Transcriptomic Characterization of Pancreatic Cancer-Associated Macrophage Polarization
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ABSTRACT:
ORGANISM(S): Mus musculus
PROVIDER: GSE189354 | GEO | 2022/02/10
REPOSITORIES: GEO
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Project description:The pancreatic ductal adenocarcinoma (PDA) microenvironment is composed of a variety of cell types and marked by extensive fibrosis and inflammation. Tumor-associated macrophages (TAM) are abundant, and they are important mediators of disease progression and invasion. TAMs are polarized in situ to a tumor promoting and immunosuppressive phenotype via cytokine signaling and metabolic crosstalk from malignant epithelial cells and other components of the tumor microenvironment (TME). However, the specific distinguishing features and functions of TAMs remain poorly defined. Here, we generated tumor-educated macrophages (TEM) in vitro and performed detailed, multi-omic characterization (i.e. transcriptomics, proteomics, metabolomics). Our results reveal unique genetic and metabolic signatures of TEMs, the veracity of which were queried against our in-house single cell RNA sequencing (scRNA-seq) dataset of human pancreatic tumors. This analysis identified expression of novel, metabolic TEM markers in human pancreatic TAMs, including ARG1, ACLY, and TXNIP. We then utilized our TEM model system to study the role of mutant Kras signaling in cancer cells on TEM polarization. This revealed an important role for GM-CSF and lactate on TEM polarization, molecules released from cancer cells in a mutant Kras-dependent manner. Lastly, we demonstrate that GM-CSF dysregulates TEM gene expression and metabolism through PI3K-AKT pathway signaling. Collectively, our results define new markers and programs to classify pancreatic TAMs, how these are engaged by cancer cells, and the precise signaling pathways mediating polarization.
2022-02-16 | PXD028632 | Pride
Project description:Tumor-associated macrophages (TAMs) have immunosuppressive capacity in mouse models of cancer. Here we show that the genetic deletion of the microRNA (miRNA)-processing enzyme DICER in TAMs broadly programs them to a CD11c+MRC1â/low M1-like immunostimulatory phenotype characterized by activated interferon-γ (IFN-γ)/STAT1/IRF signaling. M1-like TAM programming fostered the recruitment of cytotoxic T-cells (CTLs), including tumor-antigen-specific CTLs, inhibited tumor growth, and enhanced the efficacy of PD1 checkpoint blockade. Bioinformatics analysis of TAM transcriptomes identified a limited set of miRNAs putatively involved in TAM programming. Re-expression of Let-7 in Dicer-deficient TAMs was sufficient to partly rescue the M2-like (protumoral) TAM phenotype and abate tumor CTL infiltration. Targeted suppression of DICER activity in TAMs may, therefore, stimulate antitumor immunity and enhance the efficacy of cancer immunotherapy. To explore the role of DICER in the development, activation and immunological functions of TAMs, we crossed homozygous LysM-Cre (Clausen et al., 1999) with Dicerlox/lox (Harfe et al., 2005) mice to obtain mice with myeloid-cell-specific Dicer1 gene deletion (LysM-Cre;Dicerâ/â, referred to as Dâ/â). These mice were then backcrossed to LysM-Cre to obtain the control LysM-Cre; Dicer+/+ mice (referred to as D+/+). Both LysM-Cre and Dicerlox/lox mutations were always homozygous in our experiment. We then inoculated Lewis lung carcinoma (LLC) cells subcutaneously (s.c.) in Dâ/â and control D+/+ mice. Once the tumors were established, we isolated by fluorescence-activated cell sorting (FACS) tumor-associated macrophages (F4/80+ cells).
2016-06-13 | E-GEOD-76356 | biostudies-arrayexpress
Project description:Clinical and experimental evidence indicates that tumor-associated macrophages (TAMs) promote malignant progression. In breast cancer, TAMs enhance tumor angiogenesis, tumor cell invasion, matrix remodeling, and immune suppression against the tumor. In this study, we examined late-stage mammary tumors from a transgenic mouse model of breast cancer. We used flow cytometry under conditions that minimized gene expression changes to isolate a rigorously defined TAM population previously shown to be associated with invasive carcinoma cells. The gene expression signature of this population was compared with a similar population derived from spleens of non-tumor-bearing mice using high-density oligonucleotide arrays. Using stringent selection criteria, transcript abundance of 460 genes was shown to be differentially regulated between the two populations. Bioinformatic analyses of known functions of these genes indicated that formerly ascribed TAM functions, including suppression of immune activation and matrix remodeling, as well as multiple mediators of tumor angiogenesis, were elevated in TAMs. Further bioinformatic analyses confirmed that a pure and valid TAM gene expression signature in mouse tumors could be used to assess expression of TAMs in human breast cancer. The data derived from these more physiologically relevant autochthonous tumors compared with previous studies in tumor xenografts suggest tactics by which TAMs may regulate tumor angiogenesis and thus provide a basis for exploring other transcriptional mediators of TAM trophic functions within the tumor microenvironment. Tumor-associated macrophages from late-stage mouse mammary tumors compared to splenic macrophages from non-tumor-bearing littermate controls. 4 biological replicates of each population were compared via gene expression arrays.
2010-06-21 | E-GEOD-18404 | biostudies-arrayexpress
Project description:Background: Tumor-associated macrophages (TAMs) are an important component of the tumor microenvironment (TME). However, the crosstalk between esophageal squamous cell carcinoma (ESCC) cells and TAMs remains largely unexplored. Methods: Clinical samples and the TCGA database were used to evaluate the relevance of SPP1 and TAM infiltration in ESCC. Mouse models were constructed to investigate the roles of macrophages educated by SPP1 in ESCC. Macrophage phenotypes were determined using qRT‒PCR and immunohistochemical staining. RNA sequencing was performed to elucidate the mechanism. Results: Increasing expression of SPP1 correlated with M2-like TAM accumulation in ESCC, and they both predicted poor prognosis in the ESCC cohort. Knockdown of SPP1 significantly inhibited the infiltration of M2 TAMs in xenograft tumors. In vivo mouse model experiments showed that SPP1-mediated education of macrophages plays essential roles in the progression of ESCC. Mechanistically, SPP1 recruited macrophages and promoted M2 polarization via CD44/PI3K/AKT signaling activation and then induced VEGFA and IL6 secretion to sustain ESCC progression. Finally, blockade of SPP1 with RNA aptamer significantly inhibited tumor growth and M2 TAM infiltration in xenograft mouse models. Conclusions: This study highlights a SPP1-mediated crosstalk between ESCC cells and TAMs in ESCC. SPP1 could serve as a potential target in ESCC therapy.
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Project description:Immunotherapy approaches have been ineffective in pancreatic ductal adenocarcinoma (PDA), pointing to the need for additional avenues to target in the pancreatic cancer microenvironment. We previously discovered that tumor educated bone marrow derived macrophages express high levels of C-C Motif Chemokine Receptor 1 (CCR1). By single-cell RNA sequencing, we found CCR1 to be expressed predominantly by tumor associated macrophages (TAMs) and granulocytes in both human and mouse PDA. Thus, we sought to investigate the functional role of CCR1 in pancreatic cancer. Using KC; Ccr1-/- mice (Ptf1a-Cre; LSL-KrasG12D; Ccr1-/-), we determined that CCR1 is dispensable during pancreatic cancer initiation, although we observed increased CD8 T cell infiltration in KC; Ccr1-/- pancreata. Using syngeneic orthotopic PDA mouse models we discovered that CCR1 ablation in Ccr1-/- mice or pharmaceutical inhibition of CCR1 both resulted in reduced tumor growth. Further, CCR1 ablation prolonged the overall survival of KPC mice. Through mass cytometry (CyTOF) and co-immunofluorescence staining we showed CCR1 ablation elevated CD8 T cell cytotoxic activity in the orthotopic PDA model. Mechanistically we found TAMs lacking CCR1 expressed less Arginase 1 and CD206 -both immunosuppressive markers of macrophages- compared to wild type TAMs. Further, targeting both CCR1 and Arginase 1 synergized with immune checkpoint blockade anti-PD-L1 to enhance antitumor efficacy in orthotopic model of PDA. Together, our data is consistent with the notion that tumor associated macrophages lacking CCR1 expression are less immunosuppressive, consequently allowing increased CD8 T cell mediated anti-tumor immunity. Targeting CCR1 in combination with immune checkpoint blockade improves antitumor efficacy in pancreatic cancer.
2024-06-26 | GSE269182 | GEO
Project description:Tumor-associated macrophages (TAMs) have immunosuppressive capacity in mouse models of cancer. Here we show that the genetic deletion of the microRNA (miRNA)-processing enzyme DICER in TAMs broadly programs them to a CD11c+MRC1−/low M1-like immunostimulatory phenotype characterized by activated interferon-γ (IFN-γ)/STAT1/IRF signaling. M1-like TAM programming fostered the recruitment of cytotoxic T-cells (CTLs), including tumor-antigen-specific CTLs, inhibited tumor growth, and enhanced the efficacy of PD1 checkpoint blockade. Bioinformatics analysis of TAM transcriptomes identified a limited set of miRNAs putatively involved in TAM programming. Re-expression of Let-7 in Dicer-deficient TAMs was sufficient to partly rescue the M2-like (protumoral) TAM phenotype and abate tumor CTL infiltration. Targeted suppression of DICER activity in TAMs may, therefore, stimulate antitumor immunity and enhance the efficacy of cancer immunotherapy.
2016-06-13 | GSE76356 | GEO
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