scholarly journals Single-Cell RNA-Seq Reveals LGALS1 and LAG3 as Novel Drivers of Ibrutinib Resistance in Chronic Lymphocytic Leukemia

2021 ◽  
Author(s):  
Hui Jin ◽  
Bin Huang ◽  
Zijuan Wu ◽  
Huayuan Zhu ◽  
Hanning Tang ◽  
...  
Blood ◽  
2021 ◽  
Vol 138 (Supplement 1) ◽  
pp. 1546-1546
Author(s):  
Zijuan Wu ◽  
LEI Fan ◽  
Luqiao Wang ◽  
Hanning Tang ◽  
Yi Miao ◽  
...  

Abstract Objective: Chronic lymphocytic leukemia (CLL) is a lymphoproliferative disorder that mainly affects the elderly and is characterized by the expansion of small mature B-cells. New targeted drugs, such as the BTK inhibitor ibrutinib, have greatly improved patient survival but have also posed the challenge of drug resistance. The three-dimensional (3D) spatial structure of chromatin is highly dynamic and varies greatly between cell types and developmental stages, with the maintenance of chromatin homeostasis being of major significance in disease prevention. Accumulating evidence has suggested that changes in 3D genomic structures play an important role in cell development and differentiation, disease progression, as well as drug resistance. Nevertheless, the characteristics and functional significance of chromatin conformation in the resistance of CLL to ibrutinib remain unclear. In this study, we aimed to investigate the mechanism underlying ibrutinib resistance through multi-omics profiling, including the study of chromatin conformation. Thus, we would be able to demonstrate the importance of chromatin spatial organization in CLL and highlight the oncogenic factors contributing to CLL development and mediating ibrutinib resistance. Methods: An ibrutinib-resistant cell line was established by exposing cells to increasing doses of ibrutinib. High-throughput chromosome conformation capture (Hi-C), assay for transposase-accessible chromatin with high-throughput sequencing (ATAC-seq), bulk RNA sequencing (RNA-seq), and Tandem Mass Tag (TMT) were performed to explore differences between ibrutinib-resistant and parental cells. Peripheral blood mononuclear cells (PBMCs) from 53 CLL patients were collected for RNA-seq. Mitochondrial respiration and glycolysis were assessed via Seahorse analysis. The growth-inhibitory effects of tested drugs were evaluated via a CCK8 assay, and the combination index (CI), indicating synergy, was calculated using CompuSyn software. Apoptosis was detected via annexin V staining. Results: Between ibrutinib-resistant and parental cells changes in some chromosomes, including chr11 were observed (Figure 1A). p21-activated kinase 1 (PAK1), which is located on chr11 and frequently overexpressed or excessively activated in almost all cancer types and involved in almost every stage of cancer progression, was first explored for its role in CLL progression and drug resistance. The oncogene PAK1 was observed locate in a region where B-to-A compartment switching occurred (Figure 1B). Consistent with the results of ATAC-seq, RNA-seq, and TMT, Hi-C analysis revealed a transcriptional upregulation of PAK1 in ibrutinib-resistant CLL cells (Figure 1C). Functional analysis demonstrated that PAK1 overexpression significantly promoted cell proliferation, while knockdown markedly suppressed cell viability (Figure 1D). Cell viability assays indicated that the depletion of PAK1 increased ibrutinib sensitivity (Figure 1E). In addition, PAK1 positively regulates glycolysis and oxidative phosphorylation in CLL cells (Figure 1F and G). To verify the results of sequencing and further explore the role of PAK1 in CLL, B-cells from healthy volunteers and PBMCs from CLL patients were collected. The level of PAK1 mRNA expression was significantly higher in CLL primary cells than in B-cells from healthy volunteers (Figure 1H). Kaplan-Meier survival analysis of qRT-PCR data confirmed that patients with high PAK1 expression had a significantly lower OS (Figure 1I). IPA-3, the small molecular inhibitor of PAK1 suppressed the proliferation of ibrutinib-resistant and parental CLL cells in a dose-dependent manner. The combination of IPA-3 and ibrutinib exerted potent cell growth inhibition (Figure 1J), and the combination index (CI) calculated using the CompuSyn software confirmed the synergistic effect (CI<1) of this combinatorial therapy (Figure 1K). Conclusions: In the current study, we have provided a genome-wide view of alterations in 3D chromatin organization between ibrutinib-resistant and parental CLL cells and confirmed the oncogenic role of PAK1 in CLL. Most importantly, our research provides promising therapeutic targets for overcoming ibrutinib resistance. In particular, the treatment of CLL patients with a combination of IPA-3 and ibrutinib may improve clinical outcomes. Figure 1 Figure 1. Disclosures No relevant conflicts of interest to declare.


Blood ◽  
2021 ◽  
Vol 138 (Supplement 1) ◽  
pp. 1539-1539
Author(s):  
Hui Jin ◽  
Zijuan Wu ◽  
Huayuan Zhu ◽  
Lei Fan ◽  
Luqiao Wang ◽  
...  

Abstract Objective: Ibrutinib is currently the most widely used BTK inhibitor that approved for the treatment of both initially diagnosed and relapsed and refractory chronic lymphocytic leukemia (CLL) patients. Although ibrutinib shows high response rates in clinical practice, it has certain limitations. There are still a certain number of patients who have to discontinue treatment due to drug-resistance or side effects. The ibrutinib resistance of CLL patients has caused widespread concerns, necessitating the development of novel treatment strategies. Methods: Here, we examined the heterogeneity of peripheral blood mononuclear cells (PBMCs) from patients with ibrutinib-sensitive (IBS) and -resistant (IBR) CLL by analyzing bulk and single-cell level gene expression profiles, clinical features, biological properties, and phenotypes. Seven distinct ibrutinib-resistant subpopulations were identified and two candidate genes LGALS1 (galectin 1, Gal-1) and LAG3 (lymphocyte-activating gene 3, CD223) were screened that contribute toward ibrutinib-resistance and poor survival in CLL patients. These results were validated in primary cells from CLL patients and also in ibrutinib-resistant CLL cell line (MEC1-IR) which was generated by culturing the parental cell line in vitro with progressively increasing concentrations of ibrutinib. Marker-gene expression was detected using qRT-PCR, western blotting, and ELISA, while functional analyses including CCK8, flow cytometry and trypan blue staining were conducted with or without OTX008, a selective Gal-1 inhibitor. Results: ScRNA-seq revealed that cells from IBR and IBS samples were distributed in different clusters and suggested that IBR cells display a unique transcriptional pattern (Fig A). IBR-B cells have higher stemness scores and are enriched in some energy metabolism Pathways (Fig B). According to the proportion of B cells from IBR samples, we classified each B-cell cluster into three main subgroups, i.e., IBR, IBS, and shared cluster (Fig C). IBR-B cells displayed more interactions with monocytes, NK, T, and dendritic cells than IBS B cells, suggesting that IBR B cells may actively build connections with other immune cells to reshape the protective niche (Fig D). A close correlation between LGALS1 and LAG3 expression was observed and both of them were found to be highly expressed in IBR CLL patients (Fig E), their expression level gradually increased along the trajectory of B cells from IBS to IBR (Fig F). Diagnosis and prognosis stratification of CLL with receiver operating characteristic (ROC) curves revealed that patients with higher expression of both LGALS1 and LAG3 showed the poorest overall survival, indicating that LGALS1 and LAG3 are associated with ibrutinib-resistance and poor prognosis in CLL (Fig G). Concordantly, acquired resistance following chronic exposure to ibrutinib leads to upregulation of LGALS1 and LAG3 (Fig H). LGALS1 inhibitor OTX008 effectively inhibits the growth of ibrutinib-resistant CLL cells, particularly for IBR patients (Fig I). Conclusion: In conclusion, our findings demonstrate that ibrutinib-resistant CLL cells exhibit a unique transcriptional pattern. The combination of LGALS1 and LAG3 expression could serve as an indicator of the sensitivity of ibrutinib and prognosis of CLL patients. LGALS1 inhibitor OTX008 helps to overcome ibrutinib-resistance of CLL cells. Our findings may expand the current knowledge regarding ibrutinib-resistant CLL patients, identify improved biomarkers for patient selection, and offer a promising combinatorial therapeutic strategy for IBR CLL patients. Figure 1 Figure 1. Disclosures No relevant conflicts of interest to declare.


2021 ◽  
Author(s):  
Hui Jin ◽  
Bin Huang ◽  
Zijuan Wu ◽  
Huayuan Zhu ◽  
Hanning Tang ◽  
...  

Abstract BackgroundChronic lymphocytic leukemia (CLL) is a highly heterogeneous malignant lymphoproliferative B-cell disorder that can be treated using ibrutinib, a Bruton’s tyrosine kinase inhibitor. However, the ibrutinib resistance of CLL patients has caused widespread concerns, necessitating the development of novel treatment strategies. MethodsHere, we identified lectin galactoside-binding soluble 1 (LGALS1) and lymphocyte-activating gene 3 (LAG3) as potential markers for ibrutinib-resistant CLL using single-cell RNA sequencing (scRNA-seq), and the results were validated in an ibrutinib-resistant CLL cell line (MEC1-IR) and primary cells from CLL patients. Marker-gene expression was detected while functional analyses were conducted with or without OTX008, a selective Galectin-1 inhibitor. ScRNA-seq revealed that the biological features, gene expression profiles, and clonal signatures of peripheral blood mononuclear cells (PBMCs) from patients with ibrutinib-resistant CLL were distinct from those displayed by PBMCs from ibrutinib-sensitive patients.ResultsA close correlation between LGALS1 and LAG3 expression was observed and these factors were found to be highly expressed in ibrutinib-resistant CLL, with diagnostic and prognostic stratification, indicating that they may serve as drivers of ibrutinib-resistant CLL. Concordantly, LGALS1 and LAG3 expression was higher in ibrutinib-resistant CLL cells and primary cells, and OTX008 suppressed proliferation and induced apoptosis in both cells.ConclusionLGALS1 and LAG3 gene panel is promising indicator of ibrutinib-sensitivity and prognosis marker of CLL. LGALS1 inhibitor OTX008 is effective in CLL patients, both those naïve to and those resistant to ibrutinib.


2021 ◽  
Author(s):  
Hui Jin ◽  
Bin Huang ◽  
Zijuan Wu ◽  
Huayuan Zhu ◽  
Hanning Tang ◽  
...  

Abstract BackgroundIbrutinib as a widely used Bruton’s tyrosine kinase inhibitor has shown outstanding value in clinical therapy for chronic lymphocytic leukemia (CLL). However, the bottleneck of ibrutinib resistance has caused widespread concerns, necessitating the exploration of novel targets. MethodsSingle-cell RNA sequencing (scRNA-seq) was used to characterize the heterogeneity of ibrutinib-sensitive (IBS) and -resistant (IBR) CLL patients and single-cell stemness estimation and metabolic pathway enrichment analysis were performed. Lectin galactoside-binding soluble 1 (LGALS1) and lymphocyte-activating gene 3 (LAG3) were screened as key factors by analyzing the RNA-sequencing data at bulk and single cell levels. Subsequently, pseudo-time trajectory analysis and gene set enrichment analysis were conducted. In addition, an IBR CLL cell line (MEC1-IR) was generated and RT-qPCR, western blotting, and immunofluorescence were performed to detect the expression of LGALS1 and LAG3. OTX008, a selective inhibitor of galectin-1 (Gal-1, encoded by LGALS1) was assessed in CLL cells and CCK8 and apoptotic assays were conducted for functional analysis.ResultsIBR CLL showed significantly different characteristics from IBS in terms of transcriptome expression and energy metabolism. LGALS1 and LAG3 were gradually upregulated in B cells along the evolution trajectory from IBS to IBR. Their expression was verified to be closely related to the prognosis of CLL, as well as sensitivity to ibrutinib. OTX008 could effectively suppress the proliferation and induce apoptosis of CLL cells, especially for those with ibrutinib resistance.ConclusionsAn LGALS1 and LAG3 gene panel is a promising indicator of ibrutinib resistance and a prognostic marker for CLL. OTX008 displays pronounced performance against CLL cells, especially with IBR, and might represent a novel therapeutic strategy for CLL.


HemaSphere ◽  
2019 ◽  
Vol 3 (S1) ◽  
pp. 142
Author(s):  
A. Athanasiadou ◽  
M. Gkaitatzi ◽  
G. Papaioannou ◽  
M. Iskas ◽  
O. Asteriou ◽  
...  

Blood ◽  
2019 ◽  
Vol 133 (13) ◽  
pp. 1446-1456
Author(s):  
Satyen H. Gohil ◽  
Catherine J. Wu

Abstract We now have the potential to undertake detailed analysis of the inner workings of thousands of cancer cells, one cell at a time, through the emergence of a range of techniques that probe the genome, transcriptome, and proteome combined with the development of bioinformatics pipelines that enable their interpretation. This provides an unprecedented opportunity to better understand the heterogeneity of chronic lymphocytic leukemia and how mutations, activation states, and protein expression at the single-cell level have an impact on disease course, response to treatment, and outcomes. Herein, we review the emerging application of these new techniques to chronic lymphocytic leukemia and examine the insights already attained through this transformative technology.


Haematologica ◽  
2018 ◽  
Vol 104 (1) ◽  
pp. e38-e41 ◽  
Author(s):  
Richárd Kiss ◽  
Donát Alpár ◽  
Ambrus Gángó ◽  
Noémi Nagy ◽  
Ediz Eyupoglu ◽  
...  

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