Browsing by Author "Kahraman, Deniz Cansen"

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Open Access
Contrast enhancement of microscopy images using image phase information
(Institute of Electrical and Electronics Engineers, 2018) Çakır, Serdar; Kahraman, Deniz Cansen; Çetin-Atalay, Rengül; Çetin, A. Enis
Contrast enhancement is an important preprocessing step for the analysis of microscopy images. The main aim of contrast enhancement techniques is to increase the visibility of the cell structures and organelles by modifying the spatial characteristics of the image. In this paper, phase information-based contrast enhancement framework is proposed to overcome the limitations of existing image enhancement techniques. Inspired by the groundbreaking design of the phase contrast microscopy (PCM), the proposed image enhancement framework transforms the changes in image phase into the variations of magnitude to enhance the structural details of the image and to improve visibility. In addition, the concept of selective variation (SV) technique is introduced and enhancement parameters are optimized using SV. The experimental studies that were carried out on microscopy images show that the proposed scheme outperforms the baseline enhancement frameworks. The contrast enhanced images produced by the proposed method have comparable cellular texture structure as PCM images.
Open Access
Effects of PI3K/AKT/MTOR and VEGFR pathway inhibitors on liver cancer stem cells and bioactivities of novel pyrazolic chalcone derivatives on liver cancer
(2017-12) Kahraman, Deniz Cansen
Hepatocellular carcinoma (HCC) is one of the leading causes of cancer-related mortality, such that it the second most frequent cause of cancer death worldwide. Due to its heterogeneous composition and aggressive behavior, it is resistant to conventional therapies and also Sorafenib and Regorafenib which are FDA-approved multikinase inhibitors targeting pathways involved in angiogenesis and proliferation. The mechanisms behind the acquired resistance to Sorafenib were described as activation of compensatory pathways such as PI3K/Akt/mTOR, JAK-STAT, epithelial to mesenchymal transition (EMT), microenvironment and presence of cancer stem cells. Liver cancer stem cells originate from damaged and transformed hepatic progenitor cells (HPCs) which are found responsible for chemo-resistance, tumor relapse, and metastasis. For this reason, the effects of PI3K/Akt/mTOR inhibitors, Sorafenib and DNA intercalators on the enrichment of LCSCs were investigated. CD133+/EpCAM+ population from HCC cells were analyzed by flow cytometry after treatment with inhibitors, and effective inhibitors against LCSCs were further tested for their potential combinatorial effects together with Sorafenib. It was shown that upon treatment with Sorafenib or DNA intercalators the LCSCs were enriched, whereas Rapamycin (mTOR inhibitor), LY294002 (PI3K inhibitor) were able to inhibit the enrichment of LCSCs and reduced the CD133+/EpCAM+ population ratio. Combination studies revealed that when cells are treated initially with Rapamycin and then with Sorafenib, both the LCSC ratio and the sphere formation capacity of cells were reduced compared to cells treated with Sorafenib alone. To understand the alterations in gene expression induced by the inhibitors, a large panel of genes involved in regulation of cancer pathways were analyzed using Nanostring nCounter Technology. Systematic pathway analysis using Cytoscape Score Flow algorithm application allowed us to identify differential response genes involved in stemness. It was shown that genes involved in regulation of stem cells (Wnt and Notch pathway) were downregulated upon treatment with Rapamycin and DAPT (Notch pathway inhibitor), yet Sorafenib treatment resulted in differential regulation of these pathways, where JAG1 gene was found to be up-regulated. Interestingly, IL-8 expression was upregulated dramatically upon treatment with Sorafenib, but downregulated upon DAPT or Rapamycin treatment. Inhibition of IL-8 signaling resulted in reduction in both LCSC ratio and sphere formation capacity of HCC cells, which could be indicating the role of IL-8 signaling in the conservation of stemness features of LCSCs. For this reason, blockade of IL-8 signaling was suggested to be a promising therapeutic approach for HCC. Another topic in this thesis focuses on the potential of VEGFR2 TKIs and quinoids to inhibit both liver cancer cells and liver cancer stem cells. VEGFR TKIs such as Sorafenib, are widely studied for the treatment of many cancers, yet as mentioned above, there are many clinical studies providing the evidence that anti-VEGF or anti-VEGFR therapies lead to stable disease, which is then followed by disease progression in different cancer types. In recent years it has also been shown that antiangiogenic agents are increasing cancer stem cell population via generation of tumor hypoxia. Quinoids, on the other hand, are compounds that are selectively active in hypoxic conditions. Thus, the main aim of this study was to evaluate the bioactivities of compounds from each group on liver cancer cells and also to analyze their effects on the enrichment of LCSCs. Our results have shown that VEGFR2 TKIs were cytotoxic at lower concentrations compared to quinoids. However, it was shown that VEGFR2 TKIs are more likely to enrich LCSC population whereas some of the quinoids were able to reduce this ratio. With this information, a new concept called “aggressiveness factor”, which defines the potential of a compound to cause more aggressive cancer, was introduced. In the last part of this thesis, bioactivities of pyrazolic chalcone derivatives on HCC cell lines and their mechanism of action were investigated. Chalcones and pyrazolic structures are well known for their anti-cancer activities. Newly synthesized pyrazolic chalcone derivatives were tested against different cancer cells, and selection based on the IC50 values of compounds was made to analyze their effect on a panel of HCC cells. Results have shown that, compounds 39, 42, 49 and 52 were the most effective derivatives which had anti-proliferative activities in less than 5 μM concentrations. Further investigation of cell cycle progression and cell death mechanisms have revealed that compounds 42 and 52 caused cell cycle arrest at the G2/M phase and induced apoptotic cell death. Also, levels of cell cycle proteins, p21, CDK1, and phospho-CyclinB1 were shown to decrease upon treatment with these compounds.
Open Access
A new triazolothiadiazine derivative inhibits stemness and induces cell death in HCC by oxidative stress dependent JNK pathway activation
(Nature Research, 2022-09-07) Kahraman, Deniz Cansen; Bilget Guven, Ebru; Aytac, Peri S.; Aykut, Gamze; Tozkoparan, Birsen; Cetin Atalay, Rengul
Hepatocellular carcinoma (HCC) is a highly heterogeneous cancer, and resistant to both conventional and targeted chemotherapy. Recently, nonsteroidal anti-inflammatory drugs (NSAIDs) have been shown to decrease the incidence and mortality of different types of cancers. Here, we investigated the cellular bioactivities of a series of triazolothiadiazine derivatives on HCC, which have been previously reported as potent analgesic/anti-inflammatory compounds. From the initially tested 32 triazolothiadiazine NSAID derivatives, 3 compounds were selected based on their IC50 values for further molecular assays on 9 different HCC cell lines. 7b, which was the most potent compound, induced G2/M phase cell cycle arrest and apoptosis in HCC cells. Cell death was due to oxidative stress-induced JNK protein activation, which involved the dynamic involvement of ASK1, MKK7, and c-Jun proteins. Moreover, 7b treated nude mice had a significantly decreased tumor volume and prolonged disease-free survival. 7b also inhibited the migration of HCC cells and enrichment of liver cancer stem cells (LCSCs) alone or in combination with sorafenib. With its ability to act on proliferation, stemness and the migration of HCC cells, 7b can be considered for the therapeutics of HCC, which has an increased incidence rate of ~ 3% annually. © 2022, The Author(s).