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Lyu A, Fan Z, Clark M, Lea A, Luong D, Setayesh A, Starzinski A, Wolters R, Arias-Badia M, Allaire K, Wu K, Gurunathan V, Valderrábano L, Wei XX, Miller RA, Van Allen EM, Fong L. Evolution of myeloid-mediated immunotherapy resistance in prostate cancer. Nature 2025; 637:1207-1217. [PMID: 39633050 PMCID: PMC11779626 DOI: 10.1038/s41586-024-08290-3] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2024] [Accepted: 10/25/2024] [Indexed: 12/07/2024]
Abstract
Patients with advanced metastatic castration-resistant prostate cancer (mCRPC) are refractory to immune checkpoint inhibitors (ICIs)1,2, partly because there are immunosuppressive myeloid cells in tumours3,4. However, the heterogeneity of myeloid cells has made them difficult to target, making blockade of the colony stimulating factor-1 receptor (CSF1R) clinically ineffective. Here we use single-cell profiling on patient biopsies across the disease continuum and find that a distinct population of tumour-associated macrophages with elevated levels of SPP1 transcripts (SPP1hi-TAMs) becomes enriched with the progression of prostate cancer to mCRPC. In syngeneic mouse modelling, an analogous macrophage population suppresses CD8+ T cell activity in vitro and promotes ICI resistance in vivo. Furthermore, Spp1hi-TAMs are not responsive to anti-CSF1R antibody treatment. Pathway analysis identifies adenosine signalling as a potential mechanism for SPP1hi-TAM-mediated immunotherapeutic resistance. Indeed, pharmacological inhibition of adenosine A2A receptors (A2ARs) significantly reverses Spp1hi-TAM-mediated immunosuppression in CD8+ T cells in vitro and enhances CRPC responsiveness to programmed cell death protein 1 (PD-1) blockade in vivo. Consistent with preclinical results, inhibition of A2ARs using ciforadenant in combination with programmed death 1 ligand 1 (PD-L1) blockade using atezolizumab induces clinical responses in patients with mCRPC. Moreover, inhibiting A2ARs results in a significant decrease in SPP1hi-TAM abundance in CRPC, indicating that this pathway is involved in both induction and downstream immunosuppression. Collectively, these findings establish SPP1hi-TAMs as key mediators of ICI resistance in mCRPC through adenosine signalling, emphasizing their importance as both a therapeutic target and a potential biomarker for predicting treatment efficacy.
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Affiliation(s)
- Aram Lyu
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
- Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA
- Immunotherapy Integrated Research Center, Division of Translational Science and Therapeutics, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Zenghua Fan
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Matthew Clark
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Averey Lea
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Diamond Luong
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Ali Setayesh
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Alec Starzinski
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Rachel Wolters
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Marcel Arias-Badia
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Kate Allaire
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Kai Wu
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Vibha Gurunathan
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Laura Valderrábano
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Xiao X Wei
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | | | - Eliezer M Van Allen
- Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Lawrence Fong
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA.
- Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA.
- Immunotherapy Integrated Research Center, Division of Translational Science and Therapeutics, Fred Hutchinson Cancer Center, Seattle, WA, USA.
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, USA.
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102
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Chen JH, Gainor JF. Spatial biology captures the effects of neoadjuvant chemo-immunotherapy in lung cancer. Nat Genet 2025; 57:6-8. [PMID: 39658656 DOI: 10.1038/s41588-024-01992-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2024]
Affiliation(s)
- Jonathan H Chen
- Department of Pathology, Northwestern University, Chicago, IL, USA
| | - Justin F Gainor
- Division of Hematology/Oncology, Massachusetts General Hospital, Boston, MA, USA.
- Harvard Medical School, Boston, MA, USA.
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103
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Hanahan D, Michielin O, Pittet MJ. Convergent inducers and effectors of T cell paralysis in the tumour microenvironment. Nat Rev Cancer 2025; 25:41-58. [PMID: 39448877 DOI: 10.1038/s41568-024-00761-z] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/23/2024] [Indexed: 10/26/2024]
Abstract
Tumorigenesis embodies the formation of a heterotypic tumour microenvironment (TME) that, among its many functions, enables the evasion of T cell-mediated immune responses. Remarkably, most TME cell types, including cancer cells, fibroblasts, myeloid cells, vascular endothelial cells and pericytes, can be stimulated to deploy immunoregulatory programmes. These programmes involve regulatory inducers (signals-in) and functional effectors (signals-out) that impair CD8+ and CD4+ T cell activity through cytokines, growth factors, immune checkpoints and metabolites. Some signals target specific cell types, whereas others, such as transforming growth factor-β (TGFβ) and prostaglandin E2 (PGE2), exert broad, pleiotropic effects; as signals-in, they trigger immunosuppressive programmes in most TME cell types, and as signals-out, they directly inhibit T cells and also modulate other cells to reinforce immunosuppression. This functional diversity and redundancy pose a challenge for therapeutic targeting of the immune-evasive TME. Fundamentally, the commonality of regulatory programmes aimed at abrogating T cell activity, along with paracrine signalling between cells of the TME, suggests that many normal cell types are hard-wired with latent functions that can be triggered to prevent inappropriate immune attack. This intrinsic capability is evidently co-opted throughout the TME, enabling tumours to evade immune destruction.
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Affiliation(s)
- Douglas Hanahan
- Swiss Institute for Experimental Cancer Research (ISREC), School of Life Sciences, Swiss Federal Institute of Technology in Lausanne (EPFL), Lausanne, Switzerland.
- Agora Cancer Research Center, Lausanne, Switzerland.
- Swiss Cancer Center Léman (SCCL), Lausanne, Switzerland.
- Ludwig Institute for Cancer Research, Lausanne Branch, Lausanne, Switzerland.
| | - Olivier Michielin
- Agora Cancer Research Center, Lausanne, Switzerland
- Swiss Cancer Center Léman (SCCL), Lausanne, Switzerland
- Department of Oncology, Geneva University Hospitals (HUG), Geneva, Switzerland
- Department of Medicine, University of Geneva (UNIGE), Geneva, Switzerland
| | - Mikael J Pittet
- Agora Cancer Research Center, Lausanne, Switzerland
- Swiss Cancer Center Léman (SCCL), Lausanne, Switzerland
- Ludwig Institute for Cancer Research, Lausanne Branch, Lausanne, Switzerland
- Department of Oncology, Geneva University Hospitals (HUG), Geneva, Switzerland
- Department of Pathology and Immunology, University of Geneva (UNIGE), Geneva, Switzerland
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104
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Kartal B, Garris CS, Kim HS, Kohler RH, Carrothers J, Halabi EA, Iwamoto Y, Goubet A, Xie Y, Wirapati P, Pittet MJ, Weissleder R. Targeted SPP1 Inhibition of Tumor-Associated Myeloid Cells Effectively Decreases Tumor Sizes. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2025; 12:e2410360. [PMID: 39639496 PMCID: PMC11775521 DOI: 10.1002/advs.202410360] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/27/2024] [Revised: 10/15/2024] [Indexed: 12/07/2024]
Abstract
Secreted phosphosprotein 1 (SPP1)High tumor-associated macrophages (TAM) are abundant tumor myeloid cells that are immunosuppressive, pro-tumorigenic, and have a highly negative prognostic factor. Despite this, there is a lack of efficient TAM-specific therapeutics capable of reducing SPP1 expression. Here, on a phenotypic screen is reported to identify small molecule SPP1 modulators in macrophages. Several hits and incorporated them into a TAM-avid systemic nanoformulation are identified. It is shown that the lead compound (CANDI460) can down-regulate SPP1 in vitro and in vivo and lead to tumor remissions in different murine models. These findings are important as they offer a promising avenue for developing novel therapeutic strategies targeting TAM.
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Affiliation(s)
- Benan Kartal
- Center for Systems BiologyMassachusetts General Hospital185 Cambridge St, CPZN 5206BostonMA02114USA
| | - Christopher S. Garris
- Center for Systems BiologyMassachusetts General Hospital185 Cambridge St, CPZN 5206BostonMA02114USA
| | - Hyung Shik Kim
- Center for Systems BiologyMassachusetts General Hospital185 Cambridge St, CPZN 5206BostonMA02114USA
| | - Rainer H. Kohler
- Center for Systems BiologyMassachusetts General Hospital185 Cambridge St, CPZN 5206BostonMA02114USA
| | - Jasmine Carrothers
- Center for Systems BiologyMassachusetts General Hospital185 Cambridge St, CPZN 5206BostonMA02114USA
| | - Elias A. Halabi
- Center for Systems BiologyMassachusetts General Hospital185 Cambridge St, CPZN 5206BostonMA02114USA
| | - Yoshiko Iwamoto
- Center for Systems BiologyMassachusetts General Hospital185 Cambridge St, CPZN 5206BostonMA02114USA
| | - Anne‐Gaëlle Goubet
- Department of Pathology and ImmunologyUniversity of GenevaGeneva1211Switzerland
- AGORA Cancer Research CenterSwiss Cancer Center LemanLausanne1011Switzerland
| | - Yuxuan Xie
- Department of Pathology and ImmunologyUniversity of GenevaGeneva1211Switzerland
- AGORA Cancer Research CenterSwiss Cancer Center LemanLausanne1011Switzerland
| | - Pratyaksha Wirapati
- Department of Pathology and ImmunologyUniversity of GenevaGeneva1211Switzerland
- AGORA Cancer Research CenterSwiss Cancer Center LemanLausanne1011Switzerland
| | - Mikaël J. Pittet
- Department of Pathology and ImmunologyUniversity of GenevaGeneva1211Switzerland
- AGORA Cancer Research CenterSwiss Cancer Center LemanLausanne1011Switzerland
- Ludwig Institute for Cancer ResearchLausanne1005Switzerland
| | - Ralph Weissleder
- Center for Systems BiologyMassachusetts General Hospital185 Cambridge St, CPZN 5206BostonMA02114USA
- Department of Systems BiologyHarvard Medical School200 Longwood AveBostonMA02115USA
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105
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An R, Sun DJ, Lei HX, He AR, Tu Y, Tang JT. Effect of Epstein-Barr virus on macrophage M2/M1 migration and EphA2 expression in adverse drug reactions. J Dermatol 2025; 52:87-96. [PMID: 39535311 DOI: 10.1111/1346-8138.17496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2024] [Revised: 09/09/2024] [Accepted: 09/21/2024] [Indexed: 11/16/2024]
Abstract
This study aims to investigate the effect of Epstein-Barr virus (EBV) reactivation or EBV reactivation with dexamethasone (DXM) in patients with adverse drug reactions (ADRs) through evaluating the levels of monocyte, macrophage M2/M1, and cytokines, and investigating whether expression of EBV receptor EphA2 could specifically influence EBV activation in ADRs. We performed a prospective longitudinal study to analyze the monocytes, macrophages, M2/M1 ratio, and cytokines, including interleukin (IL)-4, IL-13, tumor necrosis factor (TNF)-α, interferon (IFN)-γ, IFN-β, C-X-C motif chemokine ligand (CXCL)9, and CXCL10, in patients with maculopapular exanthema (MPE) and Stevens-Johnson syndrome/toxic epidermal necrolysis (SJS/TEN), and control groups after disease onset. Skin biopsy samples from these patients were subjected to hematoxylin and eosin (H&E) staining to examine tissue architecture and inflammatory cell infiltration, as well as Epstein-Barr virus-encoded RNA (EBER) staining to detect the presence of EBV within the skin lesions. Peripheral blood mononuclear cells collected from these patients were co-cultured with EBV or EBV combined with DXM to assess the impact on monocytes, macrophages, the M2/M1 ratio, and the associated cytokine profile. Furthermore, we sought to identify which cytokines might be crucial in mediating the interaction between the M2/M1 ratio and EBV. EPhA2 expression was evaluated to determine its role in the reactivation of EBV and its correlation with increased viral load in MPE and SJS/TEN patients. Selective depletion of macrophages occurred during the acute stage of SJS/TEN, while a shift towards M2 macrophages was observed in MPE. Both IFN-β and CXCL9 levels were elevated in MPE and SJS/TEN. Additionally, our study demonstrated the presence of EBV in the skin lesions of SJS/TEN and MPE patients through H&E and EBER staining, confirming EBV's involvement in these conditions. Activation of EBV and EBV combined with DXM led to a shift from M1 to M2 macrophages, accompanied by increased levels of IL-4, IFN-γ, and CXCL9 in MPE and SJS/TEN, compared to healthy individuals. Specifically, EBV combined with DXM primarily drove IFN-γ and IL-4 expansions in MPE, while CXCL9 was predominantly elevated in SJS/TEN. The increased IL-4 levels were associated with the relative rise in EBV viral loads after EBV combined with DXM stimulation. Furthermore, EphA2 expression in monocytes was significantly higher in SJS/TEN and MPE patients compared to controls, with further increases on EBV stimulation. This elevation in EPhA2 correlated with increased EBV viral load, particularly in MPE and SJS/TEN patients. The gradual shift from M1 to M2 cell development observed during the clinical course of MPE and SJS/TEN is mediated by the predominance of EBV and EBV with DXM at the acute stage, leading to elevated IL-4, IFN-γ, and CXCL9 levels, which may exacerbate allergic reactions. The elevation in EPhA2 correlated with increased EBV viral load, particularly in MPE and SJS/TEN patients, suggesting that adverse drug reactions may induce EPhA2 expression, facilitating EBV replication and activation. EphA2 could thus serve as an indicator of EBV activation and a marker for assessing the risk of EBV in patients with adverse drug reactions.
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Affiliation(s)
- Ran An
- Department of Dermatology, First Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Dong-Jie Sun
- Department of Dermatology, First Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Hao-Xue Lei
- Department of Dermatology, First Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Ang-Ran He
- Department of Dermatology, First Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Ying Tu
- Department of Dermatology, First Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Jun-Ting Tang
- Department of Dermatology, First Affiliated Hospital of Kunming Medical University, Kunming, China
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106
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Gulati GS, D'Silva JP, Liu Y, Wang L, Newman AM. Profiling cell identity and tissue architecture with single-cell and spatial transcriptomics. Nat Rev Mol Cell Biol 2025; 26:11-31. [PMID: 39169166 DOI: 10.1038/s41580-024-00768-2] [Citation(s) in RCA: 25] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/16/2024] [Indexed: 08/23/2024]
Abstract
Single-cell transcriptomics has broadened our understanding of cellular diversity and gene expression dynamics in healthy and diseased tissues. Recently, spatial transcriptomics has emerged as a tool to contextualize single cells in multicellular neighbourhoods and to identify spatially recurrent phenotypes, or ecotypes. These technologies have generated vast datasets with targeted-transcriptome and whole-transcriptome profiles of hundreds to millions of cells. Such data have provided new insights into developmental hierarchies, cellular plasticity and diverse tissue microenvironments, and spurred a burst of innovation in computational methods for single-cell analysis. In this Review, we discuss recent advancements, ongoing challenges and prospects in identifying and characterizing cell states and multicellular neighbourhoods. We discuss recent progress in sample processing, data integration, identification of subtle cell states, trajectory modelling, deconvolution and spatial analysis. Furthermore, we discuss the increasing application of deep learning, including foundation models, in analysing single-cell and spatial transcriptomics data. Finally, we discuss recent applications of these tools in the fields of stem cell biology, immunology, and tumour biology, and the future of single-cell and spatial transcriptomics in biological research and its translation to the clinic.
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Affiliation(s)
- Gunsagar S Gulati
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | | | - Yunhe Liu
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Linghua Wang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- The University of Texas MD Anderson Cancer Center UTHealth Houston Graduate School of Biomedical Sciences, Houston, TX, USA
| | - Aaron M Newman
- Department of Biomedical Data Science, Stanford University, Stanford, CA, USA.
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, CA, USA.
- Stanford Cancer Institute, Stanford University, Stanford, CA, USA.
- Chan Zuckerberg Biohub - San Francisco, San Francisco, CA, USA.
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107
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Elewaut A, Estivill G, Bayerl F, Castillon L, Novatchkova M, Pottendorfer E, Hoffmann-Haas L, Schönlein M, Nguyen TV, Lauss M, Andreatta F, Vulin M, Krecioch I, Bayerl J, Pedde AM, Fabre N, Holstein F, Cronin SM, Rieser S, Laniti DD, Barras D, Coukos G, Quek C, Bai X, Muñoz I Ordoño M, Wiesner T, Zuber J, Jönsson G, Böttcher JP, Vanharanta S, Obenauf AC. Cancer cells impair monocyte-mediated T cell stimulation to evade immunity. Nature 2025; 637:716-725. [PMID: 39604727 PMCID: PMC7617236 DOI: 10.1038/s41586-024-08257-4] [Citation(s) in RCA: 15] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Accepted: 10/21/2024] [Indexed: 11/29/2024]
Abstract
The tumour microenvironment is programmed by cancer cells and substantially influences anti-tumour immune responses1,2. Within the tumour microenvironment, CD8+ T cells undergo full effector differentiation and acquire cytotoxic anti-tumour functions in specialized niches3-7. Although interactions with type 1 conventional dendritic cells have been implicated in this process3-5,8-10, the underlying cellular players and molecular mechanisms remain incompletely understood. Here we show that inflammatory monocytes can adopt a pivotal role in intratumoral T cell stimulation. These cells express Cxcl9, Cxcl10 and Il15, but in contrast to type 1 conventional dendritic cells, which cross-present antigens, inflammatory monocytes obtain and present peptide-major histocompatibility complex class I complexes from tumour cells through 'cross-dressing'. Hyperactivation of MAPK signalling in cancer cells hampers this process by coordinately blunting the production of type I interferon (IFN-I) cytokines and inducing the secretion of prostaglandin E2 (PGE2), which impairs the inflammatory monocyte state and intratumoral T cell stimulation. Enhancing IFN-I cytokine production and blocking PGE2 secretion restores this process and re-sensitizes tumours to T cell-mediated immunity. Together, our work uncovers a central role of inflammatory monocytes in intratumoral T cell stimulation, elucidates how oncogenic signalling disrupts T cell responses through counter-regulation of PGE2 and IFN-I, and proposes rational combination therapies to enhance immunotherapies.
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Affiliation(s)
- Anais Elewaut
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria
- Vienna BioCenter, Doctoral School of the University of Vienna and Medical University of Vienna, Vienna, Austria
| | - Guillem Estivill
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria
- Vienna BioCenter, Doctoral School of the University of Vienna and Medical University of Vienna, Vienna, Austria
| | - Felix Bayerl
- Institute of Molecular Immunology, School of Medicine and Health, Technical University of Munich (TUM), Munich, Germany
| | - Leticia Castillon
- Translational Cancer Medicine Program, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Maria Novatchkova
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria
| | - Elisabeth Pottendorfer
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria
- Vienna BioCenter, Doctoral School of the University of Vienna and Medical University of Vienna, Vienna, Austria
| | - Lisa Hoffmann-Haas
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria
| | - Martin Schönlein
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria
| | - Trung Viet Nguyen
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria
| | - Martin Lauss
- Lund University Cancer Center, Division of Oncology, Lund University, Lund, Sweden
| | - Francesco Andreatta
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria
| | - Milica Vulin
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria
| | - Izabela Krecioch
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria
| | - Jonas Bayerl
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria
- Vienna BioCenter, Doctoral School of the University of Vienna and Medical University of Vienna, Vienna, Austria
| | - Anna-Marie Pedde
- Institute of Molecular Immunology, School of Medicine and Health, Technical University of Munich (TUM), Munich, Germany
| | - Naomi Fabre
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria
| | - Felix Holstein
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria
- Vienna BioCenter, Doctoral School of the University of Vienna and Medical University of Vienna, Vienna, Austria
| | - Shona M Cronin
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria
- Vienna BioCenter, Doctoral School of the University of Vienna and Medical University of Vienna, Vienna, Austria
| | - Sarah Rieser
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria
| | - Denarda Dangaj Laniti
- Ludwig Institute for Cancer Research, Lausanne Branch, University of Lausanne (UNIL), Lausanne, Switzerland
- Department of Oncology, University Hospital of Lausanne (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
- Agora Research Center, Lausanne, Switzerland
| | - David Barras
- Ludwig Institute for Cancer Research, Lausanne Branch, University of Lausanne (UNIL), Lausanne, Switzerland
- Department of Oncology, University Hospital of Lausanne (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
- Agora Research Center, Lausanne, Switzerland
| | - George Coukos
- Ludwig Institute for Cancer Research, Lausanne Branch, University of Lausanne (UNIL), Lausanne, Switzerland
- Department of Oncology, University Hospital of Lausanne (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
- Agora Research Center, Lausanne, Switzerland
| | - Camelia Quek
- Melanoma Institute Australia, The University of Sydney, Sydney, New South Wales, Australia
- Charles Perkins Centre, The University of Sydney, Sydney, New South Wales, Australia
- Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
| | - Xinyu Bai
- Melanoma Institute Australia, The University of Sydney, Sydney, New South Wales, Australia
- Charles Perkins Centre, The University of Sydney, Sydney, New South Wales, Australia
- Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
| | - Miquel Muñoz I Ordoño
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria
| | - Thomas Wiesner
- Department of Dermatology, Medical University of Vienna, Vienna, Austria
| | - Johannes Zuber
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria
| | - Göran Jönsson
- Lund University Cancer Center, Division of Oncology, Lund University, Lund, Sweden
| | - Jan P Böttcher
- Institute of Molecular Immunology, School of Medicine and Health, Technical University of Munich (TUM), Munich, Germany
| | - Sakari Vanharanta
- Translational Cancer Medicine Program, Faculty of Medicine, University of Helsinki, Helsinki, Finland
- Department of Biochemistry and Developmental Biology, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Anna C Obenauf
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), Vienna, Austria.
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Guo S, Guo L, Li J, Li J, Zhang Q, Zhang J, Boussios S, Toi M. Construction of a prognostic survival model with tumor immune-related genes for breast cancer. Transl Cancer Res 2024; 13:6919-6935. [PMID: 39816565 PMCID: PMC11730693 DOI: 10.21037/tcr-24-2137] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2024] [Accepted: 12/18/2024] [Indexed: 01/18/2025]
Abstract
Background Numerous studies have demonstrated that immune cell infiltration is a significant predictor in the prognosis of those with breast cancer. This study aimed to develop a prognostic model for undifferentiated breast cancer using immune-related markers. Methods Differentially expressed genes (DEGs) and prognostic factors were identified from The Cancer Genome Atlas (TCGA) database. Cancer immune-associated genes were filtered using the GeneCards database. Least absolute shrinkage and selection operator (LASSO) and Cox proportional hazards regression were employed to select prognostic indicators. The single-sample gene set enrichment analysis (ssGSEA) algorithm and the CIBERSORT algorithm were used to analyze the correlation of prognostic indicators with immune cells in breast cancer. Results We identified six tumor immune-related genes, including zic family member 2 (ZIC2), solute carrier family 7 member 5 (SLC7A5), forkhead box J1 (FOXJ1), C-X-C motif chemokine ligand 9 (CXCL9), tumor necrosis factor receptor superfamily member 18 (TNFRSF18), and serine protease 2 (PRSS2), for the development of a prognostic model for patients with breast cancer. Notably, the results of the correlation analysis indicated that CXCL9 was associated with antitumor immune cells, including CD8+ T cells, cytotoxic cells, M1 macrophages, and activated memory CD4 T cells, and with the enrichment of natural killer (NK) CD56dim cells. Furthermore, CXCL9 exhibited a significant negative association with the tumor-promoting M2 macrophage phenotype. Conclusions Our study established a six-gene model for predicting breast cancer prognosis. Furthermore, we unexpectedly discovered that CXCL9 is integral to immune infiltration in breast cancer and may serve as a critical biomarker for evaluating immune response and therapeutic efficacy in breast cancer treatment.
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Affiliation(s)
- Shuai Guo
- Department of Clinical Laboratory, General Hospital of Tisco, Sixth Hospital of Shanxi Medical University, Taiyuan, China
| | - Liang Guo
- Department of Clinical Laboratory, General Hospital of Tisco, Sixth Hospital of Shanxi Medical University, Taiyuan, China
| | - Jiangyun Li
- Department of Clinical Laboratory, General Hospital of Tisco, Sixth Hospital of Shanxi Medical University, Taiyuan, China
| | - Jianguo Li
- Department of Clinical Laboratory, General Hospital of Tisco, Sixth Hospital of Shanxi Medical University, Taiyuan, China
| | - Qiqi Zhang
- Department of Clinical Laboratory, General Hospital of Tisco, Sixth Hospital of Shanxi Medical University, Taiyuan, China
| | - Jing Zhang
- Department of Clinical Laboratory, General Hospital of Tisco, Sixth Hospital of Shanxi Medical University, Taiyuan, China
| | - Stergios Boussios
- Department of Medical Oncology, Medway NHS Foundation Trust, Kent, UK
- Faculty of Medicine, Health, and Social Care, Canterbury Christ Church University, Canterbury, UK
- Faculty of Life Sciences & Medicine, School of Cancer & Pharmaceutical Sciences, King’s College London, London, UK
- Kent Medway Medical School, University of Kent, Kent, UK
- AELIA Organization, Thessaloniki, Greece
| | - Masakazu Toi
- Tokyo Metropolitan Cancer and Infectious Disease Center, Komagome Hospital, Tokyo, Japan
- Department of Breast Surgery, Kyoto University Graduate School of Medicine, Kyoto, Japan
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109
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Zhou L, Liu J, Yao P, Liu X, Chen F, Chen Y, Zhou L, Shen C, Zhou Y, Du X, Hu J. Spatial transcriptomics reveals unique metabolic profile and key oncogenic regulators of cervical squamous cell carcinoma. J Transl Med 2024; 22:1163. [PMID: 39741285 DOI: 10.1186/s12967-024-06011-y] [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: 08/05/2024] [Accepted: 12/18/2024] [Indexed: 01/02/2025] Open
Abstract
BACKGROUND As a prevalent and deadly malignant tumor, the treatment outcomes for late-stage patients with cervical squamous cell carcinoma (CSCC) are often suboptimal. Previous studies have shown that tumor progression is closely related with tumor metabolism and microenvironment reshaping, with disruptions in energy metabolism playing a critical role in this process. To delve deeper into the understanding of CSCC development, our research focused on analyzing the tumor microenvironment and metabolic characteristics across different regions of tumor tissue. METHODS Utilizing spatial transcriptomics (ST) sequencing technology, we conducted a study on FFPE (formalin-fixed paraffin-embedded) tumor samples from CSCC patients. Coupled with single-cell RNA sequencing (scRNA-seq) data after deconvolution, we described spatial distribution maps of tumor leading edge and core regions in detail. Tumor tissues were classified into hypermetabolic and hypometabolic regions to analyze the metabolism profiles and tumor differentiation degree across different spatial areas. We also employed The Cancer Genome Atlas (TCGA) database to examine the analysis results of ST data. RESULTS Our findings indicated a more complex tumor microenvironment in hypermetabolic regions. Cell-cell communication analysis showed that various cells in tumor microenvironment were influenced by the signalling molecule APP released by cancer cells and higher expression of APP was observed in hypermetabolic regions. Furthermore, our results revealed the correlation between APP and the transcription factor TRPS1. Both APP and TRPS1 demonstrated significant effects on cancer cell proliferation, migration, and invasion, potentially contributing to tumor progression. CONCLUSIONS Utilizing ST, scRNA-seq, and TCGA database, we examined the spatial metabolic profiles of CSCC tissues, including metabolism distribution, metabolic variations, and the relationship between metabolism and tumor differentiation degree. Additionally, potential cancer-promoting factors were proposed, offering a valuable foundation for the development of more effective treatment strategies for CSCC.
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Affiliation(s)
- Limin Zhou
- Tongji Medical College, Maternal and Child Health Hospital of Hubei Province, Huazhong University of Science and Technology, Wuhan, Hubei Province, 430070, China
| | - Jiejie Liu
- State Key Laboratory of Virology, College of Life Sciences and Frontier Science Center for Immunology and Metabolism, RNA Institute, Wuhan University, Wuhan, 430072, China
| | - Peipei Yao
- Animal Bio-Safety Level III Laboratory/Institute for Vaccine Research, Taikang Medical School (School of Basic Medical Sciences), Wuhan University, Wuhan, 430071, China
| | - Xing Liu
- State Key Laboratory of Virology, College of Life Sciences and Frontier Science Center for Immunology and Metabolism, RNA Institute, Wuhan University, Wuhan, 430072, China
| | - Fei Chen
- Animal Bio-Safety Level III Laboratory/Institute for Vaccine Research, Taikang Medical School (School of Basic Medical Sciences), Wuhan University, Wuhan, 430071, China
| | - Yu Chen
- State Key Laboratory of Virology, College of Life Sciences and Frontier Science Center for Immunology and Metabolism, RNA Institute, Wuhan University, Wuhan, 430072, China
| | - Li Zhou
- Animal Bio-Safety Level III Laboratory/Institute for Vaccine Research, Taikang Medical School (School of Basic Medical Sciences), Wuhan University, Wuhan, 430071, China
| | - Chao Shen
- Hubei Key Laboratory of Cell Homeostasis, College of Life Sciences, Wuhan University, Wuhan, Hubei Province, 430072, China.
| | - You Zhou
- Systems Immunity Research Institute, Cardiff University, Cardiff, CF14 4XN, UK.
- Division of Infection and Immunity, School of Medicine, Cardiff University, Cardiff, CF14 4XN, UK.
| | - Xin Du
- Tongji Medical College, Maternal and Child Health Hospital of Hubei Province, Huazhong University of Science and Technology, Wuhan, Hubei Province, 430070, China.
| | - Junbo Hu
- Tongji Medical College, Maternal and Child Health Hospital of Hubei Province, Huazhong University of Science and Technology, Wuhan, Hubei Province, 430070, China.
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Liu C, Wu K, Li C, Zhang Z, Zhai P, Guo H, Zhang J. SPP1+ macrophages promote head and neck squamous cell carcinoma progression by secreting TNF-α and IL-1β. J Exp Clin Cancer Res 2024; 43:332. [PMID: 39726047 DOI: 10.1186/s13046-024-03255-w] [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: 07/31/2024] [Accepted: 12/09/2024] [Indexed: 12/28/2024] Open
Abstract
BACKGROUND Head and neck squamous cell carcinoma (HNSCC) is a very aggressive disease characterized by a heterogeneous tumor immune microenvironment (TIME). Tumor-associated macrophages (TAMs) constitute the major innate immune population in the TIME where they facilitate crucial regulatory processes that participate in malignant tumor progression. SPP1 + macrophages (SPP1 + Macs) are found in many cancers, but their effects on HNSCC remain unknown. This study aimed to identify and validate the role and function of SPP1 + Macs in the malignant progression of HNSCC. METHODS In this study, we applied single-cell RNA sequencing (scRNA-seq) analyses of paired tumor and normal tissues from 5 HNSCC patients to identify tumor-specific SPP1 + Macs. RT-qPCR and multiplex immunohistochemical and multiplex immunofluorescence staining were used to verify the presence of SPP1 + Macs in the clinical samples. Gene set variation analysis suggested that SPP1 + Macs were actively involved in cytokine production. Thus, we constructed SPP1-OE macrophages and SPP1-KD macrophages (both differentiated from THP-1 cells), performed a Luminex liquid suspension chip detection assay to detect differential cytokines, and further assessed their biological functions and mechanisms in several HNSCC cell lines and adjacent macrophages. An in vivo experiment was used to verify the function of SPP1 + Macs in HNSCC progression. RESULTS The scRNA-seq results revealed that myeloid cells were heterogeneous and strongly correlated with tumor cells in the TIME in HNSCC and identified tumor-specific SPP1 + Macs, which were positively correlated with poor prognosis of HNSCC patients. Gene set variation analysis (GSVA) suggested that SPP1 + Macs were actively involved in cytokine production. Luminex liquid suspension chip detection assay indicated that SPP1 + Mac-derived TNF-α and IL-1β played important roles. Both in vitro and in vivo experiments and the use of VGX-1027, an inhibitor of macrophage-derived TNF-α and IL-1β, confirmed that SPP1 + Mac-derived TNF-α and IL-1β promoted HNSCC progression by supporting tumor cell proliferation and migration. Mechanistically, we found that TNF-α and IL-1β were upregulated due to NF-kappa B signaling pathway activation in SPP1 + Macs. Moreover, SPP1 + Mac-derived TNF-α and IL-1β promoted the expression of OPN in both tumor cells and other adjacent macrophages through different signaling pathways. CONCLUSIONS SPP1 + Macs increase the secretion of TNF-α and IL-1β via the NF-kappa B pathway to promote HNSCC cell proliferation, and TNF-α and IL-1β in turn upregulate the expression of OPN in tumor cells and macrophages; thus, SPP1 + Macs may be a candidate target through which antitumor efficacy can be enhanced.
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Affiliation(s)
- Chun Liu
- Department of Oral and Maxillofacial-Head and Neck Oncology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai, China
- National Center for Stomatology, Shanghai Jiao Tong University, Shanghai, China
- National Clinical Research Center for Oral Diseases, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Stomatology, Shanghai, China
- Shanghai Research Institute of Stomatology, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Center of Head and Neck Oncology Clinical and Translational Science, Shanghai Jiao Tong University, Shanghai, China
| | - Kun Wu
- Department of Oral and Maxillofacial-Head and Neck Oncology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai, China
- National Center for Stomatology, Shanghai Jiao Tong University, Shanghai, China
- National Clinical Research Center for Oral Diseases, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Stomatology, Shanghai, China
- Shanghai Research Institute of Stomatology, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Center of Head and Neck Oncology Clinical and Translational Science, Shanghai Jiao Tong University, Shanghai, China
- Department of Oral and Maxillofacial Surgery, Second Xiangya Hospital of Central South University, Changsha, China
| | - Chuwen Li
- Department of Oral and Maxillofacial-Head and Neck Oncology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai, China
- National Center for Stomatology, Shanghai Jiao Tong University, Shanghai, China
- National Clinical Research Center for Oral Diseases, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Stomatology, Shanghai, China
- Shanghai Research Institute of Stomatology, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Center of Head and Neck Oncology Clinical and Translational Science, Shanghai Jiao Tong University, Shanghai, China
| | - Zhen Zhang
- Department of Oral and Maxillofacial-Head and Neck Oncology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai, China
- National Center for Stomatology, Shanghai Jiao Tong University, Shanghai, China
- National Clinical Research Center for Oral Diseases, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Stomatology, Shanghai, China
- Shanghai Research Institute of Stomatology, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Center of Head and Neck Oncology Clinical and Translational Science, Shanghai Jiao Tong University, Shanghai, China
| | - Peisong Zhai
- Department of Oral and Maxillofacial-Head and Neck Oncology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai, China
- National Center for Stomatology, Shanghai Jiao Tong University, Shanghai, China
- National Clinical Research Center for Oral Diseases, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Stomatology, Shanghai, China
- Shanghai Research Institute of Stomatology, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Center of Head and Neck Oncology Clinical and Translational Science, Shanghai Jiao Tong University, Shanghai, China
| | - Haiyan Guo
- Department of Clinical Laboratory, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
| | - Jianjun Zhang
- Department of Oral and Maxillofacial-Head and Neck Oncology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
- College of Stomatology, Shanghai Jiao Tong University, Shanghai, China.
- National Center for Stomatology, Shanghai Jiao Tong University, Shanghai, China.
- National Clinical Research Center for Oral Diseases, Shanghai Jiao Tong University, Shanghai, China.
- Shanghai Key Laboratory of Stomatology, Shanghai, China.
- Shanghai Research Institute of Stomatology, Shanghai Jiao Tong University, Shanghai, China.
- Shanghai Center of Head and Neck Oncology Clinical and Translational Science, Shanghai Jiao Tong University, Shanghai, China.
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Zhao L, Wang Z, Tan Y, Ma J, Huang W, Zhang X, Jin C, Zhang T, Liu W, Yang YG. IL-17A/CEBPβ/OPN/LYVE-1 axis inhibits anti-tumor immunity by promoting tumor-associated tissue-resident macrophages. Cell Rep 2024; 43:115039. [PMID: 39643970 DOI: 10.1016/j.celrep.2024.115039] [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: 06/29/2024] [Revised: 10/18/2024] [Accepted: 11/18/2024] [Indexed: 12/09/2024] Open
Abstract
Tumor-associated macrophages (TAMs) are a critical component of the immunosuppressive tumor microenvironment, comprising monocyte-derived macrophages (MDM-TAMs) and tissue-resident macrophages (TRM-TAMs). Here, we discovered that TRM-TAMs mediate the pro-tumor effects of interleukin (IL)-17A and that IL-17A-driven tumor progression requires tumor cell production of osteopontin (OPN). Mechanistically, we identified CEBPβ as a transcription factor downstream of IL-17A in tumor cells and LYVE-1 as an OPN receptor on TRM-TAMs. IL-17A stimulates tumor cell production of OPN, and OPN/LYVE-1 signaling activates the JNK/c-Jun pathway, leading to the proliferation of immunosuppressive LYVE-1+ TRM-TAMs. Unlike its effect on LYVE-1+ TRM-TAMs, OPN interacts with α4β1 to promote the chemotaxis of LYVE-1- MDM-TAMs toward tumors. IL-17A neutralization, OPN inactivation in tumor cells, or LYVE-1 deletion in macrophages inhibited TAMs and enhanced anti-tumor immune responses and anti-PDL1 therapy. Thus, the IL-17A/CEBPβ/OPN/LYVE-1 axis offers a mechanism suppressing anti-tumor immune responses and, hence, an effective therapeutic target for cancer.
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Affiliation(s)
- Lei Zhao
- Key Laboratory of Organ Regeneration & Transplantation of the Ministry of Education, The First Hospital of Jilin University, Changchun, China; National-local Joint Engineering Laboratory of Animal Models for Human Diseases, Jilin University, Changchun, China
| | - Zonghan Wang
- Key Laboratory of Organ Regeneration & Transplantation of the Ministry of Education, The First Hospital of Jilin University, Changchun, China; National-local Joint Engineering Laboratory of Animal Models for Human Diseases, Jilin University, Changchun, China
| | - Yuying Tan
- Key Laboratory of Organ Regeneration & Transplantation of the Ministry of Education, The First Hospital of Jilin University, Changchun, China; National-local Joint Engineering Laboratory of Animal Models for Human Diseases, Jilin University, Changchun, China
| | - Jianan Ma
- Key Laboratory of Organ Regeneration & Transplantation of the Ministry of Education, The First Hospital of Jilin University, Changchun, China; National-local Joint Engineering Laboratory of Animal Models for Human Diseases, Jilin University, Changchun, China
| | - Wei Huang
- Key Laboratory of Organ Regeneration & Transplantation of the Ministry of Education, The First Hospital of Jilin University, Changchun, China; National-local Joint Engineering Laboratory of Animal Models for Human Diseases, Jilin University, Changchun, China
| | - Xiaoying Zhang
- Key Laboratory of Organ Regeneration & Transplantation of the Ministry of Education, The First Hospital of Jilin University, Changchun, China; National-local Joint Engineering Laboratory of Animal Models for Human Diseases, Jilin University, Changchun, China
| | - Chunhui Jin
- Key Laboratory of Organ Regeneration & Transplantation of the Ministry of Education, The First Hospital of Jilin University, Changchun, China; National-local Joint Engineering Laboratory of Animal Models for Human Diseases, Jilin University, Changchun, China; Department of Pathology, The First Hospital of Jilin University, Changchun, China
| | - Ting Zhang
- Key Laboratory of Organ Regeneration & Transplantation of the Ministry of Education, The First Hospital of Jilin University, Changchun, China; National-local Joint Engineering Laboratory of Animal Models for Human Diseases, Jilin University, Changchun, China
| | - Wentao Liu
- Key Laboratory of Organ Regeneration & Transplantation of the Ministry of Education, The First Hospital of Jilin University, Changchun, China; National-local Joint Engineering Laboratory of Animal Models for Human Diseases, Jilin University, Changchun, China.
| | - Yong-Guang Yang
- Key Laboratory of Organ Regeneration & Transplantation of the Ministry of Education, The First Hospital of Jilin University, Changchun, China; National-local Joint Engineering Laboratory of Animal Models for Human Diseases, Jilin University, Changchun, China; International Center of Future Science, Jilin University, Changchun, China.
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112
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Pan W, Jia Z, Du J, Chang K, Liu Y, Liu W, Zhao X, Tan W. NLRP3 Inflammasome Upregulates PD-L1 in Ovarian Cancer and Contributes to an Immunosuppressive Microenvironment. Immunotargets Ther 2024; 13:775-788. [PMID: 39703562 PMCID: PMC11656484 DOI: 10.2147/itt.s495564] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2024] [Accepted: 12/04/2024] [Indexed: 12/21/2024] Open
Abstract
Introduction The NLRP3 inflammasome has been implicated in the initiation of inflammation and tumorigenesis; however, its role in epithelial ovarian cancer (EOC) remains unclear. Methods This study employed high-throughput sequencing data, ELISA, clone formation assay, Western blot, and flow cytometric analysis to investigate the specific role of the NLRP3 inflammasome in EOC. Results NLRP3 was highly expressed in human EOC tissues and correlated with an unfavorable prognosis. Activation of the NLRP3 inflammasome by LPS and ATP promoted EOC cell proliferation and increased IL-1 and PD-L1 levels. MCC950, a NLRP3 inflammasome blocker, reduced IL-1 and PD-L1 levels and diminished tumor-immune suppressive cells, such as myeloid-derived suppressor cells (MDSCs), tumor-associated macrophages (TAMs), and PD-1+ CD4+ T cells, in a murine model of ovarian cancer. This intervention also suppressed tumor growth. Conclusion Our investigation revealed the pro-tumorigenic role of the NLRP3 inflammasome and its regulation of PD-L1 expression in EOC. Blockade of the NLRP3 inflammasome led to reduced PD-L1 expression, fewer immunosuppressive cells, and suppressed tumor growth. These findings suggest that targeting the NLRP3 inflammasome-PD-L1 axis could be a novel treatment approach for ovarian cancer.
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Affiliation(s)
- Wenjing Pan
- Department of Gynecology, The Second Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, 150081, People’s Republic of China
| | - Zhaoyang Jia
- Department of Gynecology, The Second Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, 150081, People’s Republic of China
| | - Jingtong Du
- Department of Gynecology, The Second Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, 150081, People’s Republic of China
| | - Kexin Chang
- Department of Gynecology Oncology, Harbin Medical University Cancer Hospital, Harbin, Heilongjiang, 150081, People’s Republic of China
| | - Yiming Liu
- Department of Gynecology Oncology, Harbin Medical University Cancer Hospital, Harbin, Heilongjiang, 150081, People’s Republic of China
| | - Wei Liu
- Department of Gynecology, The Second Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, 150081, People’s Republic of China
| | - Xibo Zhao
- Department of Gynecological Oncology, Sun Yat-Sen Memorial Hospital of Sun Yat-Sen University, Guangzhou, 510120, People’s Republic of China
| | - Wenhua Tan
- Department of Gynecology, The Second Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, 150081, People’s Republic of China
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Hänggi K, Li J, Gangadharan A, Liu X, Celias DP, Osunmakinde O, Keske A, Davis J, Ahmad F, Giron A, Anadon CM, Gardner A, DeNardo DG, Shaw TI, Beg AA, Yu X, Ruffell B. Interleukin-1α release during necrotic-like cell death generates myeloid-driven immunosuppression that restricts anti-tumor immunity. Cancer Cell 2024; 42:2015-2031.e11. [PMID: 39577420 PMCID: PMC11631672 DOI: 10.1016/j.ccell.2024.10.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Revised: 08/27/2024] [Accepted: 10/25/2024] [Indexed: 11/24/2024]
Abstract
Necroptosis can promote antigen-specific immune responses, suggesting induced necroptosis as a therapeutic approach for cancer. Here we sought to determine the mechanism of immune activation but found the necroptosis mediators RIPK3 and MLKL dispensable for tumor growth in genetic and implantable models of breast or lung cancer. Surprisingly, inducing necroptosis within established breast tumors generates a myeloid suppressive microenvironment that inhibits T cell function, promotes tumor growth, and reduces survival. This was dependent upon the release of the nuclear alarmin interleukin-1α (IL-1α) by dying cells. Critically, IL-1α release occurs during chemotherapy and targeting this molecule reduces the immunosuppressive capacity of tumor myeloid cells and promotes CD8+ T cell recruitment and effector function. Neutralizing IL-1α enhances the efficacy of single agent paclitaxel or combination therapy with PD-1 blockade in preclinical models. Low IL1A levels correlates with positive patient outcome in several solid malignancies, particularly in patients treated with chemotherapy.
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Affiliation(s)
- Kay Hänggi
- Department of Immunology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA.
| | - Jie Li
- Department of Immunology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA; Cancer Biology PhD Program, University of South Florida, Tampa, FL 33620, USA
| | - Achintyan Gangadharan
- Department of Immunology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA; Cancer Biology PhD Program, University of South Florida, Tampa, FL 33620, USA
| | - Xiaoxian Liu
- Department of Biostatistics and Bioinformatics, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Daiana P Celias
- Department of Immunology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Olabisi Osunmakinde
- Department of Immunology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA; Cancer Biology PhD Program, University of South Florida, Tampa, FL 33620, USA
| | - Aysenur Keske
- Department of Immunology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Joshua Davis
- Department of Biostatistics and Bioinformatics, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Faiz Ahmad
- Department of Medicine, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Auriane Giron
- Department of Immunology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Carmen M Anadon
- Department of Immunology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Alycia Gardner
- Department of Immunology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA; Cancer Biology PhD Program, University of South Florida, Tampa, FL 33620, USA
| | - David G DeNardo
- Department of Medicine, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Timothy I Shaw
- Department of Biostatistics and Bioinformatics, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Amer A Beg
- Department of Immunology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Xiaoqing Yu
- Department of Biostatistics and Bioinformatics, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Brian Ruffell
- Department of Immunology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA; Department of Breast Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA.
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Ruiz-Torres DA, Wise JF, Zhao BY, Oliveira-Costa JP, Cavallaro S, Sadow PM, Fang J, Yilmaz O, Patel A, Loosbroock C, Sade-Feldman M, Faden DL, Stott SL. Dendritic cell effector mechanisms and tumor immune microenvironment infiltration define TLR8 modulation and PD-1 blockade. Front Immunol 2024; 15:1440530. [PMID: 39697344 PMCID: PMC11652363 DOI: 10.3389/fimmu.2024.1440530] [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: 05/29/2024] [Accepted: 11/08/2024] [Indexed: 12/20/2024] Open
Abstract
The potent immunostimulatory effects of toll-like receptor 8 (TLR8) agonism in combination with PD-1 blockade have resulted in various preclinical investigations, yet the mechanism of action in humans remains unknown. To decipher the combinatory mode of action of TLR8 agonism and PD-1 blockade, we employed a unique, open-label, phase 1b pre-operative window of opportunity clinical trial (NCT03906526) in head and neck squamous cell carcinoma (HNSCC) patients. Matched pre- and post-treatment tumor biopsies from the same lesion were obtained. We used single-cell RNA sequencing and custom multiplex staining to leverage the unique advantage of same-lesion longitudinal sampling. Patients receiving dual TLR8 agonism and anti-PD-1 blockade exhibited marked upregulation of innate immune effector genes and cytokines, highlighted by increased CLEC9A+ dendritic cell and CLEC7A/SYK expression. This was revealed via comparison with a previous cohort from an anti-PD-1 blockade monotherapy single-cell RNA sequencing study. Furthermore, in dual therapy patients, post-treatment mature dendritic cells increased in adjacency to CD8+ T-cells. Increased tumoral cytotoxic T-lymphocyte densities and expanded CXCL13+CD8+ T-cell populations were observed in responders, with increased tertiary lymphoid structures (TLSs) across all three patients. This study provides key insights into the mode of action of TLR8 agonism and anti-PD-1 blockade immune targeting in HNSCC patients.
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Affiliation(s)
- Daniel A. Ruiz-Torres
- Department of Otolaryngology-Head and Neck Surgery, Massachusetts Eye and Ear, Boston, MA, United States
- Department of Medicine, Harvard Medical School, Boston, MA, United States
- Krantz Family Center for Cancer Research, Massachusetts General Hospital Cancer Center, Boston, MA, United States
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, United States
| | - Jillian F. Wise
- Department of Medicine, Harvard Medical School, Boston, MA, United States
- Krantz Family Center for Cancer Research, Massachusetts General Hospital Cancer Center, Boston, MA, United States
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, United States
- Department of Biology and Biomedical Sciences, Salve Regina University, Newport, RI, United States
- Department of Pathology, Massachusetts General Hospital, Boston, MA, United States
| | - Brian Yinge Zhao
- Department of Otolaryngology-Head and Neck Surgery, Massachusetts Eye and Ear, Boston, MA, United States
| | - Joao Paulo Oliveira-Costa
- Krantz Family Center for Cancer Research, Massachusetts General Hospital Cancer Center, Boston, MA, United States
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, United States
- Department of Pathology, Massachusetts General Hospital, Boston, MA, United States
| | - Sara Cavallaro
- Department of Medicine, Harvard Medical School, Boston, MA, United States
- Krantz Family Center for Cancer Research, Massachusetts General Hospital Cancer Center, Boston, MA, United States
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, United States
| | - Peter M. Sadow
- Department of Medicine, Harvard Medical School, Boston, MA, United States
- Department of Pathology, Massachusetts General Hospital, Boston, MA, United States
| | - Jacy Fang
- Krantz Family Center for Cancer Research, Massachusetts General Hospital Cancer Center, Boston, MA, United States
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, United States
| | - Osman Yilmaz
- Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA, United States
| | - Amar Patel
- Bristol Myers Squibb, Seattle, WA, United States
| | | | - Moshe Sade-Feldman
- Department of Medicine, Harvard Medical School, Boston, MA, United States
- Krantz Family Center for Cancer Research, Massachusetts General Hospital Cancer Center, Boston, MA, United States
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, United States
| | - Daniel L. Faden
- Department of Otolaryngology-Head and Neck Surgery, Massachusetts Eye and Ear, Boston, MA, United States
- Department of Medicine, Harvard Medical School, Boston, MA, United States
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, United States
| | - Shannon L. Stott
- Department of Medicine, Harvard Medical School, Boston, MA, United States
- Krantz Family Center for Cancer Research, Massachusetts General Hospital Cancer Center, Boston, MA, United States
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, United States
- Center for Engineering in Medicine and Bio MicroElectroMechanical Systems (BioMEMS) Resource Center, Surgical Services, Massachusetts General Hospital, Charlestown, MA, United States
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Huo J, Wang Z, Zhao W, Chen M, Li H, He F, Tian X, Ma Y, Husanova F, Ma L, Ni Y, Ding H, Li W, Xu H. Investigating intra-tumoural heterogeneity and microenvironment diversity in primary cardiac angiosarcoma through single-cell RNA sequencing. Clin Transl Med 2024; 14:e70113. [PMID: 39658531 PMCID: PMC11631565 DOI: 10.1002/ctm2.70113] [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: 06/08/2024] [Revised: 11/04/2024] [Accepted: 11/16/2024] [Indexed: 12/12/2024] Open
Abstract
BACKGROUND Primary cardiac angiosarcoma (PCAS) is a rare and aggressive heart tumour with limited treatment options and a poor prognosis. Understanding cellular heterogeneity and tumour microenvironment (TME) is crucial for the development of effective therapies. Here, we investigated the intratumoural heterogeneity and TME diversity of PCAS using single-cell RNA sequencing (scRNA-seq). METHODS We performed scRNA-seq analysis on tumour samples from four patients with PCAS, supplemented with multicolour immunohistochemistry for identification. We used scRNA-seq data from five normal cardiac tissue samples downloaded from public databases for comparative analyses. Bioinformatic analyses, including Cell Ranger, Seurat, Monocle2, hdWGCNA, SCENIC and NicheNet, were utilized to identify distinct cell populations, transcriptional patterns, and co-regulating gene modules. RESULTS Our analysis revealed significant intratumoural heterogeneity in PCAS driven by diverse biological processes such as protein synthesis, degradation, and RIG-I signalling inhibition. The SCENIC analysis identified three primary transcription factors' clusters (CEBPB, MYC and TAL1). T-cell subset analysis showed exhausted antigen-specific T-cells, complicating the efficacy of immune checkpoint blockade. Furthermore, we observed suppressive macrophages (SPP1+ and OLR1+) and reduced mitochondrial gene MT-RNR2 (MTRNR2L12) expression in TME-infiltrating cells, indicating impaired mitochondrial function. CONCLUSION This study elucidates the complex cellular landscape and immune microenvironment of PCAS, highlighting potential molecular targets for the development of novel therapies. These findings underscore the importance of a multifaceted therapeutic approach for addressing the challenges posed by PCAS's heterogeneity and immune evasion. KEY POINTS Insights into the heterogeneity and transcriptional patterns of sarcoma cells may explain the challenges in treating primary cardiac angiosarcoma (PCAS) using the current therapeutic modalities. Characterization of the immune microenvironment revealed significant immunosuppression mediated by specific myeloid cell populations (SPP1+ and OLR1+ macrophages). Identification of mitochondrial dysfunction in immune cells within the PCAS microenvironment, particularly the notable downregulation of the MTRNR2L12 protein, suggests a new avenue for therapeutic targeting.
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Affiliation(s)
- Jingyuan Huo
- Department of Cardiovascular SurgerySchool of Medicinethe First Affiliated Hospital of Zhejiang UniversityHangzhouChina
| | - Zhen Wang
- Department of Cardiovascular SurgerySchool of Medicinethe First Affiliated Hospital of Zhejiang UniversityHangzhouChina
| | - Wenting Zhao
- Department of CardiologySchool of Medicinethe First Affiliated Hospital of Zhejiang UniversityHangzhouChina
| | - Miao Chen
- Department of Cardiovascular SurgerySchool of Medicinethe First Affiliated Hospital of Zhejiang UniversityHangzhouChina
| | - Haoyang Li
- Department of Cardiovascular SurgerySchool of Medicinethe First Affiliated Hospital of Zhejiang UniversityHangzhouChina
| | - Fengpu He
- Department of Cardiovascular SurgerySchool of Medicinethe First Affiliated Hospital of Zhejiang UniversityHangzhouChina
| | - Xiao Tian
- Department of Cardiovascular SurgerySchool of Medicinethe First Affiliated Hospital of Zhejiang UniversityHangzhouChina
| | - Yaqi Ma
- Department of PathologySchool of Medicinethe First Affiliated Hospital of Zhejiang UniversityHangzhouChina
| | - Firyuza Husanova
- Department of Cardiovascular SurgerySchool of Medicinethe First Affiliated Hospital of Zhejiang UniversityHangzhouChina
| | - Liang Ma
- Department of Cardiovascular SurgerySchool of Medicinethe First Affiliated Hospital of Zhejiang UniversityHangzhouChina
| | - Yiming Ni
- Department of Cardiovascular SurgerySchool of Medicinethe First Affiliated Hospital of Zhejiang UniversityHangzhouChina
| | - Hongda Ding
- Department of General SurgeryShengjing Hospital of China Medical UniversityShenyangChina
| | - Weidong Li
- Department of Cardiovascular SurgerySchool of Medicinethe First Affiliated Hospital of Zhejiang UniversityHangzhouChina
| | - Hongfei Xu
- Department of Cardiovascular SurgerySchool of Medicinethe First Affiliated Hospital of Zhejiang UniversityHangzhouChina
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Zhao A, Zhou C, Li J, Wang Z, Zhu H, Shen S, Shao Q, Gong Q, Liu H, Chen X. UBE2G2 inhibits vasculogenic mimicry and metastasis of uveal melanoma by promoting ubiquitination of LGALS3BP. Acta Pharm Sin B 2024; 14:5201-5218. [PMID: 39807310 PMCID: PMC11725101 DOI: 10.1016/j.apsb.2024.09.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2024] [Revised: 06/19/2024] [Accepted: 07/26/2024] [Indexed: 01/16/2025] Open
Abstract
Uveal melanoma (UM) poses a significant lethality, with approximately 50% of those developing metastases surviving less than one year. In the progression of UM, vasculogenic mimicry (VM) induced by hypoxia plays a pivotal role, which also partially explains the resistance of UM to anti-angiogenic therapies. Nevertheless, the crucial molecular mechanisms underlying VM in the progression of UM remain unclear. We identified ubiquitin conjugating enzyme E2 G2 (UBE2G2) as a critical suppressor through transcriptomic sequencing and metastasis correlation screening. In UM, hypoxia-induced VM and metastasis are markedly exacerbated by UBE2G2 knockdown and significantly alleviated by its overexpression. Mechanistically, UBE2G2 directly binds to galectin 3 binding protein (LGALS3BP) and forms a complex with the E3 ubiquitin ligase tripartite motif containing 38 (TRIM38), facilitating ubiquitination-mediated degradation of LGALS3BP at the K104 residue. Furthermore, UBE2G2 inhibits oncogenic phenotypes by inactivating intracellular PI3K/AKT signaling and reprogramming the tumor microenvironment. Therefore, targeting intercellular and intracellular molecular mechanisms of the hypoxia-UBE2G2-LGALS3BP axis may contribute to developing various therapeutic strategies for UM.
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Affiliation(s)
- Andi Zhao
- Department of Ophthalmology, the First Affiliated Hospital with Nanjing Medical University, Nanjing 210029, China
- Nanjing Medical University, Nanjing 211166, China
| | - Chenyu Zhou
- Department of Ophthalmology, the First Affiliated Hospital with Nanjing Medical University, Nanjing 210029, China
- Nanjing Medical University, Nanjing 211166, China
| | - Jinjing Li
- Department of Ophthalmology, the First Affiliated Hospital with Nanjing Medical University, Nanjing 210029, China
- Nanjing Medical University, Nanjing 211166, China
| | - Zijin Wang
- Department of Ophthalmology, the First Affiliated Hospital with Nanjing Medical University, Nanjing 210029, China
| | - Hui Zhu
- Department of Ophthalmology, the First Affiliated Hospital with Nanjing Medical University, Nanjing 210029, China
| | - Shiya Shen
- Department of Ophthalmology, the First Affiliated Hospital with Nanjing Medical University, Nanjing 210029, China
| | - Qing Shao
- Department of Ophthalmology, the First Affiliated Hospital with Nanjing Medical University, Nanjing 210029, China
| | - Qi Gong
- Department of Ophthalmology, the First Affiliated Hospital with Nanjing Medical University, Nanjing 210029, China
| | - Hu Liu
- Department of Ophthalmology, the First Affiliated Hospital with Nanjing Medical University, Nanjing 210029, China
- Nanjing Medical University, Nanjing 211166, China
| | - Xuejuan Chen
- Department of Ophthalmology, the First Affiliated Hospital with Nanjing Medical University, Nanjing 210029, China
- Nanjing Medical University, Nanjing 211166, China
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Walker C, Angelo M. Toward clinical applications of spatial-omics in cancer research. NATURE CANCER 2024; 5:1771-1773. [PMID: 39690225 DOI: 10.1038/s43018-024-00868-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2024]
Affiliation(s)
- Cameron Walker
- Department of Pathology, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Michael Angelo
- Department of Pathology, Stanford University School of Medicine, Palo Alto, CA, USA.
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Lin Y, Liang Y, Wang D, Chang Y, Ma Q, Wang Y, He F, Xu D. A contrastive learning approach to integrate spatial transcriptomics and histological images. Comput Struct Biotechnol J 2024; 23:1786-1795. [PMID: 38707535 PMCID: PMC11068546 DOI: 10.1016/j.csbj.2024.04.039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2023] [Revised: 04/14/2024] [Accepted: 04/15/2024] [Indexed: 05/07/2024] Open
Abstract
The rapid growth of spatially resolved transcriptomics technology provides new perspectives on spatial tissue architecture. Deep learning has been widely applied to derive useful representations for spatial transcriptome analysis. However, effectively integrating spatial multi-modal data remains challenging. Here, we present ConGcR, a contrastive learning-based model for integrating gene expression, spatial location, and tissue morphology for data representation and spatial tissue architecture identification. Graph convolution and ResNet were used as encoders for gene expression with spatial location and histological image inputs, respectively. We further enhanced ConGcR with a graph auto-encoder as ConGaR to better model spatially embedded representations. We validated our models using 16 human brains, four chicken hearts, eight breast tumors, and 30 human lung spatial transcriptomics samples. The results showed that our models generated more effective embeddings for obtaining tissue architectures closer to the ground truth than other methods. Overall, our models not only can improve tissue architecture identification's accuracy but also may provide valuable insights and effective data representation for other tasks in spatial transcriptome analyses.
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Affiliation(s)
- Yu Lin
- School of Artificial Intelligence, Jilin University, Changchun 130012, China
- Department of Electrical Engineering and Computer Science and Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, USA
| | - Yanchun Liang
- School of Computer Science, Zhuhai College of Science and Technology, Zhuhai 519041, China
- Key Laboratory of Symbol Computation and Knowledge Engineering of Ministry of Education, College of Computer Science and Technology, Jilin University, Changchun 130012, China
| | - Duolin Wang
- Department of Electrical Engineering and Computer Science and Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, USA
| | - Yuzhou Chang
- Department of Biomedical Informatics, Ohio State University, Columbus, OH 43210, United States
| | - Qin Ma
- Department of Biomedical Informatics, Ohio State University, Columbus, OH 43210, United States
| | - Yan Wang
- School of Artificial Intelligence, Jilin University, Changchun 130012, China
- Key Laboratory of Symbol Computation and Knowledge Engineering of Ministry of Education, College of Computer Science and Technology, Jilin University, Changchun 130012, China
| | - Fei He
- Department of Electrical Engineering and Computer Science and Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, USA
- School of Information Science and Technology, Northeast Normal University, Changchun 130117, China
| | - Dong Xu
- Department of Electrical Engineering and Computer Science and Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, USA
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Yang C, Qu J, Wu J, Cai S, Liu W, Deng Y, Meng Y, Zheng L, Zhang L, Wang L, Guo X. Single-cell dissection reveals immunosuppressive F13A1+ macrophage as a hallmark for multiple primary lung cancers. Clin Transl Med 2024; 14:e70091. [PMID: 39601163 PMCID: PMC11600049 DOI: 10.1002/ctm2.70091] [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: 02/05/2024] [Revised: 10/22/2024] [Accepted: 11/01/2024] [Indexed: 11/29/2024] Open
Abstract
BACKGROUND The increasing prevalence of multiple primarylung cancers (MPLCs) presents challenges to current diagnostic and clinicalmanagement approaches. However, the molecular mechanisms driving MPLCdevelopment and distinguishing it from solitary primary lung cancers (SPLCs)remain largely unexplored. METHODS We performed a comparative single-cell RNAsequencing (scRNA-seq) analysis on tumour and adjacent para-tumour tissues fromMPLC and SPLC patients to comparatively evaluate their immunological landscapes.Additionally, multiplex immunofluorescence (mIF) staining and independentvalidation datasets were used to confirm findings. RESULTS MPLCs and SPLCs share significant similarities in genetic, transcriptomic and immune profiles, suggesting common therapeutic strategies such as EGFR-TKIs andICIs. Notably, an immunosuppressive macrophage subtype, F13A1+ Macrophage (Mϕ), is specifically enriched in MPLCs. This subtype overexpresses M2 macrophagemarkers and exhibits up-regulation of SPP1-CD44/CCL13-ACKR1 interactions, indicatingits role in shaping the immunosuppressive tumour microenvironment and promotingtumour growth in MPLCs. CONCLUSIONS This study unveils shared molecular mechanismsbetween MPLCs and SPLCs, while identifying MPLC-specific cellular and molecularfeatures, such as the role of F13A1+ macrophages. The findings provide novelinsights into MPLC pathogenesis, supporting the development of targetedtherapeutic strategies. KEY POINTS Comparative scRNA-seq analysis reveals significant similarities in genetic, transcriptomicand immune profiles between MPLCs and SPLCs. Identification of a unique immunosuppressive F13A1+ macrophage subtype, preferentially enriched in MPLCs, linked to immune evasion and tumourprogression. SPP1-CD44/CCL13-ACKR1 interactions are crucial in MPLC tumour microenvironment, indicating potential targets for therapeutic intervention.
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Affiliation(s)
- Chenglin Yang
- National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen HospitalChinese Academy of Medical Sciences and Peking Union Medical CollegeShenzhenChina
| | - Jiahao Qu
- National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen HospitalChinese Academy of Medical Sciences and Peking Union Medical CollegeShenzhenChina
- Southern University of Science and TechnologyShenzhen CityGuangdong ProvinceChina
| | - Jingting Wu
- National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen HospitalChinese Academy of Medical Sciences and Peking Union Medical CollegeShenzhenChina
| | - Songhua Cai
- National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen HospitalChinese Academy of Medical Sciences and Peking Union Medical CollegeShenzhenChina
| | - Wenyi Liu
- National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen HospitalChinese Academy of Medical Sciences and Peking Union Medical CollegeShenzhenChina
| | - Youjun Deng
- National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen HospitalChinese Academy of Medical Sciences and Peking Union Medical CollegeShenzhenChina
| | - Yiran Meng
- Department of R&DHangzhou Repugene Technology Co., Ltd.HangzhouChina
| | - Liuqing Zheng
- Department of R&DHangzhou Repugene Technology Co., Ltd.HangzhouChina
| | - Lishen Zhang
- Department of R&DHangzhou Repugene Technology Co., Ltd.HangzhouChina
| | - Li Wang
- Department of R&DHangzhou Repugene Technology Co., Ltd.HangzhouChina
| | - Xiaotong Guo
- National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen HospitalChinese Academy of Medical Sciences and Peking Union Medical CollegeShenzhenChina
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Du Y, Wu S, Xi S, Xu W, Sun L, Yan J, Gao H, Wang Y, Zheng J, Wang F, Yang H, Xie D, Chen X, Ou X, Guan X, Li Y. ASH1L in Hepatoma Cells and Hepatic Stellate Cells Promotes Fibrosis-Associated Hepatocellular Carcinoma by Modulating Tumor-Associated Macrophages. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2404756. [PMID: 39377228 PMCID: PMC11615825 DOI: 10.1002/advs.202404756] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Revised: 09/06/2024] [Indexed: 10/09/2024]
Abstract
Hepatocellular carcinoma (HCC) often occurs in the context of fibrosis or cirrhosis. Methylation of histone is an important epigenetic mechanism, but it is unclear whether histone methyltransferases are potent targets for fibrosis-associated HCC therapy. ASH1L, an H3K4 methyltransferase, is found at higher levels in activated hepatic stellate cells (HSCs) and hepatoma cells. To determine the role of ASH1L in vivo, transgenic mice with conditional Ash1l depletion in the hepatocyte cell lineage (Ash1lflox/floxAlbcre) or HSCs (Ash1lflox/floxGFAPcreERT2) are generated, and these mice are challenged in a diethylnitrosamine (DEN)/carbon tetrachloride (CCl4)-induced model of liver fibrosis and HCC. Depleting Ash1l in both hepatocytes and HSCs mitigates hepatic fibrosis and HCC development. Multicolor flow cytometry, bulk, and single-cell transcriptomic sequencing reveal that ASH1L creates an immunosuppressive microenvironment. Mechanically, ASH1L-mediated H3K4me3 modification increases the expression of CCL2 and CSF1, which recruites and polarizes M2-like pro-tumorigenic macrophages. The M2-like macrophages further enhance tumor cell proliferation and suppress CD8+ T cell activation. AS-99, a small molecule inhibitor of ASH1L, demonstrates similar anti-fibrosis and tumor-suppressive effects. Of pathophysiological significance, the increased expression levels of mesenchymal ASH1L and M2 marker CD68 are associated with poor prognosis of HCC. The findings reveal ASH1L as a potential small-molecule therapeutic target against fibrosis-related HCC.
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Affiliation(s)
- Yuyang Du
- Department of Systems Biology, School of Life Sciences, Southern University of Science and TechnologyShenzhen518055China
| | - Shasha Wu
- Department of Systems Biology, School of Life Sciences, Southern University of Science and TechnologyShenzhen518055China
| | - Shaoyan Xi
- Department of PathologySun Yat‐Sen University Cancer CenterGuangzhou510275China
| | - Wei Xu
- GMU‐GIBH Joint School of Life Sciences, The Guangdong‐Hong Kong‐Macau Joint Laboratory for Cell Fate Regulation and DiseasesGuangzhou Medical UniversityGuangzhou511436China
| | - Liangzhan Sun
- Department of Systems Biology, School of Life Sciences, Southern University of Science and TechnologyShenzhen518055China
- Department of Clinical OncologyThe University of Hong KongHong Kong999077China
- Institute of Cancer ResearchShenzhen Bay LaboratoryShenzhen518067China
| | - Jingsong Yan
- Department of Systems Biology, School of Life Sciences, Southern University of Science and TechnologyShenzhen518055China
| | - Han Gao
- Department of Systems Biology, School of Life Sciences, Southern University of Science and TechnologyShenzhen518055China
| | - Yanchen Wang
- Shenzhen HospitalSouthern Medical UniversityShenzhen518000China
| | - Jingyi Zheng
- Shenzhen HospitalSouthern Medical UniversityShenzhen518000China
| | - Fenfen Wang
- Department of Systems Biology, School of Life Sciences, Southern University of Science and TechnologyShenzhen518055China
| | - Hui Yang
- Department of Systems Biology, School of Life Sciences, Southern University of Science and TechnologyShenzhen518055China
| | - Dan Xie
- State Key Laboratory of Oncology in South China and Collaborative Innovation Center for Cancer MedicineSun Yat‐sen University Cancer CenterGuangzhou510080China
| | - Xi Chen
- Department of Systems Biology, School of Life Sciences, Southern University of Science and TechnologyShenzhen518055China
| | - Xijun Ou
- School of Life SciencesSouthern University of Science and TechnologyShenzhen518055China
| | - Xin‐Yuan Guan
- Department of Clinical OncologyThe University of Hong KongHong Kong999077China
- State Key Laboratory of Oncology in South China and Collaborative Innovation Center for Cancer MedicineSun Yat‐sen University Cancer CenterGuangzhou510080China
- The University of Hong Kong‐Shenzhen HospitalShenzhen518053China
| | - Yan Li
- Shenzhen HospitalSouthern Medical UniversityShenzhen518000China
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Zhao J, Zeng R, Li X, Lu Y, Wang Z, Peng H, Chen H, Fu M, Zhang Y, Huang Y, Chen W, Wang X, Guan Y, Han W, Huang R, Yao C, Qin Z, Chen L, Chen L, Feng X, Yang H, Pereira PMR, Tong X, Li B, Zhang Q, Chi Y. Dura immunity configures leptomeningeal metastasis immunosuppression for cerebrospinal fluid barrier invasion. NATURE CANCER 2024; 5:1940-1961. [PMID: 39710801 DOI: 10.1038/s43018-024-00858-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Accepted: 10/09/2024] [Indexed: 12/24/2024]
Abstract
The cerebrospinal fluid (CSF) border accommodates diverse immune cells that permit peripheral cell immunosurveillance. However, the intricate interactions between CSF immune cells and infiltrating cancer cells remain poorly understood. Here we use fate mapping, longitudinal time-lapse imaging and multiomics technologies to investigate the precise origin, cellular crosstalk and molecular landscape of macrophages that contribute to leptomeningeal metastasis (LM) progression. Mechanically, we find that dura-derived LM-associated macrophages (dLAMs) migrate into the CSF in a matrix metalloproteinase 14 (MMP14)-dependent manner. Furthermore, we identify that dLAMs critically require the presence of secreted phosphoprotein 1 (SPP1) in cancer cells for their recruitment, fostering an immunosuppressed microenvironment characterized by T cell exhaustion and inactivation. Conversely, inhibition of the SPP1-MMP14 axis can impede macrophages from bypassing the border barrier, prevent cancer cell growth and improve survival in LM mouse models. Our findings reveal an unexpectedly private source of innate immunity within the meningeal space, shed light on CSF barrier dysfunction dynamics and supply potential targets of clinical immunotherapy.
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Affiliation(s)
- Jiaxu Zhao
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- Institute for Translational Brain Research, Fudan University, Shanghai, China
- State Key Laboratory of Medical Neurobiology, Shanghai, China
- MOE Frontiers Center for Brain Science, Shanghai, China
- MOE Innovative Center for New Drug Development of Immune Inflammatory Diseases, Shanghai, China
| | - Rui Zeng
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- Institute for Translational Brain Research, Fudan University, Shanghai, China
- State Key Laboratory of Medical Neurobiology, Shanghai, China
- MOE Frontiers Center for Brain Science, Shanghai, China
- MOE Innovative Center for New Drug Development of Immune Inflammatory Diseases, Shanghai, China
| | - Xiaohui Li
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- Institute for Translational Brain Research, Fudan University, Shanghai, China
- State Key Laboratory of Medical Neurobiology, Shanghai, China
- MOE Frontiers Center for Brain Science, Shanghai, China
- MOE Innovative Center for New Drug Development of Immune Inflammatory Diseases, Shanghai, China
| | - Ying Lu
- Key Laboratory of Metabolism and Molecular Medicine of the Ministry of Education, Shanghai, China
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Shanghai Medical College, Fudan University, Shanghai, China
| | - Zuoyun Wang
- Department of Anatomy and Histoembryology, School of Basic Medical Sciences, Shanghai Medical College, Fudan University, Shanghai, China
- Department of Gastroenterology, Shanghai Xuhui Center Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Haibao Peng
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- Institute for Translational Brain Research, Fudan University, Shanghai, China
- State Key Laboratory of Medical Neurobiology, Shanghai, China
- MOE Frontiers Center for Brain Science, Shanghai, China
- MOE Innovative Center for New Drug Development of Immune Inflammatory Diseases, Shanghai, China
| | - Hao Chen
- Institute for Translational Brain Research, Fudan University, Shanghai, China
- State Key Laboratory of Medical Neurobiology, Shanghai, China
- MOE Frontiers Center for Brain Science, Shanghai, China
- MOE Innovative Center for New Drug Development of Immune Inflammatory Diseases, Shanghai, China
| | - Minjie Fu
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Ye Zhang
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- Institute for Translational Brain Research, Fudan University, Shanghai, China
- State Key Laboratory of Medical Neurobiology, Shanghai, China
- MOE Frontiers Center for Brain Science, Shanghai, China
- MOE Innovative Center for New Drug Development of Immune Inflammatory Diseases, Shanghai, China
| | - Yang Huang
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- Institute for Translational Brain Research, Fudan University, Shanghai, China
- State Key Laboratory of Medical Neurobiology, Shanghai, China
- MOE Frontiers Center for Brain Science, Shanghai, China
- MOE Innovative Center for New Drug Development of Immune Inflammatory Diseases, Shanghai, China
| | - Wenhan Chen
- Institute for Translational Brain Research, Fudan University, Shanghai, China
- State Key Laboratory of Medical Neurobiology, Shanghai, China
- MOE Frontiers Center for Brain Science, Shanghai, China
- MOE Innovative Center for New Drug Development of Immune Inflammatory Diseases, Shanghai, China
| | - Xin Wang
- CyberKnife Center, Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- Neurosurgical Institute, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
- Shanghai Key Laboratory of Brain Function and Restoration and Neural Regeneration, Shanghai, China
| | - Yun Guan
- CyberKnife Center, Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- Neurosurgical Institute, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
- Shanghai Key Laboratory of Brain Function and Restoration and Neural Regeneration, Shanghai, China
| | - Wei Han
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Ruofan Huang
- Department of Oncology, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Chengjun Yao
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Zhiyong Qin
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Lingchao Chen
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Liang Chen
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Xue Feng
- Laboratory Animal Center, Fudan University, Shanghai, China
| | - Hanting Yang
- Institute for Translational Brain Research, Fudan University, Shanghai, China
- Department of Neurology, Zhongshan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Patrícia M R Pereira
- Department of Radiology, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA
| | - Xuemei Tong
- Department of Biochemistry and Molecular Cell Biology, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Shanghai Key Laboratory for Tumor Microenvironment and Inflammation, Shanghai, China
- Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai, China
| | - Bin Li
- Center for Immune-Related Diseases at Shanghai Institute of Immunology, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Department of Immunology and Microbiology, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Qiangqiang Zhang
- Advanced Model Animal Research Center, Department of Biotechnology and Biomedicine, Yangtze Delta Region Institute of Tsinghua University, Zhejiang, China.
- Zhejiang Key Laboratory of Multiomics and Molecular Enzymology, Yangtze Delta Region Institute of Tsinghua University, Zhejiang, China.
| | - Yudan Chi
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China.
- Institute for Translational Brain Research, Fudan University, Shanghai, China.
- State Key Laboratory of Medical Neurobiology, Shanghai, China.
- MOE Frontiers Center for Brain Science, Shanghai, China.
- MOE Innovative Center for New Drug Development of Immune Inflammatory Diseases, Shanghai, China.
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Kzhyshkowska J, Shen J, Larionova I. Targeting of TAMs: can we be more clever than cancer cells? Cell Mol Immunol 2024; 21:1376-1409. [PMID: 39516356 PMCID: PMC11607358 DOI: 10.1038/s41423-024-01232-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Accepted: 10/12/2024] [Indexed: 11/16/2024] Open
Abstract
АBSTRACT: With increasing incidence and geography, cancer is one of the leading causes of death, reduced quality of life and disability worldwide. Principal progress in the development of new anticancer therapies, in improving the efficiency of immunotherapeutic tools, and in the personification of conventional therapies needs to consider cancer-specific and patient-specific programming of innate immunity. Intratumoral TAMs and their precursors, resident macrophages and monocytes, are principal regulators of tumor progression and therapy resistance. Our review summarizes the accumulated evidence for the subpopulations of TAMs and their increasing number of biomarkers, indicating their predictive value for the clinical parameters of carcinogenesis and therapy resistance, with a focus on solid cancers of non-infectious etiology. We present the state-of-the-art knowledge about the tumor-supporting functions of TAMs at all stages of tumor progression and highlight biomarkers, recently identified by single-cell and spatial analytical methods, that discriminate between tumor-promoting and tumor-inhibiting TAMs, where both subtypes express a combination of prototype M1 and M2 genes. Our review focuses on novel mechanisms involved in the crosstalk among epigenetic, signaling, transcriptional and metabolic pathways in TAMs. Particular attention has been given to the recently identified link between cancer cell metabolism and the epigenetic programming of TAMs by histone lactylation, which can be responsible for the unlimited protumoral programming of TAMs. Finally, we explain how TAMs interfere with currently used anticancer therapeutics and summarize the most advanced data from clinical trials, which we divide into four categories: inhibition of TAM survival and differentiation, inhibition of monocyte/TAM recruitment into tumors, functional reprogramming of TAMs, and genetic enhancement of macrophages.
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Affiliation(s)
- Julia Kzhyshkowska
- Department of Innate Immunity and Tolerance, Institute of Transfusion Medicine and Immunology, Mannheim Institute for Innate Immunoscience (MI3), Medical Faculty Mannheim, University of Heidelberg, Theodor-Kutzer-Ufer, 1-3, 68167, Mannheim, Germany.
- German Red Cross Blood Service Baden-Württemberg - Hessen, Friedrich-Ebert Str. 107, 68167, Mannheim, Germany.
- Laboratory of Translational Cellular and Molecular Biomedicine, National Research Tomsk State University, 634050, Lenina av.36, Tomsk, Russia.
- Bashkir State Medical University of the Ministry of Health of Russia, 450000, Teatralnaya Street, 2a, Ufa, Russia.
| | - Jiaxin Shen
- Department of Innate Immunity and Tolerance, Institute of Transfusion Medicine and Immunology, Mannheim Institute for Innate Immunoscience (MI3), Medical Faculty Mannheim, University of Heidelberg, Theodor-Kutzer-Ufer, 1-3, 68167, Mannheim, Germany
- Department of Ultrasound in Medicine, The Second Affiliated Hospital of Zhejiang University School of Medicine, Zhejiang University, Hangzhou, 310009, China
| | - Irina Larionova
- Laboratory of Translational Cellular and Molecular Biomedicine, National Research Tomsk State University, 634050, Lenina av.36, Tomsk, Russia
- Bashkir State Medical University of the Ministry of Health of Russia, 450000, Teatralnaya Street, 2a, Ufa, Russia
- Laboratory of Molecular Therapy of Cancer, Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, 634009, Kooperativnyi st, Tomsk, Russia
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123
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Chen JH, Elmelech L, Tang AL, Hacohen N. Powerful microscopy technologies decode spatially organized cellular networks that drive response to immunotherapy in humans. Curr Opin Immunol 2024; 91:102463. [PMID: 39277910 PMCID: PMC11609032 DOI: 10.1016/j.coi.2024.102463] [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: 05/04/2024] [Revised: 08/22/2024] [Accepted: 08/24/2024] [Indexed: 09/17/2024]
Abstract
In tumors, immune cells organize into networks of different sizes and composition, including complex tertiary lymphoid structures and recently identified networks centered around the chemokines CXCL9/10/11 and CCL19. New commercially available highly multiplexed microscopy using cyclical RNA in situ hybridization and antibody-based approaches have the potential to establish the organization of the immune response in human tissue and serve as a foundation for future immunology research.
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Affiliation(s)
- Jonathan H Chen
- Northwestern University, Feinberg School of Medicine, Department of Pathology, Chicago, IL, USA; Northwestern University, Feinberg School of Medicine, Center for Human Immunobiology, Chicago, IL, USA; Krantz Family Center for Cancer Research, Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA; Department of Pathology, MGH, Boston, MA, USA; Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA; Harvard Medical School, Boston, MA, USA.
| | - Liad Elmelech
- Krantz Family Center for Cancer Research, Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA; Department of Pathology, MGH, Boston, MA, USA; Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Alexander L Tang
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Nir Hacohen
- Krantz Family Center for Cancer Research, Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA; Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA; Harvard Medical School, Boston, MA, USA.
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124
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Akkari L, Amit I, Bronte V, Fridlender ZG, Gabrilovich DI, Ginhoux F, Hedrick CC, Ostrand-Rosenberg S. Defining myeloid-derived suppressor cells. Nat Rev Immunol 2024; 24:850-857. [PMID: 38969773 DOI: 10.1038/s41577-024-01062-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/18/2024] [Indexed: 07/07/2024]
Affiliation(s)
- Leila Akkari
- Division of Tumour Biology and Immunology, Oncode Institute, Netherlands Cancer Institute, Amsterdam, The Netherlands.
| | - Ido Amit
- Department of Systems Immunology, Weizmann Institute of Science, Rehovot, Israel.
| | | | - Zvi G Fridlender
- Institute of Pulmonary Medicine, Hadassah-Hebrew University Medical Center, Jerusalem, Israel.
- Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel.
| | | | - Florent Ginhoux
- Gustave Roussy Cancer Campus, Villejuif, France.
- Paris-Saclay University, Paris, France.
| | - Catherine C Hedrick
- Immunology Center of Georgia, Augusta University, Augusta, GA, USA.
- Georgia Cancer Center, Augusta University, Augusta, GA, USA.
- Department of Medicine, Medical College of Georgia, Augusta University, Augusta, GA, USA.
| | - Suzanne Ostrand-Rosenberg
- Department of Pathology, University of Utah, Salt Lake City, UT, USA.
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA.
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Keshari S, Shavkunov AS, Miao Q, Saha A, Minowa T, Molgora M, Williams CD, Chaib M, Highsmith AM, Pineda JE, Alekseev S, Alspach E, Hu KH, Colonna M, Pauken KE, Chen K, Gubin MM. Comparing neoantigen cancer vaccines and immune checkpoint therapy unveils an effective vaccine and anti-TREM2 macrophage-targeting dual therapy. Cell Rep 2024; 43:114875. [PMID: 39446585 PMCID: PMC11785356 DOI: 10.1016/j.celrep.2024.114875] [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: 03/05/2024] [Revised: 08/12/2024] [Accepted: 09/30/2024] [Indexed: 10/26/2024] Open
Abstract
The goal of therapeutic cancer vaccines and immune checkpoint therapy (ICT) is to promote T cells with anti-tumor capabilities. Here, we compared mutant neoantigen (neoAg) peptide-based vaccines with ICT in preclinical models. NeoAg vaccines induce the most robust expansion of proliferating and stem-like PD-1+TCF-1+ neoAg-specific CD8 T cells in tumors. Anti-CTLA-4 and/or anti-PD-1 ICT promotes intratumoral TCF-1- neoAg-specific CD8 T cells, although their phenotype depends in part on the specific ICT used. Anti-CTLA-4 also prompts substantial changes to CD4 T cells, including induction of ICOS+Bhlhe40+ T helper 1 (Th1)-like cells. Although neoAg vaccines or ICTs expand iNOS+ macrophages, neoAg vaccines maintain CX3CR1+CD206+ macrophages expressing the TREM2 receptor, unlike ICT, which suppresses them. TREM2 blockade enhances neoAg vaccine efficacy and is associated with fewer CX3CR1+CD206+ macrophages and induction of neoAg-specific CD8 T cells. Our findings highlight different mechanisms underlying neoAg vaccines and different forms of ICT and identify combinatorial therapies to enhance neoAg vaccine efficacy.
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Affiliation(s)
- Sunita Keshari
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Alexander S Shavkunov
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Qi Miao
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Akata Saha
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Tomoyuki Minowa
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Martina Molgora
- Department of Pathology and Immunology, Washington University School of Medicine in Saint Louis, St. Louis, MO, USA
| | - Charmelle D Williams
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Mehdi Chaib
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Anna M Highsmith
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Josué E Pineda
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Sayan Alekseev
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA; Program of Biology, The University of Texas at San Antonio, San Antonio, TX, USA
| | - Elise Alspach
- Department of Molecular Microbiology and Immunology, Saint Louis University School of Medicine, St. Louis, MO, USA
| | - Kenneth H Hu
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA; The Parker Institute for Cancer Immunotherapy, The University of Texas MD Anderson Cancer Center, Houston, TX, USA; The James P. Allison Institute, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Marco Colonna
- Department of Pathology and Immunology, Washington University School of Medicine in Saint Louis, St. Louis, MO, USA
| | - Kristen E Pauken
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Ken Chen
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Matthew M Gubin
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
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Ren YF, Ma Q, Zeng X, Huang CX, Ren JL, Li F, Tong JJ, He JW, Zhong Y, Tan SY, Jiang H, Zhang LF, Lai HZ, Xiao P, Zhuang X, Wu P, You LT, Shi W, Fu X, Zheng C, You FM. Single-cell RNA sequencing reveals immune microenvironment niche transitions during the invasive and metastatic processes of ground-glass nodules and part-solid nodules in lung adenocarcinoma. Mol Cancer 2024; 23:263. [PMID: 39580469 PMCID: PMC11585206 DOI: 10.1186/s12943-024-02177-7] [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: 07/02/2024] [Accepted: 11/16/2024] [Indexed: 11/25/2024] Open
Abstract
BACKGROUND Radiographically, ground-glass nodules (GGN) and part-solid nodules (PSN) in lung adenocarcinoma (LUAD) have significant heterogeneity in their clinical manifestations, biological characteristics, and prognosis. This study aimed to explore the heterogeneity of LUAD in different radiological phenotypes and associated factors influencing tumor evolution. METHODS We performed single-cell RNA sequencing (scRNA-seq) on tumor tissues from eight and seven cases of GGN- and PSN-LUAD, respectively, at different disease stages, including minimally invasive adenocarcinoma (MIA), invasive adenocarcinoma (IAC), and metastatic lung cancer (MLC). Additionally, we analyzed adjacent normal tissues from four cases. Immunohistochemistry, multiplex immunofluorescence, and external scRNA-seq data were employed to confirm the expression of signature genes as well as the distribution patterns of CXCL9 + TAMs and TREM2 + TAMs. A LUAD mouse model was generated using gene editing, organoid culture, and orthotopic transplantation techniques, and comprehensive analyses such as histopathology, RNA sequencing, and Western blotting were performed to validate key pathways. RESULTS Diverse cellular compositions were observed in the tumor microenvironment (TME) during GGN- and PSN-LUAD invasion and metastasis. Notably, CXCL9 + and TREM2 + tumor-associated macrophages (TAMs) exhibited the most significant enrichment changes. It was found that GGN-LUAD exhibited a stronger immune response than PSN-LUAD, with increased interaction between CXCL9 + TAMs and CD8 + tissue-resident memory T cells during invasion stage (MIA-IAC). Conversely, greater interactions between TREM2 + TAMs and tumor cells were observed in PSN-LUAD during the MLC stage. Additionally, TREM2 + TAMs were found to differentiate into TREM2 + /SPP1 + and TREM2 + /SPP1- TAMs at different stages, which promotes tumor progression. This study also emphasizes that during the transdifferentiation process of GGN- and PSN-LUAD, IFN-γ activates the STAT1 signaling pathway to regulate the activation of CXCL9 + TAMs, and further recruiting CD8 + Trm cells and activating T cells through MHC class I antigen presentation. The role of the IFN-γ/STAT1 pathway in the occurrence and development of LUAD was further validated by animal experiments. CONCLUSIONS Our findings offer a potential therapeutic strategy to maintain a dynamic balance within the TME and improve the immunotherapy efficacy by modulating the relative proportions and functional states of CXCL9 + TAMs and TREM2 + TAMs.
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Affiliation(s)
- Yi-Feng Ren
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China
- TCM Regulating Metabolic Diseases Key Laboratory of Sichuan Province, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China
| | - Qiong Ma
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China
| | - Xiao Zeng
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China
| | - Chun-Xia Huang
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China
| | - Jia-Li Ren
- LC-Bio Technologies (Hangzhou) CO., LTD, Hangzhou, 310018, Zhejiang Province, China
| | - Fang Li
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China
| | - Jia-Jing Tong
- LC-Bio Technologies (Hangzhou) CO., LTD, Hangzhou, 310018, Zhejiang Province, China
| | - Jia-Wei He
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China
| | - Yang Zhong
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China
| | - Shi-Yan Tan
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China
| | - Hua Jiang
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China
| | - Long-Fei Zhang
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China
| | - Heng-Zhou Lai
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China
| | - Ping Xiao
- Department of Thoracic Surgery, School of Medicine, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, University of Electronic Science and Technology of China, Chengdu, 610042, Sichuan Province, China
| | - Xiang Zhuang
- Department of Thoracic Surgery, School of Medicine, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, University of Electronic Science and Technology of China, Chengdu, 610042, Sichuan Province, China
| | - Peng Wu
- LC-Bio Technologies (Hangzhou) CO., LTD, Hangzhou, 310018, Zhejiang Province, China
| | - Li-Ting You
- TCM Regulating Metabolic Diseases Key Laboratory of Sichuan Province, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan Province, China
| | - Wei Shi
- Department of Anesthesiology, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan Province, China
| | - Xi Fu
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China
- TCM Regulating Metabolic Diseases Key Laboratory of Sichuan Province, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China
| | - Chuan Zheng
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China.
- TCM Regulating Metabolic Diseases Key Laboratory of Sichuan Province, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China.
| | - Feng-Ming You
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China.
- TCM Regulating Metabolic Diseases Key Laboratory of Sichuan Province, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, Sichuan Province, China.
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Kuratani A, Okamoto M, Kishida K, Okuzaki D, Sasai M, Sakaguchi S, Arase H, Yamamoto M. Platelet factor 4-induced T H1-T reg polarization suppresses antitumor immunity. Science 2024; 386:eadn8608. [PMID: 39571033 DOI: 10.1126/science.adn8608] [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: 01/04/2024] [Accepted: 09/08/2024] [Indexed: 11/24/2024]
Abstract
The tumor microenvironment (TME) contains a number of immune-suppressive cells such as T helper 1-polarized regulatory T cells (TH1-Treg cells). However, little is known about the mechanism behind the abundant presence of TH1-Treg cells in the TME. We demonstrate that selective depletion of arginase I (Arg1)-expressing tumor-associated macrophages (Arg1+ TAMs) inhibits tumor growth and concurrently reduces the ratio of TH1-Treg cells in the TME. Arg1+ TAMs secrete the chemokine platelet factor 4 (PF4), which reinforces interferon-γ (IFN-γ)-induced Treg cell polarization into TH1-Treg cells in a manner dependent on CXCR3 and the IFN-γ receptor. Both genetic PF4 inactivation and PF4 neutralization hinder TH1-Treg cell accumulation in the TME and reduce tumor growth. Collectively, our study highlights the importance of Arg1+ TAM-produced PF4 for high TH1-Treg cell levels in the TME to suppress antitumor immunity.
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Affiliation(s)
- Ayumi Kuratani
- Department of Immunoparasitology, Research Institute for Microbial Diseases, Osaka University, Suita, Osaka, Japan
- Laboratory of Immunoparasitology, WPI Immunology Frontier Research Center, Osaka University, Suita, Osaka, Japan
| | - Masaaki Okamoto
- Department of Immunoparasitology, Research Institute for Microbial Diseases, Osaka University, Suita, Osaka, Japan
- Laboratory of Immunoparasitology, WPI Immunology Frontier Research Center, Osaka University, Suita, Osaka, Japan
| | - Kazuki Kishida
- Department of Immunochemistry, Research Institute for Microbial Diseases, Osaka University, Suita, Osaka, Japan
- Laboratory of Immunochemistry, WPI Immunology Frontier Research Center, Osaka University, Suita, Osaka, Japan
| | - Daisuke Okuzaki
- Genome Information Research Center, Osaka University, Suita, Osaka, Japan
| | - Miwa Sasai
- Department of Immunoparasitology, Research Institute for Microbial Diseases, Osaka University, Suita, Osaka, Japan
- Laboratory of Immunoparasitology, WPI Immunology Frontier Research Center, Osaka University, Suita, Osaka, Japan
- Department of Immunoparasitology, Center for Infectious Disease Education and Research, Osaka University, Suita, Osaka, Japan
- Center for Advances Modalities and Drug Delivery Systems, Osaka University, Suita, Osaka, Japan
| | - Shimon Sakaguchi
- Laboratory of Experimental Immunology, WPI Immunology Frontier Research Center, Osaka University, Suita, Osaka, Japan
| | - Hisashi Arase
- Department of Immunochemistry, Research Institute for Microbial Diseases, Osaka University, Suita, Osaka, Japan
- Laboratory of Immunochemistry, WPI Immunology Frontier Research Center, Osaka University, Suita, Osaka, Japan
- Center for Advances Modalities and Drug Delivery Systems, Osaka University, Suita, Osaka, Japan
- Department of Immunochemistry, Center for Infectious Disease Education and Research, Osaka University, Suita, Osaka, Japan
| | - Masahiro Yamamoto
- Department of Immunoparasitology, Research Institute for Microbial Diseases, Osaka University, Suita, Osaka, Japan
- Laboratory of Immunoparasitology, WPI Immunology Frontier Research Center, Osaka University, Suita, Osaka, Japan
- Department of Immunoparasitology, Center for Infectious Disease Education and Research, Osaka University, Suita, Osaka, Japan
- Center for Advances Modalities and Drug Delivery Systems, Osaka University, Suita, Osaka, Japan
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Chen X, Zhou Z, Yazgan Z, Xie L, Rossi F, Liu Y, Zhang B, Polanco PM, Zeh HJ, Kim AC, Huang H. Single-cell resolution spatial analysis of antigen-presenting cancer-associated fibroblast niches. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.11.15.623232. [PMID: 39605724 PMCID: PMC11601292 DOI: 10.1101/2024.11.15.623232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2024]
Abstract
Recent studies have identified a unique subtype of cancer-associated fibroblasts (CAFs) termed antigen-presenting CAFs (apCAFs), which remain the least understood CAF subtype. To gain a comprehensive understanding of the origin and function apCAFs, we construct a fibroblast molecular atlas across 14 types of solid tumors. Our integration study unexpectedly reveals two distinct apCAF lineages present in most cancer types: one associated with mesothelial-like cells and the other with fibrocytes. Using a high-resolution single-cell spatial imaging platform, we characterize the spatial niches of these apCAF lineages. We find that mesothelial-like apCAFs are located near cancer cells, while fibrocyte-like apCAFs are associated with tertiary lymphoid structures. Additionally, we discover that both apCAF lineages can up-regulate the secreted protein SPP1, which facilitates primary tumor formation and peritoneal metastasis. Taken together, this study offers an unprecedented resolution in analyzing apCAF lineages and their spatial niches.
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Zhang X, Guo L, Tian W, Yang Y, Yin Y, Qiu Y, Wang W, Li Y, Zhang G, Zhao X, Wang G, Lin Z, Yang M, Zhao W, Lu D. CD36+ Proinflammatory Macrophages Interact with ZCCHC12+ Tumor Cells in Papillary Thyroid Cancer Promoting Tumor Progression and Recurrence. Cancer Immunol Res 2024; 12:1621-1639. [PMID: 39178310 DOI: 10.1158/2326-6066.cir-23-1047] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Revised: 04/28/2024] [Accepted: 08/21/2024] [Indexed: 08/25/2024]
Abstract
Local recurrence and distal metastasis negatively impact the survival and quality of life in patients with papillary thyroid cancer (PTC). Therefore, identifying potential biomarkers and therapeutic targets for PTC is clinically crucial. In this study, we performed a multiomics analysis that identified a subset of CD36+ proinflammatory macrophages within the tumor microenvironment of PTC. The recruitment of CD36+ macrophages to premalignant regions strongly correlated with unfavorable outcomes in PTC, and the presence of tumor-infiltrating CD36+ macrophages was determined to be a risk factor for recurrence. The CD36+ macrophages exhibited interactions with metabolically active ZCCHC12+ tumor cells. By secreting SPP1, the CD36+ macrophages activated the PI3K-AKT signaling pathway, thereby promoting proliferation of the cancer cells. Dysregulation of iodine metabolism was closely related to the acquisition of the pro-inflammatory phenotype in macrophages. Iodine supplementation inhibited the activation of proinflammatory signaling and impeded the development of CD36+ macrophages by enhancing DUSP2 expression. Overall, our findings shed light on the intricate cross-talk between CD36+ macrophages and ZCCHC12+ tumor cells, providing valuable insights for the treatment and prognosis of PTC.
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Affiliation(s)
- Xin Zhang
- Institute of Systems Biomedicine, Department of Pathology, School of Basic Medical Sciences, Peking University Third Hospital, Peking University, Beijing, P.R. China
| | - Limei Guo
- Institute of Systems Biomedicine, Department of Pathology, School of Basic Medical Sciences, Peking University Third Hospital, Peking University, Beijing, P.R. China
| | - Wenyu Tian
- Institute of Systems Biomedicine, Department of Pathology, School of Basic Medical Sciences, Peking University Third Hospital, Peking University, Beijing, P.R. China
| | - Ying Yang
- Department of Blood Transfusion, Peking University People's Hospital, Beijing, P.R. China
| | - Yue Yin
- Institute of Systems Biomedicine, Department of Pathology, School of Basic Medical Sciences, Peking University Third Hospital, Peking University, Beijing, P.R. China
| | - Yaruo Qiu
- Institute of Systems Biomedicine, Department of Pathology, School of Basic Medical Sciences, Peking University Third Hospital, Peking University, Beijing, P.R. China
| | - Weixuan Wang
- Institute of Systems Biomedicine, Department of Pathology, School of Basic Medical Sciences, Peking University Third Hospital, Peking University, Beijing, P.R. China
| | - Yang Li
- Institute of Systems Biomedicine, Department of Pathology, School of Basic Medical Sciences, Peking University Third Hospital, Peking University, Beijing, P.R. China
| | - Guangze Zhang
- Institute of Systems Biomedicine, Department of Pathology, School of Basic Medical Sciences, Peking University Third Hospital, Peking University, Beijing, P.R. China
| | - Xuyang Zhao
- Institute of Systems Biomedicine, Department of Pathology, School of Basic Medical Sciences, Peking University Third Hospital, Peking University, Beijing, P.R. China
| | - Guangxi Wang
- Institute of Systems Biomedicine, Department of Pathology, School of Basic Medical Sciences, Peking University Third Hospital, Peking University, Beijing, P.R. China
| | - Zhiqiang Lin
- Institute of Systems Biomedicine, Department of Pathology, School of Basic Medical Sciences, Peking University Third Hospital, Peking University, Beijing, P.R. China
| | - Meng Yang
- Department of General Surgery, China-Japan Friendship Hospital, Beijing, P.R. China
| | - Wei Zhao
- Department of Clinical Laboratory, China-Japan Friendship Hospital, Beijing, P.R. China
| | - Dan Lu
- Institute of Systems Biomedicine, Department of Pathology, School of Basic Medical Sciences, Peking University Third Hospital, Peking University, Beijing, P.R. China
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Essa AAM, Korayem MAM, Alghamdi MA, Alzahrani RA, Malibari NM, Kandil HE. Expression of CD68 and CD163 in malignant epithelial cells of oral squamous cell carcinoma: Phenotypic shift or mere cell fusion. Pathol Res Pract 2024; 263:155639. [PMID: 39383735 DOI: 10.1016/j.prp.2024.155639] [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: 08/04/2024] [Revised: 09/15/2024] [Accepted: 10/02/2024] [Indexed: 10/11/2024]
Abstract
BACKGROUND / PURPOSE The progression of epithelial to mesenchymal tissue (EMT) is a highly intricate process that facilitates the transformation of cancer cells, allowing them to changeover their characteristic epithelial properties to mesenchymal attributes. This notable change empowers the cells with enhanced mobility and the ability to migrate to distant locations. Furthermore, it is imperative to adopt the idea of macrophage tumor cell fusion to achieve comprehensive considerate of this phenomenon. Our primary objective was to conduct a thorough investigation of macrophage-restricted antigens expression, specifically CD68 and CD163, in malignant epithelial cells of oral cavity squamous cell carcinoma (OSCC) to elucidate aforementioned perceptions. MATERIALS AND METHODS CD68 and CD163 immunohistochemical expression were assessed in oral squamous cell carcinoma (OSCC), encompassing both the neoplastic cells and the tumor-associated macrophages (TAMs). RESULTS Both CD68 and CD163 antigens were revealed in OSCC malignant epithelial cells in a granular cell pattern, localized in membrane and cytoplasm of tumor cells respectively as well as in the infiltrating TAMs. CONCLUSION The macrophage antigens were not limited to the infiltrating tumor-associated macrophages (TAMs), but were also observed in a substantial proportion of OSCC malignant epithelial cells within the tumor parenchyma. This particular expression pattern may represent a subset of tumor cells that have undergone an epithelial to a mesenchymal phenotypic transition. In addition, fusion of macrophages with tumor cells cannot be excluded; both might be associated with increased metastatic activity of OSCC.
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Affiliation(s)
- Ahmed Abdelaziz Mohamed Essa
- Oral Pathology Department, Faculty of Dentistry, Tanta University, El-Gesh Street, Tanta, 31527, Egypt; Department of Biomedical Dental Sciences, Faculty of Dentistry, Al-Baha University, Al-Baha, 65511, Saudi Arabia.
| | | | - Mohammed A Alghamdi
- Otolaryngology Division, Surgery Department, Faculty of Medicine, Al-Baha University, Al-Baha, Saudi Arabia.
| | - Rajab A Alzahrani
- Otolaryngology Division, Surgery Department, Faculty of Medicine, Al-Baha University, Al-Baha, Saudi Arabia.
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131
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Mantovani A, Marchesi F, Di Mitri D, Garlanda C. Macrophage diversity in cancer dissemination and metastasis. Cell Mol Immunol 2024; 21:1201-1214. [PMID: 39402303 PMCID: PMC11528009 DOI: 10.1038/s41423-024-01216-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: 07/03/2024] [Accepted: 09/06/2024] [Indexed: 11/02/2024] Open
Abstract
Invasion and metastasis are hallmarks of cancer. In addition to the well-recognized hematogenous and lymphatic pathways of metastasis, cancer cell dissemination can occur via the transcoelomic and perineural routes, which are typical of ovarian and pancreatic cancer, respectively. Macrophages are a universal major component of the tumor microenvironment and, in established tumors, promote growth and dissemination to secondary sites. Here, we review the role of tumor-associated macrophages (TAMs) in cancer cell dissemination and metastasis, emphasizing the diversity of myeloid cells in different tissue contexts (lungs, liver, brain, bone, peritoneal cavity, nerves). The generally used models of lung metastasis fail to capture the diversity of pathways and tissue microenvironments. A better understanding of TAM diversity in different tissue contexts may pave the way for tailored diagnostic and therapeutic approaches.
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Affiliation(s)
- Alberto Mantovani
- IRCCS Humanitas Research Hospital, Rozzano (Milan), Italy.
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele (Milan), Italy.
- William Harvey Research Institute, Queen Mary University, London, UK.
| | - Federica Marchesi
- IRCCS Humanitas Research Hospital, Rozzano (Milan), Italy
- Department Medical Biotechnology and Translational Medicine, Università degli Studi di Milano, Milan, Italy
| | - Diletta Di Mitri
- IRCCS Humanitas Research Hospital, Rozzano (Milan), Italy
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele (Milan), Italy
| | - Cecilia Garlanda
- IRCCS Humanitas Research Hospital, Rozzano (Milan), Italy
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele (Milan), Italy
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132
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Taranto D, Kloosterman DJ, Akkari L. Macrophages and T cells in metabolic disorder-associated cancers. Nat Rev Cancer 2024; 24:744-767. [PMID: 39354070 DOI: 10.1038/s41568-024-00743-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/16/2024] [Indexed: 10/03/2024]
Abstract
Cancer and metabolic disorders have emerged as major global health challenges, reaching epidemic levels in recent decades. Often viewed as separate issues, metabolic disorders are shown by mounting evidence to heighten cancer risk and incidence. The intricacies underlying this connection are still being unraveled and encompass a complex interplay between metabolites, cancer cells and immune cells within the tumour microenvironment (TME). Here, we outline the interplay between metabolic and immune cell dysfunction in the context of three highly prevalent metabolic disorders, namely obesity; two associated liver diseases, metabolic dysfunction-associated steatotic liver disease (MASLD) and metabolic dysfunction-associated steatohepatitis (MASH); and type 2 diabetes. We focus primarily on macrophages and T cells, the critical roles of which in dictating inflammatory response and immune surveillance in metabolic disorder-associated cancers are widely reported. Moreover, considering the ever-increasing number of patients prescribed with metabolism disorder-altering drugs and diets in recent years, we discuss how these therapies modulate systemic and local immune phenotypes, consequently impacting cancer malignancy. Collectively, unraveling the determinants of metabolic disorder-associated immune landscape and their role in fuelling cancer malignancy will provide a framework essential to therapeutically address these highly prevalent diseases.
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Affiliation(s)
- Daniel Taranto
- Division of Tumour Biology and Immunology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- Oncode Institute, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Daan J Kloosterman
- Division of Tumour Biology and Immunology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- Oncode Institute, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Leila Akkari
- Division of Tumour Biology and Immunology, The Netherlands Cancer Institute, Amsterdam, The Netherlands.
- Oncode Institute, The Netherlands Cancer Institute, Amsterdam, The Netherlands.
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133
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Huang HY, Chen YZ, Zhao C, Zheng XN, Yu K, Yue JX, Ju HQ, Shi YX, Tian L. Alternations in inflammatory macrophage niche drive phenotypic and functional plasticity of Kupffer cells. Nat Commun 2024; 15:9337. [PMID: 39472435 PMCID: PMC11522483 DOI: 10.1038/s41467-024-53659-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2024] [Accepted: 10/18/2024] [Indexed: 11/02/2024] Open
Abstract
Inflammatory signals lead to recruitment of circulating monocytes and induce their differentiation into pro-inflammatory macrophages. Therefore, whether blocking inflammatory monocytes can mitigate disease progression is being actively evaluated. Here, we employ multiple lineage-tracing models and show that monocyte-derived macrophages (mo-mac) are the major population of immunosuppressive, liver metastasis-associated macrophages (LMAM), while the proportion of Kupffer cells (KC) as liver-resident macrophages is diminished in metastatic nodules. Paradoxically, genetic ablation of mo-macs results in only a marginal decrease in LMAMs. Using a proliferation-recording system and a KC-tracing model in a monocyte-deficient background, we find that LMAMs can be replenished either via increased local macrophage proliferation or by promoting KC infiltration. In the latter regard, KCs undergo transient proliferation and exhibit substantial phenotypic and functional alterations through epigenetic reprogramming following the vacating of macrophage niches by monocyte depletion. Our data thus suggest that a simultaneous blockade of monocyte recruitment and macrophage proliferation may effectively target immunosuppressive myelopoiesis and reprogram the microenvironment towards an immunostimulatory state.
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Affiliation(s)
- Han-Ying Huang
- State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
- Department of Hematologic Oncology, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Yan-Zhou Chen
- State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Chuang Zhao
- State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Xin-Nan Zheng
- State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Kai Yu
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Jia-Xing Yue
- State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Huai-Qiang Ju
- State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Yan-Xia Shi
- State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
- Department of Medical Oncology, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Lin Tian
- State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China.
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134
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Popova LV, Garfinkle EAR, Chopyk DM, Navarro JB, Rivaldi A, Shu Y, Lomonosova E, Phay JE, Miller BS, Sattuwar S, Mullen M, Mardis ER, Miller KE, Dedhia PH. Single Nuclei Sequencing Reveals Intratumoral Cellular Heterogeneity and Replication Stress in Adrenocortical Carcinoma. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.30.615695. [PMID: 39554059 PMCID: PMC11565910 DOI: 10.1101/2024.09.30.615695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2024]
Abstract
Adrenocortical carcinoma (ACC) is a rare endocrine malignancy with a poor prognosis and limited treatment options. Bulk genomic characterization of ACC has not yielded obvious therapeutic or immunotherapeutic targets, yet novel therapies are needed. We hypothesized that elucidating the intratumoral cellular heterogeneity by single nuclei RNA sequencing analyses would yield insights into potential therapeutic vulnerabilities of this disease. In addition to characterizing the immune cell and fibroblast landscape, our analyses of single nuclei gene expression profiles identified an adrenal cortex cell cluster exhibiting a program of replication stress and DNA damage response in primary and metastatic ACC. In vitro assessment of replication stress and DNA damage response using an ACC cell line and a series of newly-derived hormonally active patient-derived tumor organoids revealed ATR sensitivity. These findings provide novel mechanistic insight into ACC biology and suggest that an underlying dependency on ATR may be leveraged therapeutically in advanced ACC.
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135
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Hang Y, Huang J, Ding M, Shen Y, Zhou Y, Cai W. Extracellular vesicles reshape the tumor microenvironment to improve cancer immunotherapy: Current knowledge and future prospects. Int Immunopharmacol 2024; 140:112820. [PMID: 39096874 DOI: 10.1016/j.intimp.2024.112820] [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: 06/03/2024] [Revised: 07/19/2024] [Accepted: 07/25/2024] [Indexed: 08/05/2024]
Abstract
Tumor immunotherapy has revolutionized cancer treatment, but limitations remain, including low response rates and immune complications. Extracellular vesicles (EVs) are emerging as a new class of therapeutic agents for various diseases. Recent research shows that changes in the amount and composition of EVs can reshape the tumor microenvironment (TME), potentially improving the effectiveness of immunotherapy. This exciting discovery has sparked clinical interest in using EVs to enhance the immune system's response to cancer. In this Review, we delve into the world of EVs, exploring their origins, how they're generated, and their complex interactions within the TME. We also discuss the crucial role EVs play in reshaping the TME during tumor development. Specifically, we examine how their cargo, including molecules like PD-1 and non-coding RNA, influences the behavior of key immune cells within the TME. Additionally, we explore the current applications of EVs in various cancer therapies, the latest advancements in engineering EVs for improved immunotherapy, and the challenges faced in translating this research into clinical practice. By gaining a deeper understanding of how EVs impact the TME, we can potentially uncover new therapeutic vulnerabilities and significantly enhance the effectiveness of existing cancer immunotherapies.
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Affiliation(s)
- Yu Hang
- Baoshan Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - JingYi Huang
- Baoshan Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Mingming Ding
- Baoshan Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Yanhua Shen
- Baoshan Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - YaoZhong Zhou
- Changshu Hospital Affiliated to Nanjing University of Chinese Medicine, Changshu, China.
| | - Wan Cai
- Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Shanghai, China.
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136
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Jones MG, Sun D, Min KH(J, Colgan WN, Tian L, Weir JA, Chen VZ, Koblan LW, Yost KE, Mathey-Andrews N, Russell AJ, Stickels RR, Balderrama KS, Rideout WM, Chang HY, Jacks T, Chen F, Weissman JS, Yosef N, Yang D. Spatiotemporal lineage tracing reveals the dynamic spatial architecture of tumor growth and metastasis. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.10.21.619529. [PMID: 39484491 PMCID: PMC11526908 DOI: 10.1101/2024.10.21.619529] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/03/2024]
Abstract
Tumor progression is driven by dynamic interactions between cancer cells and their surrounding microenvironment. Investigating the spatiotemporal evolution of tumors can provide crucial insights into how intrinsic changes within cancer cells and extrinsic alterations in the microenvironment cooperate to drive different stages of tumor progression. Here, we integrate high-resolution spatial transcriptomics and evolving lineage tracing technologies to elucidate how tumor expansion, plasticity, and metastasis co-evolve with microenvironmental remodeling in a Kras;p53-driven mouse model of lung adenocarcinoma. We find that rapid tumor expansion contributes to a hypoxic, immunosuppressive, and fibrotic microenvironment that is associated with the emergence of pro-metastatic cancer cell states. Furthermore, metastases arise from spatially-confined subclones of primary tumors and remodel the distant metastatic niche into a fibrotic, collagen-rich microenvironment. Together, we present a comprehensive dataset integrating spatial assays and lineage tracing to elucidate how sequential changes in cancer cell state and microenvironmental structures cooperate to promote tumor progression.
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Affiliation(s)
- Matthew G. Jones
- Center for Personal Dynamic Regulomes, Stanford University, Stanford, CA, USA
- These authors contributed equally
| | - Dawei Sun
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, USA
- These authors contributed equally
| | - Kyung Hoi (Joseph) Min
- Whitehead Institute for Biomedical Research, Cambridge, MA, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - William N. Colgan
- Whitehead Institute for Biomedical Research, Cambridge, MA, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Luyi Tian
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jackson A. Weir
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Biological and Biomedical Sciences Program, Harvard University, Cambridge, MA, USA
| | - Victor Z. Chen
- Department of Molecular Pharmacology and Therapeutics, Columbia University, New York City, NY, USA
- Department of Systems Biology, Columbia University, New York City, NY, USA
| | - Luke W. Koblan
- Whitehead Institute for Biomedical Research, Cambridge, MA, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Kathryn E. Yost
- Whitehead Institute for Biomedical Research, Cambridge, MA, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Nicolas Mathey-Andrews
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Andrew J.C. Russell
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, USA
| | | | | | - William M. Rideout
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Howard Y. Chang
- Center for Personal Dynamic Regulomes, Stanford University, Stanford, CA, USA
- Department of Genetics, Stanford University, Stanford, CA, USA
- Howard Hughes Medical Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Tyler Jacks
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Fei Chen
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, USA
| | - Jonathan S. Weissman
- Whitehead Institute for Biomedical Research, Cambridge, MA, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Howard Hughes Medical Institute, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Nir Yosef
- Department of Systems Immunology, Weizmann Institute of Science, 234 Herzl Street, Rehovot 7610001, Israel
| | - Dian Yang
- Department of Molecular Pharmacology and Therapeutics, Columbia University, New York City, NY, USA
- Department of Systems Biology, Columbia University, New York City, NY, USA
- Herbert Irving Comprehensive Cancer Center, Columbia University, New York City, NY, USA
- Lead Contact
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137
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Wang X, Li D, Zhu B, Hua Z. Single-cell transcriptome analysis identifies a novel tumor-associated macrophage subtype predicting better prognosis in pancreatic ductal adenocarcinoma. Front Cell Dev Biol 2024; 12:1466767. [PMID: 39507421 PMCID: PMC11537994 DOI: 10.3389/fcell.2024.1466767] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2024] [Accepted: 10/14/2024] [Indexed: 11/08/2024] Open
Abstract
Background Characterized by an immune-suppressive tumor microenvironment (TME), pancreatic ductal adenocarcinoma (PDAC) is well-known for its poor prognosis. Tumor associated macrophages (TAMs) play a critical role in PDAC TME. An in-depth understanding of TAMs is helpful to develop new strategies for immunotherapy. Methods A large number of single-cell RNA sequencing data and bulk RNA sequencing data of PDAC were collected for systematic bioinformatics analysis. Characterize subtypes of TAMs at single-cell resolution and its effect on prognosis. Differential gene analysis and cell-cell communication were used to describe the effect on prognosis and validated by the TCGA dataset. Results We used two prognosis-favorable genes, SLC12A5 and ENPP2, to identify a benign M2-like TAMs (bM2-like TAMs), which shared similarities with C1QC + TAMs, CXCL9+ TAMs and CD169+ TAMs, by analyzing scRNA-seq data and bulk RNA data of PDAC. The bM2-like TAMs were revealed to promote T cell activation and proliferation through ALCAM/CD6 interaction. Meanwhile, the bM2-like TAMs were responsible for stroma modeling by altering αSMA+/αSMA-cell ratio. On the contrast, the rest of the M2-like TAMs were defined as malignant M2-like TAMs (mM2-like TAMs), partly overlapping with SPP1+ TAMs. mM2-like TAMs were revealed to promote tumor progression by secretion of MIF and SPP1. Conclusion Our study used two prognosis-favorable genes to divide M2-like TAMs of PDAC into anti-tumor bM2-like TAMs and pro-tumor mM2-like TAMs. The bM2-like TAMs activate T cells through ALCAM/CD6 and generate prognosis-favorable αSMA+ myofibroblasts through secreting TGFβ, which brings insight into heterogeneity of TAMs, prognosis prediction and immunotherapy of PDAC.
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Affiliation(s)
- Xiaonan Wang
- School of Biopharmacy, China Pharmaceutical University, Nanjing, China
| | - Dongyi Li
- School of Biopharmacy, China Pharmaceutical University, Nanjing, China
| | - Bo Zhu
- School of Biopharmacy, China Pharmaceutical University, Nanjing, China
| | - Zichun Hua
- School of Biopharmacy, China Pharmaceutical University, Nanjing, China
- The State Key Laboratory of Pharmaceutical Biotechnology, School of Life Sciences, Nanjing University, Nanjing, China
- Faculty of Pharmaceutical Sciences, Xinxiang Medical University, Xinxiang, China
- Changzhou High-Tech Research Institute, Nanjing University, Changzhou, China
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138
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Yang Z, Tian H, Chen X, Li B, Bai G, Cai Q, Xu J, Guo W, Wang S, Peng Y, Liang Q, Xue L, Gao S. Single-cell sequencing reveals immune features of treatment response to neoadjuvant immunochemotherapy in esophageal squamous cell carcinoma. Nat Commun 2024; 15:9097. [PMID: 39438438 PMCID: PMC11496748 DOI: 10.1038/s41467-024-52977-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Accepted: 09/25/2024] [Indexed: 10/25/2024] Open
Abstract
Neoadjuvant immunochemotherapy (nICT) has dramatically changed the treatment landscape of operable esophageal squamous cell carcinoma (ESCC), but factors influencing tumor response to nICT are not well understood. Here, using single-cell RNA sequencing paired with T cell receptor sequencing, we profile tissues from ESCC patients accepting nICT treatment and characterize the tumor microenvironment context. CXCL13+CD8+ Tex cells, a subset of exhausted CD8+ T cells, are revealed to highly infiltrate in pre-treatment tumors and show prominent progenitor exhaustion phenotype in post-treatment samples from responders. We validate CXCL13+CD8+ Tex cells as a predictor of improved response to nICT and reveal CXCL13 to potentiate anti-PD-1 efficacy in vivo. Post-treatment tumors from non-responders are enriched for CXCL13+CD8+ Tex cells with notably remarkable exhaustion phenotype and TNFRSF4+CD4+ Tregs with activated immunosuppressive function and a significant clone expansion. Several critical markers for therapeutic resistance are also identified, including LRRC15+ fibroblasts and SPP1+ macrophages, which may recruit Tregs to form an immunosuppressive landscape. Overall, our findings unravel immune features of distinct therapeutic response to nICT treatment, providing a rationale for optimizing individualized neoadjuvant strategy in ESCC.
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Affiliation(s)
- Zhenlin Yang
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - He Tian
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
- Department of Respiratory Medicine, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xiaowei Chen
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Bozhao Li
- CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety, CAS Center for Excellence in Nanoscience, National Center for Nanoscience and Technology, Beijing, China
| | - Guangyu Bai
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Qingyuan Cai
- BIOPIC, Peking-Tsinghua Center for Life Sciences, Academy for Advanced Interdisciplinary Studies, School of Life Sciences, International Cancer Institute, Peking University, Beijing, China
| | - Jiachen Xu
- Department of Medical Oncology, National Cancer Center/ National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
- Guangdong Provincial People's Hospital/Guangdong Provincial Academy of Medical Sciences, Guangdong Provincial Key Lab of Translational Medicine in Lung Cancer, Guangdong, China
| | - Wei Guo
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Shuaibo Wang
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yue Peng
- Department of Thoracic Surgery, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Qing Liang
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Liyan Xue
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.
| | - Shugeng Gao
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.
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139
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Gong T, Fu Y, Wang Q, Loughran PA, Li Y, Billiar TR, Wen Z, Liu Y, Fan J. Decoding the multiple functions of ZBP1 in the mechanism of sepsis-induced acute lung injury. Commun Biol 2024; 7:1361. [PMID: 39433574 PMCID: PMC11493966 DOI: 10.1038/s42003-024-07072-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: 07/27/2024] [Accepted: 10/14/2024] [Indexed: 10/23/2024] Open
Abstract
Sepsis-induced acute lung injury (ALI), characterized by severe hypoxemia and pulmonary leakage, remains a leading cause of mortality in intensive care units. The exacerbation of ALI during sepsis is largely attributed to uncontrolled inflammatory responses and endothelial dysfunction. Emerging evidence suggests an important role of Z-DNA binding protein 1 (ZBP1) as a sensor in innate immune to drive inflammatory signaling and cell death during infections. However, the role of ZBP1 in sepsis-induced ALI has yet to be defined. We utilized ZBP1 knockout mice and combined single-cell RNA sequencing with experimental validation to investigate ZBP1's roles in the regulation of macrophages and lung endothelial cells during sepsis. We demonstrate that in sepsis, ZBP1 deficiency in macrophages reduces mitochondrial damage and inhibits glycolysis, thereby altering the metabolic status of macrophages. Consequently, this metabolic shift leads to a reduction in the differentiation of macrophages into pro-inflammatory states and decreases macrophage pyroptosis triggered by activation of the NLRP3 inflammasome. These changes significantly weaken the inflammatory signaling pathways between macrophages and endothelial cells and alleviate endothelial dysfunction and cellular damage. These findings reveal important roles for ZBP1 in mediating multiple pathological processes involved in sepsis-induced ALI by modulating the functional states of macrophages and endothelial cells, thereby highlighting its potential as a promising therapeutic target.
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Affiliation(s)
- Ting Gong
- Department of Surgery, University of Pittsburgh School of Medicine, Pittsburgh, 15213, USA.
- Department of Anesthesiology, Shenzhen Hospital, Southern Medical University, Shenzhen, 518000, China.
| | - Yu Fu
- Department of Surgery, University of Pittsburgh School of Medicine, Pittsburgh, 15213, USA
- Department of Anesthesiology, Shanghai Pulmonary Hospital, School of Medicine, Tongji University, Shanghai, 200433, China
| | - Qingde Wang
- Department of Surgery, University of Pittsburgh School of Medicine, Pittsburgh, 15213, USA
| | - Patricia A Loughran
- Department of Surgery, University of Pittsburgh School of Medicine, Pittsburgh, 15213, USA
| | - Yuehua Li
- Department of Surgery, University of Pittsburgh School of Medicine, Pittsburgh, 15213, USA
| | - Timothy R Billiar
- Department of Surgery, University of Pittsburgh School of Medicine, Pittsburgh, 15213, USA
- Department of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, 15213, USA
| | - Zongmei Wen
- Department of Anesthesiology, Shanghai Pulmonary Hospital, School of Medicine, Tongji University, Shanghai, 200433, China
| | - Youtan Liu
- Department of Anesthesiology, Shenzhen Hospital, Southern Medical University, Shenzhen, 518000, China
| | - Jie Fan
- Department of Surgery, University of Pittsburgh School of Medicine, Pittsburgh, 15213, USA.
- Department of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, 15213, USA.
- Research and Development, Veterans Affairs Pittsburgh Healthcare System, Pittsburgh, PA, 15240, USA.
- McGowan Institute for Regenerative Medicine, University of Pittsburgh, Pittsburgh, PA, 15219, USA.
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140
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Yu S, Wang S, Wang X, Xu X. The axis of tumor-associated macrophages, extracellular matrix proteins, and cancer-associated fibroblasts in oncogenesis. Cancer Cell Int 2024; 24:335. [PMID: 39375726 PMCID: PMC11459962 DOI: 10.1186/s12935-024-03518-8] [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: 02/22/2024] [Accepted: 09/29/2024] [Indexed: 10/09/2024] Open
Abstract
The extracellular matrix (ECM) is a complex, dynamic network of multiple macromolecules that serve as a crucial structural and physical scaffold for neighboring cells. In the tumor microenvironment (TME), ECM proteins play a significant role in mediating cellular communication between cancer-associated fibroblasts (CAFs) and tumor-associated macrophages (TAMs). Revealing the ECM modification of the TME necessitates the intricate signaling cascades that transpire among diverse cell populations and ECM proteins. The advent of single-cell sequencing has enabled the identification and refinement of specific cellular subpopulations, which has substantially enhanced our comprehension of the intricate milieu and given us a high-resolution perspective on the diversity of ECM proteins. However, it is essential to integrate single-cell data and establish a coherent framework. In this regard, we present a comprehensive review of the relationships among ECM, TAMs, and CAFs. This encompasses insights into the ECM proteins released by TAMs and CAFs, signaling integration in the TAM-ECM-CAF axis, and the potential applications and limitations of targeted therapies for CAFs. This review serves as a reliable resource for focused therapeutic strategies while highlighting the crucial role of ECM proteins as intermediates in the TME.
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Affiliation(s)
- Shuhong Yu
- Department of Oncology, Renmin Hospital of Wuhan University, Wuhan, 430060, China
| | - Siyu Wang
- Department of Oncology, Renmin Hospital of Wuhan University, Wuhan, 430060, China
| | - Xuanyu Wang
- Department of Urology, Zhongnan Hospital of Wuhan University, Wuhan, 430071, China
| | - Ximing Xu
- Department of Oncology, Renmin Hospital of Wuhan University, Wuhan, 430060, China.
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141
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Zheng Y, Xiong Z, Zhao L, Huang C, Yong Q, Fang D, Liu F, Li Y. The role of SPP1 in MASLD pathogenesis: Therapeutic insights into ursolic acid's mechanisms of action: Correspondence to editorial on "Ursolic acid targets secreted phosphoprotein 1 to regulate Th17 cells against metabolic dysfunction-associated steatotic liver disease". Clin Mol Hepatol 2024; 30:1019-1022. [PMID: 38973183 PMCID: PMC11540346 DOI: 10.3350/cmh.2024.0471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Accepted: 07/05/2024] [Indexed: 07/09/2024] Open
Affiliation(s)
- Yiyuan Zheng
- Department of Gastroenterology, Shanghai Municipal Hospital of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Zhekun Xiong
- Department of Spleen, Stomach and Hepatobiliary, Zhongshan Hospital of Traditional Chinese Medicine, Zhongshan, China
| | - Lina Zhao
- Department of Hepatobiliary Diseases, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, State Key Laboratory of Traditional Chinese Medicine Syndrome, Guangzhou, China
- Lingnan Medical Research Center, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Chaoyuan Huang
- Department of Gastroenterology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
- Department of Gastroenterology, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, China
| | - Qiuhong Yong
- Lingnan Medical Research Center, Guangzhou University of Chinese Medicine, Guangzhou, China
- The First Clinical Medical School, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Dan Fang
- Medical Affairs Department, Ton-Bridge Medical Technology Co., Ltd., Zhuhai, China
| | - Fengbin Liu
- Department of Hepatobiliary Diseases, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, State Key Laboratory of Traditional Chinese Medicine Syndrome, Guangzhou, China
- Lingnan Medical Research Center, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Yong Li
- Department of Gastroenterology, Shanghai Municipal Hospital of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, China
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142
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Zhang T, Zheng B, Xia C, Wu P, Zheng B, Jiang L, Li J, Lv G, Zhou H, Huang W, Zou M. Hypoxic Upregulation of IER2 Increases Paracrine GMFG Signaling of Endoplasmic Reticulum Stress-CAF to Promote Chordoma Progression via Targeting ITGB1. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2405421. [PMID: 39207055 PMCID: PMC11515918 DOI: 10.1002/advs.202405421] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/17/2024] [Revised: 07/27/2024] [Indexed: 09/04/2024]
Abstract
Currently, the oncogenic mechanism of endoplasmic reticulum stress-CAF (ERS-CAF) subpopulation in chordoma remains unknown. Here, single-cell RNA sequencing, spatial transcriptomics, GeoMx Digital Spatial Profiler, data-independent acquisition proteomics, bulk RNA-seq, and multiplexed quantitative immunofluorescence are used to unveil the precise molecular mechanism of how ERS-CAF affected chordoma progression. Results show that hypoxic microenvironment reprograms CAFs into ERS-CAF subtype. Mechanistically, this occurrs via hypoxia-mediated transcriptional upregulation of IER2. Overexpression of IER2 in CAFs promotes chordoma progression, which can be impeded by IER2 knockdown or use of ERS inhibitors. IER2 also induces expression of ERS-CAF marker genes and results in production of a pro-tumorigenic paracrine GMFG signaling, which exert its biological function via directly binding to ITGB1 on tumor cells. ITGB1 inhibition attenuates tumor malignant progression, which can be partially reversed by exogenous GMFG intervention. Further analyses reveal a positive correlation between ITGB1high tumor cell counts and SPP1+ macrophage density, as well as the spatial proximity of these two cell types. Clinically, a significant correlation of high IER2/ITGB1 expression with tumor aggressive phenotype and poor patient survival is observed. Collectively, the findings suggest that ERS-CAF regulates SPP1+ macrophage to aggravate chordoma progression via the IER2/GMFG/ITGB1 axis, which may be targeted therapeutically in future.
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Affiliation(s)
- Tao‐Lan Zhang
- Department of PharmacyThe First Affiliated HospitalHengyang Medical SchoolUniversity of South ChinaHengyang421001China
| | - Bo‐Wen Zheng
- Department of PharmacyThe First Affiliated HospitalHengyang Medical SchoolUniversity of South ChinaHengyang421001China
- Musculoskeletal Tumor CenterPeking University People's HospitalPeking UniversityBeijing100044China
| | - Chao Xia
- Department of Spine SurgeryThe First Affiliated HospitalHengyang Medical SchoolUniversity of South ChinaHengyang421001China
| | - Peng‐Fei Wu
- Department of Genetics and EndocrinologyNational Children's Medical Center for South Central RegionGuangzhou Women and Children's Medical CenterGuangzhou Medical UniversityGuangzhouGuangdong510623China
| | - Bo‐Yv Zheng
- Department of Orthopedics SurgeryGeneral Hospital of the Central Theater CommandWuhan430061China
| | - Ling‐Xiang Jiang
- Department of Radiation OncologyMelvin and Bren Simon Comprehensive Cancer CenterIndiana University School of MedicineIndianapolisIN46202USA
| | - Jing Li
- Department of Spine SurgeryThe Second Xiangya HospitalCentral South UniversityChangsha410011China
| | - Guo‐Hua Lv
- Department of Spine SurgeryThe Second Xiangya HospitalCentral South UniversityChangsha410011China
| | - Hong Zhou
- Department of RadiologyThe First Affiliated HospitalHengyang Medical SchoolUniversity of South ChinaHengyang421001China
| | - Wei Huang
- The First Affiliated HospitalHealth Management CenterHengyang Medical SchoolUniversity of South ChinaHengyang421001China
| | - Ming‐Xiang Zou
- Department of Spine SurgeryThe First Affiliated HospitalHengyang Medical SchoolUniversity of South ChinaHengyang421001China
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143
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Nagasawa S, Zenkoh J, Suzuki Y, Suzuki A. Spatial omics technologies for understanding molecular status associated with cancer progression. Cancer Sci 2024; 115:3208-3217. [PMID: 39042942 PMCID: PMC11447966 DOI: 10.1111/cas.16283] [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: 05/30/2024] [Accepted: 07/02/2024] [Indexed: 07/25/2024] Open
Abstract
Cancer cells are generally exposed to numerous extrinsic stimulations in the tumor microenvironment. In this environment, cancer cells change their expression profiles to fight against circumstantial stresses, allowing their progression in the challenging tissue space. Technological advancements of spatial omics have had substantial influence on cancer genomics. This technical progress, especially that occurring in the spatial transcriptome, has been drastic and rapid. Here, we describe the latest spatial analytical technologies that have allowed omics feature characterization to retain their spatial and histopathological information in cancer tissues. Several spatial omics platforms have been launched, and the latest platforms finally attained single-cell level or even higher subcellular level resolution. We discuss several key papers elucidating the initial utility of the spatial analysis. In fact, spatial transcriptome analyses reveal comprehensive omics characteristics not only in cancer cells but also their surrounding cells, such as tumor infiltrating immune cells and cancer-associated fibroblasts. We also introduce several spatial omics platforms. We describe our own attempts to investigate molecular events associated with cancer progression. Furthermore, we discuss the next challenges in analyzing the multiomics status of cells, including their morphology and location. These novel technologies, in conjunction with spatial transcriptome analysis and, more importantly, with histopathology, will elucidate even novel key aspects of the intratumor heterogeneity of cancers. Such enhanced knowledge is expected to open a new path for overcoming therapeutic resistance and eventually to precisely stratify patients.
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Affiliation(s)
- Satoi Nagasawa
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier SciencesThe University of TokyoChibaJapan
| | - Junko Zenkoh
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier SciencesThe University of TokyoChibaJapan
| | - Yutaka Suzuki
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier SciencesThe University of TokyoChibaJapan
| | - Ayako Suzuki
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier SciencesThe University of TokyoChibaJapan
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144
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Cha SM, Park JW, Lee YJ, Lee HJ, Lee H, Lee IW, Gong G, Park SH, Lee HJ, Jeong BK. SPP1+ macrophages in HR+ breast cancer are associated with tumor-infiltrating lymphocytes. NPJ Breast Cancer 2024; 10:83. [PMID: 39349495 PMCID: PMC11442831 DOI: 10.1038/s41523-024-00695-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2024] [Accepted: 09/22/2024] [Indexed: 10/02/2024] Open
Abstract
Breast cancer categorized into hormone receptor-positive (HR+), HER2-positive (HER2+), and triple-negative (TNBC) subtypes, exhibits varied outcomes based on the number of tumor-infiltrating lymphocytes (TILs). To explore the divergent roles of TIL levels across different subtypes, we employed single-cell RNA sequencing on 31 patients with breast cancer. HR+ breast cancer with high TIL levels (TIL-high) revealed increased SPP1+ macrophages, increased SPP1 expression in other monocytes/macrophages (mono/macro) subgroups, and enriched pathways associated with extracellular matrix (ECM) remodeling in mono/macro. Moreover, cell-cell interaction analyses revealed enhanced SPP1, MIF, and FN1 signaling in the interaction between SPP1+ macrophages and T-cells in TIL-high HR+ breast cancer. Spatial transcriptomics data highlighted the close proximity of SPP1+ macrophages, CD8+ T-cells, and CD4+ T-cells in TIL-high HR+ breast cancer. Our findings unveil the novel influence of SPP1+ macrophages on T-cells in TIL-high HR+ breast cancer, potentially explaining the poor prognosis and offering insights for targeted interventions.
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Grants
- A20221175 Asan Institute for Life Sciences, Asan Medical Center
- A20221175 Asan Institute for Life Sciences, Asan Medical Center
- A20221175 Asan Institute for Life Sciences, Asan Medical Center
- A20221175 Asan Institute for Life Sciences, Asan Medical Center
- A20221175 Asan Institute for Life Sciences, Asan Medical Center
- A20221175 Asan Institute for Life Sciences, Asan Medical Center
- A20221175 Asan Institute for Life Sciences, Asan Medical Center
- A20221175 Asan Institute for Life Sciences, Asan Medical Center
- A20221175 Asan Institute for Life Sciences, Asan Medical Center
- A20221175 Asan Institute for Life Sciences, Asan Medical Center
- NRF-2018R1D1A1B07048831 National Research Foundation of Korea (NRF)
- NRF-2018R1D1A1B07048831 National Research Foundation of Korea (NRF)
- NRF-2018R1D1A1B07048831 National Research Foundation of Korea (NRF)
- NRF-2018R1D1A1B07048831 National Research Foundation of Korea (NRF)
- NRF-2018R1D1A1B07048831 National Research Foundation of Korea (NRF)
- NRF-2018R1D1A1B07048831 National Research Foundation of Korea (NRF)
- NRF-2018R1D1A1B07048831 National Research Foundation of Korea (NRF)
- NRF-2018R1D1A1B07048831 National Research Foundation of Korea (NRF)
- NRF-2018R1D1A1B07048831 National Research Foundation of Korea (NRF)
- NRF-2018R1D1A1B07048831 National Research Foundation of Korea (NRF)
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Affiliation(s)
- Su Min Cha
- Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
- Biomedical Sciences, Asan Medical Institute of Convergence Science and Technology (AMIST), University of Ulsan College of Medicine, Seoul, South Korea
| | | | - Yoon Jae Lee
- University of Ulsan College of Medicine, Seoul, South Korea
| | | | | | | | - Gyungyub Gong
- Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Sung Hee Park
- School of Systems Biomedical Science, Soongsil University, Seoul, Republic of Korea
| | - Hee Jin Lee
- Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea.
- Biomedical Sciences, Asan Medical Institute of Convergence Science and Technology (AMIST), University of Ulsan College of Medicine, Seoul, South Korea.
- NeogenTC Corp., Seoul, South Korea.
| | - Byung-Kwan Jeong
- Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea.
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145
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Jiang J, Xu C, Han D, Lu Y, Yang F, Wang J, Yan X, Mu X, Zhang J, Jia C, Xu X, Liu K, Liu Z, Gong L, Wan Y, Lu Q. Functional heterogeneity of cancer-associated fibroblasts with distinct neoadjuvant immunotherapy plus chemotherapy response in esophageal squamous cell carcinoma. Biomark Res 2024; 12:113. [PMID: 39334513 PMCID: PMC11437904 DOI: 10.1186/s40364-024-00656-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2024] [Accepted: 09/14/2024] [Indexed: 09/30/2024] Open
Abstract
Novel neoadjuvant immunotherapy combined with chemotherapy (neoICT) has improved outcomes for patients with esophageal squamous-cell carcinoma (ESCC), but challenges persist in low response rates and therapy resistance. Little is known about the intra-tumoral heterogeneity in the ESCC tumor microenvironment (TME) that underlies differential responses to neoadjuvant therapy. We applied single-cell RNA sequencing (scRNA-seq) profiling and multiplexed immunofluorescence staining to thoroughly decipher the TME in ESCC specimens from a neoadjuvant anti-PD1 combination therapy clinical trial. The cancer-associated fibroblasts (CAFs) population showed the significant alteration in abundance following neoadjuvant therapy. Specifically, IL6 + CCL2 + immunomodulatory CAFs and a novel CD248 + mechanoresponsive CAFs subset exhibited increasing infiltration. Mechanistically, CD248 + mechanoresponsive CAFs approached and lined the tumor nest to physically block the infiltration of CD8 + T cells and drug delivery, while IL6 + CCL2 + immunomodulatory CAFs induced therapeutic resistance with distinct IL-6 expression. Among patients treated with neoICT, we observed prominent CAF-T cell interactions. In particular, the NECTIN2-TIGIT ligand-receptor pair was enriched in treated samples, and TIGIT was identified as the major inhibitory checkpoint of T cells. Our findings demonstrate distinct alterations in TME constituent responses to neoadjuvant immunotherapy and identify functional phenotypes of CAFs associated with unfavorable therapeutic responses in patients. This provides potential targets to enhance responses to neoadjuvant therapy in ESCC.
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Affiliation(s)
- Jun Jiang
- Department of Health Service, Base of Health Service, Air Force Medical University, Xi'an, China
- Department of Urology, Xijing Hospital, Air Force Medical University, Xi'an, China
| | - Chao Xu
- Department of Urology, Xijing Hospital, Air Force Medical University, Xi'an, China
| | - Donghui Han
- Department of Urology, Xijing Hospital, Air Force Medical University, Xi'an, China
| | - Yuan Lu
- Department of Respiratory and Critical Care Medicine, Zhongda Hospital, Southeast University, Nanjing, China
| | - Fa Yang
- Department of Urology, Xijing Hospital, Air Force Medical University, Xi'an, China
| | - Jiawei Wang
- Department of Clinical Immunology, PLA Specialized Research Institute of Rheumatology & Immunology, Xijing Hospital, and National Translational Science Center for Molecular Medicine, Air Force Medical University, Xi'an, China
| | - Xiaolong Yan
- Department of Thoracic Surgery, Tangdu Hospital, Air Force Medical University, NO. 569 Xinsi Road, Xi'an, 710038, China
| | - Xiaorong Mu
- Department of Pathology, Department of Pharmacy, Tangdu Hospital, Air Force Medical University, NO. 569 Xinsi Road, Xi'an, 710038, China
| | - Jipeng Zhang
- Department of Thoracic Surgery, Tangdu Hospital, Air Force Medical University, NO. 569 Xinsi Road, Xi'an, 710038, China
| | - Chenghui Jia
- Department of Thoracic Surgery, The First Affiliated Hospital, Xi'an Medical College, Xian, China
| | - Xinyao Xu
- College of Life Sciences, Northwest University, Xian, China
| | - Kui Liu
- Department of Health Service, Base of Health Service, Air Force Medical University, Xi'an, China
| | - Zhenhua Liu
- Department of Health Service, Base of Health Service, Air Force Medical University, Xi'an, China
| | - Li Gong
- Department of Pathology, Department of Pharmacy, Tangdu Hospital, Air Force Medical University, NO. 569 Xinsi Road, Xi'an, 710038, China.
| | - Yi Wan
- Department of Health Service, Base of Health Service, Air Force Medical University, Xi'an, China.
| | - Qiang Lu
- Department of Thoracic Surgery, Tangdu Hospital, Air Force Medical University, NO. 569 Xinsi Road, Xi'an, 710038, China.
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146
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Anastasiou P, Moore C, Rana S, Tomaschko M, Pillsbury CE, de Castro A, Boumelha J, Mugarza E, de Carné Trécesson S, Mikolajczak A, Blaj C, Goldstone R, Smith JAM, Quintana E, Molina-Arcas M, Downward J. Combining RAS(ON) G12C-selective inhibitor with SHP2 inhibition sensitises lung tumours to immune checkpoint blockade. Nat Commun 2024; 15:8146. [PMID: 39322643 PMCID: PMC11424635 DOI: 10.1038/s41467-024-52324-3] [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: 01/23/2024] [Accepted: 09/03/2024] [Indexed: 09/27/2024] Open
Abstract
Mutant selective drugs targeting the inactive, GDP-bound form of KRASG12C have been approved for use in lung cancer, but resistance develops rapidly. Here we use an inhibitor, (RMC-4998) that targets RASG12C in its active, GTP-bound form, to treat KRAS mutant lung cancer in various immune competent mouse models. RAS pathway reactivation after RMC-4998 treatment could be delayed using combined treatment with a SHP2 inhibitor, which not only impacts tumour cell RAS signalling but also remodels the tumour microenvironment to be less immunosuppressive. In an immune inflamed model, RAS and SHP2 inhibitors in combination drive durable responses by suppressing tumour relapse and inducing development of immune memory. In an immune excluded model, combined RAS and SHP2 inhibition sensitises tumours to immune checkpoint blockade, leading to efficient tumour immune rejection. These preclinical results demonstrate the potential of the combination of RAS(ON) G12C-selective inhibitors with SHP2 inhibitors to sensitize tumours to immune checkpoint blockade.
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Affiliation(s)
| | | | - Sareena Rana
- Oncogene Biology Laboratory, Francis Crick Institute, London, UK
| | - Mona Tomaschko
- Oncogene Biology Laboratory, Francis Crick Institute, London, UK
| | | | - Andrea de Castro
- Oncogene Biology Laboratory, Francis Crick Institute, London, UK
| | - Jesse Boumelha
- Oncogene Biology Laboratory, Francis Crick Institute, London, UK
| | - Edurne Mugarza
- Oncogene Biology Laboratory, Francis Crick Institute, London, UK
| | | | - Ania Mikolajczak
- Experimental Histopathology, Francis Crick Institute, London, UK
| | | | - Robert Goldstone
- Bioinformatics & Biostatistics Science Technology Platform, Francis Crick Institute, London, UK
| | | | | | | | - Julian Downward
- Oncogene Biology Laboratory, Francis Crick Institute, London, UK.
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147
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Conde-Lopez C, Marripati D, Elkabets M, Hess J, Kurth I. Unravelling the Complexity of HNSCC Using Single-Cell Transcriptomics. Cancers (Basel) 2024; 16:3265. [PMID: 39409886 PMCID: PMC11475296 DOI: 10.3390/cancers16193265] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2024] [Revised: 09/23/2024] [Accepted: 09/23/2024] [Indexed: 10/20/2024] Open
Abstract
BACKGROUND/OBJECTIVES Head and neck squamous cell carcinoma (HNSCC) is a highly heterogeneous and the most common form of head and neck cancer, posing significant challenges for disease management. The objective of this review is to assess the utility of single-cell RNA sequencing (scRNAseq) in addressing these challenges by enabling a detailed characterization of the tumor microenvironment (TME) at the cellular level. METHODS This review compiles and analyzes current strategies that utilize scRNAseq and other single-cell technologies in HNSCC research. RESULTS For HNSCC etiology, scRNAseq allows for the construction of cellular atlases, characterization of different cell types, and investigation of genes and processes involved in cancer initiation, development, and progression within the TME. In terms of HNSCC diagnosis and prognosis, the resolution offered by scRNAseq enables the identification of cell type-specific signatures, enhancing prognostic models and disease stratifiers for patient outcome assessments. Regarding HNSCC treatment, scRNAseq provides insights into cellular responses to various treatments, including radiotherapy, chemotherapy, and immunotherapy, contributing to a better understanding of treatment efficacy and patient outcomes. CONCLUSIONS This review highlights the contributions of scRNAseq to HNSCC research, addressing its cellular and biological complexity, and emphasizes its potential for advancing research and clinical practice in other cancer types.
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Affiliation(s)
- Cristina Conde-Lopez
- Division Radiooncology/Radiobiology, German Cancer Research Center (DKFZ) Heidelberg, 69120 Heidelberg, Germany; (J.H.); (I.K.)
| | - Divyasree Marripati
- The Shraga Segal Department of Microbiology, Immunology and Genetics, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel; (D.M.); (M.E.)
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
| | - Moshe Elkabets
- The Shraga Segal Department of Microbiology, Immunology and Genetics, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel; (D.M.); (M.E.)
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
| | - Jochen Hess
- Division Radiooncology/Radiobiology, German Cancer Research Center (DKFZ) Heidelberg, 69120 Heidelberg, Germany; (J.H.); (I.K.)
- Department of Otorhinolaryngology, Head and Neck Surgery, Heidelberg University Hospital, 69120 Heidelberg, Germany
| | - Ina Kurth
- Division Radiooncology/Radiobiology, German Cancer Research Center (DKFZ) Heidelberg, 69120 Heidelberg, Germany; (J.H.); (I.K.)
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148
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Trehan R, Zhu XB, Huang P, Wang X, Soliman M, Strepay D, Nur A, Kedei N, Arhin M, Ghabra S, Rodríguez-Matos F, Benmebarek MR, Ma C, Korangy F, Greten TF. A Paradoxical Tumor Antigen Specific Response in the Liver. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.19.614002. [PMID: 39372792 PMCID: PMC11451677 DOI: 10.1101/2024.09.19.614002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/08/2024]
Abstract
Functional tumor-specific CD8+ T cells are essential for an effective anti-tumor immune response and the efficacy of immune checkpoint inhibitor therapy. In comparison to other organ sites, we found higher numbers of tumor-specific CD8+ T cells in primary, metastatic liver tumors in murine tumor models. Despite their abundance, CD8+ T cells in the liver displayed an exhausted phenotype. Depletion of CD8+ T cells showed that liver tumor-reactive CD8+ T failed to control liver tumors but was effective against subcutaneous tumors. Similarly, analysis of single-cell RNA sequencing data from patients showed a higher frequency of exhausted tumor-reactive CD8+ T cells in liver metastasis compared to paired primary colon cancer. High-dimensional, multi-omic analysis combining proteomic CODEX and scRNA-seq data revealed enriched interaction of SPP1+ macrophages and CD8+ tumor-reactive T cells in profibrotic, alpha-SMA rich regions in the liver. Liver tumors grew less in Spp1-/- mice and the tumor-specific CD8+ T cells were less exhausted. Differential pseudotime trajectory inference analysis revealed extrahepatic signaling promoting an intermediate cell (IC) population in the liver, characterized by co-expression of VISG4, CSF1R, CD163, TGF-βR, IL-6R, SPP1. scRNA-seq of a third data set of premetastatic adenocarcinoma showed that enrichment of this population may predict liver metastasis. Our data suggests a mechanism by which extrahepatic tumors facilitate the formation of liver metastasis by promoting an IC population inhibiting tumor-reactive CD8+ T cell function.
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Affiliation(s)
- Rajiv Trehan
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Xiao Bin Zhu
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Patrick Huang
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Xin Wang
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Marlaine Soliman
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Dillon Strepay
- Auditory Development and Restoration Program, National Institute on Deafness and Other Communication Disorders, National Institutes of Health, Bethesda, MD, USA
| | - Amran Nur
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Noemi Kedei
- Collaborative Protein Technology Resource, OSTR, Office of the Director, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Martin Arhin
- Neurosurgery Unit for Pituitary and Inheritable Diseases, National Institute of Neurological Diseases and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Shadin Ghabra
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Francisco Rodríguez-Matos
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Mohamed-Reda Benmebarek
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Chi Ma
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Firouzeh Korangy
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
- Senior author
| | - Tim F. Greten
- Gastrointestinal Malignancy Section, Thoracic and Gastrointestinal Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
- NCI CCR Liver Cancer Program, National Institutes of Health, Bethesda, MD, USA
- Senior author
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149
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Dooling LJ, Anlaş AA, Tobin MP, Ontko NM, Marchena T, Wang M, Andrechak JC, Discher DE. Clustered macrophages cooperate to eliminate tumors via coordinated intrudopodia. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.19.613918. [PMID: 39345601 PMCID: PMC11430028 DOI: 10.1101/2024.09.19.613918] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/01/2024]
Abstract
Macrophages often pervade solid tumors, but their nearest neighbor organization is understudied and potentially enables key functions such as phagocytosis. Here, we observe dynamic macrophage clusters in tumors under conditions that maximize cancer cell phagocytosis and use reductionist approaches to uncover pathways to cluster formation and roles for tumor-intrusive pseudopodia, which we term 'intrudopodia'. Macrophage clusters form over hours on low- adhesion substrates after M1 polarization with interferons, including T cell-derived cytokines, and yet clusters prove fluid on timescales of minutes. Clusters also sort from M2 macrophages that disperse on the same substrates. M1 macrophages upregulate specific cell-cell adhesion receptors but suppress actomyosin contractility, and while both pathways contribute to cluster formation, decreased cortical tension was predicted to unleash pseudopodia. Macrophage neighbors in tumor spheroids indeed extend intrudopodia between adjacent cancer cell junctions - at least when phagocytosis conditions are maximized, and coordinated intrudopodia help detach and individualize cancer cells for rapid engulfment. Macrophage clusters thereby provide a cooperative advantage for phagocytosis to overcome solid tumor cohesion.
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Hu X, Liu X, Feng D, Xu T, Li H, Hu C, Wang Z, Liu X, Yin P, Shi X, Shang D, Xu G. Polarization of Macrophages in Tumor Microenvironment Using High-Throughput Single-Cell Metabolomics. Anal Chem 2024; 96:14935-14943. [PMID: 39221578 DOI: 10.1021/acs.analchem.4c02989] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/04/2024]
Abstract
Macrophages consist of a heterogeneous population of functionally distinct cells that participate in many physiological and pathological processes. They exhibit prominent plasticity by changing their different functional phenotypes represented by proinflammatory (M1) and anti-inflammatory (M2) in response to different environmental stimuli. Emerging evidence illustrates the importance of intracellular metabolic pathways in macrophage polarizations and functions. In the tumor microenvironment (TME), macrophages tend to M2 polarization, which promotes tumor growth and leads to adverse physiological effects. Due to the lack of highly specific antigens in M1 and M2 macrophages, significant challenges present in isolating these subtypes from clinical samples or in vitro coculture models of tumor-immune cells. In reverse, the single-cell technique provides the possibility to investigate the factors influencing macrophage polarization in the TME. In this research, we employed inertial microfluidic chip-mass spectrometry (IMC-MS) to conduct single-cell metabolomics analysis of macrophages polarized into the two major phenotypes, respectively, and 213 metabolites were identified in total. Subsequently, differential metabolites between macrophage phenotypes were analyzed using volcano plots and binary logistic regression models. Glutamine was pinpointed as a key metabolite for the M1 and M2 phenotypes. Experimental results from both monoculture and coculture cell models demonstrated that M1 polarization is more reliant on the presence of glutamine in the culture environment than M2 polarization. Glutamine deficiency resulted in failed M1 polarization, while its absence had a less pronounced effect on M2 polarization. Replenishing an appropriate amount of glutamine during the intermediate stages of coculture models significantly enhanced the proportion of M1 polarization and suppressed the growth of tumor cells. This research elucidated glutamine as a key factor influencing macrophage polarization in the TME via single-cell metabolomics based on IMC-MS, offering promising insights and targets for tumor therapies.
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Affiliation(s)
- Xuesen Hu
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
- Liaoning Province Key Laboratory of Metabolomics, Dalian 116023, China
- University of Chinese Academy of Sciences, Beijing 101408, China
| | - Xinlin Liu
- The First Affiliated Hospital of Dalian Medical University, Dalian 116011, China
| | - Disheng Feng
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
- Liaoning Province Key Laboratory of Metabolomics, Dalian 116023, China
- University of Chinese Academy of Sciences, Beijing 101408, China
| | - Tianrun Xu
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
- Liaoning Province Key Laboratory of Metabolomics, Dalian 116023, China
- University of Chinese Academy of Sciences, Beijing 101408, China
| | - Hang Li
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
- Liaoning Province Key Laboratory of Metabolomics, Dalian 116023, China
- University of Chinese Academy of Sciences, Beijing 101408, China
| | - Chunxiu Hu
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
- Liaoning Province Key Laboratory of Metabolomics, Dalian 116023, China
- University of Chinese Academy of Sciences, Beijing 101408, China
| | - Zhizhou Wang
- The First Affiliated Hospital of Dalian Medical University, Dalian 116011, China
| | - Xinyu Liu
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
- Liaoning Province Key Laboratory of Metabolomics, Dalian 116023, China
- University of Chinese Academy of Sciences, Beijing 101408, China
| | - Peiyuan Yin
- The First Affiliated Hospital of Dalian Medical University, Dalian 116011, China
| | - Xianzhe Shi
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
- Liaoning Province Key Laboratory of Metabolomics, Dalian 116023, China
- University of Chinese Academy of Sciences, Beijing 101408, China
| | - Dong Shang
- The First Affiliated Hospital of Dalian Medical University, Dalian 116011, China
| | - Guowang Xu
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
- Liaoning Province Key Laboratory of Metabolomics, Dalian 116023, China
- University of Chinese Academy of Sciences, Beijing 101408, China
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