High-dimensional profiling reveals predominant depletion of NK cell effector phenotypes in relapsed/refractory multiple myeloma patients treated with anti-CD38 therapy
Abstract
Abstract Background: Anti-CD38 monoclonal antibodies (mAbs) have become a standard part of multiple myeloma (MM) therapy. Their activity is mostly mediated by NK cells through antibody-dependent cellular cytotoxicity (ADCC). Although the association of increased CD38+ NK cells with worse outcomes was demonstrated, the underlying mechanisms of resistance to anti-CD38 mAbs remain poorly understood. Aims: To identify immune effector cell subsets predictive of treatment efficacy and driving resistance to anti-CD38 mAbs. Methods: Bone marrow (BM) samples (N=111) of relapsed/refractory MM (RRMM) treated with anti-CD38-based regimens (CD38-IMID [N=64]; CD38-PI [N=33]; CD38-mono [N=14] were assessed at baseline (BASE; N=110) and progression (PD; N=23), using conventional EuroFlow 8-color MM panel, followed by high-dimensional spectral cytometryesigned for deep profiling of lymphoid subsets and their activation/exhaustion status. Subset proportions were expressed as percentage of lymphocytes, unless stated otherwise. Results: Patients were treated predominantly with daratumumab over isatuximab (92%, 82%, and 100% of CD38-IMID, CD38-PI, and CD38-mono regimens). Treatment groups differed by line of therapy (p <0.001), with CD38-IMID mainly used in line 2 (56%), CD38-PI in lines 2-3 (55%, 30%), and CD38-mono in line ≥4 (86%). Median progression-free survival (PFS) for the CD38-IMID group was 37 months, compared to CD38-PI (16 months; p = 0.012) and CD38-mono (3 months; p <0.001). First, RRMM BM (N=110) collected at BASE were assessed by the EuroFlow MM panel. Lymphocyte pool consisted of median 13.9% B (CD19+CD56-), 19.7% NK (CD19-CD56+), and 61.6% T cell (CD19-CD56-) lineage. 79.7% NK cells were CD38+, while only 29.2% T cells were CD38+. Elevated total NK cells were observed in the PD group (p=0.07). This difference was driven by increased CD38+ NK cell proportion (p <0.028). Lasso-penalized multivariable Cox regression adjusted for therapy group and all immune subsets identified higher percentages of CD38+ NK cells and mature B cells (CD19+CD38low/−CD81low) as significant predictors of PFS at BASE. Increased CD38+ NK cells were associated with worse PFS (HR 1.65, p=0.003), while higher levels of mature B cells correlated with improved PFS (HR 0.79, p=0.002). These findings remained significant also in uniform CD38-IMID group (p <0.007). To better characterize the immune landscape driving these associations, detailed subset distribution was explored using spectral cytometry at BASE (N=14). CD16-, CD16+CD57-, CD16+CD57+ cells represented median 1.68%, 4.26%, and 6.17% of lymphocytes. Comparing CD38+/- NK compartments, CD16+CD57− subset was significantly enriched in the CD38+ NK pool (p=0.006). Gating on 8 other key NK markers revealed that KLRB1+ (p=0.063) cells were also enriched in the CD38+ pool, whereas NKG2C+ cells were more frequent in the CD38- pool (p <0.001). To further investigate the impact of anti-CD38 mAbs on immune cells, paired BASE and PD samples were analyzed using conventional (N=23) and spectral (N=14) panels. Basic exploratory analysis using both methods showed that proportion of total T cells increased (p <0.017), while total B cells (p <0.012) and total NK cells (p=0.023) dropped at PD. Furthermore, both CD38+ NK and CD38+ T cells decreased (p <0.004). Finally, spectral cytometry was utilized in both BASE and PD to identify NK subsets most affected by anti-CD38 therapy. As expected, most reduced NK cells in lymphocytes were CD38+ (median drop, log2-fold change: 6.84%, 1.72; p=0.008), followed by CD16+CD57+ (5.85%; 1.31; p=0.023), KIR2DL+ (5.11%; 1.52; p=0.008), KLRB1+ (4.58%, 1.46; p=0.008), and CD16+CD57- cells (2.42%, 1.04; p=0.023). Conclusion: This study provides in-depth analysis of immune cells in anti-CD38 mAb-treated patients using conventional and spectral cytometry. Higher BASE proportion of CD38+ NK cells was associated with worse PFS, while higher levels of mature B cells predicted better outcomes. Post-therapy, CD38+ NK and CD38+ T cells, total NK cells, and total B cells decreased, while total T cells increased. Importantly, deeper profiling revealed CD16+CD57- and KLRB1+ cells among those enriched in the CD38+ NK pool at BASE. Post-treatment, CD16+CD57+, KIR2DL+, and KLRB1+ NK cells showed the greatest reduction. These results indicate a complex interplay of fratricide, resulting in preferential depletion of mature effector NK cell phenotypes by anti-CD38 therapy.
Article Details
Authors (21)
Ondrej Venglar
1Department of Hematooncology, University Hospital Ostrava, Ostrava, Czech Republic
Daniel Bilek
1Department of Hematooncology, University Hospital Ostrava, Ostrava, Czech Republic
Eva Radova
1Department of Hematooncology, University Hospital Ostrava, Ostrava, Czech Republic
Veronika Kapustova
1Department of Hematooncology, University Hospital Ostrava, Ostrava, Czech Republic
Marketa Kudelkova
1University Hospital Ostrava, Department of Hematooncology, Ostrava, Czech Republic
Lucie Broskevicova
1Department of Hematooncology, University Hospital Ostrava, Ostrava, Czech Republic
Karina Merendova
1University Hospital Ostrava, Department of Hematooncology, Ostrava, Czech Republic
Jan Vrána
Department of General and Inorganic Chemistry Faculty of Chemical Technology University of Pardubice Pardubice Czech Republic
Tereza Popkova
1Department of Hematooncology, University Hospital Ostrava, Ostrava, Czech Republic
Ludmila Muronova
1Department of Hematooncology, University Hospital Ostrava, Ostrava, Czech Republic
Jana Mihalyova
1Department of Hematooncology, University Hospital Ostrava, Ostrava, Czech Republic
Michael Durante
1Myeloma Division, Sylvester Comprehensive Cancer Center, University of Miami Health System, Miami, FL
Juli Bago
1University Hospital Ostrava, Department of Hematooncology, Ostrava, Czech Republic
Benjamin Diamond
University of Miami
Michal Simicek
1University of Ostrava, Department of Hematooncology, Ostrava, Czech Republic
Brian Walker
1Myeloma Institute, Sylvester Comprehensive Cancer Center, University of Miami, Miami, United States
Tereza Sevcikova
4Department of Hematooncology, University Hospital Ostrava, Ostrava, Czech Republic
David Zihala
9Department of Hematooncology, University Hospital Ostrava and Faculty of Medicine, University of Ostrava, Ostrava, Czech Republic
Ola Landgren
Roman Hajek
Tomas Jelinek
Department of Hemato-oncology, University Hospital Ostrava, Ostrava, Czech Republic