis
N
, et al
.
The evolution and subtypes of Waldenstrom macroglobulinemia: findings from a multi-omic analysis of 249 treatment naive MYD88 L265P mutated patients
.
Res Sq
.
Preprint posted online 23 April 2025
https://doi.org/10.21203/rs.3.rs-6473628/v1.
Sign in via your Institution