Single-cell sequencing data for circulating CAR T cells in lymphoma patients
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PROVIDER: PRJNA714638 | ENA |
REPOSITORIES: ENA
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Project description:Purpose: To compare cell states amoung three populations of interest among circulating CAR T cells in patients with lymphoma. Methods: Nine patients with large B-cell lymphoma (LBCL) were treated with axicabtagene ciloleucel (axi-cel), a commercial CD19-targeted CAR T-cell therapy. On day 7, fresh peripheral blood mononuclear cells were stained with an antibody panel for fluorescence-activated cell sorting (FACS), a panel for cellular indexing of transcriptomes and epitopes by sequencing (CITE-seq), and a viability dye. Single live CAR+ T cells were sorted from each patient, counted, processed for 5' single-cell RNA-sequencing with feature barcoding and TCR clonotype analysis on the 10X Genomics platform, and sequenced by the Stanford Genomics Facility (HighSeq 4000) or Novogene (NovaSeq 6000). Results: We found that circulating CD4+ and CD8+ CAR T cells that express CD57 and T-bet are clonally expanded and display features of effector T cells. In contrast, CD4+ CD57- CAR T cells that express Helios expand polyclonally and display features of T regulatory cells. Conclusions: This study provides insights into cell states of circulating CAR T cells on day 7 that associate with clinical response or toxicity in LBCL patients treated with axi-cel.
2022-07-28 | GSE168940 | GEO
Project description:CD19-directed chimeric antigen receptor (CAR) T cells can induce durable remissions in relapsed/refractory large B-cell lymphomas (R/R LBCL), but 60% of patients still relapse. Biological mechanisms explaining lack of disease-response are largely unknown. To identify mechanisms of response and survival before CAR T manufacturing in 95 R/R LBCL receiving tisagenlecleucel or axicabtagene ciloleucel, we performed phenotypic, transcriptomic and functional evaluations of leukapheresis products (LK). Transcriptomic profiling of T cells in LK, revealed a signature composed of 4 myeloid genes able to identify patients with very short progression-free survival, highlighting the role of monocytes in CAR T therapy response. Accordingly, response and survival were negatively influenced by high circulating absolute monocyte counts at the time of leukapheresis, and the combined evaluation of peripheral blood monocytes and the four-gene signature in LK, identifies LBCL patients at very high risk of progression after CAR T.
2024-04-24 | GSE243973 | GEO
Project description:<p>Anti-CD19 chimeric antigen receptor (CAR) T-cell therapy for relapsed or refractory (r/r) large B-cell lymphoma (LBCL) results in durable response in only a subset of patients. MYC overexpression in LBCL tumors is associated with poor response to treatment. We tested whether a MYC-driven polyamine signature, as a liquid biopsy, is predictive of response to anti-CD19 CAR-T therapy in patients with r/r LBCL. Elevated plasma acetylated polyamines were associated with non-durable response. Concordantly, increased expression of spermidine synthase, a key enzyme which regulates levels of acetylated spermidine, was prognostic for survival in r/r LBCL. A broad metabolite screen identified additional markers which resulted in a 6-marker panel (6MetP) consisting of acetylspermidine, diacetylspermidine and lysophospholipids which was validated in an independent set from another institution as predictive of non-durable response to CAR T therapy. A polyamine centric metabolomics liquid biopsy panel has predictive value for response to CAR-T therapy in r/r LBCL. </p>
2022-10-31 | MTBLS5381 | MetaboLights
Project description:Circulating monocyte counts coupled with a 4-gene signature at leukapheresis predict survival of lymphoma patients treated with CAR T
| PRJNA1020831 | ENA
Project description:Immunotherapy using CD19-directed chimeric antigen receptor (CAR)-T cells has shown excellent results for treatment of B-cell leukaemia and lymphoma. To produce CAR-T cells, the patient’s own T cells are isolated from the blood and modified in a laboratory with a genetic vector to express a tumor antigen-directed CAR on its surface. The CAR-T cells are then expanded in numbers and given back to the patient with the aim to eradicate the tumors. However, some patients display primary resistance to CAR-T treatment while others relapse quickly after CAR-T treatment. In this experiment, we seek to understand whether the quality of the individual CAR-T cell product the patients were given can predict outcome to the therapy. We investigate the transcriptional profile of the individual CAR-T infusion products using single-cell RNA sequencing. In this dataset, we identified a T cell subset correlating with response that could be used as an indicator for clinical outcome. Targeted RNA and protein single-cell libraries were obtained using the BD Rhapsody platform (BD Biosciences). In total four separate targeted libraries were produced with 6 patients per library. Sequencing was performed on NovaSeq 6000 S1 sequencer at the SNP&SEQ Technology Platform (Uppsala, Sweden). The raw scRNA-seq data was pre-processed by BD Biosciences using the Rhapsody Analysis pipeline to convert the raw reads into Unique Molecular Identifier (UMI) counts. UMIs are further adjusted within Rhapsody by applying BD’s Recursive Substitution Error Correction (RSEC) and Distribution-Based Error Correction (DBEC) in order to remove false UMIs caused by sequencing or library preparation errors. Pooled samples were deconvoluted using Sample-tag reads. The scRNA-seq and AbSeq counts were loaded, processed and used for clustering and differential gene expression with Seurat v. 4.0.0.
2023-07-24 | E-MTAB-12407 | biostudies-arrayexpress
Project description:Engineered cellular therapy with CD19-targeting chimeric antigen receptor T-cells (CAR-T) has revolutionized outcomes for patients with relapsed/refractory Large B-Cell Lymphoma (LBCL), but the cellular and molecular features associated with response remain largely unresolved. We analyzed serial peripheral blood samples ranging from day of apheresis (day -28/baseline) to 28 days after CAR-T infusion from 50 patients with LBCL treated with axicabtagene ciloleucel (axi-cel) by integrating single cell RNA and TCR sequencing (scRNA-seq/scTCR-seq), flow cytometry, and mass cytometry (CyTOF) to characterize features associated with response to CAR-T. Pretreatment patient characteristics associated with response included presence of B cells and increased lymphocyte-to-monocyte ratio (ALC/AMC). Infusion products from responders were enriched for clonally expanded, highly activated CD8+ T cells. We expanded these observations to 99 patients from the ZUMA-1 cohort and identified a subset of patients with elevated baseline B cells, 80% of whom were complete responders. We integrated B cell proportion and ALC/AMC into a two-factor predictive model and applied this model to the ZUMA-1 cohort. Estimated progression free survival (PFS) at 1 year in patients meeting one or both criteria was 65% versus 31% for patients meeting neither criterion. Our results suggest that patients’ immunologic state at baseline affects likelihood of response to CAR-T through both modulation of the T cell apheresis product composition and promoting a more favorable circulating immune compartment prior to therapy. These baseline immunologic features, measured readily in the clinical setting prior to CAR-T, can be applied to predict response to therapy.
2024-08-12 | GSE273170 | GEO
Project description:A 63-year-old male who received ciltacabtagene autoleucel (cilta-cel) CAR-T cells and the GPRC5DxCD3 bispecific talquetamab for early relapse of his multiple myeloma (MM) developed a leukemic peripheral T-cell lymphoma (PTCL) with cutaneous and intestinal involvement. Longitudinal single-cell RNA and T-cell receptor sequencing of peripheral blood and bone marrow revealed two hyperexpanded CAR-carrying, exhausted effector-memory T-cell clones with marked immunophenotypic as well as transcriptional alterations and different susceptibilities towards treatment with dexamethasone. Spatial transcriptomes of skin lesions confirmed the aberrant CAR-expressing T cells. Whole genome sequencing revealed three distinct integration sites, within the introns of ZGPAT, KPNA4, and polycomb-associated non-coding RNAs. Pre/post-CAR-T whole-genome analyses implicated clonal outgrowth of a TET2-mutated precursor propelled by additional sub-clone specific LOH and other secondary mechanisms
2025-01-05 | GSE283144 | GEO
Project description:A 63-year-old male who received ciltacabtagene autoleucel (cilta-cel) CAR-T cells and the GPRC5DxCD3 bispecific talquetamab for early relapse of his multiple myeloma (MM) developed a leukemic peripheral T-cell lymphoma (PTCL) with cutaneous and intestinal involvement. Longitudinal single-cell RNA and T-cell receptor sequencing of peripheral blood and bone marrow revealed two hyperexpanded CAR-carrying, exhausted effector-memory T-cell clones with marked immunophenotypic as well as transcriptional alterations and different susceptibilities towards treatment with dexamethasone. Spatial transcriptomes of skin lesions confirmed the aberrant CAR-expressing T cells. Whole genome sequencing revealed three distinct integration sites, within the introns of ZGPAT, KPNA4, and polycomb-associated non-coding RNAs. Pre/post-CAR-T whole-genome analyses implicated clonal outgrowth of a TET2-mutated precursor propelled by additional sub-clone specific LOH and other secondary mechanisms
2025-01-05 | GSE283145 | GEO
Project description:Burkitt Lymphoma patient samples using gene expression to create a molecular definition of the disease. We used microarrays to detail the global programme of gene expression underlying cellularisation and identified distinct classes of up-regulated genes during this process. Keywords: clinical history design Samples were obtained from patients with Burkitt lymphoma and gene expression profiling was used to create a molecular definition of the disease. The molecular definition was then used to predict the disease in an independent set of patients with atypical Burkitt lymphoma and diffuse large B cell lymphoma.
2006-07-04 | E-GEOD-4732 | biostudies-arrayexpress
Project description:Circulating tumor DNA (ctDNA) as a biomarker of disease activity in classic Hodgkin lymphoma (cHL) patients are still not well-defined. By profiling primary tumors and ctDNA, we identified common variants between primary tumors and longitudinal plasma samples in most of the cases, confirming high PBatial and temporal heterogeneity. Though ctDNA analyses mirrored HRS cell genetics overall, the prevalence of variants shows that none of them can be used as a single biomarker. Conversely, the estimation of hGE/mL, based in total ctDNA quantification, reflects disease activity and is almost perfectly correlated with standard parameters such as PET/CT that are associated with refractoriness.
2023-12-18 | GSE244989 | GEO