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1.
Cancer Res ; 80(7): 1551-1563, 2020 04 01.
Article in English | MEDLINE | ID: mdl-31992541

ABSTRACT

Cytometry by time-of-flight (CyTOF) simultaneously measures multiple cellular proteins at the single-cell level and is used to assess intertumor and intratumor heterogeneity. This approach may be used to investigate the variability of individual tumor responses to treatments. Herein, we stratified lung tumor subpopulations based on AXL signaling as a potential targeting strategy. Integrative transcriptome analyses were used to investigate how TP-0903, an AXL kinase inhibitor, influences redundant oncogenic pathways in metastatic lung cancer cells. CyTOF profiling revealed that AXL inhibition suppressed SMAD4/TGFß signaling and induced JAK1-STAT3 signaling to compensate for the loss of AXL. Interestingly, high JAK1-STAT3 was associated with increased levels of AXL in treatment-naïve tumors. Tumors with high AXL, TGFß, and JAK1 signaling concomitantly displayed CD133-mediated cancer stemness and hybrid epithelial-to-mesenchymal transition features in advanced-stage patients, suggesting greater potential for distant dissemination. Diffusion pseudotime analysis revealed cell-fate trajectories among four different categories that were linked to clinicopathologic features for each patient. Patient-derived organoids (PDO) obtained from tumors with high AXL and JAK1 were sensitive to TP-0903 and ruxolitinib (JAK inhibitor) treatments, supporting the CyTOF findings. This study shows that single-cell proteomic profiling of treatment-naïve lung tumors, coupled with ex vivo testing of PDOs, identifies continuous AXL, TGFß, and JAK1-STAT3 signal activation in select tumors that may be targeted by combined AXL-JAK1 inhibition. SIGNIFICANCE: Single-cell proteomic profiling of clinical samples may facilitate the optimal selection of novel drug targets, interpretation of early-phase clinical trial data, and development of predictive biomarkers valuable for patient stratification.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/pharmacology , Janus Kinase 1/antagonists & inhibitors , Lung Neoplasms/drug therapy , Protein Kinase Inhibitors/pharmacology , Proto-Oncogene Proteins/antagonists & inhibitors , Receptor Protein-Tyrosine Kinases/antagonists & inhibitors , Aged , Aged, 80 and over , Animals , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Cell Line, Tumor , Drug Resistance, Neoplasm , Drug Synergism , Epithelial-Mesenchymal Transition/drug effects , Feasibility Studies , Female , Flow Cytometry/methods , Humans , Janus Kinase 1/metabolism , Lung/pathology , Lung Neoplasms/pathology , Male , Mice , Middle Aged , Nitriles , Protein Kinase Inhibitors/therapeutic use , Proteomics/methods , Proto-Oncogene Proteins/metabolism , Pyrazoles/pharmacology , Pyrazoles/therapeutic use , Pyrimidines/pharmacology , Pyrimidines/therapeutic use , RNA-Seq , Receptor Protein-Tyrosine Kinases/metabolism , Signal Transduction/drug effects , Single-Cell Analysis/methods , Sulfonamides/pharmacology , Sulfonamides/therapeutic use , Tissue Array Analysis , Xenograft Model Antitumor Assays , Axl Receptor Tyrosine Kinase
2.
Cancer Immunol Immunother ; 57(7): 1067-77, 2008 Jul.
Article in English | MEDLINE | ID: mdl-18094967

ABSTRACT

Metastatic breast cancer is an important contributor to morbidity and mortality. Hence, new therapies are needed that target breast cancer metastases. Here, we focus on Mage-b as a possible vaccine target to prevent the development of breast cancer metastases, through activation of Mage-b-specific cytotoxic T lymphocytes (CTL). The syngeneic cell line 4T1, highly expressing Mage-b, was used as a pre-clinical metastatic mouse breast tumor model. BALB/c mice received three preventive intraperitoneal immunizations with Mage-b DNA vaccine mixed with plasmid DNA, secreting granulocyte-macrophage colony stimulating factor (GM-CSF). In addition, antigen-presenting cells were more efficiently recruited to the peritoneal cavity by the injection of thioglycollate broth (TGB), prior to each immunization. Immunization with Mage-b/GM-CSF/TGB significantly reduced the number of metastases by 67% compared to the saline/GM-CSF/TGB and by 69% compared to the vector control/GM-CSF/TGB. Also, tumor growth was significantly reduced by 45% in mice vaccinated with Mage-b/GM-CSF/TGB compared to the saline/ GM-CSF/TGB and by 47% compared to the control vector/ GM-CSF/TGB group. In vivo, the number of CD8 T cells significantly increased in the primary tumors and metastases of mice vaccinated with Mage-b/GM-CSF/TGB compared to the saline/GM-CSF/TGB and the control vector/ GM-CSF/TGB group, while the number of CD4 T cells significantly decreased. The combination of Mage-b, GM-CSF and TGB did not only induce significantly higher levels of IFNgamma in the lymph nodes of vaccinated compared to control mice, but also induced significantly higher expression levels of Fas-ligand (FasL) in the primary tumors (expressing Fas protein constitutively), compared to the control mice. Whether the interaction between Fas and FasL may have contributed to the smaller tumors needs to be further analyzed.


Subject(s)
Antigens, Neoplasm/immunology , Cancer Vaccines/therapeutic use , Granulocyte-Macrophage Colony-Stimulating Factor/immunology , Mammary Neoplasms, Animal/therapy , Thioglycolates/immunology , Vaccines, DNA/therapeutic use , Animals , Antigens, Neoplasm/genetics , Cancer Vaccines/immunology , Caspase 3/metabolism , Caspase 8/metabolism , Cytokines/biosynthesis , Fas Ligand Protein/metabolism , Female , Granulocyte-Macrophage Colony-Stimulating Factor/genetics , Lymph Nodes/immunology , Lymph Nodes/pathology , Mammary Neoplasms, Animal/immunology , Mammary Neoplasms, Animal/pathology , Mice , Mice, Inbred BALB C , Neoplasm Metastasis , Neoplasm Transplantation , Recombinant Proteins , Thioglycolates/therapeutic use , Tumor Cells, Cultured , Vaccines, DNA/immunology , fas Receptor
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