Spatially-Resolved Transcriptomics Define Clinically Relevant Subsets of Macrophages in Diffuse Large B-cell Lymphoma
Liu, M.; Bertolazzi, G.; Mulder, K.; Sridhar, S.; Lee, R. X.; Jaynes, P.; Hoppe, M. M.; Fan, S.; Peng, Y.; Thng, J.; Chua, R.; De Mel, S.; Poon, L.; Chan, E.; Lee, J.; Hue, S. S.-S.; Ng, S.-B.; Chandy, K. G.; Ginhoux, F.; Chee, Y. L.; Tripodo, C.; Jeyasekharan, A.
Show abstract
BackgroundMacrophages are abundant immune cells in the microenvironment of diffuse large B-cell lymphoma (DLBCL). Conventional immunohistochemistry-based studies with varying prognostic significance precludes a comprehensive analysis of macrophage subtypes in DLBCL. We hypothesized that whole-transcriptomic analysis (WTA) of macrophage in-situ would identify new macrophage subsets of biological and clinical significances. MethodsDigital spatial profiling with WTA of CD68+ cells was performed in 47 DLBCL and 17 reactive lymphoid tissues (RLTs), to define macrophage signatures (termed "MacroSigs") of distinct lymphoid spatial niches and clinical scenarios. Eight independent DLBCL datasets (4,594 patients) with transcriptomic and survival information were used for validation of MacroSigs. ResultsDigital spatial profiling revealed previously unrecognized transcriptomic differences between macrophages populating distinct spatial compartments in RLTs (light zone (LZ)/ dark zone (DZ), germinal center (GC)/ interfollicular (IF) regions), and in between disease states (RLTs and DLBCL with or without relapsed disease). This transcriptomic diversity of macrophages was categorized into eight MacroSigs. Spatial-MacroSigs associate with specific cell-of-origin (COO) subtypes of DLBCL, of particular interest being the IF-MacroSig enriched in the unclassified COO (P<0.005, 6/8 datasets). MacroSigs of relapsed-DLBCL and DZ were prognostic for shorter overall survival (P <0.05 in 5/8 datasets; P <0.05 in 8/8 datasets, respectively). Projection onto a macrophage single-cell RNA-sequencing atlas reveals the Non-relapse-DLBCL MacroSig to depict HES1/FOLR2-like macrophages, while relapse-DLBCL-MacroSig represents IL1B-like monocytes, with unique therapeutic vulnerabilities for each. ConclusionsThis study first provides spatially-resolved macrophage WTA in reactive and malignant lymphoid tissues. Gene expression signatures of macrophages in the DZ and relapsed-DLBCL samples are consistently prognostic in multiple datasets and offer insights into novel therapeutic strategies for DLBCL.
Matching journals
The top 10 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Pseudotemporal ordering of spatial lymphoid tissue microenvironment profiles trails Unclassified DLBCL at the periphery of the follicle 95%
- Single-cell analysis of myeloid cells in HPV+ tonsillar cancer 95%
- A new highly-specific Natural Killer cell-specific gene signature predicting recurrence in colorectal cancer patients. 94%
Similar papers in this journal
- CD39+ conventional CD4+ T cells with exhaustion traits and cytotoxic potential infiltrate tumors and expand upon CTLA-4 blockade 94%
- Tertiary lymphoid structure-related immune infiltrates in NSCLC tumor lesions correlate with low tumor-reactivity of TIL products 94%
- Spatial heterogeneity of T cell repertoire across NSCLC tumors, tumor edges, adjacent and distant lung tissues 93%
Similar papers in this journal
- Increased inflammatory signature in myeloid cells of non-small cell lung cancer patients with high clonal hematopoiesis burden 94%
- Systematic evaluation of intratumoral and peripheral BCR repertoires in three cancers 94%
- Unveiling the influence of tumor and immune signatures on immune checkpoint therapy in advanced lung cancer 94%
Similar papers in this journal
- PHGDH is required for germinal center formation and is a therapeutic target in MYC-driven lymphoma 94%
- SARS-CoV2 mRNA-vaccination-induced Immunological Memory in Human Non-Lymphoid and Lymphoid Tissues 93%
- CXCL8 secreted by immature granulocytes inhibits wildtype hematopoiesis in chronic myelomonocytic leukemia 93%
Similar papers in this journal
- Tertiary lymphoid structures are associated with enhanced macrophage activation, immune checkpoint expression and predict outcome in cervical cancer. 95%
- The CCL17-CCR4 axis is critical for mutant STAT6-mediated microenvironmental remodelling and therapeutic resistance in Relapsed/Refractory Diffuse Large B Cell Lymphoma 94%
- Single-cell clonal lineage tracing identifies the transcriptional program controlling the cell fate decisions by neoantigen-specific CD8+ T cells 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.