1
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Rossetti RAM, Tordesillas L, Beatty MS, Cianne J, Martinez Planes E, Du D, Snedal S, Wang C, Perez BA, Berglund A, Chen YA, Sarnaik A, Mulé JJ, Creelan B, Pilon-Thomas S, Abate-Daga D. CD40L stimulates tumor-infiltrating B-cells and improves ex vivo TIL expansion. J Immunother Cancer 2025; 13:e011066. [PMID: 40199608 PMCID: PMC11979601 DOI: 10.1136/jitc-2024-011066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2024] [Accepted: 03/24/2025] [Indexed: 04/10/2025] Open
Abstract
BACKGROUND Adoptive transfer of tumor-infiltrating lymphocytes (TIL) is now a Food and Drug Administration (FDA)-approved treatment for melanoma. While this is a major milestone, there is room for improvement to increase clinical response rates and to further optimize the manufacturing of TIL products. In this study, we characterized the association of tumor-infiltrating B-cells (TIL-B) and tertiary lymphoid structures (TLSs) with clinical response to TIL therapy and tested whether the presence of B-cells in the tumor can be leveraged to optimize TIL manufacture. METHODS Tumor sections from TIL responders (R, n=9) and non-responders (NR, n=11) were analyzed by RNA sequencing, and immune cell content was estimated in silico. To study the association between B-cells and TIL expansion, we quantified B-cell subsets and TIL phenotype by flow cytometry. CD40L-induced effects on melanoma-infiltrating B-cells were analyzed by flow cytometry and scRNA-sequencing. RESULTS Tumors from TIL clinical responders had greater abundance of class-switched B-cells (p=0.007) and a greater TLS score (p=0.03) than those of NRs. In addition, greater abundance of B-cells (p≤0.05) and switched memory B-cells (CD27+ IgD-, p≤0.05) in the tumors were associated with greater TIL expansion. Stimulation of TIL-B through addition of CD40L during TIL ex vivo culture improved their expansion success rate from 33% to 67% (p=0.03). Similarly, the addition of CD40L to non-small cell lung cancer (NSCLC) TIL cultures shortened the manufacturing period by 1 week. Moreover, CD40L-enhanced TIL showed more stem-like T-cells (CD39- CD69-, p≤0.05) and an enrichment of neoantigen-reactive T-cell clones in NSCLC TIL. Gene expression analysis showed that CD40L induced gene expression changes in TIL-B after 48 hours in culture (126 differentially expressed genes (DEGs)), with minimal to no changes observed in other immune cell types (including 12 DEG in macrophages, 10 DEG in dendritic cells, and none in monocytes). B-cell DEGs included upregulated co-stimulatory ligands (CD83, CD58), chemokines (CCL22, CCL17), among others. CD40L-induced upregulation of CD58 by melanoma infiltrating B-cells was associated with successful TIL expansion. CONCLUSIONS Our results show that CD40L-stimulated B-cells can be leveraged to enhance the quality and quantity of TIL. Clinical trial NCT05681780 is currently testing this concept applied to NSCLC TIL.
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Affiliation(s)
| | - Leticia Tordesillas
- Department of Immunology, H Lee Moffitt Cancer Center and Research Center Inc, Tampa, Florida, USA
| | - Matthew S Beatty
- Department of Immunology, H Lee Moffitt Cancer Center and Research Center Inc, Tampa, Florida, USA
| | - Junior Cianne
- Department of Immunology, H Lee Moffitt Cancer Center and Research Center Inc, Tampa, Florida, USA
| | - Elena Martinez Planes
- Department of Immunology, H Lee Moffitt Cancer Center and Research Center Inc, Tampa, Florida, USA
| | - Dongliang Du
- Department of Biostatistics and Bioinformatics, H Lee Moffitt Cancer Center and Research Center Inc, Tampa, Florida, USA
| | - Sebastian Snedal
- Department of Immunology, H Lee Moffitt Cancer Center and Research Center Inc, Tampa, Florida, USA
| | - Chao Wang
- Department of Thoracic Oncology, H Lee Moffitt Cancer Center and Research Center Inc, Tampa, Florida, USA
| | - Bradford A Perez
- Department of Thoracic Oncology, H Lee Moffitt Cancer Center and Research Center Inc, Tampa, Florida, USA
| | - Anders Berglund
- Department of Biostatistics and Bioinformatics, H Lee Moffitt Cancer Center and Research Center Inc, Tampa, Florida, USA
| | - Yian Ann Chen
- Department of Biostatistics and Bioinformatics, H Lee Moffitt Cancer Center and Research Center Inc, Tampa, Florida, USA
| | - Amod Sarnaik
- Department of Cutaneous Oncology, H Lee Moffitt Cancer Center and Research Center Inc, Tampa, Florida, USA
| | - James J Mulé
- Department of Cutaneous Oncology, H Lee Moffitt Cancer Center and Research Center Inc, Tampa, Florida, USA
| | - Benjamin Creelan
- Department of Thoracic Oncology, H Lee Moffitt Cancer Center and Research Center Inc, Tampa, Florida, USA
| | - Shari Pilon-Thomas
- Department of Immunology, H Lee Moffitt Cancer Center and Research Center Inc, Tampa, Florida, USA
| | - Daniel Abate-Daga
- Department of Immunology, H Lee Moffitt Cancer Center and Research Center Inc, Tampa, Florida, USA
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2
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Ding DY, Tang Z, Zhu B, Ren H, Shalek AK, Tibshirani R, Nolan GP. Quantitative characterization of tissue states using multiomics and ecological spatial analysis. Nat Genet 2025; 57:910-921. [PMID: 40169791 PMCID: PMC11985343 DOI: 10.1038/s41588-025-02119-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Accepted: 02/05/2025] [Indexed: 04/03/2025]
Abstract
The spatial organization of cells in tissues underlies biological function, and recent advances in spatial profiling technologies have enhanced our ability to analyze such arrangements to study biological processes and disease progression. We propose MESA (multiomics and ecological spatial analysis), a framework drawing inspiration from ecological concepts to delineate functional and spatial shifts across tissue states. MESA introduces metrics to systematically quantify spatial diversity and identify hot spots, linking spatial patterns to phenotypic outcomes, including disease progression. Furthermore, MESA integrates spatial and single-cell multiomics data to facilitate an in-depth, molecular understanding of cellular neighborhoods and their spatial interactions within tissue microenvironments. Applying MESA to diverse datasets demonstrates additional insights it brings over prior methods, including newly identified spatial structures and key cell populations linked to disease states. Available as a Python package, MESA offers a versatile framework for quantitative decoding of tissue architectures in spatial omics across health and disease.
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Affiliation(s)
- Daisy Yi Ding
- Department of Biomedical Data Science, Stanford University, Stanford, CA, USA
| | - Zeyu Tang
- Weill Cornell Graduate School of Medical Sciences, Weill Cornell Medicine, New York, NY, USA
| | - Bokai Zhu
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Hongyu Ren
- Department of Computer Science, Stanford University, Stanford, CA, USA
| | - Alex K Shalek
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Institute for Medical Engineering and Science, MIT, Cambridge, MA, USA
- Department of Chemistry, MIT, Cambridge, MA, USA
- Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA
| | - Robert Tibshirani
- Department of Biomedical Data Science, Stanford University, Stanford, CA, USA
- Department of Statistics, Stanford University, Stanford, CA, USA
| | - Garry P Nolan
- Department of Pathology, Stanford University, Stanford, CA, USA.
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3
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Pi JH, Choi SY, Park SK, Lim J, Kang CJ. Anti-lymphoma peptide is inspired by mapping a sequence of four amino acids of KRAI motif as nuclear localization signal of Crlz-1. MOLECULAR THERAPY. ONCOLOGY 2025; 33:200953. [PMID: 40093512 PMCID: PMC11906403 DOI: 10.1016/j.omton.2025.200953] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/17/2024] [Revised: 02/09/2025] [Accepted: 02/17/2025] [Indexed: 03/19/2025]
Abstract
Peptides of Crlz-1 nuclear localization signal as mapped to be a short KRAI sequence inhibited the proliferation of germinal center-derived Ramos cells from Burkitt's lymphoma patient. This anti-proliferative effect was mechanistically explained by a cascade of the block of Crlz-1 nuclear movement and consequential failure of CBFβ nuclear mobilization, resulting in the absence of bound Runx/CBFβ heterodimer on the enhancer-promoter of the Bcl-6 GC master gene. As a consequence of this heterodimer absence, the Bcl-6 expression was abolished, leading to the down-regulation of cyclins D1-D3 and the up-regulation of IRF-4, Blimp-1, and IgJ genes. Furthermore, this peptide decreased the production of rRNA in these cells, indicating that the nuclear Crlz-1 as a UTP-3 constituent of ribosomal small subunit processome might be necessary to regulate the biogenesis and/or processing of rRNA, and thereby produce ribosomes necessary for their rapid proliferation. Surprisingly, the KRAI motif peptides had an intrinsic cell-membrane permeability by themselves, and therefore their anti-proliferative and anti-tumor effects were also demonstrated in both the cultured cells and Ramos-xenografted mice just by adding them directly to the culture media or injecting them into tail veins. This definitely paved the prospective road to developing a novel anti-cancer peptide drug against the germinal center-derived B cell lymphoma.
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Affiliation(s)
- Joo Hyun Pi
- Department of Genetics and Biotechnology, College of Life Sciences, Kyung Hee University, 1732 Deogyeong-daero, Giheung, Yongin, Gyeonggi 17104, South Korea
| | - Seung Young Choi
- Department of Genetics and Biotechnology, College of Life Sciences, Kyung Hee University, 1732 Deogyeong-daero, Giheung, Yongin, Gyeonggi 17104, South Korea
| | - Sung-Kyun Park
- Infectious Disease Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon 34141, South Korea
| | - Junghyun Lim
- School of Pharmacy and Institute of New Drug Development, Jeonbuk National University, Jeonju 54896, South Korea
| | - Chang Joong Kang
- Department of Genetics and Biotechnology, College of Life Sciences, Kyung Hee University, 1732 Deogyeong-daero, Giheung, Yongin, Gyeonggi 17104, South Korea
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4
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Engelbrecht E, Stamp BF, Chew L, Sarkar OS, Harter P, Waigel SJ, Rouchka EC, Chariker J, Smolenkov A, Chesney J, McMasters K, Watson CT, Yaddanapudi K. Single-cell transcriptomics of melanoma sentinel lymph nodes identifies immune cell signatures associated with metastasis. JCI Insight 2025; 10:e183080. [PMID: 40048259 PMCID: PMC11981627 DOI: 10.1172/jci.insight.183080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Accepted: 02/25/2025] [Indexed: 04/09/2025] Open
Abstract
The sentinel lymph node (SLN) is the first lymph node encountered by a metastatic cancer cell and serves as a predictor of poor prognosis, as cases with clinically occult SLN metastases are classified as stage III with elevated rates of recurrence and diminished overall survival. However, the dynamics of immune infiltrates in SLNs remain poorly characterized. Here, using an unbiased cellular indexing of transcriptomes and epitopes by sequencing technique, we profiled 97,777 cells from SLN tissues obtained from patients with stages I/II and III cutaneous melanoma. We described the transcriptional programs of a multitude of T, B, and myeloid cell subtypes in SLNs. Based on the proportions of cell types, we determined that SLN subtypes stratified along a naive → activated axis; patients with a "high activated" signature score appeared to be undergoing a robust melanoma antigen-driven adaptive immune response and, thus, could be responsive to immunotherapy. Additionally, we identified transcriptomic signatures of SLN-infiltrating dendritic cell subsets that compromise antitumor immune responses. Our analyses provide valuable insights into tumor-driven immune changes in the SLN tissue, offering a powerful tool for the informed design of immune therapies for patients with high-risk melanoma.
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Affiliation(s)
| | | | - Lewis Chew
- Immuno-Oncology Group, UofL-Health Brown Cancer Center
- Department of Microbiology/Immunology
| | - Omar Sadi Sarkar
- Immuno-Oncology Group, UofL-Health Brown Cancer Center
- Department of Microbiology/Immunology
| | - Phillip Harter
- Immuno-Oncology Group, UofL-Health Brown Cancer Center
- Department of Microbiology/Immunology
| | | | - Eric C. Rouchka
- Department of Biochemistry and Molecular Genetics
- Department of Computer Science and Engineering
| | | | | | - Jason Chesney
- Immuno-Oncology Group, UofL-Health Brown Cancer Center
- UofL-Health Brown Cancer Center
| | | | | | - Kavitha Yaddanapudi
- Immuno-Oncology Group, UofL-Health Brown Cancer Center
- Department of Microbiology/Immunology
- Division of Immunotherapy, Department of Surgery, University of Louisville, Louisville, Kentucky, USA
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5
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Scuoppo C, Ramirez R, Leong SF, Koester M, Mattes ZF, Mendelson K, Diehl J, Abbate F, Gallagher E, Ghamsari L, Vainstein-Haras A, Merutka G, Kappel BJ, Rotolo JA. The C/EBPβ antagonist peptide lucicebtide (ST101) induces macrophage polarization toward a pro-inflammatory phenotype and enhances anti-tumor immune responses. Front Immunol 2025; 16:1522699. [PMID: 40103809 PMCID: PMC11913834 DOI: 10.3389/fimmu.2025.1522699] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2024] [Accepted: 02/05/2025] [Indexed: 03/20/2025] Open
Abstract
Immune-checkpoint inhibitors (ICIs) have shown unprecedented success in a subset of immunogenic tumors, however a host of patients with advanced solid tumors fail to respond well or at all to immunotherapy. Refractory tumors commonly display a tumor microenvironment (TME) rich in immunosuppressive macrophages (M2-like) that suppress adaptive immunity and promote tumor progression. The ability to reprogram macrophages in the TME into an immune-active state holds great promise for enhancing responses to ICIs. Lucicebtide (previously referred to as ST101) is a peptide antagonist of the transcription factor C/EBPβ, a key activator of the transcriptional program in immunosuppressive macrophages. Here we show that lucicebtide exposure reprograms human immunosuppressive M2-like macrophages to a pro-inflammatory M1-like phenotype, restores cytotoxic T cell activation in immunosuppressed co-culture assays in vitro, and further increases T-cell activity in M1-like/T cell co-cultures. In immunocompetent, macrophage-rich triple-negative breast and colorectal cancer models, lucicebtide induces repolarization of tumor-associated macrophages (TAMs) to a pro-inflammatory M1-like phenotype and suppresses tumor growth. Lucicebtide synergizes with anti-PD-1 therapy and overcomes resistance to checkpoint inhibition in anti-PD-1-refractory tumors, but in vivo responses are impaired by systemic macrophage depletion, indicating that macrophage reprogramming is integral to lucicebtide activity. These results identify lucicebtide as a novel immunomodulator that reprograms immunosuppressive macrophage populations to enhance anti-tumor activity and suggests its utility for combination strategies in cancers with poor response to ICIs.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | | | - Jim A. Rotolo
- Sapience Therapeutics, Inc., Tarrytown, NY, United States
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6
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Naoi Y, Ennishi D. Understanding the intrinsic biology of diffuse large B-cell lymphoma: recent advances and future prospects. Int J Hematol 2025; 121:321-325. [PMID: 38727950 DOI: 10.1007/s12185-024-03780-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2024] [Revised: 04/08/2024] [Accepted: 04/16/2024] [Indexed: 02/26/2025]
Abstract
Diffuse large B-cell lymphoma (DLBCL) is the most common type of lymphoid tumor, and accounts for approximately 30-40% of non-Hodgkin lymphomas. Although the prognosis has significantly improved with the advent of rituximab combination chemotherapy in the early 2000s, recurrence still occurs in about 40% of cases. Even though chemotherapy with increased dose-intensity is used in recurrent cases, the prognosis of such patients remains poor. Thus, the development of personalized medicine, including molecular-targeted drugs, is required to improve the prognosis of DLBCL patients, and further understanding of the molecular pathogenesis of DLBCL is essential for this purpose. With recent advances in genetic analysis technology, unknown genetic abnormalities and gene expression patterns have been discovered, and based on these discoveries, progress is being made in elucidating and subdividing molecular pathologies. This article summarizes recent findings regarding molecular pathogenesis in DLBCL using transcriptome and genomics technologies, and outlines the path to personalized medicine.
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MESH Headings
- Humans
- Lymphoma, Large B-Cell, Diffuse/genetics
- Lymphoma, Large B-Cell, Diffuse/pathology
- Lymphoma, Large B-Cell, Diffuse/drug therapy
- Lymphoma, Large B-Cell, Diffuse/diagnosis
- Lymphoma, Large B-Cell, Diffuse/therapy
- Precision Medicine
- Prognosis
- Gene Expression Profiling
- Transcriptome
- Genomics
- Gene Expression Regulation, Neoplastic
- Molecular Targeted Therapy
- Rituximab
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Affiliation(s)
- Yusuke Naoi
- Center for Comprehensive Genomic Medicine, Okayama University Hospital, 2-5-1, Shikata-cho, Kita-ku, Okayama, Japan
| | - Daisuke Ennishi
- Center for Comprehensive Genomic Medicine, Okayama University Hospital, 2-5-1, Shikata-cho, Kita-ku, Okayama, Japan.
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7
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Wang S, Chen H, Dai B, Zheng K, Zheng J, Zhu Y, Yuan Y, Ding T, Wang Q, Xie L, Feng R, Zhu F, Xiang J, Ding W, Ding H, Li Y, Gu X, Wu K, Yuan Y, Song J, Zhuang D, Zhong H, Wu H, Mao Y, Chen T. Comparison of differences in transcriptional and genetic profiles between intra-central nervous system and extra-central nervous system large B-cell lymphoma. Neoplasia 2025; 60:101119. [PMID: 39733690 PMCID: PMC11743917 DOI: 10.1016/j.neo.2024.101119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Accepted: 12/19/2024] [Indexed: 12/31/2024]
Abstract
Primary central nervous system diffused large B-cell lymphoma (PCNS-DLBCL) is a rare type of non-Hodgkin lymphoma restricted to the central nervous system (CNS). To explore its specific pathogenesis and therapeutic targets, we performed multi-omics sequencing on tumor samples from patients diagnosed with PCNS-DLBCL, secondary CNS-DLBCL or extracranial (ec) DLBCL.By single-cell RNA sequencing, highly proliferated and dark zone (DZ)-related B cell subclusters, MKI67_B1, PTTG1_B2 and BTG1_B3, were predominant significantly in PCNS-DLBCL. Compared to SCNS-DLBCL and ecDLBCL, an immune-suppressive tumor microenvironment was observed in PCNS-DLBCL by analysis of immune-stimulating/inhibitory ligand‒receptor (L-R) pairs. By performing whole-exome sequencing in 93 patients, mutations enriched in BCR-NFkB and TLR pathways and the cooperation of these two pathways were found to be predominant in PCNS-DLBCL comparing to nonGCB-ecDLBCL. In summary, our study provides comprehensive insights into the transcriptomic and genetic characteristics of PCNS-DLBCL in contrast to ecDLBCL and will help dissect the oncogenic mechanism of this disease.
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Affiliation(s)
- Shu Wang
- Department of Hematology, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Hong Chen
- Department of Pathology, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Bo Dai
- Department of Hematology, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Kang Zheng
- Department of Neurosurgery, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Jiajun Zheng
- Department of Neurosurgery, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Yuqi Zhu
- Department of Radiology, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Yan Yuan
- Department of Hematology, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Tianling Ding
- Department of Hematology, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Qian Wang
- Department of Hematology, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Liqian Xie
- Department of Neurosurgery, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Rui Feng
- Department of Neurosurgery, Huashan Hospital, Fudan University, Shanghai 200040, PR China; National Center for Neurological Disorders, Huashan Hospital, Fudan University, Shanghai 200040, PR China; Neurosurgical Institute of Fudan University, Huashan Hospital, Shanghai 200040, PR China
| | - Fengping Zhu
- Department of Neurosurgery, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Jianbin Xiang
- Department of General Surgery, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Weiqun Ding
- Department of Gastroenterology, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Hong Ding
- Department of Ultrasound, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Yuan Li
- Department of Radiology, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Xiaodong Gu
- Department of Gastrointestinal Surgery, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Kunpeng Wu
- Department of Hematology, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Yifan Yuan
- Department of Neurosurgery, Huashan Hospital, Fudan University, Shanghai 200040, PR China; National Center for Neurological Disorders, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Jianping Song
- Department of Neurosurgery, Huashan Hospital, Fudan University, Shanghai 200040, PR China; National Center for Neurological Disorders, Huashan Hospital, Fudan University, Shanghai 200040, PR China; Neurosurgical Institute of Fudan University, Huashan Hospital, Shanghai 200040, PR China; Shanghai Clinical Medical Center of Neurosurgery, Shanghai 200040, PR China; Shanghai Key Laboratory of Brain Function Restoration and Neural Regeneration, Shanghai 200040, PR China
| | - Dongxiao Zhuang
- Department of Neurosurgery, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Haoshu Zhong
- Department of Hematology, Huashan Hospital, Fudan University, Shanghai 200040, PR China
| | - Hanfeng Wu
- Department of Neurosurgery, Shanghai Gamma Hospital, Shanghai 200235, PR China.
| | - Ying Mao
- Department of Neurosurgery, Huashan Hospital, Fudan University, Shanghai 200040, PR China.
| | - Tong Chen
- Department of Hematology, Huashan Hospital, Fudan University, Shanghai 200040, PR China.
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8
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Zhang J, Mizuuchi Y, Ohuchida K, Hisano K, Shimada Y, Katayama N, Tsutsumi C, Tan BC, Nagayoshi K, Tamura K, Fujimoto T, Ikenaga N, Nakata K, Oda Y, Nakamura M. Exploring the tumor microenvironment of colorectal cancer patients post renal transplantation by single-cell analysis. Cancer Sci 2025; 116:500-512. [PMID: 39623744 PMCID: PMC11786312 DOI: 10.1111/cas.16409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2024] [Revised: 10/26/2024] [Accepted: 11/08/2024] [Indexed: 02/02/2025] Open
Abstract
Patients with colorectal cancer (CRC) following renal transplantation require long-term immunosuppressants to prevent graft rejection. However, the impact of these immunosuppressants on the tumor immune microenvironment and the roles of immune cells within it remain poorly understood. We conducted comprehensive single-cell RNA sequencing on tumor and normal tissues from four CRC patients post renal transplantation and compared these with published data from 23 non-transplant CRC patients. We set four groups for detailed comparative analysis based on the renal transplantation status and tissue origin: non-renal transplantation normal (nRT_Normal), non-renal transplantation tumor (nRT_Tumor), renal transplantation normal (RT_Normal), renal transplantation tumor (RT_Tumor). Our analysis revealed significant tumor immune microenvironment landscape alterations in the transplantation group. CD8+effector T cells of RT_Tumor showed significantly diminished cytotoxicity and tumor neoantigen recognition (p < 0.0001), while CD4+FOXP3 regulatory T cells of RT_Tumor displayed a higher inhibitory score (p < 0.05), indicating preserved immunomodulatory potential compared with non-transplant CRC. Notably, significantly increased CTLA4 expression in T cells of RT_Tumor was found and testified (p < 0.05). Our findings provide novel mechanistic insights for understanding the immune landscape in renal transplant recipients with CRC and pave the way for potential immunotherapeutic strategies that may improve survival and quality of life for this patient population.
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Affiliation(s)
- Jinghui Zhang
- Department of Surgery and Oncology, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Yusuke Mizuuchi
- Department of Surgery and Oncology, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Kenoki Ohuchida
- Department of Surgery and Oncology, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
- Department of Advanced Medical Initiatives, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Kyoko Hisano
- Department of Surgery and Oncology, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Yuki Shimada
- Department of Surgery and Oncology, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
- Department of Anatomical Pathology, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Naoki Katayama
- Department of Surgery and Oncology, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Chikanori Tsutsumi
- Department of Surgery and Oncology, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Bryan C. Tan
- Department of Surgery and Oncology, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Kinuko Nagayoshi
- Department of Surgery and Oncology, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Koji Tamura
- Department of Surgery and Oncology, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Takaaki Fujimoto
- Department of Surgery and Oncology, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Naoki Ikenaga
- Department of Surgery and Oncology, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Kohei Nakata
- Department of Surgery and Oncology, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Yoshinao Oda
- Department of Anatomical Pathology, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Masafumi Nakamura
- Department of Surgery and Oncology, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
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9
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Coates ML, Richoz N, Tuong ZK, Bowyer GS, Lee CYC, Ferdinand JR, Gillman E, McClure M, Dratva L, Teichmann SA, Jayne DR, Di Marco Barros R, Stewart BJ, Clatworthy MR. Temporal profiling of human lymphoid tissues reveals coordinated defense against viral challenge. Nat Immunol 2025; 26:215-229. [PMID: 39890933 PMCID: PMC11785532 DOI: 10.1038/s41590-024-02064-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Accepted: 12/10/2024] [Indexed: 02/03/2025]
Abstract
Adaptive immunity is generated in lymphoid organs, but how these structures defend themselves during infection in humans is unknown. The nasal epithelium is a major site of viral entry, with adenoid nasal-associated lymphoid tissue (NALT) generating early adaptive responses. In the present study, using a nasopharyngeal biopsy technique, we investigated longitudinal immune responses in NALT after a viral challenge, using severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection as a natural experimental model. In acute infection, infiltrating monocytes formed a subepithelial and perifollicular shield, recruiting neutrophil extracellular trap-forming neutrophils, whereas tissue macrophages expressed pro-repair molecules during convalescence to promote the restoration of tissue integrity. Germinal center B cells expressed antiviral transcripts that inversely correlated with fate-defining transcription factors. Among T cells, tissue-resident memory CD8 T cells alone showed clonal expansion and maintained cytotoxic transcriptional programs into convalescence. Together, our study provides unique insights into how human nasal adaptive immune responses are generated and sustained in the face of viral challenge.
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Affiliation(s)
- Matthew L Coates
- Department of Medicine, Molecular Immunity Unit, University of Cambridge, Cambridge, UK
- Cambridge Institute for Therapeutic Immunology and Infectious Diseases, Cambridge, UK
| | - Nathan Richoz
- Department of Medicine, Molecular Immunity Unit, University of Cambridge, Cambridge, UK
- Cambridge Institute for Therapeutic Immunology and Infectious Diseases, Cambridge, UK
| | - Zewen K Tuong
- Department of Medicine, Molecular Immunity Unit, University of Cambridge, Cambridge, UK
- Cambridge Institute for Therapeutic Immunology and Infectious Diseases, Cambridge, UK
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, UK
| | - Georgina S Bowyer
- Department of Medicine, Molecular Immunity Unit, University of Cambridge, Cambridge, UK
- Cambridge Institute for Therapeutic Immunology and Infectious Diseases, Cambridge, UK
| | - Colin Y C Lee
- Department of Medicine, Molecular Immunity Unit, University of Cambridge, Cambridge, UK
- Cambridge Institute for Therapeutic Immunology and Infectious Diseases, Cambridge, UK
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, UK
| | - John R Ferdinand
- Department of Medicine, Molecular Immunity Unit, University of Cambridge, Cambridge, UK
| | - Eleanor Gillman
- Department of Medicine, Molecular Immunity Unit, University of Cambridge, Cambridge, UK
- Cambridge Institute for Therapeutic Immunology and Infectious Diseases, Cambridge, UK
| | - Mark McClure
- Department of Medicine, Molecular Immunity Unit, University of Cambridge, Cambridge, UK
- Cambridge Institute for Therapeutic Immunology and Infectious Diseases, Cambridge, UK
| | - Lisa Dratva
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, UK
- Cambridge Stem Cell Institute, Cambridge, UK
| | - Sarah A Teichmann
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, UK
- Cambridge Stem Cell Institute, Cambridge, UK
| | - David R Jayne
- Cambridge Institute for Therapeutic Immunology and Infectious Diseases, Cambridge, UK
| | | | - Benjamin J Stewart
- Department of Medicine, Molecular Immunity Unit, University of Cambridge, Cambridge, UK
- Cambridge Institute for Therapeutic Immunology and Infectious Diseases, Cambridge, UK
| | - Menna R Clatworthy
- Department of Medicine, Molecular Immunity Unit, University of Cambridge, Cambridge, UK.
- Cambridge Institute for Therapeutic Immunology and Infectious Diseases, Cambridge, UK.
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, UK.
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10
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Bret C, Desmots-Loyer F, Moreaux J, Fest T. BHLHE41, a transcriptional repressor involved in physiological processes and tumor development. Cell Oncol (Dordr) 2025; 48:43-66. [PMID: 39254779 PMCID: PMC11850569 DOI: 10.1007/s13402-024-00973-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/11/2024] [Indexed: 09/11/2024] Open
Abstract
BHLHE41 is a nuclear transcriptional repressor that belongs to the basic helix-loop-helix protein superfamily. BHLHE41 expression tends to be restricted to specific tissues and is regulated by environmental cues and biological events. BHLHE41 homodimerizes or heterodimerizes with various partners, influencing its transcription factor function. BHLHE41 is involved in the regulation of many physiological processes implicated in tissue/organ homeostasis, such as myogenesis, adipogenesis, circadian rhythms and DNA repair. At cellular level, BHLHE41 is involved in the regulation of mesenchymal stem cell properties, tissue-specific macrophage functions and lymphoid lineage physiology. In several cancer types, BHLHE41 modulates the expression of different transcriptional programs influencing cell cycle control, apoptosis, invasiveness, epithelial to mesenchymal transition and hypoxia response in the tumor environment. Depending on the cancer cell type, BHLHE41 can act as a tumor suppressor or an oncogene, and could be a target for innovative therapies. This review summarizes the available knowledge on BHLHE41 structure, biological functions, regulation and potential partners, as well as its role in physiological processes, and its implication in major cancer steps.
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Affiliation(s)
- Caroline Bret
- Department of Biological Hematology, CHU Montpellier, Montpellier, 34295, France.
- Faculty of Medicine of Montpellier and Nîmes, University of Montpellier, Montpellier, 34090, France.
- Institute of Human Genetics, UMR 9002 CNRS-UM, Montpellier, 34396, France.
| | - Fabienne Desmots-Loyer
- UMR 1236, University of Rennes 1, INSERM, Établissement Français du Sang Bretagne, Rennes, France.
- Pôle de Biologie, Rennes University Medical Center, Rennes, France.
| | - Jérôme Moreaux
- Department of Biological Hematology, CHU Montpellier, Montpellier, 34295, France.
- Faculty of Medicine of Montpellier and Nîmes, University of Montpellier, Montpellier, 34090, France.
- Institute of Human Genetics, UMR 9002 CNRS-UM, Montpellier, 34396, France.
- Institut Universitaire de France, Paris, France.
| | - Thierry Fest
- UMR 1236, University of Rennes 1, INSERM, Établissement Français du Sang Bretagne, Rennes, France.
- Pôle de Biologie, Rennes University Medical Center, Rennes, France.
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11
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Guan X, Wang Y, Fang T, Wang J, Li R, Hao M, Qiu L. Lymphoma cell-driven IL-16 is expressed in activated B-cell-like diffuse large B-cell lymphomas and regulates the pro-tumor microenvironment. Haematologica 2025; 110:425-438. [PMID: 39323416 PMCID: PMC11788625 DOI: 10.3324/haematol.2024.285304] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Accepted: 09/19/2024] [Indexed: 09/27/2024] Open
Abstract
The activated B-cell-like subtype of diffuse large B-cell lymphoma (ABC-DLBCL) displays a worse outcome than the germinal center B-cell-like subtype (GCB-DLBCL). Currently, targeting the tumor microenvironment (TME) is the most promising approach to cure DLBCL with profound molecular heterogeneity; however, the factors affecting the tumor-promoting TME of ABC-DLBCL remain elusive. Here, cytokine interleukin-16 (IL-16) is expressed in tumor cells of ABC-DLBCL and secreted by the cleavage of active caspase-3. The serum IL-16 levels are not only a sensitive marker of treatment response, but also positively correlated with unfavorable prognosis in DLBCL patients. While IL-16 shows few direct promotional effects on tumor cell growth in vitro, its bioactive form significantly promotes tumor progression in vivo. Mechanically, IL-16 increases the infiltration of macrophages by the chemotaxis of CD4+ monocytes in the TME, enhancing angiogenesis and the expression of cytokine IL-6 and IL-10, as well as decreasing T-cell infiltration to accelerate tumor progression. This study demonstrates that IL-16 exerts a novel role in co-ordinating the bidirectional interactions between tumor progression and the TME. IMM0306, a fusion protein of CD20 mAb with the CD47 binding domain of SIRPα, reverses the tumor-promoting effects of IL-16, providing new insights into treatment strategy in ABC-DLBCL.
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MESH Headings
- Tumor Microenvironment/immunology
- Humans
- Lymphoma, Large B-Cell, Diffuse/pathology
- Lymphoma, Large B-Cell, Diffuse/metabolism
- Lymphoma, Large B-Cell, Diffuse/genetics
- Lymphoma, Large B-Cell, Diffuse/mortality
- Interleukin-16/genetics
- Interleukin-16/metabolism
- Mice
- Animals
- Gene Expression Regulation, Neoplastic
- B-Lymphocytes/metabolism
- B-Lymphocytes/pathology
- B-Lymphocytes/immunology
- Prognosis
- Cell Line, Tumor
- Female
- Male
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Affiliation(s)
- Xuwen Guan
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin 300020, China; Tianjin Institutes of Health Science, Tianjin 301600, China.; Department of Hematology, Tianjin First Central Hospital, Tianjin, 300192, China.; Department of Hematology, Nankai University Affiliated First Central Hospital, Tianjin, 300192
| | - Yi Wang
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin 300020, China; Tianjin Institutes of Health Science, Tianjin 301600
| | - Teng Fang
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin 300020, China; Tianjin Institutes of Health Science, Tianjin 301600
| | - Jingya Wang
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, PR China; Key Laboratory of Cancer Prevention and Therapy, Tianjin, PR China; Tianjin's Clinical Research Center for Cancer, PR China; Department of Thoracic Oncology, Tianjin Lung Cancer Center, Tianjin Cancer Institute and Hospital, Tianjin Medical University, Tianjin, 300060, PR China
| | - Ru Li
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin 300020, China; Tianjin Institutes of Health Science, Tianjin 301600
| | - Mu Hao
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin 300020, China; Tianjin Institutes of Health Science, Tianjin 301600.
| | - Lugui Qiu
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin 300020, China; Tianjin Institutes of Health Science, Tianjin 301600.
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12
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Holmes AB, Corinaldesi C, Basso K. Single-Cell Transcriptomic Analysis of Normal and Malignant B Cells. Methods Mol Biol 2025; 2865:347-374. [PMID: 39424732 DOI: 10.1007/978-1-0716-4188-0_15] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2024]
Abstract
In the past decade, single-cell (sc) transcriptomics has overcome the limitations of bulk analysis by measuring gene expression in individual cells, not just a population average. This can identify diverse cell types and states within a sample with high resolution, even without prior purification. Various technologies exist, each with its own capture, barcoding, and library preparation methods. This chapter focuses on the analysis of normal and malignant mature B cells using the 10× Genomics 5' sc-gene expression in parallel with B cell immune repertoire profiling. By integrating the gene expression data from similar cells, the complete transcriptome for each population can be reconstructed, while the identification of the expressed immunoglobulin genes allows investigating clonotype evolution and the detection of tumor clones that share the same clonally rearranged B cell receptor sequence. Researchers are guided through both the experimental protocols and data analysis with a comprehensive, step-by-step walkthrough of how to use some of the more popular single-cell software tools.
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Affiliation(s)
- Antony B Holmes
- Institute for Cancer Genetics, Columbia University, New York, NY, USA
| | | | - Katia Basso
- Institute for Cancer Genetics and Department of Pathology & Cell Biology, Columbia University, New York, NY, USA.
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13
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Müller-Durovic B, Jäger J, Bantug GR, Hess C. Epstein-Barr virus hijacks B cell metabolism to establish persistent infection and drive pathogenesis. Trends Immunol 2025; 46:7-16. [PMID: 39709272 DOI: 10.1016/j.it.2024.11.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2024] [Revised: 11/08/2024] [Accepted: 11/19/2024] [Indexed: 12/23/2024]
Abstract
When B cells engage in an immune response, metabolic reprogramming is key to meeting cellular energetic and biosynthetic demands. Epstein-Barr virus (EBV) is a highly prevalent gamma-herpesvirus, latently infecting B cells for the human host's lifetime. By hijacking signaling pathways of T cell-dependent humoral immunity, EBV activates B cells in a T cell-independent manner, forcing lymphoblastoid transformation. Interlinked with this coercion of signaling pathways, EBV has also evolved strategies to manipulate B cell metabolism. In this opinion article we integrate recent findings from studies of B cell metabolic reprogramming after EBV infection and during antigen-specific activation, respectively. We hypothesize that defining EBV host-cell metabolic vulnerabilities that differ from pathways required for B cell immunity might uncover novel therapeutic targets against EBV-related diseases.
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Affiliation(s)
- Bojana Müller-Durovic
- Center of Experimental Rheumatology, Department of Rheumatology, University Hospital and University of Zürich, Zürich, Switzerland.
| | - Jessica Jäger
- Immunobiology Laboratory, Department of Biomedicine, University of Basel and University Hospital of Basel, Basel, Switzerland
| | - Glenn R Bantug
- Immunobiology Laboratory, Department of Biomedicine, University of Basel and University Hospital of Basel, Basel, Switzerland
| | - Christoph Hess
- Immunobiology Laboratory, Department of Biomedicine, University of Basel and University Hospital of Basel, Basel, Switzerland; Cambridge Institute of Therapeutic Immunology and Infectious Disease (CITIID), Department of Medicine, University of Cambridge, Cambridge, UK
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14
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Knittel G, Reinhardt HC. Genetic Mouse Models of Lymphomas. Methods Mol Biol 2025; 2865:411-428. [PMID: 39424735 DOI: 10.1007/978-1-0716-4188-0_18] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2024]
Abstract
Mouse models are an indispensable tool in lymphoma research. Here, we focus on the utilization of genetically engineered mouse models as preclinical avatars in lymphoma research. We describe lymphoma-relevant alleles and allele combinations, as well as general considerations for model selection. We further illustrate concepts of gene targeting and model design and provide guidelines for breeding strategies and colony maintenance.
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Affiliation(s)
- Gero Knittel
- University Hospital Essen, Department of Hematology and Stem Cell Transplantation, West German Cancer Center, German Cancer Consortium Partner Site Essen, Center for Molecular Biotechnology, University of Duisburg-Essen, Essen, Germany.
| | - Hans Christian Reinhardt
- University Hospital Essen, Department of Hematology and Stem Cell Transplantation, West German Cancer Center, German Cancer Consortium Partner Site Essen, Center for Molecular Biotechnology, University of Duisburg-Essen, Essen, Germany
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15
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Collin M, Gagey G, Shanmugam V, Louissaint A, Okosun J, Sarkozy C, Nadel B. Follicular lymphoma research: an open dialogue for a collaborative roadmap. Histopathology 2025; 86:79-93. [PMID: 39468961 PMCID: PMC11648361 DOI: 10.1111/his.15344] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2024] [Accepted: 09/20/2024] [Indexed: 10/30/2024]
Abstract
Follicular lymphoma (FL) is the second most common type of lymphoma (20% of all non-Hodgkin lymphomas), derived from germinal centre (GC) B cells, and is characterised by its significant clinical, prognostic and biological heterogeneity, leading to complexity in management. Despite significant biological investigation and indisputable clinical progress since the advent of the immunotherapy era more than 20 years ago, much remains to be done to understand and cure this lymphoma. Today, FL is metaphorically a giant puzzle on the table with patches of sky, landscape and foliage clearly appearing. However, many of the remaining pieces are held by various stakeholders (e.g. clinicians, pathologists, researchers, drug developers) without global agreement on what the gaps are, or any clear blueprint on how to solve the puzzle of understanding the heterogeneity of this disease and create curative and tailored therapies. With the advent of new investigation and drug technologies, together with recent advances in our capacity to manage big data, the time seems ripe for a change of scale. More than ever, this will require collaboration between and within all stakeholders to overcome the current bottlenecks in the field. As for every investigator, we acknowledge that this first draft is necessarily biased, incomplete and some FL expert readers might recognise some remaining gaps not addressed. We hope they will reply to make this effort a collaborative one to assemble all the pieces in the most ideal fashion. As such, this review intends to be a first step and an interactive platform to a collaborative roadmap towards better understanding and care of FL.
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Affiliation(s)
- Mélanie Collin
- Aix‐Marseille University, CNRS, INSERM, Centre d'Immunologie de Marseille‐LuminyMarseilleFrance
| | - Guillemette Gagey
- Aix‐Marseille University, CNRS, INSERM, Centre d'Immunologie de Marseille‐LuminyMarseilleFrance
| | - Vignesh Shanmugam
- Department of PathologyBrigham and Women's HospitalBostonMAUSA
- Cancer ProgramBroad Institute of MIT and HarvardCambridgeMAUSA
| | - Abner Louissaint
- Department of PathologyMassachusetts General HospitalBostonMAUSA
- Krantz Family Center for Cancer ResearchMassachusetts General HospitalBostonMAUSA
| | - Jessica Okosun
- Barts Cancer Institute, Queen Mary University of LondonLondonUK
| | - Clementine Sarkozy
- Hematology DepartmentInstitut Curie, Saint Cloud, France and LITO, U1288, Université Versailles Saint Quentin en YvelineSaint Quentin en YvelineFrance
| | - Bertrand Nadel
- Aix‐Marseille University, CNRS, INSERM, Centre d'Immunologie de Marseille‐LuminyMarseilleFrance
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16
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Corinaldesi C, Holmes AB, Martire G, Tosato A, Rizzato D, Lovisa F, Gallingani I, Shen Q, Ferrone L, Harris M, Davies K, Molinaro L, Mortara U, Dei Tos AP, Ofori K, D'Amore ESG, Chiarle R, Ngan B, Carraro E, Pillon M, Hussein S, Bhagat G, Pizzi M, Mussolin L, Basso K. Single-cell transcriptomics of pediatric Burkitt lymphoma reveals intra-tumor heterogeneity and markers of therapy resistance. Leukemia 2025; 39:189-198. [PMID: 39424708 PMCID: PMC11717704 DOI: 10.1038/s41375-024-02431-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2024] [Revised: 09/08/2024] [Accepted: 09/27/2024] [Indexed: 10/21/2024]
Abstract
Burkitt lymphoma (BL) is the most frequent B-cell lymphoma in pediatric patients. While most patients are cured, a fraction of them are resistant to therapy. To investigate BL heterogeneity and the features distinguishing therapy responders (R) from non-responders (NR), we analyzed by single-cell (sc)-transcriptomics diagnostic EBV-negative BL specimens. Analysis of the non-tumor component revealed a predominance of immune cells and a small representation of fibroblasts, enriched in NR. Tumors displayed patient-specific features, as well as shared subpopulations that expressed transcripts related to cell cycle, signaling pathways and cell-of-origin signatures. Several transcripts were differentially expressed in R versus NR. The top candidate, Tropomyosin 2 (TPM2), a member of the tropomyosin actin filament binding protein family, was confirmed to be significantly higher in NR both at the transcript and protein level. Stratification of patients based on TPM2 expression at diagnosis significantly correlated with prognosis, independently of TP53 mutations. These results indicate that BL displays transcriptional heterogeneity and identify candidate biomarkers of therapy resistance.
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Affiliation(s)
| | - Antony B Holmes
- Institute for Cancer Genetics, Columbia University, New York, NY, USA
| | - Gaia Martire
- Maternal and Child Health Department, University-Hospital of Padova, Padova, Italy
- Istituto di Ricerca Pediatrica Citta' della Speranza, Padova, Italy
| | - Anna Tosato
- Institute for Cancer Genetics, Columbia University, New York, NY, USA
- Maternal and Child Health Department, University-Hospital of Padova, Padova, Italy
- Istituto di Ricerca Pediatrica Citta' della Speranza, Padova, Italy
| | - Domenico Rizzato
- Maternal and Child Health Department, University-Hospital of Padova, Padova, Italy
| | - Federica Lovisa
- Istituto di Ricerca Pediatrica Citta' della Speranza, Padova, Italy
| | - Ilaria Gallingani
- Maternal and Child Health Department, University-Hospital of Padova, Padova, Italy
- Istituto di Ricerca Pediatrica Citta' della Speranza, Padova, Italy
| | - Qiong Shen
- Institute for Cancer Genetics, Columbia University, New York, NY, USA
| | - Lavinia Ferrone
- Maternal and Child Health Department, University-Hospital of Padova, Padova, Italy
- Istituto di Ricerca Pediatrica Citta' della Speranza, Padova, Italy
| | - Marian Harris
- Department of Pathology, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | | | - Luca Molinaro
- Department of Medical Science, University of Torino, Torino, Italy
| | - Umberto Mortara
- Department of Medical Science, University of Torino, Torino, Italy
| | - Angelo Paolo Dei Tos
- General Pathology and Cytopathology Unit, Department of Medicine-DMED, University-Hospital of Padova, Padova, Italy
| | - Kenneth Ofori
- Department of Pathology & Cell Biology, Columbia University, New York, NY, USA
| | | | - Roberto Chiarle
- Department of Pathology, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
- Department of Molecular Biotechnology and Health Sciences, University of Torino, Torino, Italy
- European Institute of Oncology IRCCS, Division of Hematopathology, Milan, Italy
| | - Bo Ngan
- Hospital for Sick Children (SickKids), Toronto, ON, Canada
| | - Elisa Carraro
- Maternal and Child Health Department, University-Hospital of Padova, Padova, Italy
| | - Marta Pillon
- Maternal and Child Health Department, University-Hospital of Padova, Padova, Italy
| | - Shafinaz Hussein
- Department of Pathology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Govind Bhagat
- Department of Pathology & Cell Biology, Columbia University, New York, NY, USA
- Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY, USA
| | - Marco Pizzi
- General Pathology and Cytopathology Unit, Department of Medicine-DMED, University-Hospital of Padova, Padova, Italy
| | - Lara Mussolin
- Maternal and Child Health Department, University-Hospital of Padova, Padova, Italy.
- Istituto di Ricerca Pediatrica Citta' della Speranza, Padova, Italy.
| | - Katia Basso
- Institute for Cancer Genetics, Columbia University, New York, NY, USA.
- Department of Pathology & Cell Biology, Columbia University, New York, NY, USA.
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17
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Laurent C, Trisal P, Tesson B, Seth S, Beyou A, Roulland S, Lesne B, Van Acker N, Cerapio JP, Chartier L, Guille A, Stokes ME, Huang CC, Huet S, Gandhi AK, Morschhauser F, Xerri L. Follicular lymphoma comprises germinal center-like and memory-like molecular subtypes with prognostic significance. Blood 2024; 144:2503-2516. [PMID: 39374535 DOI: 10.1182/blood.2024024496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2024] [Revised: 08/08/2024] [Accepted: 08/09/2024] [Indexed: 10/09/2024] Open
Abstract
ABSTRACT A robust prognostic and biological classification for newly diagnosed follicular lymphoma (FL) using molecular profiling remains challenging. FL tumors from patients treated in the RELEVANCE trial with rituximab-chemotherapy (R-chemo) or rituximab-lenalidomide (R2) were analyzed using RNA sequencing, DNA sequencing, immunohistochemistry (IHC), and/or fluorescence in situ hybridization. Unsupervised gene clustering identified 2 gene expression signatures (GSs) enriched in normal memory (MEM) B cells and germinal center (GC) B-cell signals, respectively. These 2 GSs were combined into a 20-gene predictor (FL20) to classify patients into MEM-like (n = 160) or GC-like (n = 164) subtypes, which also displayed different mutational profiles. In the R-chemo arm, patients with MEM-like FL had significantly shorter progression-free survival (PFS) than patients with GC-like FL (hazard ratio [HR], 2.13; P = .0023). In the R2 arm, both subtypes had comparable PFS, demonstrating that R2 has a benefit over R-chemo for patients with MEM-like FL (HR, 0.54; P = .011). The prognostic value of FL20 was validated in an independent FL cohort with R-chemo treatment (GSE119214 [n = 137]). An IHC algorithm (FLcm) that used FOXP1, LMO2, CD22, and MUM1 antibodies was developed with significant prognostic correlation with FL20. These data indicate that FL tumors can be classified into MEM-like and GC-like subtypes that are biologically distinct and clinically different in their risk profile. The FLcm assay can be used in routine clinical practice to identify patients with MEM-like FL who might benefit from therapies other than R-chemo, such as the R2 combination. This trial was registered at www.clinicaltrials.gov as #NCT01476787 and #NCT01650701.
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Affiliation(s)
- Camille Laurent
- Department of Bio-Pathology, Institut Universitaire Cancer-Oncopole, Centre de Recherches en Cancérologie de Toulouse INSERM U1037, Toulouse, France
| | - Preeti Trisal
- Division of Hematology Translational Medicine, Bristol Myers Squibb, Summit, NJ
| | - Bruno Tesson
- Department of Statistics, Lymphoma Study Association Clinical Research, Pierre Bénite, France
| | - Sahil Seth
- Division of Integrative Predictive Sciences, Bristol Myers Squibb, Cambridge, MA
| | - Alicia Beyou
- Centre d'Immunologie de Marseille-Luminy, Aix-Marseille University, Centre National de la Recherche Scientifique, INSERM, Marseille, France
| | - Sandrine Roulland
- Centre d'Immunologie de Marseille-Luminy, Aix-Marseille University, Centre National de la Recherche Scientifique, INSERM, Marseille, France
| | - Bastien Lesne
- Department of Statistics, Lymphoma Study Association Clinical Research, Pierre Bénite, France
| | - Nathalie Van Acker
- Department of Bio-Pathology, Institut Universitaire Cancer-Oncopole, Centre de Recherches en Cancérologie de Toulouse INSERM U1037, Toulouse, France
| | - Juan-Pablo Cerapio
- Department of Bio-Pathology, Institut Universitaire Cancer-Oncopole, Centre de Recherches en Cancérologie de Toulouse INSERM U1037, Toulouse, France
| | - Loïc Chartier
- Department of Statistics, Lymphoma Study Association Clinical Research, Pierre Bénite, France
| | - Arnaud Guille
- Department of Predictive Oncology, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille, Marseille, France
| | - Matthew E Stokes
- Integrative Predictive Sciences, Bristol Myers Squibb, Summit, NJ
| | - C Chris Huang
- Division of Hematology Translational Medicine, Bristol Myers Squibb, Summit, NJ
| | - Sarah Huet
- Department of Hematology, Hospices Civils De Lyon, Pierre Bénite, France
| | - Anita K Gandhi
- Division of Hematology Translational Medicine, Bristol Myers Squibb, Summit, NJ
| | | | - Luc Xerri
- Department of Pathology, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille, Aix-Marseille University, Marseille, France
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18
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Wiarda JE, Shircliff AL, Becker SR, Stasko JB, Sivasankaran SK, Ackermann MR, Loving CL. Conserved B cell signaling, activation, and differentiation in porcine jejunal and ileal Peyer's patches despite distinct immune landscapes. Mucosal Immunol 2024; 17:1222-1241. [PMID: 39147277 DOI: 10.1016/j.mucimm.2024.08.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Revised: 08/01/2024] [Accepted: 08/08/2024] [Indexed: 08/17/2024]
Abstract
Peyer's patches (PPs) are B cell-rich sites of intestinal immune induction, yet PP-associated B cell signaling, activation, and differentiation are poorly defined. Single-cell and spatial transcriptomics were completed to study B cells from porcine jejunum and ileum containing PPs. Intestinal locations had distinct immune landscapes, including more follicular B cells in ileum and increased MHC-II-encoding gene expression in jejunal B cells. Despite distinct landscapes, conserved B cell dynamics were detected across intestinal locations, including B cell signaling to CD4+ macrophages that are putative phagocytic, cytotoxic, effector cells and deduced routes of B cell activation/differentiation, including resting B cells migrating into follicles to replicate/divide or differentiate into antibody-secreting cells residing in intestinal crypts. A six-biomarker panel recapitulated transcriptomics findings of B cell phenotypes, frequencies, and spatial locations via ex vivo and in situ staining. Findings convey conserved B cell dynamics across intestinal locations containing PPs, despite location-specific immune environments. Results establish a benchmark of B cell dynamics for understanding intestinal immune induction important to promoting gut/overall health.
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Affiliation(s)
- Jayne E Wiarda
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA; Oak Ridge Institute for Science and Education, Agricultural Research Service Participation Program, Oak Ridge, TN, USA
| | - Adrienne L Shircliff
- Microscopy Services Laboratory, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA
| | - Sage R Becker
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA; Oak Ridge Institute for Science and Education, Agricultural Research Service Participation Program, Oak Ridge, TN, USA; Immunobiology Graduate Program, Iowa State University, Ames, IA, USA
| | - Judith B Stasko
- Microscopy Services Laboratory, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA
| | - Sathesh K Sivasankaran
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA; Genome Informatics Facility, Iowa State University, Ames, IA, USA
| | - Mark R Ackermann
- Office of the Director, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA
| | - Crystal L Loving
- Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA.
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19
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Scuoppo C, Cai B, Ofori K, Scholze H, Kumar R, D’Alessandro A, Basso K, Pasqualucci L, Dalla-Favera R. Repurposing NAMPT Inhibitors for Germinal Center B Cell-Like Diffuse Large B-Cell Lymphoma. Blood Cancer Discov 2024; 5:417-427. [PMID: 39105568 PMCID: PMC11528193 DOI: 10.1158/2643-3230.bcd-24-0020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Revised: 06/06/2024] [Accepted: 08/01/2024] [Indexed: 08/07/2024] Open
Abstract
Diffuse large B-cell lymphoma (DLBCL) includes the activated B cell-like (ABC) and germinal center B cell-like (GCB) subtypes, which differ in cell of origin, genetics, and clinical response. By screening the subtype-specific activity of 211 drugs approved or in active clinical development for other diseases, we identified inhibitors of nicotinamide phosphoribosyl transferase (NAMPTi) as active in a subset of GCB-DLBCL in vitro and in vivo. We validated three chemically distinct NAMPTis for their on-target activity based on biochemical and genetic rescue approaches and found the ratio between NAMPT and PARP1 RNA levels was predictive of NAMPTi sensitivity across DLBCL subtypes. Notably, the NAMPT:PARP1 transcript ratio predicts higher antitumor activity in BCL2-translocated GCB-DLBCL. Accordingly, pharmacologic and genetic inhibition of BCL2 was potently synergistic with NAMPT blockade. These data support the inhibition of NAMPT as a therapeutically relevant strategy for BCL2-translocated DLBCLs. Significance: Targeted therapies have emerged for the ABC subtype of DLBCL, but not for the GCB subtype, despite the evidence of a significant subset of high-risk cases. We identify a drug that specifically targets a subset of GCB-DLBCL and provide preclinical evidence for BCL2 translocations as biomarkers for their identification.
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Affiliation(s)
- Claudio Scuoppo
- Institute for Cancer Genetics, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York
- Department of Pathology and Cell Biology, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York
| | - Bowen Cai
- Institute for Cancer Genetics, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York
| | - Kenneth Ofori
- Institute for Cancer Genetics, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York
- Department of Pathology and Cell Biology, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York
| | - Hanna Scholze
- Institute for Cancer Genetics, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York
| | - Rahul Kumar
- Institute for Cancer Genetics, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York
| | - Angelo D’Alessandro
- Department of Biochemistry and Molecular Genetics, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Katia Basso
- Institute for Cancer Genetics, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York
- Department of Pathology and Cell Biology, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York
| | - Laura Pasqualucci
- Institute for Cancer Genetics, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York
- Department of Pathology and Cell Biology, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York
- Herbert Irving Comprehensive Cancer Center, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York
| | - Riccardo Dalla-Favera
- Institute for Cancer Genetics, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York
- Department of Pathology and Cell Biology, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York
- Herbert Irving Comprehensive Cancer Center, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York
- Department of Genetics and Development, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York
- Department of Microbiology and Immunology, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York
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20
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Cossarini F, Shang J, Krek A, Al-Taie Z, Hou R, Canales-Herrerias P, Tokuyama M, Tankelevich M, Tillowitz A, Jha D, Livanos AE, Leyre L, Uzzan M, Martinez-Delgado G, Taylor MD, Sharma K, Bourgonje AR, Cruz M, Ioannou G, Dawson T, D'Souza D, Kim-Schulze S, Akm A, Aberg JA, Chen BK, Kwon DS, Gnjatic S, Polydorides AD, Cerutti A, Argmann C, Vujkovic-Cvijin I, Suarez-Fariñas M, Petralia F, Faith JJ, Mehandru S. Gastrointestinal germinal center B cell depletion and reduction in IgA + plasma cells in HIV-1 infection. Sci Immunol 2024; 9:eado0090. [PMID: 39454027 PMCID: PMC11557871 DOI: 10.1126/sciimmunol.ado0090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Accepted: 09/25/2024] [Indexed: 10/27/2024]
Abstract
Gastrointestinal (GI) B cells and plasma cells (PCs) are critical to mucosal homeostasis and the host response to HIV-1 infection. Here, high-resolution mapping of human B cells and PCs sampled from the colon and ileum during both viremic and suppressed HIV-1 infection identified a reduction in germinal center (GC) B cells and follicular dendritic cells (FDCs) during HIV-1 viremia. Immunoglobulin A-positive (IgA+) PCs are the major cellular output of intestinal GCs and were significantly reduced during viremic HIV-1 infection. PC-associated transcriptional perturbations, including type I interferon signaling, persisted in antiretroviral therapy (ART)-treated individuals, suggesting ongoing disruption of the intestinal immune milieu during ART. GI humoral immune perturbations were associated with changes in the intestinal microbiome composition and systemic inflammation. These findings highlight a key immune defect in the GI mucosa due to HIV-1 viremia.
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Affiliation(s)
- Francesca Cossarini
- Division of Infectious Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Joan Shang
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Azra Krek
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Zainab Al-Taie
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ruixue Hou
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Pablo Canales-Herrerias
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Minami Tokuyama
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Michael Tankelevich
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Adam Tillowitz
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Divya Jha
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Alexandra E. Livanos
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Louise Leyre
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Mathieu Uzzan
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Gastroenterology Department, Hôpital Henri Mondor, APHP, Créteil, France
| | - Gustavo Martinez-Delgado
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Matthew D. Taylor
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Keshav Sharma
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Arno R. Bourgonje
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Michael Cruz
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Giorgio Ioannou
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Human Immune Monitoring Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Travis Dawson
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Human Immune Monitoring Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Darwin D'Souza
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Human Immune Monitoring Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Seunghee Kim-Schulze
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Human Immune Monitoring Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ahmed Akm
- Department of Pathology, Molecular and Cell-Based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Judith A. Aberg
- Division of Infectious Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Benjamin K. Chen
- Division of Infectious Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Douglas S. Kwon
- Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, USA
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Sacha Gnjatic
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Human Immune Monitoring Center, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Alexandros D. Polydorides
- Department of Pathology, Molecular and Cell-Based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Andrea Cerutti
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Translational Clinical Research Program, Hospital del Mar Medical Research Institute (IMIM), Barcelona, Spain
- Catalan Institute for Research and Advanced Studies (ICREA), Barcelona, Spain
| | - Carmen Argmann
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ivan Vujkovic-Cvijin
- F. Widjaja IBD Institute, Division of Gastroenterology, Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Mayte Suarez-Fariñas
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Francesca Petralia
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jeremiah J. Faith
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Saurabh Mehandru
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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21
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Cossarini F, Shang J, Krek A, Al-Taie Z, Hou R, Canales-Herrerias P, Tokuyama M, Tankelevich M, Tillowiz A, Jha D, Livanos AE, Leyre L, Uzzan M, Martinez-Delgado G, Taylor MD, Sharma K, Bourgonje AR, Cruz M, Ioannou G, Dawson T, D'Souza D, Kim-Schulze S, Akm A, Aberg JA, Chen BK, Kwon DS, Gnjatic S, Polydorides AD, Cerutti A, Argmann C, Vujkovic-Cvijin I, Suarez-Fariñas M, Petralia F, Faith JJ, Mehandru S. Gastrointestinal germinal center B cell depletion and reduction in IgA + plasma cells in HIV-1 infection. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.05.17.590425. [PMID: 38826293 PMCID: PMC11142040 DOI: 10.1101/2024.05.17.590425] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2024]
Abstract
Gastrointestinal (GI) B cells and plasma cells (PCs) are critical to mucosal homeostasis and the host response to HIV-1 infection. Here, high resolution mapping of human B cells and PCs sampled from the colon and ileum during both viremic and suppressed HIV-1 infection identified a reduction in germinal center (GC) B cells and follicular dendritic cells (FDCs) during HIV-1 viremia. IgA + PCs are the major cellular output of intestinal GCs and were significantly reduced during viremic HIV-1 infection. PC-associated transcriptional perturbations, including type I interferon signaling, persisted in antiretroviral therapy (ART)-treated individuals, suggesting ongoing disruption of the intestinal immune milieu during ART. GI humoral immune perturbations were associated with changes in the intestinal microbiome composition and systemic inflammation. These findings highlight a key immune defect in the GI mucosa due to HIV-1 viremia. One Sentence Summary Intestinal germinal center B cell reduction in HIV-1 infection linked to reduced IgA + plasma cells and systemic inflammation.
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22
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Hopper MA, Dropik AR, Walker JS, Novak JP, Laverty MS, Manske MK, Wu X, Wenzl K, Krull JE, Sarangi V, Maurer MJ, Yang ZZ, Del Busso MD, Habermann TM, Link BK, Rimsza LM, Witzig TE, Ansell SM, Cerhan JR, Jevremovic D, Novak AJ. DEK regulates B-cell proliferative capacity and is associated with aggressive disease in low-grade B-cell lymphomas. Blood Cancer J 2024; 14:172. [PMID: 39384745 PMCID: PMC11464677 DOI: 10.1038/s41408-024-01145-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Revised: 09/04/2024] [Accepted: 09/12/2024] [Indexed: 10/11/2024] Open
Abstract
This study sheds light on the pivotal role of the oncoprotein DEK in B-cell lymphoma. We reveal DEK expression correlates with increased tumor proliferation and inferior overall survival in cases diagnosed with low-grade B-cell lymphoma (LGBCL). We also found significant correlation between DEK expression and copy number alterations in LGBCL tumors, highlighting a novel mechanism of LGBCL pathogenesis that warrants additional exploration. To interrogate the mechanistic role of DEK in B-cell lymphoma, we generated a DEK knockout cell line model, which demonstrated DEK depletion caused reduced proliferation and altered expression of key cell cycle and apoptosis-related proteins, including Bcl-2, Bcl-xL, and p53. Notably, DEK depleted cells showed increased sensitivity to apoptosis-inducing agents, including venetoclax and staurosporine, which underscores the therapeutic potential of targeting DEK in B-cell lymphomas. Overall, our study contributes to a better understanding of DEK's role as an oncoprotein in B-cell lymphomas, highlighting its potential as both a promising therapeutic target and a novel biomarker for aggressive LGBCL. Further research elucidating the molecular mechanisms underlying DEK-mediated tumorigenesis could pave the way for improved treatment strategies and better clinical outcomes for patients with B-cell lymphoma.
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Affiliation(s)
| | | | | | | | | | | | - Xiaosheng Wu
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - Kerstin Wenzl
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | | | | | - Matthew J Maurer
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | | | | | | | - Brian K Link
- Division of Hematology, Oncology, and Bone & Marrow Transplantation, University of Iowa, Iowa City, IA, USA
| | - Lisa M Rimsza
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Phoenix, AZ, USA
| | | | | | - James R Cerhan
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Dragan Jevremovic
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Anne J Novak
- Division of Hematology, Mayo Clinic, Rochester, MN, USA.
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23
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Meriranta L, Sorri S, Huse K, Liu X, Spasevska I, Zafar S, Chowdhury I, Dufva O, Sahlberg E, Tandarić L, Karjalainen-Lindsberg ML, Hyytiäinen M, Varjosalo M, Myklebust JH, Leppä S. Disruption of KLHL6 Fuels Oncogenic Antigen Receptor Signaling in B-Cell Lymphoma. Blood Cancer Discov 2024; 5:331-352. [PMID: 38630892 PMCID: PMC11369598 DOI: 10.1158/2643-3230.bcd-23-0182] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Revised: 01/31/2024] [Accepted: 04/10/2024] [Indexed: 04/19/2024] Open
Abstract
Pathomechanisms that activate oncogenic B-cell receptor (BCR) signaling in diffuse large B-cell lymphoma (DLBCL) are largely unknown. Kelch-like family member 6 (KLHL6) encoding a substrate-adapter for Cullin-3-RING E3 ubiquitin ligase with poorly established targets is recurrently mutated in DLBCL. By applying high-throughput protein interactome screens and functional characterization, we discovered that KLHL6 regulates BCR by targeting its signaling subunits CD79A and CD79B. Loss of physiologic KLHL6 expression pattern was frequent among the MCD/C5-like activated B-cell DLBCLs and was associated with higher CD79B levels and dismal outcome. Mutations in the bric-a-brac tramtrack broad domain of KLHL6 disrupted its localization and heterodimerization and increased surface BCR levels and signaling, whereas Kelch domain mutants had the opposite effect. Malfunctions of KLHL6 mutants extended beyond proximal BCR signaling with distinct phenotypes from KLHL6 silencing. Collectively, our findings uncover how recurrent mutations in KLHL6 alter BCR signaling and induce actionable phenotypic characteristics in DLBCL. Significance: Oncogenic BCR signaling sustains DLBCL cells. We discovered that Cullin-3-RING E3 ubiquitin ligase substrate-adapter KLHL6 targets BCR heterodimer (CD79A/CD79B) for ubiquitin-mediated degradation. Recurrent somatic mutations in the KLHL6 gene cause corrupt BCR signaling by disrupting surface BCR homeostasis. Loss of KLHL6 expression and mutant-induced phenotypes associate with targetable disease characteristics in B-cell lymphoma. See related commentary by Leveille et al. See related commentary by Corcoran et al.
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MESH Headings
- Humans
- Signal Transduction
- Receptors, Antigen, B-Cell/metabolism
- Receptors, Antigen, B-Cell/genetics
- Adaptor Proteins, Signal Transducing/genetics
- Adaptor Proteins, Signal Transducing/metabolism
- Lymphoma, Large B-Cell, Diffuse/genetics
- Lymphoma, Large B-Cell, Diffuse/metabolism
- Lymphoma, Large B-Cell, Diffuse/pathology
- CD79 Antigens/genetics
- CD79 Antigens/metabolism
- Microfilament Proteins/genetics
- Microfilament Proteins/metabolism
- Mutation
- Cell Line, Tumor
- Carrier Proteins
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Affiliation(s)
- Leo Meriranta
- Research Programs Unit, Applied Tumor Genomics, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
- Department of Oncology, Helsinki University Hospital Comprehensive Cancer Center, Helsinki, Finland.
- iCAN Digital Precision Cancer Medicine Flagship, Helsinki, Finland.
| | - Selma Sorri
- Research Programs Unit, Applied Tumor Genomics, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
- Department of Oncology, Helsinki University Hospital Comprehensive Cancer Center, Helsinki, Finland.
- iCAN Digital Precision Cancer Medicine Flagship, Helsinki, Finland.
| | - Kanutte Huse
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway.
- KG Jebsen Centre for B-cell malignancies and Precision Immunotherapy Alliance, Institute of Clinical Medicine, University of Oslo, Oslo, Norway.
| | - Xiaonan Liu
- Institute of Biotechnology, HiLIFE Helsinki Institute of Life Science, University of Helsinki, Helsinki, Finland.
| | - Ivana Spasevska
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway.
- KG Jebsen Centre for B-cell malignancies and Precision Immunotherapy Alliance, Institute of Clinical Medicine, University of Oslo, Oslo, Norway.
| | - Sadia Zafar
- Research Programs Unit, Applied Tumor Genomics, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
| | - Iftekhar Chowdhury
- Institute of Biotechnology, HiLIFE Helsinki Institute of Life Science, University of Helsinki, Helsinki, Finland.
| | - Olli Dufva
- Hematology Research Unit Helsinki, Helsinki University Hospital Comprehensive Cancer Center, Helsinki, Finland.
| | - Eerika Sahlberg
- Research Programs Unit, Applied Tumor Genomics, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
| | - Luka Tandarić
- Research Programs Unit, Applied Tumor Genomics, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
| | | | - Marko Hyytiäinen
- Research Programs Unit, Applied Tumor Genomics, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
| | - Markku Varjosalo
- Institute of Biotechnology, HiLIFE Helsinki Institute of Life Science, University of Helsinki, Helsinki, Finland.
| | - June H. Myklebust
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway.
- KG Jebsen Centre for B-cell malignancies and Precision Immunotherapy Alliance, Institute of Clinical Medicine, University of Oslo, Oslo, Norway.
| | - Sirpa Leppä
- Research Programs Unit, Applied Tumor Genomics, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
- Department of Oncology, Helsinki University Hospital Comprehensive Cancer Center, Helsinki, Finland.
- iCAN Digital Precision Cancer Medicine Flagship, Helsinki, Finland.
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24
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Yu C, Shen Q, Holmes AB, Mo T, Tosato A, Soni RK, Corinaldesi C, Koul S, Pasqualucci L, Hussein S, Forouhar F, Dalla-Favera R, Basso K. MEF2B C-terminal mutations enhance transcriptional activity and stability to drive B cell lymphomagenesis. Nat Commun 2024; 15:7195. [PMID: 39179580 PMCID: PMC11343756 DOI: 10.1038/s41467-024-51644-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 08/14/2024] [Indexed: 08/26/2024] Open
Abstract
The myocyte enhancer factor 2B (MEF2B) transcription factor is frequently mutated in germinal center (GC)-derived B-cell lymphomas. Its ammino (N)-terminal mutations drive lymphomagenesis by escaping interaction with transcriptional repressors, while the function of carboxy (C)-terminal mutations remains to be elucidated. Here, we show that MEF2B C-tail is physiologically phosphorylated at specific residues and phosphorylation at serine (S)324 is impaired by lymphoma-associated mutations. Lack of phosphorylation at S324 enhances the interaction of MEF2B with the SWI/SNF chromatin remodeling complex, leading to higher transcriptional activity. In addition, these mutants show an increased protein stability due to impaired interaction with the CUL3/KLHL12 ubiquitin complex. Mice expressing a phosphorylation-deficient lymphoma-associated MEF2B mutant display GC enlargement and develop GC-derived lymphomas, when crossed with Bcl2 transgenic mice. These results unveil converging mechanisms of action for a diverse spectrum of MEF2B mutations, all leading to its dysregulation and GC B-cell lymphomagenesis.
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Affiliation(s)
- Chuanjiang Yu
- Institute for Cancer Genetics, Columbia University, New York, NY, USA
| | - Qiong Shen
- Institute for Cancer Genetics, Columbia University, New York, NY, USA
| | - Antony B Holmes
- Institute for Cancer Genetics, Columbia University, New York, NY, USA
| | - Tongwei Mo
- Institute for Cancer Genetics, Columbia University, New York, NY, USA
| | - Anna Tosato
- Institute for Cancer Genetics, Columbia University, New York, NY, USA
| | - Rajesh Kumar Soni
- Proteomics and Macromolecular Crystallography Shared Resource, Columbia University, New York, NY, USA
- The Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY, USA
| | | | - Sanjay Koul
- Department of Biological Sciences & Geology, Queensborough Community College, City University of New York, Bayside, New York, NY, USA
| | - Laura Pasqualucci
- Institute for Cancer Genetics, Columbia University, New York, NY, USA
- The Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY, USA
- Department of Pathology & Cell Biology, Columbia University, New York, NY, USA
| | - Shafinaz Hussein
- Department of Pathology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Farhad Forouhar
- Proteomics and Macromolecular Crystallography Shared Resource, Columbia University, New York, NY, USA
| | - Riccardo Dalla-Favera
- Institute for Cancer Genetics, Columbia University, New York, NY, USA.
- The Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY, USA.
- Department of Pathology & Cell Biology, Columbia University, New York, NY, USA.
- Departments of Microbiology & Immunology, Genetics & Development, Columbia University, New York, NY, USA.
| | - Katia Basso
- Institute for Cancer Genetics, Columbia University, New York, NY, USA.
- Department of Pathology & Cell Biology, Columbia University, New York, NY, USA.
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25
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Gómez Hernández G, Domínguez T, Galicia G, Morell M, Alarcón-Riquelme ME. Bank1 modulates the differentiation and molecular profile of key B cell populations in autoimmunity. JCI Insight 2024; 9:e179417. [PMID: 39163122 PMCID: PMC11466193 DOI: 10.1172/jci.insight.179417] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Accepted: 08/13/2024] [Indexed: 08/22/2024] Open
Abstract
This study aimed at defining the role of the B cell adaptor protein BANK1 in the appearance of age-associated B cells (ABCs) in 2 SLE mouse models (TLR7.tg6 and imiquimod-induced mice), crossed with Bank1-/- mice. The absence of Bank1 led to a significant reduction in ABC levels, also affecting other B cell populations. To gain deeper insights into their differentiation pathway and the effect of Bank1 on B cell populations, a single-cell transcriptome assay was performed. In the TLR7.tg6 model, we identified 10 clusters within B cells, including an ABC-specific cluster that was decreased in Bank1-deficient mice. In its absence, ABCs exhibited an antiinflammatory gene expression profile, while being proinflammatory in Bank1-sufficient lupus-prone mice. Trajectory analyses revealed that ABCs originated from marginal zone and memory-like B cells, ultimately acquiring transcriptional characteristics associated with atypical memory cells and long-lived plasma cells. Also, Bank1 deficiency normalized the presence of naive B cells, which were nearly absent in lupus-prone mice. Interestingly, Bank1 deficiency significantly reduced a distinct cluster containing IFN-responsive genes. These findings underscore the critical role of Bank1 in ABC development, affecting early B cell stages toward ABC differentiation, and the presence of IFN-stimulated gene-containing B cells, both populations determinant for autoimmunity.
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Affiliation(s)
- Gonzalo Gómez Hernández
- Department of Functional Genomics, GENyO, Center for Genomics and Oncological Research Pfizer, University of Granada, Andalusian Regional Government, Parque Tecnológico de la Salud, Granada, Spain
| | - Toro Domínguez
- Department of Functional Genomics, GENyO, Center for Genomics and Oncological Research Pfizer, University of Granada, Andalusian Regional Government, Parque Tecnológico de la Salud, Granada, Spain
| | - Georgina Galicia
- Department of Functional Genomics, GENyO, Center for Genomics and Oncological Research Pfizer, University of Granada, Andalusian Regional Government, Parque Tecnológico de la Salud, Granada, Spain
| | - María Morell
- Department of Functional Genomics, GENyO, Center for Genomics and Oncological Research Pfizer, University of Granada, Andalusian Regional Government, Parque Tecnológico de la Salud, Granada, Spain
- Department of Physiology, Faculty of Pharmacy, University of Granada, Campus de Cartuja, Granada, Spain
| | - Marta E. Alarcón-Riquelme
- Department of Functional Genomics, GENyO, Center for Genomics and Oncological Research Pfizer, University of Granada, Andalusian Regional Government, Parque Tecnológico de la Salud, Granada, Spain
- Institute for Environmental Medicine, Karolinska Institute, Stockholm, Sweden
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26
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Rodrigues KA, Zhang YJ, Aung A, Morgan DM, Maiorino L, Yousefpour P, Gibson G, Ozorowski G, Gregory JR, Amlashi P, Buckley M, Ward AB, Schief WR, Love JC, Irvine DJ. Vaccines combining slow delivery and follicle targeting of antigens increase germinal center B cell clonal diversity and clonal expansion. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.08.19.608655. [PMID: 39229011 PMCID: PMC11370361 DOI: 10.1101/2024.08.19.608655] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 09/05/2024]
Abstract
Vaccines incorporating slow delivery, multivalent antigen display, or immunomodulation through adjuvants have an important role to play in shaping the humoral immune response. Here we analyzed mechanisms of action of a clinically relevant combination adjuvant strategy, where phosphoserine (pSer)-tagged immunogens bound to aluminum hydroxide (alum) adjuvant (promoting prolonged antigen delivery to draining lymph nodes) are combined with a potent saponin nanoparticle adjuvant termed SMNP (which alters lymph flow and antigen entry into lymph nodes). When employed with a stabilized HIV Env trimer antigen in mice, this combined adjuvant approach promoted substantial enhancements in germinal center (GC) and antibody responses relative to either adjuvant alone. Using scRNA-seq and scBCR-seq, we found that the alum-pSer/SMNP combination both increased the diversity of GC B cell clones and increased GC B cell clonal expansion, coincident with increases in the expression of Myc and the proportion of S-phase GC B cells. To gain insight into the source of these changes in the GC response, we analyzed antigen biodistribution and structural integrity in draining lymph nodes and found that the combination adjuvant approach, but not alum-pSer delivery or SMNP alone, promoted accumulation of highly intact antigen on follicular dendritic cells, reflecting an integration of the slow antigen delivery and altered lymph node uptake effects of these two adjuvants. These results demonstrate how adjuvants with complementary mechanisms of action impacting vaccine biodistribution and kinetics can synergize to enhance humoral immunity.
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Affiliation(s)
- Kristen A. Rodrigues
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology; Cambridge, MA 02139 USA
- Harvard-MIT Health Sciences and Technology Program, Institute for Medical Engineering and Science; Massachusetts Institute of Technology, Cambridge, MA 02139 USA
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University; Cambridge, MA 02139 USA
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute; La Jolla, CA 92037 USA
| | - Yiming J. Zhang
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology; Cambridge, MA 02139 USA
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University; Cambridge, MA 02139 USA
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute; La Jolla, CA 92037 USA
- Department of Biological Engineering, Massachusetts Institute of Technology; Cambridge, MA 02139 USA
| | - Aereas Aung
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology; Cambridge, MA 02139 USA
| | - Duncan M. Morgan
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology; Cambridge, MA 02139 USA
- Department of Chemical Engineering, Massachusetts Institute of Technology; Cambridge, MA 02139 USA
| | - Laura Maiorino
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology; Cambridge, MA 02139 USA
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University; Cambridge, MA 02139 USA
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute; La Jolla, CA 92037 USA
| | - Parisa Yousefpour
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology; Cambridge, MA 02139 USA
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University; Cambridge, MA 02139 USA
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute; La Jolla, CA 92037 USA
| | - Grace Gibson
- Department of Integrative, Structural and Computational Biology, The Scripps Research Institute; La Jolla, CA 92037 USA
| | - Gabriel Ozorowski
- Department of Integrative, Structural and Computational Biology, The Scripps Research Institute; La Jolla, CA 92037 USA
| | - Justin R. Gregory
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology; Cambridge, MA 02139 USA
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University; Cambridge, MA 02139 USA
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute; La Jolla, CA 92037 USA
| | - Parastoo Amlashi
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology; Cambridge, MA 02139 USA
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University; Cambridge, MA 02139 USA
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute; La Jolla, CA 92037 USA
| | - Maureen Buckley
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology; Cambridge, MA 02139 USA
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University; Cambridge, MA 02139 USA
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute; La Jolla, CA 92037 USA
- Department of Biological Engineering, Massachusetts Institute of Technology; Cambridge, MA 02139 USA
| | - Andrew B. Ward
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute; La Jolla, CA 92037 USA
- Department of Integrative, Structural and Computational Biology, The Scripps Research Institute; La Jolla, CA 92037 USA
| | - William R. Schief
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University; Cambridge, MA 02139 USA
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute; La Jolla, CA 92037 USA
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, 92037, USA
- IAVI Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, CA, 92037, USA
| | - J. Christopher Love
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology; Cambridge, MA 02139 USA
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University; Cambridge, MA 02139 USA
- Department of Chemical Engineering, Massachusetts Institute of Technology; Cambridge, MA 02139 USA
| | - Darrell J. Irvine
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology; Cambridge, MA 02139 USA
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University; Cambridge, MA 02139 USA
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute; La Jolla, CA 92037 USA
- Department of Biological Engineering, Massachusetts Institute of Technology; Cambridge, MA 02139 USA
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, 92037, USA
- Department of Materials Science and Engineering, Massachusetts Institute of Technology; Cambridge, MA 02139 USA
- Howard Hughes Medical Institute; Chevy Chase, MD 20815 USA
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27
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Tran MA, Youssef D, Shroff S, Chowhan D, Beaumont KG, Sebra R, Mehrazin R, Wiklund P, Lin JJ, Horowitz A, Farkas AM, Galsky MD, Sfakianos JP, Bhardwaj N. Urine scRNAseq reveals new insights into the bladder tumor immune microenvironment. J Exp Med 2024; 221:e20240045. [PMID: 38847806 PMCID: PMC11157455 DOI: 10.1084/jem.20240045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2024] [Revised: 04/04/2024] [Accepted: 05/21/2024] [Indexed: 06/10/2024] Open
Abstract
Due to bladder tumors' contact with urine, urine-derived cells (UDCs) may serve as a surrogate for monitoring the tumor microenvironment (TME) in bladder cancer (BC). However, the composition of UDCs and the extent to which they mirror the tumor remain poorly characterized. We generated the first single-cell RNA-sequencing of BC patient UDCs with matched tumor and peripheral blood mononuclear cells (PBMC). BC urine was more cellular than healthy donor (HD) urine, containing multiple immune populations including myeloid cells, CD4+ and CD8+ T cells, natural killer (NK) cells, B cells, and dendritic cells (DCs) in addition to tumor and stromal cells. Immune UDCs were transcriptionally more similar to tumor than blood. UDCs encompassed cytotoxic and activated CD4+ T cells, exhausted and tissue-resident memory CD8+ T cells, macrophages, germinal-center-like B cells, tissue-resident and adaptive NK cells, and regulatory DCs found in tumor but lacking or absent in blood. Our findings suggest BC UDCs may be surrogates for the TME and serve as therapeutic biomarkers.
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Affiliation(s)
- Michelle A. Tran
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Dina Youssef
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sanjana Shroff
- Department of Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Disha Chowhan
- Department of Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Kristin G. Beaumont
- Department of Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Robert Sebra
- Department of Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Reza Mehrazin
- Department of Urology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Peter Wiklund
- Department of Urology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jenny J. Lin
- Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Amir Horowitz
- Department of Immunology and Immunotherapy, The Marc and Jennifer Lipschultz Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Oncological Sciences, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Adam M. Farkas
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Matthew D. Galsky
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Urology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - John P. Sfakianos
- Department of Urology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Nina Bhardwaj
- Division of Hematology and Medical Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Urology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Extramural Member, Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA
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28
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Sui Y, Shen Z, Li X, Lu Y, Feng S, Ma R, Wu J, Jing C, Wang Z, Feng J, Cao H. Rupatadine-inhibited OTUD3 promotes DLBCL progression and immune evasion through deubiquitinating MYL12A and PD-L1. Cell Death Dis 2024; 15:561. [PMID: 39097608 PMCID: PMC11297949 DOI: 10.1038/s41419-024-06941-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2024] [Revised: 07/17/2024] [Accepted: 07/23/2024] [Indexed: 08/05/2024]
Abstract
The obstacle to effectively treating Diffuse Large B-cell Lymphoma (DLBCL) lies in the resistance observed toward standard therapies. Identifying therapeutic targets that prove effective for relapsed or refractory patients poses a significant challenge. OTUD3, a deubiquitinase enzyme, is overexpressed in DLBCL tissues. However, its role in DLBCL has not been investigated. Our study has brought to light the multifaceted impact of OTUD3 in DLBCL. Not only does it enhance cell survival through the deubiquitination of MYL12A, but it also induces CD8+ T cell exhaustion within the local environment by deubiquitinating PD-L1. Our findings indicate that the OTUD3 inhibitor, Rupatadine, exerts its influence through competitive binding with OTUD3. This operation diminishes the deubiquitination of both MYL12A and PD-L1 by OTUD3. This research unveils the central and oncogenic role of OTUD3 in DLBCL and highlights the potential clinical application value of the OTUD3 inhibitor, Rupatadine. These findings contribute valuable insights into addressing the challenges of resistant DLBCL cases and offer a promising avenue for further clinical exploration.
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Affiliation(s)
- Ying Sui
- The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Cancer Hospital and Jiangsu Institute of Cancer Research, Nanjing, China
| | - Ziyang Shen
- The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Cancer Hospital and Jiangsu Institute of Cancer Research, Nanjing, China
| | - Xiaoyou Li
- The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Cancer Hospital and Jiangsu Institute of Cancer Research, Nanjing, China
| | - Ya Lu
- The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Cancer Hospital and Jiangsu Institute of Cancer Research, Nanjing, China
| | - SiTong Feng
- The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Cancer Hospital and Jiangsu Institute of Cancer Research, Nanjing, China
| | - Rong Ma
- The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Cancer Hospital and Jiangsu Institute of Cancer Research, Nanjing, China
| | - Jianzhong Wu
- The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Cancer Hospital and Jiangsu Institute of Cancer Research, Nanjing, China
| | - Changwen Jing
- The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Cancer Hospital and Jiangsu Institute of Cancer Research, Nanjing, China
| | - Zhuo Wang
- The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Cancer Hospital and Jiangsu Institute of Cancer Research, Nanjing, China
| | - Jifeng Feng
- The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Cancer Hospital and Jiangsu Institute of Cancer Research, Nanjing, China.
| | - Haixia Cao
- The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Cancer Hospital and Jiangsu Institute of Cancer Research, Nanjing, China.
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29
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Cerapio JP, Gravelle P, Quillet-Mary A, Valle C, Martins F, Franchini DM, Syrykh C, Brousset P, Traverse-Glehen A, Ysebaert L, Fournie JJ, Laurent C. Integrated spatial and multimodal single-cell transcriptomics reveal patient-dependent cell heterogeneity in splenic marginal zone lymphoma. J Pathol 2024; 263:442-453. [PMID: 38828498 DOI: 10.1002/path.6296] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Revised: 12/22/2023] [Accepted: 04/17/2024] [Indexed: 06/05/2024]
Abstract
Biological hallmarks of splenic marginal zone lymphoma (SMZL) remain poorly described. Herein, we performed in-depth SMZL characterization through multimodal single-cell analyses of paired blood/spleen samples. The 3'-single-cell RNA-sequencing, Cellular Indexing of Transcriptomes and Epitopes by sequencing, and 5'-V(D)J single-cell RNA-sequencing datasets were integrated to characterize SMZL transcriptome profiles, including B-cell receptor and T-cell receptor repertoires. Hyperexpanded B-cell clones in the spleen were at a memory-like stage, whereas recirculating tumor B-cells in blood encompassed multiple differentiation stages, indicating an unexpected desynchronization of the B-cell maturation program in SMZL cells. Spatial transcriptomics showed the enrichment of T-effector and T-follicular helper (TFH) signatures in the nodular subtype of SMZL. This latter also exhibited gene-based cell-cell interactions suggestive of dynamic crosstalk between TFH and cancer cells in transcriptomics, further substantiated by using imaging mass cytometry. Our findings provide a comprehensive high-resolution description of SMZL biological hallmarks and characterize, for the first time in situ, inter- and intra-patient heterogeneity at both transcriptomic and protein levels. © 2024 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.
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Affiliation(s)
- Juan Pablo Cerapio
- Université de Toulouse, INSERM UMR1037, CNRS UMR5071, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Institut Universitaire du Cancer-Oncopole de Toulouse, Toulouse, France
- Laboratoire d'Excellence 'TOUCAN-2', Toulouse, France
| | - Pauline Gravelle
- Université de Toulouse, INSERM UMR1037, CNRS UMR5071, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Institut Universitaire du Cancer-Oncopole de Toulouse, Toulouse, France
- Laboratoire d'Excellence 'TOUCAN-2', Toulouse, France
- Institut Carnot Lymphome - ADREP CALYM, Paris, France
- Centre Hospitalier Universitaire, Toulouse, France
| | - Anne Quillet-Mary
- Université de Toulouse, INSERM UMR1037, CNRS UMR5071, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Institut Universitaire du Cancer-Oncopole de Toulouse, Toulouse, France
- Laboratoire d'Excellence 'TOUCAN-2', Toulouse, France
- Institut Carnot Lymphome - ADREP CALYM, Paris, France
| | - Carine Valle
- Université de Toulouse, INSERM UMR1037, CNRS UMR5071, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Institut Universitaire du Cancer-Oncopole de Toulouse, Toulouse, France
- Laboratoire d'Excellence 'TOUCAN-2', Toulouse, France
| | - Frederic Martins
- Institut Maladies Metaboliques et Cardiovasculaires, INSERM UMR1297, Toulouse, France
| | - Don-Marc Franchini
- Université de Toulouse, INSERM UMR1037, CNRS UMR5071, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Institut Universitaire du Cancer-Oncopole de Toulouse, Toulouse, France
- Laboratoire d'Excellence 'TOUCAN-2', Toulouse, France
- Institut Carnot Lymphome - ADREP CALYM, Paris, France
- Centre Hospitalier Universitaire, Toulouse, France
| | - Charlotte Syrykh
- Université de Toulouse, INSERM UMR1037, CNRS UMR5071, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Centre Hospitalier Universitaire, Toulouse, France
| | - Pierre Brousset
- Université de Toulouse, INSERM UMR1037, CNRS UMR5071, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Institut Universitaire du Cancer-Oncopole de Toulouse, Toulouse, France
- Laboratoire d'Excellence 'TOUCAN-2', Toulouse, France
- Institut Carnot Lymphome - ADREP CALYM, Paris, France
- Centre Hospitalier Universitaire, Toulouse, France
| | | | - Loic Ysebaert
- Université de Toulouse, INSERM UMR1037, CNRS UMR5071, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Institut Universitaire du Cancer-Oncopole de Toulouse, Toulouse, France
- Laboratoire d'Excellence 'TOUCAN-2', Toulouse, France
- Institut Carnot Lymphome - ADREP CALYM, Paris, France
- Centre Hospitalier Universitaire, Toulouse, France
| | - Jean-Jacques Fournie
- Université de Toulouse, INSERM UMR1037, CNRS UMR5071, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Institut Universitaire du Cancer-Oncopole de Toulouse, Toulouse, France
- Laboratoire d'Excellence 'TOUCAN-2', Toulouse, France
- Institut Carnot Lymphome - ADREP CALYM, Paris, France
| | - Camille Laurent
- Université de Toulouse, INSERM UMR1037, CNRS UMR5071, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Institut Universitaire du Cancer-Oncopole de Toulouse, Toulouse, France
- Laboratoire d'Excellence 'TOUCAN-2', Toulouse, France
- Institut Carnot Lymphome - ADREP CALYM, Paris, France
- Centre Hospitalier Universitaire, Toulouse, France
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30
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Tili E, Otsu H, Commisso TL, Palamarchuk A, Balatti V, Michaille JJ, Nuovo GJ, Croce CM. MiR-155-targeted IcosL controls tumor rejection. Proc Natl Acad Sci U S A 2024; 121:e2408649121. [PMID: 38980909 PMCID: PMC11260163 DOI: 10.1073/pnas.2408649121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2024] [Accepted: 06/08/2024] [Indexed: 07/11/2024] Open
Abstract
Elevated levels of miR-155 in solid and liquid malignancies correlate with aggressiveness of the disease. In this manuscript, we show that miR-155 targets transcripts encoding IcosL, the ligand for Inducible T-cell costimulator (Icos), thus impairing the ability of T cells to recognize and eliminate malignant cells. We specifically found that overexpression of miR-155 in B cells of Eµ-miR-155 mice causes loss of IcosL expression as they progress toward malignancy. Similarly, in mice where miR-155 expression is controlled by a Cre-Tet-OFF system, miR-155 induction led to malignant infiltrates lacking IcosL expression. Conversely, turning miR-155 OFF led to tumor regression and emergence of infiltrates composed of IcosL-positive B cells and Icos-positive T cells forming immunological synapses. Therefore, we next engineered malignant cells to express IcosL, in order to determine whether IcosL expression would increase tumor infiltration by cytotoxic T cells and reduce tumor progression. Indeed, overexpressing an IcosL-encoding cDNA in MC38 murine colon cancer cells before injection into syngeneic C57BL6 mice reduced tumor size and increased intratumor CD8+ T cell infiltration, that formed synapses with IcosL-expressing MC38 cells. Our results underscore the fact that by targeting IcosL transcripts, miR-155 impairs the infiltration of tumors by cytotoxic T cells, as well as the importance of IcosL on enhancing the immune response against malignant cells. These findings should lead to the development of more effective anticancer treatments based on maintaining, increasing, or restoring IcosL expression by malignant cells, along with impairing miR-155 activity.
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Affiliation(s)
- Esmerina Tili
- Department of Anesthesiology, Wexner Medical Center, College of Medicine, The Ohio State University, Columbus, OH43210
- The Ohio State University, Comprehensive Cancer Center, Department of Cancer Biology and Genetics, Wexner Medical Center, Columbus, OH43210
| | - Hajime Otsu
- The Ohio State University, Comprehensive Cancer Center, Department of Cancer Biology and Genetics, Wexner Medical Center, Columbus, OH43210
| | - Teresa L. Commisso
- The Ohio State University, Comprehensive Cancer Center, Department of Cancer Biology and Genetics, Wexner Medical Center, Columbus, OH43210
| | - Alexey Palamarchuk
- The Ohio State University, Comprehensive Cancer Center, Department of Cancer Biology and Genetics, Wexner Medical Center, Columbus, OH43210
| | - Veronica Balatti
- The Ohio State University, Comprehensive Cancer Center, Department of Cancer Biology and Genetics, Wexner Medical Center, Columbus, OH43210
| | - Jean-Jacques Michaille
- The Ohio State University, Comprehensive Cancer Center, Department of Cancer Biology and Genetics, Wexner Medical Center, Columbus, OH43210
| | | | - Carlo M. Croce
- The Ohio State University, Comprehensive Cancer Center, Department of Cancer Biology and Genetics, Wexner Medical Center, Columbus, OH43210
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31
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Chen S, Zhu B, Huang S, Hickey JW, Lin KZ, Snyder M, Greenleaf WJ, Nolan GP, Zhang NR, Ma Z. Integration of spatial and single-cell data across modalities with weakly linked features. Nat Biotechnol 2024; 42:1096-1106. [PMID: 37679544 PMCID: PMC11638971 DOI: 10.1038/s41587-023-01935-0] [Citation(s) in RCA: 22] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Accepted: 08/02/2023] [Indexed: 09/09/2023]
Abstract
Although single-cell and spatial sequencing methods enable simultaneous measurement of more than one biological modality, no technology can capture all modalities within the same cell. For current data integration methods, the feasibility of cross-modal integration relies on the existence of highly correlated, a priori 'linked' features. We describe matching X-modality via fuzzy smoothed embedding (MaxFuse), a cross-modal data integration method that, through iterative coembedding, data smoothing and cell matching, uses all information in each modality to obtain high-quality integration even when features are weakly linked. MaxFuse is modality-agnostic and demonstrates high robustness and accuracy in the weak linkage scenario, achieving 20~70% relative improvement over existing methods under key evaluation metrics on benchmarking datasets. A prototypical example of weak linkage is the integration of spatial proteomic data with single-cell sequencing data. On two example analyses of this type, MaxFuse enabled the spatial consolidation of proteomic, transcriptomic and epigenomic information at single-cell resolution on the same tissue section.
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Affiliation(s)
- Shuxiao Chen
- Department of Statistics and Data Science, The Wharton School, University of Pennsylvania, Philadelphia, PA, USA
| | - Bokai Zhu
- Department of Microbiology and Immunology, Stanford University, Stanford, CA, USA
- Department of Pathology, Stanford University, Stanford, CA, USA
| | - Sijia Huang
- Department of Statistics and Data Science, The Wharton School, University of Pennsylvania, Philadelphia, PA, USA
| | - John W Hickey
- Department of Pathology, Stanford University, Stanford, CA, USA
| | - Kevin Z Lin
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Michael Snyder
- Department of Genetics, Stanford University, Stanford, CA, USA
| | | | - Garry P Nolan
- Department of Microbiology and Immunology, Stanford University, Stanford, CA, USA.
- Department of Pathology, Stanford University, Stanford, CA, USA.
| | - Nancy R Zhang
- Department of Statistics and Data Science, The Wharton School, University of Pennsylvania, Philadelphia, PA, USA.
| | - Zongming Ma
- Department of Statistics and Data Science, Yale University, New Haven, CT, USA.
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32
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Skinner OP, Asad S, Haque A. Advances and challenges in investigating B-cells via single-cell transcriptomics. Curr Opin Immunol 2024; 88:102443. [PMID: 38968762 DOI: 10.1016/j.coi.2024.102443] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Revised: 06/18/2024] [Accepted: 06/24/2024] [Indexed: 07/07/2024]
Abstract
Single-cell RNA sequencing (scRNAseq) and Variable, Diversity, Joining (VDJ) profiling have improved our understanding of B-cells. Recent scRNAseq-based approaches have led to the discovery of intermediate B-cell states, including preplasma cells and pregerminal centre B-cells, as well as unveiling protective roles for B-cells within tertiary lymphoid structures in respiratory infections and cancers. These studies have improved our understanding of transcriptional and epigenetic control of B-cell development and of atypical and memory B-cell differentiation. Advancements in temporal profiling in parallel with transcriptomic and VDJ sequencing have consolidated our understanding of the trajectory of B-cell clones over the course of infection and vaccination. Challenges remain in studying B-cell states across tissues in humans, in relating spatial location with B-cell phenotype and function, in examining antibody isotype switching events, and in unequivocal determination of clonal relationships. Nevertheless, ongoing multiomic assessments and studies of cellular interactions within tissues promise new avenues for improving humoral immunity and combatting autoimmune conditions.
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Affiliation(s)
- Oliver P Skinner
- Department of Microbiology & Immunology, University of Melbourne, Peter Doherty Institute for Infection and Immunity, 792 Elizabeth Street, Parkville, Melbourne, VIC 3000, Australia.
| | - Saba Asad
- Department of Microbiology & Immunology, University of Melbourne, Peter Doherty Institute for Infection and Immunity, 792 Elizabeth Street, Parkville, Melbourne, VIC 3000, Australia
| | - Ashraful Haque
- Department of Microbiology & Immunology, University of Melbourne, Peter Doherty Institute for Infection and Immunity, 792 Elizabeth Street, Parkville, Melbourne, VIC 3000, Australia.
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33
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Mu DP, Scharer CD, Kaminski NE, Zhang Q. A multiscale spatial modeling framework for the germinal center response. Front Immunol 2024; 15:1377303. [PMID: 38881901 PMCID: PMC11179717 DOI: 10.3389/fimmu.2024.1377303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2024] [Accepted: 05/14/2024] [Indexed: 06/18/2024] Open
Abstract
The germinal center response or reaction (GCR) is a hallmark event of adaptive humoral immunity. Unfolding in the B cell follicles of the secondary lymphoid organs, a GC culminates in the production of high-affinity antibody-secreting plasma cells along with memory B cells. By interacting with follicular dendritic cells (FDC) and T follicular helper (Tfh) cells, GC B cells exhibit complex spatiotemporal dynamics. Driving the B cell dynamics are the intracellular signal transduction and gene regulatory network that responds to cell surface signaling molecules, cytokines, and chemokines. As our knowledge of the GC continues to expand in depth and in scope, mathematical modeling has become an important tool to help disentangle the intricacy of the GCR and inform novel mechanistic and clinical insights. While the GC has been modeled at different granularities, a multiscale spatial simulation framework - integrating molecular, cellular, and tissue-level responses - is still rare. Here, we report our recent progress toward this end with a hybrid stochastic GC framework developed on the Cellular Potts Model-based CompuCell3D platform. Tellurium is used to simulate the B cell intracellular molecular network comprising NF-κB, FOXO1, MYC, AP4, CXCR4, and BLIMP1 that responds to B cell receptor (BCR) and CD40-mediated signaling. The molecular outputs of the network drive the spatiotemporal behaviors of B cells, including cyclic migration between the dark zone (DZ) and light zone (LZ) via chemotaxis; clonal proliferative bursts, somatic hypermutation, and DNA damage-induced apoptosis in the DZ; and positive selection, apoptosis via a death timer, and emergence of plasma cells in the LZ. Our simulations are able to recapitulate key molecular, cellular, and morphological GC events, including B cell population growth, affinity maturation, and clonal dominance. This novel modeling framework provides an open-source, customizable, and multiscale virtual GC simulation platform that enables qualitative and quantitative in silico investigations of a range of mechanistic and applied research questions on the adaptive humoral immune response in the future.
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Affiliation(s)
- Derek P. Mu
- Montgomery Blair High School, Silver Spring, MD, United States
| | - Christopher D. Scharer
- Department of Microbiology and Immunology, School of Medicine, Emory University, Atlanta, GA, United States
| | - Norbert E. Kaminski
- Department of Pharmacology & Toxicology, Institute for Integrative Toxicology, Center for Research on Ingredient Safety, Michigan State University, East Lansing, MI, United States
| | - Qiang Zhang
- Gangarosa Department of Environmental Health, Rollins School of Public Health, Emory University, Atlanta, GA, United States
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34
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Quig A, Kriachkov V, King H. Mapping and modelling human B cell maturation in the germinal centre. Curr Opin Immunol 2024; 87:102428. [PMID: 38815421 DOI: 10.1016/j.coi.2024.102428] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Revised: 05/05/2024] [Accepted: 05/08/2024] [Indexed: 06/01/2024]
Abstract
The maturation of B cells within the germinal centre (GC) is necessary for antigen-specific immune responses and memory. Dysfunction in the GC can lead to immunodeficiencies, autoimmune diseases, or lymphomas. Here we describe how recent advances in single-cell and spatial genomics have enabled new discoveries about the diversity of human GC B cell states. However, with the advent of these hypothesis-generating technologies, the field should now transition towards testing bioinformatic predictions using experimental models of the human GC. We review available experimental culture systems for modelling human B cell responses and discuss the potential limitations of different methods in capturing bona fide GC B cell states. Together, the combination of cell atlas-based mapping with experimental modelling of lymphoid tissues holds great promise to better understand the maturation of human B cells in the GC response and generate new insights into human immune health and disease.
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Affiliation(s)
- Annelise Quig
- The Department of Medical Biology, The University of Melbourne, Parkville, VIC, Australia; Epigenetics and Development Division, Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
| | - Viacheslav Kriachkov
- Epigenetics and Development Division, Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
| | - Hamish King
- The Department of Medical Biology, The University of Melbourne, Parkville, VIC, Australia; Epigenetics and Development Division, Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia.
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35
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Leeman-Neill RJ, Bhagat G, Basu U. AID in non-Hodgkin B-cell lymphomas: The consequences of on- and off-target activity. Adv Immunol 2024; 161:127-164. [PMID: 38763700 DOI: 10.1016/bs.ai.2024.03.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/21/2024]
Abstract
Activation induced cytidine deaminase (AID) is a key element of the adaptive immune system, required for immunoglobulin isotype switching and affinity maturation of B-cells as they undergo the germinal center (GC) reaction in peripheral lymphoid tissue. The inherent DNA damaging activity of this enzyme can also have off-target effects in B-cells, producing lymphomagenic chromosomal translocations that are characteristic features of various classes of non-Hodgkin B-cell lymphoma (B-NHL), and generating oncogenic mutations, so-called aberrant somatic hypermutation (aSHM). Additionally, AID has been found to affect gene expression through demethylation as well as altered interactions between gene regulatory elements. These changes have been most thoroughly studied in B-NHL arising from GC B-cells. Here, we describe the most common classes of GC-derived B-NHL and explore the consequences of on- and off-target AID activity in B and plasma cell neoplasms. The relationships between AID expression, including effects of infection and other exposures/agents, mutagenic activity and lymphoma biology are also discussed.
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Affiliation(s)
- Rebecca J Leeman-Neill
- Department of Pathology and Cell Biology, Vagelos College of Physicians and Surgeons, Columbia University, New York, NY, United States; Department of Microbiology and Immunology, Vagelos College of Physicians and Surgeons, Columbia University, New York, NY, United States.
| | - Govind Bhagat
- Department of Pathology and Cell Biology, Vagelos College of Physicians and Surgeons, Columbia University, New York, NY, United States
| | - Uttiya Basu
- Department of Microbiology and Immunology, Vagelos College of Physicians and Surgeons, Columbia University, New York, NY, United States
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36
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Kagan Ben Tikva S, Gurwitz N, Sivan E, Hirsch D, Hezroni-Barvyi H, Biram A, Moss L, Wigoda N, Egozi A, Monziani A, Golani O, Gross M, Tenenbaum A, Shulman Z. T cell help induces Myc transcriptional bursts in germinal center B cells during positive selection. Sci Immunol 2024; 9:eadj7124. [PMID: 38552029 DOI: 10.1126/sciimmunol.adj7124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Accepted: 02/09/2024] [Indexed: 04/02/2024]
Abstract
Antibody affinity maturation occurs in secondary lymphoid organs within germinal centers (GCs). At these sites, B cells mutate their antibody-encoding genes in the dark zone, followed by preferential selection of the high-affinity variants in the light zone by T cells. The strength of the T cell-derived selection signals is proportional to the B cell receptor affinity and to the magnitude of subsequent Myc expression. However, because the lifetime of Myc mRNA and its corresponding protein is very short, it remains unclear how T cells induce sustained Myc levels in positively selected B cells. Here, by direct visualization of mRNA and active transcription sites in situ, we found that an increase in transcriptional bursts promotes Myc expression during B cell positive selection in GCs. Elevated T cell help signals predominantly enhance the percentage of cells expressing Myc in GCs as opposed to augmenting the quantity of Myc transcripts per individual cell. Visualization of transcription start sites in situ revealed that T cell help promotes an increase in the frequency of transcriptional bursts at the Myc locus in GC B cells located primarily in the LZ apical rim. Thus, the rise in Myc, which governs positive selection of B cells in GCs, reflects an integration of transcriptional activity over time rather than an accumulation of transcripts at a specific time point.
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Affiliation(s)
- Sharon Kagan Ben Tikva
- Department of Systems Immunology, Weizmann Institute of Science, Rehovot 7610001, Israel
| | - Neta Gurwitz
- Department of Systems Immunology, Weizmann Institute of Science, Rehovot 7610001, Israel
| | - Ehud Sivan
- Department of Life Sciences Core Facilities, Weizmann Institute of Science, Rehovot 7610001, Israel
| | - Dana Hirsch
- Department of Veterinary Resources, Weizmann Institute of Science, Rehovot 7610001, Israel
| | - Hadas Hezroni-Barvyi
- Department of Systems Immunology, Weizmann Institute of Science, Rehovot 7610001, Israel
| | - Adi Biram
- Department of Systems Immunology, Weizmann Institute of Science, Rehovot 7610001, Israel
| | - Lihee Moss
- Department of Systems Immunology, Weizmann Institute of Science, Rehovot 7610001, Israel
| | - Noa Wigoda
- Bioinformatics unit, Life Science Core Facilities, Weizmann Institute of Science, Rehovot, Israel
| | - Adi Egozi
- Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot 7610001, Israel
| | - Alan Monziani
- Department of Immunology and Regenerative Biology, Weizmann Institute of Science, Rehovot 7610001, Israel
| | - Ofra Golani
- Department of Life Sciences Core Facilities, Weizmann Institute of Science, Rehovot 7610001, Israel
| | - Menachem Gross
- Department of Otolaryngology-Head and Neck Surgery, Hadassah Medical Center, Jerusalem 9112102, Israel
- Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem 9112102, Israel
| | - Ariel Tenenbaum
- Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem 9112102, Israel
- Department of Pediatrics, Hadassah Medical Organization and Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem 9112102, Israel
| | - Ziv Shulman
- Department of Systems Immunology, Weizmann Institute of Science, Rehovot 7610001, Israel
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37
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Guo Z, Yu J, Chen Z, Chen S, Wang L. Immunological Mechanisms behind Anti-PD-1/PD-L1 Immune Checkpoint Blockade: Intratumoral Reinvigoration or Systemic Induction? Biomedicines 2024; 12:764. [PMID: 38672120 PMCID: PMC11048152 DOI: 10.3390/biomedicines12040764] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Revised: 03/16/2024] [Accepted: 03/26/2024] [Indexed: 04/28/2024] Open
Abstract
Anti-PD-1/PD-L1 immune checkpoint blockade (ICB) has been widely used to treat many types of cancer. It is well established that PD-L1 expressing cancer cells could directly inhibit the cytotoxicity of PD-1+ T cells via PD-L1-PD-1 interaction. However, histological quantification of intratumoral PD-L1 expression provides limited predictive value and PD-L1 negative patients could still benefit from ICB treatment. Therefore, the current major clinical challenges are low objective response rate and unclear immunological mechanisms behind responding vs. non-responding patients. Here, we review recent studies highlighting the importance of longitudinal pre- and post-ICB treatment on patients with various types of solid tumor to elucidate the mechanisms behind ICB treatment. On one hand, ICB induces changes in the tumor microenvironment by reinvigorating intratumoral PD-1+ exhausted T cells ("releasing the brakes"). On the other hand, ICB can also affect systemic antitumor immunity in the tumor-draining lymph node to induce priming/activation of cancer specific T cells, which is evident by T cell clonal expansion/replacement in peripheral blood. These studies reveal that ICB treatment not only acts on the tumor microenvironment ("battlefield") but also acts on immune organs ("training camp") of patients with solid tumors. A deeper understanding of the immunological mechanisms behind ICB treatment will pave the way for further improvements in clinical response.
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Affiliation(s)
| | | | | | | | - Lei Wang
- International Cancer Center, Shenzhen University Medical School, Shenzhen 518054, China; (Z.G.); (J.Y.); (Z.C.); (S.C.)
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38
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Koshkin A, Herbach U, Martínez MR, Gandrillon O, Crauste F. Stochastic modeling of a gene regulatory network driving B cell development in germinal centers. PLoS One 2024; 19:e0301022. [PMID: 38547073 PMCID: PMC10977792 DOI: 10.1371/journal.pone.0301022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Accepted: 03/08/2024] [Indexed: 04/02/2024] Open
Abstract
Germinal centers (GCs) are the key histological structures of the adaptive immune system, responsible for the development and selection of B cells producing high-affinity antibodies against antigens. Due to their level of complexity, unexpected malfunctioning may lead to a range of pathologies, including various malignant formations. One promising way to improve the understanding of malignant transformation is to study the underlying gene regulatory networks (GRNs) associated with cell development and differentiation. Evaluation and inference of the GRN structure from gene expression data is a challenging task in systems biology: recent achievements in single-cell (SC) transcriptomics allow the generation of SC gene expression data, which can be used to sharpen the knowledge on GRN structure. In order to understand whether a particular network of three key gene regulators (BCL6, IRF4, BLIMP1), influenced by two external stimuli signals (surface receptors BCR and CD40), is able to describe GC B cell differentiation, we used a stochastic model to fit SC transcriptomic data from a human lymphoid organ dataset. The model is defined mathematically as a piecewise-deterministic Markov process. We showed that after parameter tuning, the model qualitatively recapitulates mRNA distributions corresponding to GC and plasmablast stages of B cell differentiation. Thus, the model can assist in validating the GRN structure and, in the future, could lead to better understanding of the different types of dysfunction of the regulatory mechanisms.
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Affiliation(s)
- Alexey Koshkin
- Inria Dracula, Villeurbanne, France
- Laboratory of Biology and Modelling of the Cell, Universite de Lyon, ENS de Lyon, Université Claude Bernard, CNRS UMR 5239, INSERM U1210, Lyon, France
| | - Ulysse Herbach
- Université de Lorraine, CNRS, Inria, IECL, Nancy, France
| | | | - Olivier Gandrillon
- Inria Dracula, Villeurbanne, France
- Laboratory of Biology and Modelling of the Cell, Universite de Lyon, ENS de Lyon, Université Claude Bernard, CNRS UMR 5239, INSERM U1210, Lyon, France
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39
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Krimpenfort LT, Degn SE, Heesters BA. The follicular dendritic cell: At the germinal center of autoimmunity? Cell Rep 2024; 43:113869. [PMID: 38431843 DOI: 10.1016/j.celrep.2024.113869] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Revised: 01/09/2024] [Accepted: 02/10/2024] [Indexed: 03/05/2024] Open
Abstract
Autoimmune diseases strain healthcare systems worldwide as their incidence rises, and current treatments put patients at risk for infections. An increased understanding of autoimmune diseases is required to develop targeted therapies that do not impair normal immune function. Many autoimmune diseases present with autoantibodies, which drive local or systemic inflammation. This indicates the presence of autoreactive B cells that have escaped tolerance. An important step in the development of autoreactive B cells is the germinal center (GC) reaction, where they undergo affinity maturation toward cognate self-antigen. Follicular dendritic cells (FDCs) perform the essential task of antigen presentation to B cells during the affinity maturation process. However, in recent years, it has become clear that FDCs play a much more active role in regulation of GC processes. Here, we evaluate the biology of FDCs in the context of autoimmune disease, with the goal of informing future therapeutic strategies.
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Affiliation(s)
- Luc T Krimpenfort
- Chemical Biology and Drug Discovery, Utrecht Institute for Pharmaceutical Sciences, Faculty of Science, Utrecht University, Utrecht, the Netherlands
| | - Søren E Degn
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
| | - Balthasar A Heesters
- Chemical Biology and Drug Discovery, Utrecht Institute for Pharmaceutical Sciences, Faculty of Science, Utrecht University, Utrecht, the Netherlands.
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40
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Krull JE, Wenzl K, Hopper MA, Manske MK, Sarangi V, Maurer MJ, Larson MC, Mondello P, Yang Z, Novak JP, Serres M, Whitaker KR, Villasboas Bisneto JC, Habermann TM, Witzig TE, Link BK, Rimsza LM, King RL, Ansell SM, Cerhan JR, Novak AJ. Follicular lymphoma B cells exhibit heterogeneous transcriptional states with associated somatic alterations and tumor microenvironments. Cell Rep Med 2024; 5:101443. [PMID: 38428430 PMCID: PMC10983045 DOI: 10.1016/j.xcrm.2024.101443] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Revised: 08/14/2023] [Accepted: 02/05/2024] [Indexed: 03/03/2024]
Abstract
Follicular lymphoma (FL) is an indolent non-Hodgkin lymphoma of germinal center origin, which presents with significant biologic and clinical heterogeneity. Using RNA-seq on B cells sorted from 87 FL biopsies, combined with machine-learning approaches, we identify 3 transcriptional states that divide the biological ontology of FL B cells into inflamed, proliferative, and chromatin-modifying states, with relationship to prior GC B cell phenotypes. When integrated with whole-exome sequencing and immune profiling, we find that each state was associated with a combination of mutations in chromatin modifiers, copy-number alterations to TNFAIP3, and T follicular helper cells (Tfh) cell interactions, or primarily by a microenvironment rich in activated T cells. Altogether, these data define FL B cell transcriptional states across a large cohort of patients, contribute to our understanding of FL heterogeneity at the tumor cell level, and provide a foundation for guiding therapeutic intervention.
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Affiliation(s)
| | - Kerstin Wenzl
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | | | | | | | - Matthew J Maurer
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Melissa C Larson
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | | | - ZhiZhang Yang
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | | | | | | | | | | | | | - Brian K Link
- Division of Hematology, Oncology, and Blood & Marrow Transplantation, University of Iowa, Iowa City, IA, USA
| | - Lisa M Rimsza
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Scottsdale, AZ, USA
| | - Rebecca L King
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | | | - James R Cerhan
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Anne J Novak
- Division of Hematology, Mayo Clinic, Rochester, MN, USA.
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41
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Cancila V, Morello G, Bertolazzi G, Chan ASY, Bastianello G, Paysan D, Jaynes PW, Schiavoni G, Mattei F, Piconese S, Revuelta MV, Noto F, De Ninno A, Cammarata I, Pagni F, Venkatachalapathy S, Sangaletti S, Di Napoli A, Vacca D, Lonardi S, Lorenzi L, Ferreri AJM, Belmonte B, Varano G, Colombo MP, Bicciato S, Inghirami G, Cerchietti L, Ponzoni M, Zappasodi R, Facchetti F, Foiani M, Casola S, Jeyasekharan AD, Tripodo C. Germinal Center Dark Zone harbors ATR-dependent determinants of T-cell exclusion that are also identified in aggressive lymphoma. RESEARCH SQUARE 2024:rs.3.rs-4093618. [PMID: 38562878 PMCID: PMC10984086 DOI: 10.21203/rs.3.rs-4093618/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
The germinal center (GC) dark zone (DZ) and light zone (LZ) regions spatially separate expansion and diversification from selection of antigen-specific B-cells to ensure antibody affinity maturation and B cell memory. The DZ and LZ differ significantly in their immune composition despite the lack of a physical barrier, yet the determinants of this polarization are poorly understood. This study provides novel insights into signals controlling asymmetric T-cell distribution between DZ and LZ regions. We identify spatially-resolved DNA damage response and chromatin compaction molecular features that underlie DZ T-cell exclusion. The DZ spatial transcriptional signature linked to T-cell immune evasion clustered aggressive Diffuse Large B-cell Lymphomas (DLBCL) for differential T cell infiltration. We reveal the dependence of the DZ transcriptional core signature on the ATR kinase and dissect its role in restraining inflammatory responses contributing to establishing an immune-repulsive imprint in DLBCL. These insights may guide ATR-focused treatment strategies bolstering immunotherapy in tumors marked by DZ transcriptional and chromatin-associated features.
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Affiliation(s)
- Valeria Cancila
- Tumor Immunology Unit, Department of Health Sciences, University of Palermo, Palermo, Italy
| | - Gaia Morello
- Tumor Immunology Unit, Department of Health Sciences, University of Palermo, Palermo, Italy
| | - Giorgio Bertolazzi
- Tumor Immunology Unit, Department of Health Sciences, University of Palermo, Palermo, Italy
- Department of Economics, Business, and Statistics, University of Palermo, Palermo, Italy
| | - Allison Si-Yu Chan
- Cancer Science Institute of Singapore, National University of Singapore, Singapore
| | | | - Daniel Paysan
- Laboratory for Nanoscale Biology, Paul Scherrer Institute, Villigen, Switzerland
- Department of Health Sciences and Technology, ETH Zurich, Zurich, Switzerland
| | | | - Giovanna Schiavoni
- Department of Oncology and Molecular Medicine, Istituto Superiore di Sanità, Rome, Italy
| | - Fabrizio Mattei
- Department of Oncology and Molecular Medicine, Istituto Superiore di Sanità, Rome, Italy
| | - Silvia Piconese
- Department of Internal Clinical Sciences, Anesthesiology and Cardiovascular Sciences, Sapienza University of Rome, Rome, Italy
- IRCCS Fondazione Santa Lucia, Unità di Neuroimmunologia, Rome, Italy
- Laboratory affiliated to Istituto Pasteur Italia-Fondazione Cenci Bolognetti, Rome, Italy
| | - Maria V Revuelta
- Division of Hematology and Oncology, Medicine Department, Weill Cornell Medicine and NewYork-Presbyterian Hospital, New York
| | - Francesco Noto
- Department of Oncology and Molecular Medicine, Istituto Superiore di Sanità, Rome, Italy
| | - Adele De Ninno
- Institute for Photonics and Nanotechnologies, Italian National Research Council, Rome, Italy
| | - Ilenia Cammarata
- Department of Translational and Precision Medicine, Sapienza University of Rome, Rome, Italy; Neuroimmunology Unit, IRCCS Fondazione Santa Lucia, Rome, Italy
| | - Fabio Pagni
- Department of Medicine and Surgery, Pathology, IRCCS Fondazione San Gerardo dei Tintori, University of Milano-Bicocca, Italy
| | | | - Sabina Sangaletti
- Molecular Immunology Unit, Department of Experimental Oncology, Fondazione IRCCS Istituto Nazionale Tumori, Milan, Italy
| | - Arianna Di Napoli
- Pathology Unit, Department of Clinical and Molecular Medicine, Sant'Andrea University Hospital, Sapienza University of Rome, Rome, Italy
| | - Davide Vacca
- Tumor Immunology Unit, Department of Health Sciences, University of Palermo, Palermo, Italy
| | - Silvia Lonardi
- Pathology Unit, ASST Spedali Civili di Brescia, Department of Molecular and Translational Medicine, University of Brescia, Brescia, Italy
| | - Luisa Lorenzi
- Pathology Unit, ASST Spedali Civili di Brescia, Department of Molecular and Translational Medicine, University of Brescia, Brescia, Italy
| | - Andrés J M Ferreri
- Lymphoma Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
| | - Beatrice Belmonte
- Tumor Immunology Unit, Department of Health Sciences, University of Palermo, Palermo, Italy
| | - Gabriele Varano
- IFOM ETS, The AIRC Institute of Molecular Oncology, Milan, Italy
| | - Mario Paolo Colombo
- Molecular Immunology Unit, Department of Experimental Oncology, Fondazione IRCCS Istituto Nazionale Tumori, Milan, Italy
| | - Silvio Bicciato
- Department of Molecular Medicine, University of Padova, Padova, Italy
| | - Giorgio Inghirami
- Pathology and Laboratory Medicine Department, Weill Cornell Medicine and New York-Presbyterian Hospital, New York
| | - Leandro Cerchietti
- Division of Hematology and Oncology, Medicine Department, Weill Cornell Medicine and NewYork-Presbyterian Hospital, New York
| | - Maurilio Ponzoni
- Vita-Salute San Raffaele University, Milan, Italy
- Pathology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | | | - Fabio Facchetti
- Pathology Unit, ASST Spedali Civili di Brescia, Department of Molecular and Translational Medicine, University of Brescia, Brescia, Italy
| | - Marco Foiani
- IFOM ETS, The AIRC Institute of Molecular Oncology, Milan, Italy
| | - Stefano Casola
- IFOM ETS, The AIRC Institute of Molecular Oncology, Milan, Italy
| | - Anand D Jeyasekharan
- Cancer Science Institute of Singapore, National University of Singapore, Singapore
- Department of Haematology-Oncology, National University Health System, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Claudio Tripodo
- Tumor Immunology Unit, Department of Health Sciences, University of Palermo, Palermo, Italy
- IFOM ETS, The AIRC Institute of Molecular Oncology, Milan, Italy
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Flümann R, Hansen J, Meinel J, Pfeiffer P, Goldfarb Wittkopf H, Lütz A, Wirtz J, Möllmann M, Zhou T, Tabatabai A, Lohmann T, Jauch M, Beleggia F, Pelzer B, Ullrich F, Höfmann S, Arora A, Persigehl T, Büttner R, von Tresckow B, Klein S, Jachimowicz RD, Reinhardt HC, Knittel G. An inducible Cd79b mutation confers ibrutinib sensitivity in mouse models of Myd88-driven diffuse large B-cell lymphoma. Blood Adv 2024; 8:1063-1074. [PMID: 38060829 PMCID: PMC10907402 DOI: 10.1182/bloodadvances.2023011213] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 11/26/2023] [Indexed: 02/29/2024] Open
Abstract
ABSTRACT Diffuse large B-cell lymphoma (DLBCL) is the most common aggressive lymphoma and constitutes a highly heterogenous disease. Recent comprehensive genomic profiling revealed the identity of numerous molecularly defined DLBCL subtypes, including a cluster which is characterized by recurrent aberrations in MYD88, CD79B, and BCL2, as well as various lesions promoting a block in plasma cell differentiation, including PRDM1, TBL1XR1, and SPIB. Here, we generated a series of autochthonous mouse models to mimic this DLBCL cluster and specifically focused on the impact of Cd79b mutations in this setting. We show that canonical Cd79b immunoreceptor tyrosine-based activation motif (ITAM) mutations do not accelerate Myd88- and BCL2-driven lymphomagenesis. Cd79b-mutant murine DLBCL were enriched for IgM surface expression, reminiscent of their human counterparts. Moreover, Cd79b-mutant lymphomas displayed a robust formation of cytoplasmic signaling complexes involving MYD88, CD79B, MALT1, and BTK. These complexes were disrupted upon pharmacological BTK inhibition. The BTK inhibitor-mediated disruption of these signaling complexes translated into a selective ibrutinib sensitivity of lymphomas harboring combined Cd79b and Myd88 mutations. Altogether, this in-depth cross-species comparison provides a framework for the development of molecularly targeted therapeutic intervention strategies in DLBCL.
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Affiliation(s)
- Ruth Flümann
- Department I of Internal Medicine, Center for Integrated Oncology Aachen Bonn Cologne Düsseldorf, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Center for Molecular Medicine, University of Cologne, Cologne, Germany
- Cologne Excellence Cluster on Cellular Stress Response in Aging-Associated Diseases, University of Cologne, Cologne, Germany
- Mildred Scheel School of Oncology Aachen Bonn Cologne Düsseldorf, Faculty of Medicine and University Hospital of Cologne, Cologne, Germany
- Max Planck Institute for Biology of Ageing, Cologne, Germany
| | - Julia Hansen
- Department I of Internal Medicine, Center for Integrated Oncology Aachen Bonn Cologne Düsseldorf, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Max Planck Institute for Biology of Ageing, Cologne, Germany
| | - Jörn Meinel
- Institute of Pathology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Pauline Pfeiffer
- Department I of Internal Medicine, Center for Integrated Oncology Aachen Bonn Cologne Düsseldorf, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Hannah Goldfarb Wittkopf
- Department I of Internal Medicine, Center for Integrated Oncology Aachen Bonn Cologne Düsseldorf, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Max Planck Institute for Biology of Ageing, Cologne, Germany
| | - Anna Lütz
- Department I of Internal Medicine, Center for Integrated Oncology Aachen Bonn Cologne Düsseldorf, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Max Planck Institute for Biology of Ageing, Cologne, Germany
| | - Jessica Wirtz
- Department I of Internal Medicine, Center for Integrated Oncology Aachen Bonn Cologne Düsseldorf, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Max Planck Institute for Biology of Ageing, Cologne, Germany
| | - Michael Möllmann
- Department of Hematology and Stem Cell Transplantation, West German Cancer Center, German Cancer Consortium Partner Site Essen, Center for Molecular Biotechnology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Tanja Zhou
- Department of Hematology and Stem Cell Transplantation, West German Cancer Center, German Cancer Consortium Partner Site Essen, Center for Molecular Biotechnology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Areya Tabatabai
- Department of Hematology and Stem Cell Transplantation, West German Cancer Center, German Cancer Consortium Partner Site Essen, Center for Molecular Biotechnology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Tim Lohmann
- Department I of Internal Medicine, Center for Integrated Oncology Aachen Bonn Cologne Düsseldorf, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Maximilian Jauch
- Department of Hematology and Stem Cell Transplantation, West German Cancer Center, German Cancer Consortium Partner Site Essen, Center for Molecular Biotechnology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Filippo Beleggia
- Department I of Internal Medicine, Center for Integrated Oncology Aachen Bonn Cologne Düsseldorf, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Mildred Scheel School of Oncology Aachen Bonn Cologne Düsseldorf, Faculty of Medicine and University Hospital of Cologne, Cologne, Germany
- Department of Translational Genomics, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Benedikt Pelzer
- Division of Hematology/Oncology, Department of Medicine, Weill Cornell Medicine, Cornell University, New York, NY
| | - Fabian Ullrich
- Department of Hematology and Stem Cell Transplantation, West German Cancer Center, German Cancer Consortium Partner Site Essen, Center for Molecular Biotechnology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Svenja Höfmann
- Department of Hematology and Stem Cell Transplantation, West German Cancer Center, German Cancer Consortium Partner Site Essen, Center for Molecular Biotechnology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Aastha Arora
- Department of Hematology and Stem Cell Transplantation, West German Cancer Center, German Cancer Consortium Partner Site Essen, Center for Molecular Biotechnology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Thorsten Persigehl
- Department of Radiology and Interventional Radiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Reinhard Büttner
- Institute of Pathology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Bastian von Tresckow
- Department of Hematology and Stem Cell Transplantation, West German Cancer Center, German Cancer Consortium Partner Site Essen, Center for Molecular Biotechnology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Sebastian Klein
- Department of Hematology and Stem Cell Transplantation, West German Cancer Center, German Cancer Consortium Partner Site Essen, Center for Molecular Biotechnology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Ron D. Jachimowicz
- Department I of Internal Medicine, Center for Integrated Oncology Aachen Bonn Cologne Düsseldorf, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Center for Molecular Medicine, University of Cologne, Cologne, Germany
- Cologne Excellence Cluster on Cellular Stress Response in Aging-Associated Diseases, University of Cologne, Cologne, Germany
- Mildred Scheel School of Oncology Aachen Bonn Cologne Düsseldorf, Faculty of Medicine and University Hospital of Cologne, Cologne, Germany
- Max Planck Institute for Biology of Ageing, Cologne, Germany
| | - Hans Christian Reinhardt
- Department of Hematology and Stem Cell Transplantation, West German Cancer Center, German Cancer Consortium Partner Site Essen, Center for Molecular Biotechnology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Gero Knittel
- Department of Hematology and Stem Cell Transplantation, West German Cancer Center, German Cancer Consortium Partner Site Essen, Center for Molecular Biotechnology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
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Liu M, Bertolazzi G, Sridhar S, Lee RX, Jaynes P, Mulder K, Syn N, Hoppe MM, Fan S, Peng Y, Thng J, Chua R, Jayalakshmi, Batumalai Y, De Mel S, Poon L, Chan EHL, Lee J, Hue SSS, Chang ST, Chuang SS, Chandy KG, Ye X, Pan-Hammarström Q, Ginhoux F, Chee YL, Ng SB, Tripodo C, Jeyasekharan AD. Spatially-resolved transcriptomics reveal macrophage heterogeneity and prognostic significance in diffuse large B-cell lymphoma. Nat Commun 2024; 15:2113. [PMID: 38459052 PMCID: PMC10923916 DOI: 10.1038/s41467-024-46220-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Accepted: 02/19/2024] [Indexed: 03/10/2024] Open
Abstract
Macrophages are abundant immune cells in the microenvironment of diffuse large B-cell lymphoma (DLBCL). Macrophage estimation by immunohistochemistry shows varying prognostic significance across studies in DLBCL, and does not provide a comprehensive analysis of macrophage subtypes. Here, using digital spatial profiling with whole transcriptome analysis of CD68+ cells, we characterize macrophages in distinct spatial niches of reactive lymphoid tissues (RLTs) and DLBCL. We reveal transcriptomic differences between macrophages within RLTs (light zone /dark zone, germinal center/ interfollicular), and between disease states (RLTs/ DLBCL), which we then use to generate six spatially-derived macrophage signatures (MacroSigs). We proceed to interrogate these MacroSigs in macrophage and DLBCL single-cell RNA-sequencing datasets, and in gene-expression data from multiple DLBCL cohorts. We show that specific MacroSigs are associated with cell-of-origin subtypes and overall survival in DLBCL. This study provides a spatially-resolved whole-transcriptome atlas of macrophages in reactive and malignant lymphoid tissues, showing biological and clinical significance.
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Affiliation(s)
- Min Liu
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
- Department of Radiation Oncology, Chongqing University Cancer Hospital, Chongqing, PR China
- Department of Immunology, Tianjin Medical University Cancer Institute and Hospital, Tianjin, PR China
| | - Giorgio Bertolazzi
- Department of Economics, Business and Statistics, University of Palermo, Palermo, Italy
- Tumor Immunology Unit, Department of Sciences for Health Promotion and Mother-Child Care "G. D'Alessandro", University of Palermo, Palermo, Italy
| | - Shruti Sridhar
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Rui Xue Lee
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Patrick Jaynes
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Kevin Mulder
- Singapore Immunology Network, Agency for Science, Technology and Research, Singapore, Singapore
- Institut National de la Santé Et de la Recherche Medicale (INSERM) U1015, Equipe Labellisée-Ligue Nationale contre le Cancer, Villejuif, France
- Université Paris-Saclay, Gustave Roussy, Villejuif, France
| | - Nicholas Syn
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Department of Biomedical Informatics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Michal Marek Hoppe
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Shuangyi Fan
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Yanfen Peng
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Jocelyn Thng
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Reiya Chua
- Department of Haematology-Oncology, National University Health System, Singapore, Singapore
| | - Jayalakshmi
- Department of Haematology-Oncology, National University Health System, Singapore, Singapore
| | - Yogeshini Batumalai
- Department of Haematology-Oncology, National University Health System, Singapore, Singapore
| | - Sanjay De Mel
- Department of Haematology-Oncology, National University Health System, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Limei Poon
- Department of Haematology-Oncology, National University Health System, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Esther Hian Li Chan
- Department of Haematology-Oncology, National University Health System, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Joanne Lee
- Department of Haematology-Oncology, National University Health System, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Susan Swee-Shan Hue
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Sheng-Tsung Chang
- Department of Pathology, Chi-Mei Medical Center, Tainan City, Taiwan, ROC
| | - Shih-Sung Chuang
- Department of Pathology, Chi-Mei Medical Center, Tainan City, Taiwan, ROC
| | - K George Chandy
- Lee Kong Chian School of Medicine, Nanyang Technological University Singapore, Singapore, Singapore
| | - Xiaofei Ye
- Kindstar Global Precision Medicine Institute, Wuhan, PR China
| | - Qiang Pan-Hammarström
- Division of Immunology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Florent Ginhoux
- Singapore Immunology Network, Agency for Science, Technology and Research, Singapore, Singapore
- Institut National de la Santé Et de la Recherche Medicale (INSERM) U1015, Equipe Labellisée-Ligue Nationale contre le Cancer, Villejuif, France
- Université Paris-Saclay, Gustave Roussy, Villejuif, France
| | - Yen Lin Chee
- Department of Haematology-Oncology, National University Health System, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Siok-Bian Ng
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Claudio Tripodo
- Tumor Immunology Unit, Department of Sciences for Health Promotion and Mother-Child Care "G. D'Alessandro", University of Palermo, Palermo, Italy.
- Histopathology Unit, Institute of Molecular Oncology Foundation (IFOM) ETS - The AIRC Institute of Molecular Oncology, Milan, Italy.
| | - Anand D Jeyasekharan
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore.
- Department of Haematology-Oncology, National University Health System, Singapore, Singapore.
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
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Coupland SE, Du MQ, Ferry JA, de Jong D, Khoury JD, Leoncini L, Naresh KN, Ott G, Siebert R, Xerri L. The fifth edition of the WHO classification of mature B-cell neoplasms: open questions for research. J Pathol 2024; 262:255-270. [PMID: 38180354 DOI: 10.1002/path.6246] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Revised: 11/21/2023] [Accepted: 12/01/2023] [Indexed: 01/06/2024]
Abstract
The fifth edition of the World Health Organization Classification of Haematolymphoid Tumours (WHO-HAEM5) is the product of an evidence-based evolution of the revised fourth edition with wide multidisciplinary consultation. Nonetheless, while every classification incorporates scientific advances and aims to improve upon the prior version, medical knowledge remains incomplete and individual neoplasms may not be easily subclassified in a given scheme. Thus, optimal classification requires ongoing study, and there are certain aspects of some entities and subtypes that require further refinements. In this review, we highlight a selection of these challenging areas to prompt more research investigations. These include (1) a 'placeholder term' of splenic B-cell lymphoma/leukaemia with prominent nucleoli (SBLPN) to accommodate many of the splenic lymphomas previously classified as hairy cell leukaemia variant and B-prolymphocytic leukaemia, a clear new start to define their pathobiology; (2) how best to classify BCL2 rearrangement negative follicular lymphoma including those with BCL6 rearrangement, integrating the emerging new knowledge on various germinal centre B-cell subsets; (3) what is the spectrum of non-IG gene partners of MYC translocation in diffuse large B-cell lymphoma/high-grade B-cell lymphoma and how they impact MYC expression and clinical outcome; how best to investigate this in a routine clinical setting; and (4) how best to define high-grade B-cell lymphoma not otherwise specified and high-grade B-cell lymphoma with 11q aberrations to distinguish them from their mimics and characterise their molecular pathogenetic mechanism. Addressing these questions would provide more robust evidence to better define these entities/subtypes, improve their diagnosis and/or prognostic stratification, leading to better patient care. © 2024 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.
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Affiliation(s)
- Sarah E Coupland
- Liverpool Clinical Laboratories, Liverpool University Hospitals Foundation Trust, Liverpool, UK
| | - Ming-Qing Du
- Department of Pathology, University of Cambridge, Cambridge, UK
| | - Judith A Ferry
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Daphne de Jong
- The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Joseph D Khoury
- Department of Pathology, Microbiology and Immunology, University of Nebraska Medical Center, Omaha, NE, USA
| | - Lorenzo Leoncini
- Department of Medical Biotechnology, University of Siena, Siena, Italy
| | - Kikkeri N Naresh
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA, USA
| | - German Ott
- Department of Clinical Pathology, Robert-Bosch-Krankenhaus, and Dr. Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany
| | - Reiner Siebert
- Institute of Human Genetics, Ulm University and Ulm University Medical Center, Ulm, Germany
| | - Luc Xerri
- Institut Paoli-Calmettes, CRCM and Aix-Marseille University, Marseille, France
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Serebrovskaya EO, Bryushkova EA, Lukyanov DK, Mushenkova NV, Chudakov DM, Turchaninova MA. Toolkit for mapping the clonal landscape of tumor-infiltrating B cells. Semin Immunol 2024; 72:101864. [PMID: 38301345 DOI: 10.1016/j.smim.2024.101864] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/06/2024] [Accepted: 01/08/2024] [Indexed: 02/03/2024]
Abstract
Our current understanding of whether B cell involvement in the tumor microenvironment benefits the patient or the tumor - in distinct cancers, subcohorts and individual patients - is quite limited. Both statements are probably true in most cases: certain clonal B cell populations contribute to the antitumor response, while others steer the immune response away from the desired mechanics. To step up to a new level of understanding and managing B cell behaviors in the tumor microenvironment, we need to rationally discern these roles, which are cumulatively defined by B cell clonal functional programs, specificities of their B cell receptors, specificities and isotypes of the antibodies they produce, and their spatial interactions within the tumor environment. Comprehensive analysis of these characteristics of clonal B cell populations is now becoming feasible with the development of a whole arsenal of advanced technical approaches, which include (1) methods of single-cell and spatial transcriptomics, genomics, and proteomics; (2) methods of massive identification of B cell specificities; (3) methods of deep error-free profiling of B cell receptor repertoires. Here we overview existing techniques, summarize their current application for B cells studies and propose promising future directions in advancing B cells exploration.
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Affiliation(s)
- E O Serebrovskaya
- Institute of Translational Medicine, Pirogov Russian National Research Medical University, Moscow, Russia; Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, Moscow, Russia; Current position: Miltenyi Biotec B.V. & Co. KG, Bergisch Gladbach, Germany
| | - E A Bryushkova
- Institute of Translational Medicine, Pirogov Russian National Research Medical University, Moscow, Russia; Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, Moscow, Russia; Department of Molecular Biology, Lomonosov Moscow State University, Moscow, Russia
| | - D K Lukyanov
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, Moscow, Russia; Center of Life Sciences, Skolkovo Institute of Science and Technology, Moscow, Russia
| | - N V Mushenkova
- Institute of Translational Medicine, Pirogov Russian National Research Medical University, Moscow, Russia; Unicorn Capital Partners, 119049, Moscow, Russia
| | - D M Chudakov
- Institute of Translational Medicine, Pirogov Russian National Research Medical University, Moscow, Russia; Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, Moscow, Russia; Center of Life Sciences, Skolkovo Institute of Science and Technology, Moscow, Russia; Central European Institute of Technology, Masaryk University, Brno, Czech Republic.
| | - M A Turchaninova
- Institute of Translational Medicine, Pirogov Russian National Research Medical University, Moscow, Russia; Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, Moscow, Russia
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Zhang H, Wen H, Zhu Q, Zhang Y, Xu F, Ma T, Guo Y, Lu C, Zhao X, Ji Y, Wang Z, Chu Y, Ge D, Gu J, Liu R. Genomic profiling and associated B cell lineages delineate the efficacy of neoadjuvant anti-PD-1-based therapy in oesophageal squamous cell carcinoma. EBioMedicine 2024; 100:104971. [PMID: 38244291 PMCID: PMC10831182 DOI: 10.1016/j.ebiom.2024.104971] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Revised: 01/02/2024] [Accepted: 01/04/2024] [Indexed: 01/22/2024] Open
Abstract
BACKGROUND Neoadjuvant chemoimmunotherapy has offered novel therapeutic options for patients with locally advanced oesophageal squamous cell carcinoma (ESCC). Depicting the landscape of genomic and immune profiles is critical in predicting therapeutic responses. METHODS We integrated whole-exome sequencing, single-cell RNA sequencing, and immunofluorescence data of ESCC samples from 24 patients who received neoadjuvant treatment with PD-1 inhibitors plus paclitaxel and platinum-based chemotherapy to identify correlations with therapeutic responses. FINDINGS An elevation of small insertions and deletions was observed in responders. DNA mismatch repair (MMR) pathway alternations were highly frequent in patients with optimal responses and correlated with tumour infiltrating lymphocytes (TILs). Among the TILs in ESCC, dichotomous developing trajectories of B cells were identified, with one lineage differentiating towards LMO2+ germinal centre B cells and another lineage differentiating towards CD55+ memory B cells. While LMO2+ germinal centre B cells were enriched in responding tumours, CD55+ memory B cells were found to correlate with inferior responses to combination therapy, exhibiting immune-regulating features and impeding the cytotoxicity of CD8+ T cells. The comprehensive evaluation of transcriptomic B cell lineage features was validated to predict responses to immunotherapy in patients with cancer. INTERPRETATION This comprehensive evaluation of tumour MMR pathway alternations and intra-tumoural B cell features will help to improve the selection and management of patients with ESCC to receive neoadjuvant chemoimmunotherapy. FUNDING National Science Foundation of China (82373371, 82330053), Eastern Scholar Program at Shanghai Institutions of Higher Learning, National Science and Technology Major Project of China (2023YFA1800204, 2020YFC2008402), and Science and Technology Commission of Shanghai Municipality (22ZR1410700, 20ZR1410800).
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Affiliation(s)
- Hongyu Zhang
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Haoyu Wen
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Qiaoliang Zhu
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Yuchen Zhang
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Fengkai Xu
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Teng Ma
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Yifan Guo
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Chunlai Lu
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Xuelian Zhao
- Department of Pathology, Zhongshan Hospital, Fudan University, 200032, Shanghai, China
| | - Yuan Ji
- Department of Pathology, Zhongshan Hospital, Fudan University, 200032, Shanghai, China
| | - Zhiqiang Wang
- Department of Immunology, School of Basic Medical Sciences, Shanghai Key Laboratory of Medical Epigenetics and Metabolism, Institutes of Biomedical Sciences, Fudan University, Shanghai, 200032, China
| | - Yiwei Chu
- Department of Immunology, School of Basic Medical Sciences, Shanghai Key Laboratory of Medical Epigenetics and Metabolism, Institutes of Biomedical Sciences, Fudan University, Shanghai, 200032, China
| | - Di Ge
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University, Shanghai, 200032, China.
| | - Jie Gu
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University, Shanghai, 200032, China.
| | - Ronghua Liu
- Fifth People's Hospital and Shanghai Key Laboratory of Medical Epigenetics, Institutes of Biomedical Sciences, Fudan University, 200032, Shanghai, China.
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Mu DP, Scharer CD, Kaminski NE, Zhang Q. A Multiscale Spatial Modeling Framework for the Germinal Center Response. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.26.577491. [PMID: 38501122 PMCID: PMC10945589 DOI: 10.1101/2024.01.26.577491] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/20/2024]
Abstract
The germinal center response or reaction (GCR) is a hallmark event of adaptive humoral immunity. Unfolding in the B cell follicles of the secondary lymph organs, a GC culminates in the production of high-affinity antibody-secreting plasma cells along with memory B cells. By interacting with follicular dendritic cells (FDC) and T follicular helper (Tfh) cells, GC B cells exhibit complex spatiotemporal dynamics. Driving the B cell dynamics are the intracellular signal transduction and gene regulatory network that responds to cell surface signaling molecules, cytokines, and chemokines. As our knowledge of the GC continues to expand in depth and in scope, mathematical modeling has become an important tool to help disentangle the intricacy of the GCR and inform novel mechanistic and clinical insights. While the GC has been modeled at different granularities, a multiscale spatial simulation framework - integrating molecular, cellular, and tissue-level responses - is still rare. Here, we report our recent progress toward this end with a hybrid stochastic GC framework developed on the Cellular Potts Model-based CompuCell3D platform. Tellurium is used to simulate the B cell intracellular molecular network comprising NF-κB, FOXO1, MYC, AP4, CXCR4, and BLIMP1 that responds to B cell receptor (BCR) and CD40-mediated signaling. The molecular outputs of the network drive the spatiotemporal behaviors of B cells, including cyclic migration between the dark zone (DZ) and light zone (LZ) via chemotaxis; clonal proliferative bursts, somatic hypermutation, and DNA damage-induced apoptosis in the DZ; and positive selection, apoptosis via a death timer, and emergence of plasma cells in the LZ. Our simulations are able to recapitulate key molecular, cellular, and morphological GC events including B cell population growth, affinity maturation, and clonal dominance. This novel modeling framework provides an open-source, customizable, and multiscale virtual GC simulation platform that enables qualitative and quantitative in silico investigations of a range of mechanic and applied research questions in future.
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Ke F, Benet ZL, Shelyakin P, Britanova OV, Gupta N, Dent AL, Moore BB, Grigorova IL. Targeted checkpoint control of B cells undergoing positive selection in germinal centers by follicular regulatory T cells. Proc Natl Acad Sci U S A 2024; 121:e2304020121. [PMID: 38261619 PMCID: PMC10835130 DOI: 10.1073/pnas.2304020121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Accepted: 11/20/2023] [Indexed: 01/25/2024] Open
Abstract
Follicular regulatory T cells (Tfr) can play opposite roles in the regulation of germinal center (GC) responses. Depending on the studies, Tfr suppress or support GC and B cell affinity maturation. However, which factors determine positive vs. negative effects of Tfr on the GC B cell is unclear. In this study, we show that GC centrocytes that express MYC up-regulate expression of CCL3 chemokine that is needed for both the positive and negative regulation of GC B cells by Tfr. B cell-intrinsic expression of CCL3 contributes to Tfr-dependent positive selection of foreign Ag-specific GC B cells. At the same time, expression of CCL3 is critical for direct Tfr-mediated suppression of GC B cells that acquire cognate to Tfr nuclear proteins. Our study suggests that CCR5 and CCR1 receptors promote Tfr migration to CCL3 and highlights Ccr5 expression on the Tfr subset that expresses Il10. Based on our findings and previous studies, we suggest a model of chemotactically targeted checkpoint control of B cells undergoing positive selection in GCs by Tfr, where Tfr directly probe and license foreign antigen-specific B cells to complete their positive selection in GCs but, at the same time, suppress GC B cells that present self-antigens cognate to Tfr.
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Affiliation(s)
- Fang Ke
- Department of Microbiology and Immunology, Michigan Medicine University of Michigan, Ann Arbor, MI48109
| | - Zachary L. Benet
- Department of Microbiology and Immunology, Michigan Medicine University of Michigan, Ann Arbor, MI48109
| | - Pavel Shelyakin
- Abu Dhabi Stem Cells Center, Abu Dhabi4600, United Arab Emirates
- Molecular Technologies Division, Institute of Translational Medicine, Center for Precision Genome Editing and Genetic Technologies for Biomedicine, Pirogov Russian National Research Medical University, Moscow117997, Russian Federation
| | - Olga V. Britanova
- Molecular Technologies Division, Institute of Translational Medicine, Center for Precision Genome Editing and Genetic Technologies for Biomedicine, Pirogov Russian National Research Medical University, Moscow117997, Russian Federation
- Genomics of Adaptive Immunity Department, Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow117997, Russian Federation
- Institute of Clinical Molecular Biology, Christian-Albrechts-University of Kiel, Kiel24105, Germany
| | - Neetu Gupta
- Department of Inflammation and Immunity, Lerner Research Institute, Cleveland Clinic, Cleveland, OH44195
| | - Alexander L. Dent
- Department of Microbiology and Immunology, Indiana University School of Medicine, Indianapolis, IN46123
| | - Bethany B. Moore
- Department of Microbiology and Immunology, Michigan Medicine University of Michigan, Ann Arbor, MI48109
- Department of Internal Medicine, Michigan Medicine University of Michigan, Ann Arbor, MI48109
| | - Irina L. Grigorova
- Department of Microbiology and Immunology, Michigan Medicine University of Michigan, Ann Arbor, MI48109
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49
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Alig SK, Shahrokh Esfahani M, Garofalo A, Li MY, Rossi C, Flerlage T, Flerlage JE, Adams R, Binkley MS, Shukla N, Jin MC, Olsen M, Telenius A, Mutter JA, Schroers-Martin JG, Sworder BJ, Rai S, King DA, Schultz A, Bögeholz J, Su S, Kathuria KR, Liu CL, Kang X, Strohband MJ, Langfitt D, Pobre-Piza KF, Surman S, Tian F, Spina V, Tousseyn T, Buedts L, Hoppe R, Natkunam Y, Fornecker LM, Castellino SM, Advani R, Rossi D, Lynch R, Ghesquières H, Casasnovas O, Kurtz DM, Marks LJ, Link MP, André M, Vandenberghe P, Steidl C, Diehn M, Alizadeh AA. Distinct Hodgkin lymphoma subtypes defined by noninvasive genomic profiling. Nature 2024; 625:778-787. [PMID: 38081297 PMCID: PMC11293530 DOI: 10.1038/s41586-023-06903-x] [Citation(s) in RCA: 29] [Impact Index Per Article: 29.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Accepted: 11/28/2023] [Indexed: 01/06/2024]
Abstract
The scarcity of malignant Hodgkin and Reed-Sternberg cells hampers tissue-based comprehensive genomic profiling of classic Hodgkin lymphoma (cHL). By contrast, liquid biopsies show promise for molecular profiling of cHL due to relatively high circulating tumour DNA (ctDNA) levels1-4. Here we show that the plasma representation of mutations exceeds the bulk tumour representation in most cases, making cHL particularly amenable to noninvasive profiling. Leveraging single-cell transcriptional profiles of cHL tumours, we demonstrate Hodgkin and Reed-Sternberg ctDNA shedding to be shaped by DNASE1L3, whose increased tumour microenvironment-derived expression drives high ctDNA concentrations. Using this insight, we comprehensively profile 366 patients, revealing two distinct cHL genomic subtypes with characteristic clinical and prognostic correlates, as well as distinct transcriptional and immunological profiles. Furthermore, we identify a novel class of truncating IL4R mutations that are dependent on IL-13 signalling and therapeutically targetable with IL-4Rα-blocking antibodies. Finally, using PhasED-seq5, we demonstrate the clinical value of pretreatment and on-treatment ctDNA levels for longitudinally refining cHL risk prediction and for detection of radiographically occult minimal residual disease. Collectively, these results support the utility of noninvasive strategies for genotyping and dynamic monitoring of cHL, as well as capturing molecularly distinct subtypes with diagnostic, prognostic and therapeutic potential.
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Affiliation(s)
- Stefan K Alig
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | | | - Andrea Garofalo
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Michael Yu Li
- Centre for Lymphoid Cancer, British Columbia Cancer, Vancouver, British Columbia, Canada
| | - Cédric Rossi
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
- Hematology Department, University Hospital F. Mitterrand and Inserm UMR 1231, Dijon, France
| | - Tim Flerlage
- Department of Infectious Diseases, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Jamie E Flerlage
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Ragini Adams
- Department of Pediatrics, Division of Pediatric Hematology and Oncology, Stanford University, Stanford, CA, USA
| | - Michael S Binkley
- Department of Radiation Oncology, Stanford University Medical Center, Stanford, CA, USA
| | - Navika Shukla
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Michael C Jin
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Mari Olsen
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Adèle Telenius
- Centre for Lymphoid Cancer, British Columbia Cancer, Vancouver, British Columbia, Canada
| | - Jurik A Mutter
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Joseph G Schroers-Martin
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Brian J Sworder
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Shinya Rai
- Centre for Lymphoid Cancer, British Columbia Cancer, Vancouver, British Columbia, Canada
| | - Daniel A King
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Andre Schultz
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Jan Bögeholz
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Shengqin Su
- Department of Radiation Oncology, Stanford University Medical Center, Stanford, CA, USA
| | - Karan R Kathuria
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Chih Long Liu
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Xiaoman Kang
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Maya J Strohband
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Deanna Langfitt
- Department of Bone Marrow Transplant and Cellular Therapy, St Jude Children's Research Hospital, Memphis, TN, USA
| | | | - Sherri Surman
- Department of Infectious Diseases, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Feng Tian
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Valeria Spina
- Laboratory of Molecular Diagnostics, Department of Medical Genetics EOLAB, Bellinzona, Switzerland
| | - Thomas Tousseyn
- Department of Imaging and Pathology, KU Leuven, Leuven, Belgium
| | | | - Richard Hoppe
- Department of Radiation Oncology, Stanford University Medical Center, Stanford, CA, USA
| | | | - Luc-Matthieu Fornecker
- Institut de Cancérologie Strasbourg Europe (ICANS) and University of Strasbourg, Strasbourg, France
| | - Sharon M Castellino
- Department of Pediatrics, Emory University, Aflac Cancer and Blood Disorders Center, Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Ranjana Advani
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Davide Rossi
- Clinic of Hematology, Oncology Institute of Southern Switzerland, Ente Ospedaliero Cantonale, Bellinzona, Switzerland
- Laboratory of Experimental Hematology, Institute of Oncology Research, Bellinzona, Switzerland
- Faculty of Biomedical Sciences, Università della Svizzera Italiana, Lugano, Switzerland
| | - Ryan Lynch
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Hervé Ghesquières
- Department of Hematology, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Benite, France
| | - Olivier Casasnovas
- Hematology Department, University Hospital F. Mitterrand and Inserm UMR 1231, Dijon, France
| | - David M Kurtz
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Lianna J Marks
- Department of Pediatrics, Division of Pediatric Hematology and Oncology, Stanford University, Stanford, CA, USA
| | - Michael P Link
- Department of Pediatrics, Division of Pediatric Hematology and Oncology, Stanford University, Stanford, CA, USA
| | - Marc André
- Department of Haematology, Université Catholique de Louvain, CHU UCL Namur, Yvoir, Belgium
| | - Peter Vandenberghe
- Department of Human Genetics, KU Leuven, Leuven, Belgium
- Department of Hematology, University Hospitals Leuven, Leuven, Belgium
| | - Christian Steidl
- Centre for Lymphoid Cancer, British Columbia Cancer, Vancouver, British Columbia, Canada
| | - Maximilian Diehn
- Department of Radiation Oncology, Stanford University Medical Center, Stanford, CA, USA.
| | - Ash A Alizadeh
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA.
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50
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Xie M, Chaudhary R, Slebos RJ, Lee K, Song F, Poole MI, Hoening DS, Noel LC, Hernandez-Prera JC, Conejo-Garcia JR, Chung CH, Tan AC. Immune landscape in molecular subtypes of human papillomavirus-negative head and neck cancer. Mol Carcinog 2024; 63:120-135. [PMID: 37750589 PMCID: PMC10841270 DOI: 10.1002/mc.23640] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Accepted: 09/13/2023] [Indexed: 09/27/2023]
Abstract
Head and neck squamous cell carcinomas (HNSCC) remain a poorly understood disease clinically and immunologically. HPV is a known risk factor of HNSCC associated with better outcome, whereas HPV-negative HNSCC are more heterogeneous in outcome. Gene expression signatures have been developed to classify HNSCC into four molecular subtypes (classical, basal, mesenchymal, and atypical). However, the molecular underpinnings of treatment response and the immune landscape for these molecular subtypes are largely unknown. Herein, we described a comprehensive immune landscape analysis in three independent HNSCC cohorts (>700 patients) using transcriptomics data. We assigned the HPV- HNSCC patients into these four molecular subtypes and characterized the tumor microenvironment using deconvolution method. We determined that atypical and mesenchymal subtypes have greater immune enrichment and exhibit a T-cell exhaustion phenotype, compared to classical and basal subtypes. Further analyses revealed different B cell maturation and antibody isotypes enrichment patterns, and distinct immune microenvironment crosstalk in the atypical and mesenchymal subtypes. Taken together, our study suggests that treatments that enhances B cell activity may benefit patients with HNSCC of the atypical subtypes. The rationale can be utilized in the design of future precision immunotherapy trials based on the molecular subtypes of HPV- HNSCC.
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Affiliation(s)
- Mengyu Xie
- Department of Biostatistics and Bioinformatics, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Ritu Chaudhary
- Department of Head and Neck-Endocrine Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Robbert J.C. Slebos
- Department of Head and Neck-Endocrine Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Kyubum Lee
- Department of Biostatistics and Bioinformatics, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Feifei Song
- Department of Head and Neck-Endocrine Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Maria I. Poole
- Department of Head and Neck-Endocrine Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Dirk S. Hoening
- Department of Head and Neck-Endocrine Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Leenil C. Noel
- Department of Head and Neck-Endocrine Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Juan C. Hernandez-Prera
- Department of Pathology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Jose R. Conejo-Garcia
- Department of Immunology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Christine H. Chung
- Department of Head and Neck-Endocrine Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Aik Choon Tan
- Department of Biostatistics and Bioinformatics, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
- Huntsman Cancer Institute, Department of Oncological Sciences and Biomedical Informatics, University of Utah, Salt Lake City, UT, 84112 USA
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