Clonally Expanded Bone Marrow T Cells Show Effector Differentiation and Rarely Recognize Disease-Associated Antigens in Multiple Myeloma
Bibliographic record
Abstract
Multiple myeloma is a malignancy of monoclonal plasma cells accumulating in the bone marrow. The critical influence of tumor-infiltrating T cells on disease control and therapeutic responses has been shown in a variety of malignancies, however, the role of multiple myeloma bone marrow-infiltrating T cells is incompletely understood. Although it has been shown that multiple myeloma neo-antigen-specific T cells can be expanded in vitro, little is known about functions and specificities of clonally expanded multiple myeloma-infiltrating bone marrow T cells. Here we asked at the single cell level whether clonally expanded T cells i) were detectable in multiple myeloma bone marrow and peripheral blood, ii) showed characteristic immune phenotypes, and iii) recognized antigens selectively presented on multiple myeloma cells. A total of 6,744 single bone marrow T cells from 13 treatment-naïve patients were index-sorted and sequenced using our methodologies for determination of paired T cell receptor (TCR) αβ sequences along with immune phenotype, transcription factor and cytokine expression. Clonal T cell expansion occurred predominantly within the CD8+ compartment. Phenotypes of clonally expanded T cells were distinctive of cytolytic effector differentiation and significantly different from non-expanded CD8+ T cells. Less than 25% of expanded CD8+ T cell clones expressed the immune checkpoint molecules programmed death-1 (PD-1), cytotoxic T lymphocyte antigen-4 (CTLA-4), or T cell immunoglobulin and mucin-domain containing-3 (TIM-3), while B and T lymphocyte attenuator (BTLA) was expressed on more than half of the expanded clones. Clonal T cell expansion did not correlate with neo-antigen load as determined by whole exome and RNA sequencing of purified multiple myeloma cells. Furthermore, peripheral blood TCRβ repertoire sequencing from five selected patients with substantial bone marrow T cell expansion identified 90% of expanded bone marrow T cell clones overlapping with peripheral blood. To determine whether clonally expanded bone marrow T cells recognized antigens selectively presented on multiple myeloma cells, 71 dominant TCRs from five selected patients with substantial clonal T cell expansion were re-expressed in 58α-β- T-hybridoma reporter T cells and co-incubated with CD38-enriched multiple myeloma cells from the same patients. Only one of these TCRs recognized antigens selectively presented on multiple myeloma cells and this TCR was not neo-antigen-specific. Hypothesizing that the target antigen was a non-mutated self-antigen, we could show that this TCR also recognized the plasma cell leukemia cell line U-266 in an HLA-A*02:01-restricted manner. In summary, clonally expanded T cells in multiple myeloma bone marrow of newly diagnosed patients show cytolytic effector differentiation. In the majority of patients, clonally expanded bone marrow T cells do not recognize antigens presented on multiple myeloma cells and are not neo-antigen-specific. Our findings are relevant for the design of future therapeutics and clinical trials. The identified TCR, which recognizes a multiple myeloma antigen shared with U-266 in an HLA-A*02:01-restricted manner, could be a promising candidate for T cell therapy. Disclosures Bullinger: Jazz Pharmaceuticals: Membership on an entity's Board of Directors or advisory committees; Hexal: Membership on an entity's Board of Directors or advisory committees; Sanofi: Membership on an entity's Board of Directors or advisory committees; Novartis: Membership on an entity's Board of Directors or advisory committees; Menarini: Membership on an entity's Board of Directors or advisory committees; Janssen: Membership on an entity's Board of Directors or advisory committees; Gilead: Membership on an entity's Board of Directors or advisory committees; Abbvie: Membership on an entity's Board of Directors or advisory committees; Bristol-Myers Squibb: Membership on an entity's Board of Directors or advisory committees; Astellas: Membership on an entity's Board of Directors or advisory committees; Amgen: Membership on an entity's Board of Directors or advisory committees; Pfizer: Membership on an entity's Board of Directors or advisory committees; Seattle Genetics: Membership on an entity's Board of Directors or advisory committees; Celgene: Membership on an entity's Board of Directors or advisory committees; Daiichi Sankyo: Membership on an entity's Board of Directors or advisory committees.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".