Deciphering the Landscape of Peripheral Blood T Cells via Single-Cell RNA-Seq in Chronic Lymphocytic Leukemia

2020 ◽  
Author(s):  
Ge Song ◽  
Yani Lin ◽  
Shuhua Yi ◽  
Wenjie Xiong ◽  
Xueying Zhao ◽  
...  
Blood ◽  
2020 ◽  
Vol 136 (Supplement 1) ◽  
pp. 42-43
Author(s):  
Prajish Iyer ◽  
Lu Yang ◽  
Zhi-Zhang Yang ◽  
Charla R. Secreto ◽  
Sutapa Sinha ◽  
...  

Despite recent developments in the therapy of chronic lymphocytic leukemia (CLL), Richter's transformation (RT), an aggressive lymphoma, remains a clinical challenge. Immune checkpoint inhibitor (ICI) therapy has shown promise in selective lymphoma types, however, only 30-40% RT patients respond to anti-PD1 pembrolizumab; while the underlying CLL failed to respond and 10% CLL patients progress rapidly within 2 months of treatment. Studies indicate pre-existing T cells in tumor biopsies are associated with a greater anti-PD1 response, hence we hypothesized that pre-existing T cell subset characteristics and regulation in anti-PD1 responders differed from those who progressed in CLL. We used mass cytometry (CyTOF) to analyze T cell subsets isolated from peripheral blood mononuclear cells (PBMCs) from 19 patients with who received pembrolizumab as a single agent. PBMCs were obtained baseline(pre-therapy) and within 3 months of therapy initiation. Among this cohort, 3 patients had complete or partial response (responders), 2 patients had rapid disease progression (progressors) (Fig. A), and 14 had stable disease (non-responders) within the first 3 months of therapy. CyTOF analysis revealed that Treg subsets in responders as compared with progressors or non-responders (MFI -55 vs.30, p=0.001) at both baseline and post-therapy were increased (Fig. B). This quantitative analysis indicated an existing difference in Tregs and distinct molecular dynamic changes in response to pembrolizumab between responders and progressors. To delineate the T cell characteristics in progressors and responders, we performed single-cell RNA-seq (SC-RNA-seq; 10X Genomics platform) using T (CD3+) cells enriched from PBMCs derived from three patients (1 responder: RS2; 2 progressors: CLL14, CLL17) before and after treatment. A total of ~10000 cells were captured and an average of 1215 genes was detected per cell. Using a clustering approach (Seurat V3.1.5), we identified 7 T cell clusters based on transcriptional signature (Fig.C). Responders had a larger fraction of Tregs (Cluster 5) as compared with progressors (p=0.03, Fig. D), and these Tregs showed an IFN-related gene signature (Fig. E). To determine any changes in the cellular circuitry in Tregs between responders and progressors, we used FOXP3, CD25, and CD127 as markers for Tregs in our SC-RNA-seq data. We saw a greater expression of FOXP3, CD25, CD127, in RS2 in comparison to CLL17 and CLL14. Gene set enrichment analysis (GSEA) revealed the upregulation of genes involved in lymphocyte activation and FOXP3-regulated Treg development-related pathways in the responder's Tregs (Fig.F). Together, the greater expression of genes involved in Treg activation may reduce the suppressive functions of Tregs, which led to the response to anti-PD1 treatment seen in RS2 consistent with Tregs in melanoma. To delineate any state changes in T cells between progressors and responder, we performed trajectory analysis using Monocle (R package tool) and identified enrichment of MYC/TNF/IFNG gene signature in state 1 and an effector T signature in state 3 For RS2 after treatment (p=0.003), indicating pembrolizumab induced proliferative and functional T cell signatures in the responder only. Further, our single-cell results were supported by the T cell receptor (TCR beta) repertoire analysis (Adaptive Biotechnology). As an inverse measure of TCR diversity, productive TCR clonality in CLL14 and CLL17 samples was 0.638 and 0.408 at baseline, respectively. Fifty percent of all peripheral blood T cells were represented by one large TCR clone in CLL14(progressor) suggesting tumor related T-cell clone expansion. In contrast, RS2(responder) contained a profile of diverse T cell clones with a clonality of 0.027 (Fig. H). Pembrolizumab therapy did not change the clonality of the three patients during the treatment course (data not shown). In summary, we identified enriched Treg signatures delineating responders from progressors on pembrolizumab treatment, paradoxical to the current understanding of T cell subsets in solid tumors. However, these data are consistent with the recent observation that the presence of Tregs suggests a better prognosis in Hodgkin lymphoma, Follicular lymphoma, and other hematological malignancies. Figure 1 Disclosures Kay: Pharmacyclics: Membership on an entity's Board of Directors or advisory committees, Research Funding; Oncotracker: Membership on an entity's Board of Directors or advisory committees; Rigel: Membership on an entity's Board of Directors or advisory committees; Juno Theraputics: Membership on an entity's Board of Directors or advisory committees; Agios Pharma: Membership on an entity's Board of Directors or advisory committees; Cytomx: Membership on an entity's Board of Directors or advisory committees; Astra Zeneca: Membership on an entity's Board of Directors or advisory committees; Morpho-sys: Membership on an entity's Board of Directors or advisory committees; Tolero Pharmaceuticals: Membership on an entity's Board of Directors or advisory committees, Research Funding; Bristol Meyer Squib: Membership on an entity's Board of Directors or advisory committees, Research Funding; Acerta Pharma: Research Funding; Sunesis: Research Funding; Dava Oncology: Membership on an entity's Board of Directors or advisory committees; Abbvie: Research Funding; MEI Pharma: Research Funding. Ansell:AI Therapeutics: Research Funding; Takeda: Research Funding; Trillium: Research Funding; Affimed: Research Funding; Bristol Myers Squibb: Research Funding; Regeneron: Research Funding; Seattle Genetics: Research Funding; ADC Therapeutics: Research Funding. Ding:Astra Zeneca: Research Funding; Abbvie: Research Funding; Octapharma: Membership on an entity's Board of Directors or advisory committees; MEI Pharma: Membership on an entity's Board of Directors or advisory committees; alexion: Membership on an entity's Board of Directors or advisory committees; Beigene: Membership on an entity's Board of Directors or advisory committees; DTRM: Research Funding; Merck: Membership on an entity's Board of Directors or advisory committees, Research Funding. OffLabel Disclosure: pembrolizumab


Blood ◽  
2009 ◽  
Vol 114 (22) ◽  
pp. 1587-1587
Author(s):  
Sabrina Uhrmacher ◽  
Magdalena Hertweck ◽  
Julian Paesler ◽  
Felix Erdfelder ◽  
Alexandra Filipovich ◽  
...  

Abstract Abstract 1587 Poster Board I-613 In chronic lymphocytic leukemia (CLL) WNT signaling is constitutively active and several members of this signaling pathway are uniformely upregulated in these cells. Apart from classical WNT receptors like FZD and LRP6, receptor tyrosine kinase-like orphan receptor 1 (ROR1) has been shown to function as a receptor for WNT proteins, too. Furthermore, it could recently be demonstrated that ROR1 is frequently expressed on the surface of CLL cells and might therefore serve as a therapeutic target in this disease. However, so far only little is known about the expression status of this protein in different patients. Moreover, a diagnostic antibody for flow cytometric investigations is lacking. Thus, the aim of our study was to i) establish a directly labelled anti-ROR1 antibody for flow cytometry, ii) to confirm previous results on ROR1 expression in CLL, iii) to investigate ROR1 expression in different cell compartments and iv) correlate our findings to known markers of risk and disease progression. Peripheral blood of CLL patients as well as healthy volunteers was subjected to flow cytometric analysis. Besides standard determination of leukocyte subpopulations ZAP70 and CD38 status was assessed according to current diagnostic recommendations. In addition, ROR1 surface expression was first detected by flow cytometry using a specific primary antibody directed against ROR1 and a fluorescent labelled secondary antibody. Using this experimental setting we found that ROR1 is expressed on 63.4% of all neoplastic CLL cells and also on 30.5% of T cells in the peripheral CLL blood. In contrast, no ROR1 expression could be detected on NK cells, B cells, CD8+- or CD4+-T cells of healthy individuals. To improve the analytical technique the ROR1 antibody was directly conjugated with Phycoerythrin (PE) and the experiments were repeated. With the conjugated antibody we detected ROR1 expression on 97.1% of neoplastic CLL cells and virtually on no T lymphocytes. ROR1 expression levels correlated neither with the expression of ZAP70 nor with CD38. Again, we could not detect ROR1 expression on peripheral blood cells of our healthy volunteers. Taken together, ROR1 expression appears to be highly restricted to CLL cells. If in addition to CD5 and CD19 ROR1 detection is included into diagnostic flow cytometric panels the specificity and sensitivity of immunophenotypic CLL diagnostics may be greatly enhanced. Disclosures Hallek: Roche: Consultancy, Honoraria, Research Funding.


Blood ◽  
2011 ◽  
Vol 118 (21) ◽  
pp. 3895-3895
Author(s):  
Yair Herishanu ◽  
Inbal Hazan-Hallevi ◽  
Sigi Kay ◽  
Varda Deutsch ◽  
Aaron Polliack ◽  
...  

Abstract Abstract 3895 Chronic lymphocytic leukemia (CLL) cells depend on their microenvironment for proliferation and survival. Ectonucleotidase CD39 has anti-inflammatory properties as it hydrolyzes pro-inflammatory extra-cellular ATP, generates anti-inflammatory adenosine and also protects regulatory T cells from ATP-induced cell death. In this study we investigated the clinical significance of CD39 expression on CD4+T-cells in 45 patients with CLL as well as its compartmental regulation and explored the possible mechanisms for its induction. Compared to healthy individuals, CD4+CD39+ lymphocytes were increased in the peripheral blood of patients with CLL (4.6%±2.28 vs. 17.3%±12.49, respectively, p=0.004), and correlated with advanced stage of disease (9.72%±5.76, 18.15%±12.03 and 25.90%±16.34, of CD4+ lymphocytes, in patients with Rai stages 0, 1+2 and 3+4, respectively, p=0.019). CD4+CD39+ cells were also higher in patients with CLL who needed therapeutic intervention (untreated; 12.99%±10.63 vs treated; 22.21%±12.88, p=0.01) and in those who were ZAP70+ or had b2-microglobulin levels>3g/L. There were more CD4+CD39+ lymphocytes in the bone marrow compartment (22.25%±16.16) than in the peripheral blood (16.60%±15.84, p=0.009). In-vitro studies showed that CD39 can be induced on CD4+cells by exposure to ATP or indirectly, following B-cell receptor (BCR) engagement (CD4+CD39+ lymphocytes increased by 1.56 fold, in the BCR engaged samples compared to their paired controls; 20.27%±11.3 vs. 13%±9.42, respectively, p=0.0006). Conclusions: Increased CD39 expression on CD4+ T-lymphocytes in CLL associates with an aggressive disease. This may reflect the ability of the leukemic cells to suppress the surrounding immune environment, and contribute to a poorer prognosis. CD39+ may also serve as a future target for the development of novel therapies with immune modulating anti–tumor agents in CLL. Disclosures: No relevant conflicts of interest to declare.


2015 ◽  
Vol 125 (7-8) ◽  
pp. 553-559 ◽  
Author(s):  
Małgorzata Rusak ◽  
Andrzej Eljaszewicz ◽  
Łukasz Bołkun ◽  
Ewa Łuksza ◽  
Izabela Łapuć ◽  
...  

Blood ◽  
1983 ◽  
Vol 62 (4) ◽  
pp. 767-774 ◽  
Author(s):  
LA Fernandez ◽  
JM MacSween ◽  
GR Langley

Abstract The mechanism of the hypogammaglobulinemia in patients with chronic lymphocytic leukemia (CLL) was studied by determining the generation of specific immunoglobulin-secreting cells in response to mitogen and antigen stimulation in culture. Normal peripheral blood B lymphocytes from 18 normal subjects cocultured with equal numbers of autologous T cells generated cells secreting 2,542 +/- 695 IgG, 2,153 +/- 615 IgA, and 2,918 +/- 945 IgM. Normal B lymphocytes cocultured with normal allogeneic T cells generated similar numbers. However, B lymphocytes from patients with chronic lymphocytic leukemia cocultured with T cells from the same patient generated only 0.5% as many cells secreting IgG and 11% and 23% as many secreting IgA and IgM, respectively. The reason for this markedly defective generation of immunoglobulin-secreting cells was investigated by evaluating T-helper, T-suppressor, and B-cell function using B cells from tonsil and T and B cells from peripheral blood of normal and leukemic individuals. T cells from patients with chronic lymphocytic leukemia provided somewhat greater help than did normal T cells to normal peripheral blood B cells and normal help to tonsil B cells, whether stimulated with mitogen or antigen. T cells from patients with chronic lymphocytic leukemia did not demonstrate increased suppressor function compared to normals with B cells from normal peripheral blood. The hypogammaglobulinemia in these patients therefore was associated with a markedly defective generation of immunoglobulin secreting cells, and as there was normal or increased T- cell helper activity without excessive suppressor activity, it seems likely that this was due to an intrinsic B-cell defect.


Blood ◽  
2008 ◽  
Vol 112 (11) ◽  
pp. 2333-2333
Author(s):  
Alan G. Ramsay ◽  
Dong-Xia Xing ◽  
William K. Decker ◽  
Jared K. Burks ◽  
William G. Wierda ◽  
...  

Abstract Following allogeneic stem cell transplantation (SCT) and donor lymphocyte infusion (DLI) from adult peripheral blood (APB), chronic lymphocytic leukemia (CLL) cells are good targets of a graft-versus-leukemia effect. However, some patients eligible for this treatment do not have a suitable allogeneic donor and CLL B cells have been shown to be dysfunctional antigen-presenting cells (APCs) for allogeneic APB T cells. As a result, allogeneic APB T cells show suppressed immunological synapse formation with CLL cells. Umbilical cord blood (CB) is a promising source of hematopoietic cells for allogeneic transplantation and can be obtained from matched unrelated donors with greater tolerance for incompletely HLA-matched recipients. Moreover, we have successfully expanded CB T cells ex vivo (anti-CD3/CD28 beads and rIL-2) using a protocol that retains a naïve and diverse immune population including central memory cells. In this present study we used confocal microscopy to visualize F-actin polymerization to assess immunological synapse formation of CB T cells compared to APB T cells with CLL B cells with and without superantigen as APCs. Our results identify the ability of unexpanded and expanded CB CD4 and CD8 T cells to form F-actin immune synapses with CLL B cells and of note, CB was more effective than unexpanded or expanded APB T cells (p<0.05). Of interest, the expansion protocol maintained immune synapse formation with a trend towards increased F-actin polymerization. As control, we examined the ability of unexpanded and expanded T cells to form F-actin synapses with allogeneic healthy B cells with or without superantigen as APCs and found no significant difference between CB and APB as a source of T cells. Our results demonstrate that CB T cells have an enhanced ability to recognize CLL B cells as allogeneic APCs compared to APB T cells and provide important and exciting pre-clinical data for the potential use of expanded CB T cells in the setting of CB transplantation in CLL.


2021 ◽  
Vol 11 (5) ◽  
Author(s):  
Yucai Wang ◽  
Sutapa Sinha ◽  
Linda E. Wellik ◽  
Charla R. Secreto ◽  
Karen L. Rech ◽  
...  

AbstractRichter syndrome (RS) refers to transformation of chronic lymphocytic leukemia (CLL) to an aggressive lymphoma, most commonly diffuse large B-cell lymphoma. RS is known to be associated with a number of genetic alterations such as TP53 and NOTCH1 mutations. However, it is unclear what immune microenvironment changes are associated with RS. In this study, we analyzed expression of immune checkpoint molecules and infiltration of immune cells in nodal samples, and peripheral blood T-cell diversity in 33 CLL and 37 RS patients. Compared to CLL, RS nodal tissue had higher PD-L1 expression in histiocytes and dendritic cells (median 16.6% vs. 2.8%, P < 0.01) and PD1 expression in neoplastic B cells (median 26.0% vs. 6.2%, P < 0.01), and higher infiltration of FOXP3-positive T cells (median 1.7% vs. 0.4%, P < 0.01) and CD163-positive macrophages (median 23.4% vs. 9.1%, P < 0.01). In addition, peripheral blood T-cell receptor clonality was significantly lower in RS vs. CLL patients (median [25th–75th], 0.107 [0.070–0.209] vs. 0.233 [0.111–0.406], P = 0.046), suggesting that T cells in RS patients were significantly more diverse than in CLL patients. Collectively these data suggest that CLL and RS have distinct immune signatures. Better understanding of the immune microenvironment is essential to improve immunotherapy efficacy in CLL and RS.


2021 ◽  
Vol 12 ◽  
Author(s):  
Juber Herrera-Uribe ◽  
Jayne E. Wiarda ◽  
Sathesh K. Sivasankaran ◽  
Lance Daharsh ◽  
Haibo Liu ◽  
...  

Pigs are a valuable human biomedical model and an important protein source supporting global food security. The transcriptomes of peripheral blood immune cells in pigs were defined at the bulk cell-type and single cell levels. First, eight cell types were isolated in bulk from peripheral blood mononuclear cells (PBMCs) by cell sorting, representing Myeloid, NK cells and specific populations of T and B-cells. Transcriptomes for each bulk population of cells were generated by RNA-seq with 10,974 expressed genes detected. Pairwise comparisons between cell types revealed specific expression, while enrichment analysis identified 1,885 to 3,591 significantly enriched genes across all 8 cell types. Gene Ontology analysis for the top 25% of significantly enriched genes (SEG) showed high enrichment of biological processes related to the nature of each cell type. Comparison of gene expression indicated highly significant correlations between pig cells and corresponding human PBMC bulk RNA-seq data available in Haemopedia. Second, higher resolution of distinct cell populations was obtained by single-cell RNA-sequencing (scRNA-seq) of PBMC. Seven PBMC samples were partitioned and sequenced that produced 28,810 single cell transcriptomes distributed across 36 clusters and classified into 13 general cell types including plasmacytoid dendritic cells (DC), conventional DCs, monocytes, B-cell, conventional CD4 and CD8 αβ T-cells, NK cells, and γδ T-cells. Signature gene sets from the human Haemopedia data were assessed for relative enrichment in genes expressed in pig cells and integration of pig scRNA-seq with a public human scRNA-seq dataset provided further validation for similarity between human and pig data. The sorted porcine bulk RNAseq dataset informed classification of scRNA-seq PBMC populations; specifically, an integration of the datasets showed that the pig bulk RNAseq data helped define the CD4CD8 double-positive T-cell populations in the scRNA-seq data. Overall, the data provides deep and well-validated transcriptomic data from sorted PBMC populations and the first single-cell transcriptomic data for porcine PBMCs. This resource will be invaluable for annotation of pig genes controlling immunogenetic traits as part of the porcine Functional Annotation of Animal Genomes (FAANG) project, as well as further study of, and development of new reagents for, porcine immunology.


Blood ◽  
2012 ◽  
Vol 120 (21) ◽  
pp. 3887-3887
Author(s):  
Eva M Groessinger ◽  
Lukas Weiss ◽  
Elisabeth Hinterseer ◽  
Judith Schmoelzer ◽  
Karin Oberascher ◽  
...  

Abstract Abstract 3887 Potassium (K)-channels play an important role in regulating cell proliferation by maintenance of the membrane potential and subsequent Ca2+ signaling. Out of 80 known human K-channel genes only the voltage gated K-channel Kv1.3 and the calcium-gated K-channel KCa3.1 are expressed in lymphocytes, with expression levels varying greatly depending on lymphocyte maturation and activation status (for review see Cahalan MD, Chandy KG, Immunol Rev. 2009). Accordingly, proliferation of various lymphocyte subtypes can be inhibited by blockade of the respective predominant K-channel. As the modulation of K-channel expression on malignantly transformed lymphocytes and their potential as therapeutic targets has been largely overlooked, we characterized the expression and function of Kv1.3 and KCa3.1 in Chronic Lymphocytic Leukemia (CLL). Primary cells from unselected CLL-patients were isolated from peripheral blood mononuclear cells (PBMCs). Comparison of Kv1.3 and KCa3.1 levels on unstimulated CLL-cells versus PMA/ionomycin-activated CLL-cells revealed a significant reduction in the Kv1.3/KCa3.1 ratio (n=31, 1.526 vs. 0.9054, p=0.0005), as evidenced on mRNA and protein levels by RT-PCR and patch clamp analysis, respectively. Stimulation of CLL-cells with enriched and activated autologous CD4+ T-cells resulted in higher CLL-cell activation as measured by CD80/86 expression, and an even more pronounced reduction of the Kv1.3/KCa3.1 ratio. This stimulation protocol also effectively induced CLL-cell proliferation as verified by Ki-67 expression and CFSE dilution via flow cytometric measurement. Highly activated and/or proliferating CLL-cells consistently up-regulated KCa3.1 (RT-PCR: Ki-67 n=5, p=0.0013; CFSE n=5, p=0.0436; immunofluorescence (IF) staining - n=4, p=0.0121), whereas Kv1.3 was fairly low. Consistent with our in vitro data, CLL-cells in lymph node and bone marrow, believed to be primary sites of CLL-proliferation in vivo, were highly positive for KCa3.1 channels in contrast to CLL-cells from the peripheral blood as revealed by IF staining on paraffin-embedded tissue sections. In light of the significantly increased KCa3.1-expression on activated and proliferating CLL-cells, we investigated whether specific blockade of KCa3.1 could inhibit CLL-cell proliferation. CLL-cells in PBMCs were pre-stimulated by co-culture with CD40L expressing (murine) fibroblasts for 24 hours, and were treated with highly specific blockers for KCa3.1 (TRAM-34 or Clotrimazole) or Kv1.3 (PAP-1 or Psora-4) prior to addition of α-CD3/CD28 beads to activate autologous T-cells. KCa3.1 blockade could effectively diminish CLL-cell cycle entry in all samples investigated (TRAM-34: n=12, p<0.0001; Clotrimazole: n=5, p=0.0625) with a mean relative reduction in Ki-67+ cells of 52% (SD=1.56) for TRAM-34 (see Figure left) and 53% (SD=1.11) for Clotrimazole. This antagonizing effect of TRAM-34 was clearly dose-dependent (n=10) without affecting CLL-cell viability (see Figure right) nor activation. Viability, activation and proliferation of T-cells and fibroblasts present in the co-culture system were not affected by TRAM-34. Blockade of Kv1.3 did not reduce proliferation in CLL-cells. In summary, we showed that CLL-cells exhibit significant changes in their K-channel constitution following activation and proliferation, analogous to healthy B-cells. Notably, in vitro CLL-cell proliferation was effectively inhibited by highly specific KCa3.1 blockers. Thus far in vitro testing of potential CLL-drugs has been primarily performed on G0-arrested CLL-cells, sometimes in co-culture with stromal cells to enhance their viability. Our approach attempts to specifically target proliferating CLL-cells, presumably the most relevant CLL-cell fraction contributing to disease progression. Given their low toxicity profile, KCa3.1 blockers could represent a promising therapeutic option in CLL. Disclosures: No relevant conflicts of interest to declare.


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