ABSTRACT
The aim of this study was to determine if a convolutional neural network (CNN) can be trained to automatically detect and localize cervical carotid artery calcifications (CACs) in CBCT. A total of 56 CBCT studies (15,257 axial slices) were utilized to train, validate, and test the deep learning model. The study comprised of two steps: Step 1: Localizing axial slices that are below the C2-C3 disc space. For this step the openly available Inception V3 architecture was trained on the ImageNet dataset of real-world images, and retrained on 40 CBCT studies. Step 2: Detecting CACs in slices from step 1. For this step, two methods were implemented; Method A: Segmentation neural network trained using small patches at random coordinates of the original axial slices; Method B: Segmentation neural network trained using two larger patches at fixed coordinates of the original axial slices with an improved loss function to account for class imbalance. Our approach resulted in 94.2% sensitivity and 96.5% specificity. The mean intersection over union metric for Method A was 76.26% and Method B improved this metric to 82.51%. The proposed CNN model shows the feasibility of deep learning in the detection and localization of CAC in CBCT images.
ABSTRACT
This study is designed to present an agent-based model (ABM) to simulate the interactions between tumor cells and the immune system in the melanoma model. The Myeloid-derived Suppressor Cells (MDSCs) and dendritic cells (DCs) are considered in this model as immunosuppressive and antigen-presenting agents respectively. The animal experiment was performed on 68 B16F10 melanoma tumor-bearing C57BL/6 female mice to collect dynamic data for ABM implementation and validation. Animals were divided into 4 groups; group 1 was control (no treatment) while groups 2 and 3 were treated with DC vaccine and low-dose 5- fluorouracil (5-FU) respectively and group 4 was treated with both DC Vaccine and low-dose of 5-FU. The tumor growth rate, number of MDSC, and presence of CD8+/CD107a+ T cells in the tumor microenvironment were evaluated in each group. Firstly, the tumor cells, the effector immune cells, DCs, and the MDSCs have been considered as the agents of the ABM model and their interaction methods have been extracted from the literature and implemented in the model. Then, the model parameters were estimated by the dynamic data collected from animal experiments. To validate the ABM model, the simulation results were compared with the real data. The results show that the dynamics of the model agents can mimic the relations among considered immune system components to an emergent outcome compatible with real data. The simplicity of the proposed model can help to understand the results of the combinational therapy and make this model a useful tool for studying different scenarios and assessing the combinational results. Determining the role of each component helps to find critical times during tumor progression and change the tumor and immune system balance in favor of the immune system.
Subject(s)
Melanoma , Animals , CD8-Positive T-Lymphocytes , Dendritic Cells , Female , Fluorouracil/pharmacology , Fluorouracil/therapeutic use , Male , Mice , Mice, Inbred C57BL , Systems Analysis , Tumor MicroenvironmentABSTRACT
BACKGROUND: The purpose of this study was the translation and cultural adaptation of the CLEFT-Q to Farsi and evaluating the reliability of it. METHODS: The English version of the CLEFT-Q was translated to Farsi following the guidelines set forth by the International Society for Pharmacoeconomics and Outcomes Research (ISPOR). To calculate the reliability, 50 participants filled out the Farsi version of the questionnaire twice at 2-week intervals. RESULTS: The difficulties during the translation and cultural adaptation process were as follows: 7.56% of items from the independent forward translations, 62.18% of items from the comparison between two forward translations, and 21% of items from the comparison between post-back translation and the original version. The internal consistency and stability of the Farsi version of the CLEFT-Q were 0.979 and 0.997, which both were categorized as excellent. CONCLUSION: The Farsi version of the CLEFT-Q is a valid and reliable tool currently available for Farsi-speaking families around the world.
Subject(s)
Translating , Translations , Cross-Cultural Comparison , Humans , Psychometrics , Quality of Life , Reproducibility of Results , Surveys and QuestionnairesABSTRACT
CD137 (ILA/4-1BB), a member of tumor necrosis factor receptor superfamily, is one of the most important T cell costimulatory molecules. Interaction of this molecule with its ligand transmits a two-way signal that activates both T lymphocyte and antigen presenting cells. The soluble form of CD137 (sCD137) reduces the activity of its membrane isoform and is associated with T lymphocyte activation-induced cell death. Recombinant CD137-Fc may be used to treat cancers, autoimmune disorders and viral infections. It may also be useful for management of coronavirus infection. The 1276 bp DNA sequence encoded CD137-Fc recombinant protein was prepared and subcloned into lentiviral vector and expressed in transduced CHO-K1 eukaryotic cells. The sodium dodecyl sulfate-polyacrylamide gel electrophoresis, Western blot analysis, and enzyme-linked immunosorbent assay analysis results demonstrated that the expression of the 70-kDa CD137-Fc molecule was detectable without any degradation. This study helps to confirm previous research suggesting the use of this recombinant protein as a promising solution for the treatment of virus infections. CD137-Fc fusion protein could also make immunotherapy more effective for some diseases. This product is widely used in novel medical treatments, including cell-based immunotherapy such as dendritic cell, CAR T and CAR NK therapy. Its production and usage in research and treatment is noticeable also in current coronavirus disease 2019 pandemic.
ABSTRACT
We assessed the effect of sodium butyrate (SB) as a histone deacetylase inhibitor (HDACi) on Toll-like receptor 4 (TLR4) gene expression levels, in low TLR4 expressing (HCT116) and high TLR4 expressing (SW480) colorectal cancer cells. The cytotoxic effect of SB was assessed by culturing SW480 and HCT116 cell lines using a broad spectrum of times and concentrations of SB. The MTT assay was done to check the cytotoxic properties of different SB concentrations. Gene expression levels of TLR4 was then evaluated for non-cytotoxic SB concentrations. Morphological analysis and MTT assay confirmed that SB concentrations equal to or less than 5mM were not cytotoxic for both cell lines. At 5mM concentration of SB in SW480 cell line and 1mM concentration of SB in HCT116 cell line, TLR4 gene expression level significantly increased from 24 to 48 hrs and decreased significantly from 48 to 72 hrs with an "early increased and late decreased pattern". At 1mM concentration of SB in SW480 cell line and 5mM concentration of SB in HCT116 cell line, TLR4 expression had a "gradually increased pattern". This study focuses on the dose-time-effect of SB in the pathogenesis of colorectal cancer. SB alters the expression level of TLR4 in colorectal cancer cells. This effect may depend on the cell type, treatment duration and SB concentration. The alterations in TLR4 expression may be due to the direct effect of SB on TLR4 and/or the expression changes of in other genes which may indirectly affect the TLR4 expression. Abbreviations: TLR4: Toll-like receptor 4; HDACi: histone deacetylase inhibitor; SB: sodium Butyrate; CRC: colorectal cancer; SCFA: short-chain fatty acid; hrs: hours.
Subject(s)
Butyric Acid/pharmacology , Colorectal Neoplasms/genetics , Gene Expression/drug effects , Histone Deacetylase Inhibitors/pharmacology , Toll-Like Receptor 4/genetics , Cell Line, Tumor , Colorectal Neoplasms/pathology , Dose-Response Relationship, Drug , HCT116 Cells , Humans , Time FactorsABSTRACT
BACKGROUND: Chemotherapy is usually known as the main modality for cancer treatment. Nevertheless, most of chronic cancers could not be treated with chemotherapy alone. Immunotherapy is a new modality for cancer treatment that is effective for early stages of cancer and it has fewer side effects compared to chemotherapy, specifically for those types of cancer that are resistant to it. METHOD: This work presents an extended mathematical model to depict interactions between cancerous and adaptive immune system in mouse. We called the model an extended model, because we embedded all those compartments that have important roles in response to tumor in one model. The model includes tumor cells, natural killers, naïve and mature cytotoxic T cells, naïve and mature helper T cells, regulatory T cells, dendritic cells and interleukin 2 cytokine. Whole cycle of cell division program of immune cells is also considered in the model. We also optimized protocol of immunotherapy with DC vaccine based on the proposed mathematical model. RESULT: Simulation results of the proposed model are in conformity with the experimental data recorded from mouse in immunology department of Tehran University of Medical Science as well as what has been explained in the literature. Our results explain dynamics of the immune cells from the first day of cancer growth and progression. Simulation result shows that reducing intervals between immunotherapy injections, efficacy of the treatment will be increased because CD8+ cells are boosted more rapidly. Optimized protocol for immunotherapy suggests that if the effect of DC vaccines on increasing number of anti-tumor immune cells be just before the maximum number of CD8+ cells, the effect of treatment will be maximized.
Subject(s)
Immunotherapy/methods , Models, Biological , Neoplasms/immunology , Neoplasms/pathology , Animals , Cancer Vaccines/immunology , Clinical Protocols , Dendritic Cells/immunology , Killer Cells, Natural/immunology , Mice , Neoplasms/therapy , T-Lymphocytes/immunology , T-Lymphocytes, Cytotoxic/immunologyABSTRACT
Dendritic cells are important in initiating immune responses; therefore, a range of dendritic cell-based approaches have been established to induce immune response against cancer cells. However, the presence of immunosuppressive mediators such as adenosine in the tumor microenvironment reduces the efficacy of dendritic cell-based cancer immunotherapy. In this study, we investigated whether blockade of the A2A adenosine receptor with a selective antagonist and a CD73 inhibitor may increase the efficacy of a dendritic cell-based cancer vaccine. According to the findings, this therapeutic combination reduced tumor growth, prolonged survival of tumor-bearing mice, and enhanced specific antitumor immune responses. Thus, we suggest that targeting cancer-derived adenosine improves the outcomes of dendritic cell-based cancer immunotherapy.
Subject(s)
5'-Nucleotidase/antagonists & inhibitors , Breast Neoplasms/drug therapy , Cancer Vaccines/immunology , Neoplasms, Experimental/drug therapy , Purinergic P1 Receptor Antagonists/administration & dosage , Receptor, Adenosine A2A/immunology , 5'-Nucleotidase/immunology , Animals , Antibodies, Monoclonal/administration & dosage , Antibodies, Monoclonal/immunology , Breast Neoplasms/immunology , Breast Neoplasms/pathology , Cancer Vaccines/genetics , Cancer Vaccines/therapeutic use , Cell Line, Tumor , Cell- and Tissue-Based Therapy , Dendritic Cells/immunology , Female , GPI-Linked Proteins/antagonists & inhibitors , GPI-Linked Proteins/immunology , Humans , Immunity, Innate/drug effects , Mice , Neoplasms, Experimental/immunology , Neoplasms, Experimental/pathology , Receptor, Adenosine A2A/genetics , Tumor Microenvironment/drug effects , Tumor Microenvironment/immunologyABSTRACT
The efficacy of conventional anti-tumor immunotherapeutic approaches is markedly affected by the immunosuppressive microenvironment of tumor. Since adenosine is one of the main orchestra leaders in immunosuppression symphony of tumor, targeting its producing molecules such as CD73 can help to achieve a better clinical outcome following conventional cancer immunotherapeutic approaches. In the present study, we evaluated the efficacy of CD73-specific siRNA-loaded chitosan-lactate nanoparticles (ChLa NPs) in combination with tumor lysate pulsed dendritic cells (DCs) vaccine in treatment of 4T1 (murine derived) breast cancer bearing mice. Our results showed that intravenous administration of CD73-specific siRNA-loaded NPs led to reduced expression of CD73 in tumor cells which was associated with decreased tumor growth and metastasis, and improved mice survival. Furthermore, we found that the mechanism by which combination therapy inhibits tumor growth is in part related to downregulation of regulatory T (Treg), myeloid derived suppressor cells (MDSCs), and tumor associated macrophages, an augmented CTL effector function, improved proliferation status of T cells, increased production of inflammatory cytokines interferon (IFN)-γ and interleukin (IL)-17 and reduced levels of IL-10. Moreover, this treatment protocol attenuated the expression and activities of matrix metalloproteinases (MMPs) 2 and 9 which could be associated to the prevention of lung metastasis. In conclusion, our findings indicate that the use of CD73-specific siRNA-loaded NPs provides an immune potentiating function, thereby improves the efficacy of DC based cancer immunotherapy.
Subject(s)
5'-Nucleotidase/genetics , Breast Neoplasms/therapy , Cancer Vaccines/administration & dosage , Chitosan/chemistry , Dendritic Cells/immunology , RNA, Small Interfering/administration & dosage , Animals , Breast/immunology , Breast/metabolism , Breast/pathology , Breast Neoplasms/genetics , Breast Neoplasms/immunology , Breast Neoplasms/pathology , Cancer Vaccines/immunology , Cancer Vaccines/therapeutic use , Cell Line, Tumor , Female , Genetic Therapy , Immunotherapy/methods , Lactic Acid/chemistry , Mice , Mice, Inbred BALB C , Nanoparticles/chemistry , RNA, Small Interfering/genetics , RNA, Small Interfering/therapeutic use , RNAi Therapeutics/methodsABSTRACT
BACKGROUND: Different cells and mediators in the tumor microenvironment play important roles in the progression of breast cancer. The aim of this study was to determine the composition of the microenvironment during tumor progression in order to discover new related biomarkers and potentials for targeted therapy. METHODS: In this study, breast cancer biopsies from four different stages, and control breast biopsies were collected. Then, the mRNA expression of several markers related to different CD4+ T cell subsets including regulatory T cells (Treg), T helper (Th) type 1, 2 and 17 were determined. In addition, we investigated the expression of two inflammatory cytokines (TNF-α and IL-6) and inflammatory mediators including FASL, IDO, SOCS1, VEGF, and CCR7. RESULTS: The results showed that the expression of Th1 and Th17 genes was decreased in tumor tissues compared to control tissues. In addition, we found that the gene expression related to these two cell subsets decreased during cancer progression. Moreover, the expression level of TNF-α increased with tumor progression. CONCLUSION: We conclude that the expression of genes related to immune response and inflammation is different between tumor tissues and control tissues. In addition, this difference was perpetuated through the different stages of cancer.
ABSTRACT
Considerable evidence shows that the tumor microenvironment is an active participant in preventing immunosurveillance and limiting the efficacy of anticancer therapies. Hypoxia is a prominent characteristic of the solid tumor microenvironment. The transcription factor hypoxia-inducible factor-1α (HIF-1α) is an important mediator of hypoxic response of tumor cells that modulates the expression of specific genes involved in tumor immunosuppression. Using a 4T1 breast cancer model, we show that in vivo administration of PX-478, an inhibitor of oxygen-sensitive HIF-1α, led to reduced expression of Foxp3 and VEGF transcript and/or protein, molecules that are directly controlled by HIF-1. When combined with dendritic cell (DC)-based vaccination, HIF-1α inhibition resulted in an augmented cytotoxic T lymphocyte effector function, improved proliferation status of T cells, increased production of inflammatory cytokine IFN-γ, as well as reduced regulatory function of T cells in association with slower tumor growth. Taken together, our findings indicate that the use of HIF-1α inhibition provides an immune adjuvant activity, thereby improves the efficacy of tumor antigen-based DC vaccine.
Subject(s)
Antineoplastic Agents/therapeutic use , Breast Neoplasms/therapy , Cancer Vaccines/immunology , Dendritic Cells/immunology , Hypoxia-Inducible Factor 1, alpha Subunit/antagonists & inhibitors , Immunotherapy, Adoptive/methods , Mammary Neoplasms, Animal/therapy , Mustard Compounds/therapeutic use , Phenylpropionates/therapeutic use , T-Lymphocytes, Cytotoxic/immunology , Animals , Cell Proliferation , Cells, Cultured , Combined Modality Therapy , Dendritic Cells/transplantation , Female , Forkhead Transcription Factors/genetics , Forkhead Transcription Factors/metabolism , Humans , Interferon-gamma/metabolism , Mice , Mice, Inbred BALB C , Tumor Burden , Vascular Endothelial Growth Factor A/genetics , Vascular Endothelial Growth Factor A/metabolismABSTRACT
BACKGROUND: Melanoma progression and metastasis is suggested to be mediated by increased accumulation of myeloid derived suppressor cells. Various chemotherapeutic drugs such as 5-Fluorouracil in single low concentration have the capacity, at least in part, to reverse tumor progression by reducing myeloid derived suppressor cells-mediated immunosuppression. OBJECTIVE: To assess whether multiple low doses of 5-fluorouracil could repress myeloid derived suppressor cells in low frequency and, in turn, could enhance anti-tumor responses and promote a more prolonged survival in a murine melanoma model. METHODS: Fifty milligram per kilogram body weight dose of 5-Flourouracil was administered intraperitoneally 4 times with 3-day intervals to C57BL/6 mice after B16 melanoma tumor models were established. The frequency and suppressive functions of myeloid derived suppressor cells and induction of anti-tumor CD8+ T cells as well as tumor growth and survival were evaluated in drug treated and untreated mice. RESULTS: Our results demonstrated that this therapeutic strategy increases the overall mice survival (p≤0.01) and induces melanoma-specific CD8+T cell immunity (p≤0.01) by reducing the frequency of myeloid derived suppressor cells (p≤0.01) as well as their immune suppressive functions (p≤0.05). CONCLUSION: Altogether, our data suggest that 5-fluorouracil in multiple low regimens might be used to overcome tumor immunosuppression and improve the efficacy and outcome of anti-tumor immune responses in a mouse model.
Subject(s)
CD8-Positive T-Lymphocytes/immunology , Fluorouracil/administration & dosage , Myeloid Cells/immunology , Animals , Clinical Protocols , Disease Models, Animal , Drug Dosage Calculations , Humans , Immune Tolerance , Lymphocyte Activation , Melanoma , Melanoma, Experimental , Mice , Mice, Inbred C57BL , SkinABSTRACT
PURPOSE: Vascular endothelial growth factor (VEGF) is one of the most important growth factors for metastatic tumors. To clarify the role of VEGF-A and C in patients with peptic ulcer disease (PUD) or gastric cancer (GC), we evaluated the expression levels of these two molecules. We also analyzed the effect of Helicobacter pylori infection on VEGF-A and C expression levels. MATERIALS AND METHODS: PATIENTS WITH DYSPEPSIA WHO NEEDED DIAGNOSTIC ENDOSCOPY WERE SELECTED AND DIVIDED INTO THREE GROUPS: non-ulcer dyspepsia (NUD), PUD, and GC, according to their endoscopic and histopathological results. Fifty-two patients with NUD, 50 with PUD, and 38 with GC were enrolled in this study. H. pylori infection was diagnosed by the rapid urease test. After RNA extraction and synthesis of cDNA, the expression levels of VEGF-A and C were determined by quantitative reverse transcriptase polymerase chain reaction. RESULTS: The VEGF-C expression level in the PUD and GC groups was significantly higher than that in the NUD group. Moreover, the VEGF-A expression level in the PUD and GC groups was higher than in the NUD group, although the differences were not statistically significant. Significant positive correlations were also observed between the expression levels of these two molecules in the PUD and GC groups. In addition, the expression levels of these two molecules were higher in H. pylori positive patients with PUD or GC than in H. pylori negative patients of the same groups; however, these differences did not reach statistical significance. CONCLUSIONS: Up-regulation of VEGF-C expression during gastric mucosal inflammation may play a role in the development of peptic ulcers or GC.