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Vitacolonna M, Bruch R, Schneider R, Jabs J, Hafner M, Reischl M, Rudolf R. A spheroid whole mount drug testing pipeline with machine-learning based image analysis identifies cell-type specific differences in drug efficacy on a single-cell level. BMC Cancer 2024; 24:1542. [PMID: 39696122 DOI: 10.1186/s12885-024-13329-9] [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: 05/02/2024] [Accepted: 12/11/2024] [Indexed: 12/20/2024] Open
Abstract
BACKGROUND The growth and drug response of tumors are influenced by their stromal composition, both in vivo and 3D-cell culture models. Cell-type inherent features as well as mutual relationships between the different cell types in a tumor might affect drug susceptibility of the tumor as a whole and/or of its cell populations. However, a lack of single-cell procedures with sufficient detail has hampered the automated observation of cell-type-specific effects in three-dimensional stroma-tumor cell co-cultures. METHODS Here, we developed a high-content pipeline ranging from the setup of novel tumor-fibroblast spheroid co-cultures over optical tissue clearing, whole mount staining, and 3D confocal microscopy to optimized 3D-image segmentation and a 3D-deep-learning model to automate the analysis of a range of cell-type-specific processes, such as cell proliferation, apoptosis, necrosis, drug susceptibility, nuclear morphology, and cell density. RESULTS This demonstrated that co-cultures of KP-4 tumor cells with CCD-1137Sk fibroblasts exhibited a growth advantage compared to tumor cell mono-cultures, resulting in higher cell counts following cytostatic treatments with paclitaxel and doxorubicin. However, cell-type-specific single-cell analysis revealed that this apparent benefit of co-cultures was due to a higher resilience of fibroblasts against the drugs and did not indicate a higher drug resistance of the KP-4 cancer cells during co-culture. Conversely, cancer cells were partially even more susceptible in the presence of fibroblasts than in mono-cultures. CONCLUSION In summary, this underlines that a novel cell-type-specific single-cell analysis method can reveal critical insights regarding the mechanism of action of drug substances in three-dimensional cell culture models.
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Affiliation(s)
- Mario Vitacolonna
- CeMOS, Mannheim University of Applied Sciences, 68163, Mannheim, Germany.
- Institute of Molecular and Cell Biology, Mannheim University of Applied Sciences, 68163, Mannheim, Germany.
| | - Roman Bruch
- Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, 76344, Eggen-stein-Leopoldshafen, Germany
| | | | - Julia Jabs
- Merck Healthcare KGaA, 64293, Darmstadt, Germany
| | - Mathias Hafner
- Institute of Molecular and Cell Biology, Mannheim University of Applied Sciences, 68163, Mannheim, Germany
- Institute of Medical Technology, Medical Faculty Mannheim of Heidelberg University, Mannheim University of Applied Sciences, 68167, Mannheim, Germany
| | - Markus Reischl
- Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, 76344, Eggen-stein-Leopoldshafen, Germany
| | - Rüdiger Rudolf
- CeMOS, Mannheim University of Applied Sciences, 68163, Mannheim, Germany
- Institute of Molecular and Cell Biology, Mannheim University of Applied Sciences, 68163, Mannheim, Germany
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Sharma M, Alessandro P, Cheriyamundath S, Lopus M. Therapeutic and diagnostic applications of carbon nanotubes in cancer: recent advances and challenges. J Drug Target 2024; 32:287-299. [PMID: 38252035 DOI: 10.1080/1061186x.2024.2309575] [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: 10/07/2023] [Accepted: 01/11/2024] [Indexed: 01/23/2024]
Abstract
Carbon nanotubes (CNTs) are allotropes of carbon, composed of carbon atoms forming a tube-like structure. Their high surface area, chemical stability, and rich electronic polyaromatic structure facilitate their drug-carrying capacity. Therefore, CNTs have been intensively explored for several biomedical applications, including as a potential treatment option for cancer. By incorporating smart fabrication strategies, CNTs can be designed to specifically target cancer cells. This targeted drug delivery approach not only maximizes the therapeutic utility of CNTs but also minimizes any potential side effects of free drug molecules. CNTs can also be utilised for photothermal therapy (PTT) which uses photosensitizers to generate reactive oxygen species (ROS) to kill cancer cells, and in immunotherapeutic applications. Regarding the latter, for example, CNT-based formulations can preferentially target intra-tumoural regulatory T-cells. CNTs also act as efficient antigen presenters. With their capabilities for photoacoustic, fluorescent and Raman imaging, CNTs are excellent diagnostic tools as well. Further, metallic nanoparticles, such as gold or silver nanoparticles, are combined with CNTs to create nanobiosensors to measure biological reactions. This review focuses on current knowledge about the theranostic potential of CNT, challenges associated with their large-scale production, their possible side effects and important parameters to consider when exploring their clinical usage.
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Affiliation(s)
- Muskan Sharma
- School of Biological Sciences, UM-DAE Centre for Excellence in Basic Sciences, University of Mumbai, Vidyanagari, Mumbai, India
| | - Parodi Alessandro
- Department of Translational Medicine, Sirius University of Science and Technology, Sirius, Russia
| | - Sanith Cheriyamundath
- School of Biological Sciences, UM-DAE Centre for Excellence in Basic Sciences, University of Mumbai, Vidyanagari, Mumbai, India
| | - Manu Lopus
- School of Biological Sciences, UM-DAE Centre for Excellence in Basic Sciences, University of Mumbai, Vidyanagari, Mumbai, India
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Gawi Ermi A, Sarkar D. Resistance to Tyrosine Kinase Inhibitors in Hepatocellular Carcinoma (HCC): Clinical Implications and Potential Strategies to Overcome the Resistance. Cancers (Basel) 2024; 16:3944. [PMID: 39682130 DOI: 10.3390/cancers16233944] [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: 10/07/2024] [Revised: 11/12/2024] [Accepted: 11/19/2024] [Indexed: 12/18/2024] Open
Abstract
Hepatocellular carcinoma (HCC) is a leading cause of cancer-related deaths worldwide, and the development of effective treatment strategies remains a significant challenge in the management of advanced HCC patients. The emergence of tyrosine kinase inhibitors (TKIs) has been a significant advancement in the treatment of HCC, as these targeted therapies have shown promise in prolonging the survival of patients with advanced disease. Although immunotherapy is currently considered as the first line of treatment for advanced HCC patients, many such patients do not meet the clinical criteria to be eligible for immunotherapy, and in many parts of the world there is still lack of accessibility to immunotherapy. As such, TKIs still serve as the first line of treatment and play a major role in the treatment repertoire for advanced HCC patients. However, the development of resistance to these agents is a major obstacle that must be overcome. In this review, we explore the underlying mechanisms of resistance to TKIs in HCC, the clinical implications of this resistance, and the potential strategies to overcome or prevent the emergence of resistance.
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Affiliation(s)
- Ali Gawi Ermi
- Department of Human and Molecular Genetics, Virginia Commonwealth University, Richmond, VA 23298, USA
| | - Devanand Sarkar
- Department of Human and Molecular Genetics, Massey Comprehensive Cancer Center, Virginia Commonwealth University, Richmond, VA 23298, USA
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Yang L, Li L, Li P, Chen J, Cai C, Jia Y, Li J, Zou B. Higher Expression of Ku80 and Ku70 Indicates Hotter Tumor Immune Microenvironment in Hepatocellular Carcinoma and Better CTL-Centered Immunotherapy. J Inflamm Res 2024; 17:9511-9525. [PMID: 39600673 PMCID: PMC11590648 DOI: 10.2147/jir.s496123] [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: 09/13/2024] [Accepted: 11/12/2024] [Indexed: 11/29/2024] Open
Abstract
Purpose Both Ku80 and Ku70 are promising drug targets for hepatocellular carcinoma (HCC) and crucial for immune regulation. However, their correlation with HCC immune signatures has not yet been investigated. Therefore, we aimed to investigate the relationship between Ku80, Ku70, and immune signatures in HCC and validate their significance in cytotoxic lymphocyte (CTL) immunotherapy. Patients and Methods Analyses of Ku70, Ku80, and immune signatures in public datasets was performed using R software, an online Kaplan-Meier plotter, g:Profiler, GeneTrail, and Metascape. Uniform manifold approximation and projection, correlation chord diagrams, Pearson's correlation tests, and Spearman correlation tests were used to describe various correlation levels. HCC mRNA sequencing data (n=373 tumor samples and n=50 para-tumor samples) were drawn from The Cancer Genome Atlas (TCGA) public database. Immunofluorescent staining was used to validate Ku70/Ku80 and CD8+CTL expression in 120 HCC patients from our center. Survival analysis was performed using the Kaplan-Meier survival analysis with the Log rank test and was adopted to analyze immunotherapy outcomes correlated with Ku70/Ku80 expression in various solid tumors. Multivariate analysis of HCC patient data from our center was performed using a Cox proportional hazards model. Results Increased Ku70/Ku80 expression positively correlated with more enriched immune microenvironment signatures, indicating increased immune infiltration in HCC. Upregulation of Ku70/Ku80 indicated better anti-PD1 and anti-PDL1 treatment outcomes in various solid tumors. Higher Ku70/Ku80 expression with lower CD8+CTL signatures indicated worse survival outcomes, whereas lower Ku70/Ku80 expression with higher CD8+CTL signatures indicated the best prognosis. Conclusion Higher Ku70/Ku80 expression indicated an immune-hot infiltration signature in HCC. Patients with increased Ku70/Ku80 expression and high CD8+CTL signatures may potentially benefit from CTL-centered immunotherapies.
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Affiliation(s)
- Lukun Yang
- Department of Hepatobiliary Surgery, The Fifth Affiliated Hospital of Sun Yat-Sen University, Zhuhai, Guangdong Province, People’s Republic of China
- Department of Anesthesiology, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, Guangdong Province, People’s Republic of China
| | - Ling Li
- Department of Pharmacy, The Fifth Affiliated Hospital, Sun Yat-Sen University, Zhuhai, Guangdong, People’s Republic of China
| | - Peiping Li
- Department of Hepatobiliary Surgery, The Fifth Affiliated Hospital of Sun Yat-Sen University, Zhuhai, Guangdong Province, People’s Republic of China
| | - Jiafan Chen
- Department of Hepatobiliary Surgery, The Fifth Affiliated Hospital of Sun Yat-Sen University, Zhuhai, Guangdong Province, People’s Republic of China
| | - Chaonong Cai
- Department of Hepatobiliary Surgery, The Fifth Affiliated Hospital of Sun Yat-Sen University, Zhuhai, Guangdong Province, People’s Republic of China
| | - Yingbin Jia
- Department of Hepatobiliary Surgery, The Fifth Affiliated Hospital of Sun Yat-Sen University, Zhuhai, Guangdong Province, People’s Republic of China
| | - Jian Li
- Department of Hepatobiliary Surgery, The Fifth Affiliated Hospital of Sun Yat-Sen University, Zhuhai, Guangdong Province, People’s Republic of China
| | - Baojia Zou
- Department of Hepatobiliary Surgery, The Fifth Affiliated Hospital of Sun Yat-Sen University, Zhuhai, Guangdong Province, People’s Republic of China
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Liang Y. Mechanisms of sorafenib resistance in hepatocellular carcinoma. Clin Res Hepatol Gastroenterol 2024; 48:102434. [PMID: 39084553 DOI: 10.1016/j.clinre.2024.102434] [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: 06/21/2024] [Revised: 07/21/2024] [Accepted: 07/28/2024] [Indexed: 08/02/2024]
Abstract
Liver cancer is one of the most common and devastating causes of cancer-related deaths worldwide. Hepatocellular carcinoma (HCC) accounts for approximately 90% of primary liver cancers and represents a significant global health issue. There is currently no effective systemic treatment for patients with advanced liver cancer. One study suggests that sorafenib may be effective against hepatocellular carcinoma. Sorafenib can significantly extend the median survival time of patients, but only by 3-5 months. Furthermore, it is linked to severe adverse side effects and frequently leads to drug resistance. In this review, we offer a critical analysis of the factors contributing to sorafenib resistance in HCC.
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Affiliation(s)
- Yuanjing Liang
- School of Pharmaceutical Science and Technology, Tianjin University, 300072, Tianjin, PR China.
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Lin Z, Li G, Jiang K, Li Z, Liu T. Cancer therapy resistance mediated by cancer-associated fibroblast-derived extracellular vesicles: biological mechanisms to clinical significance and implications. Mol Cancer 2024; 23:191. [PMID: 39244548 PMCID: PMC11380334 DOI: 10.1186/s12943-024-02106-8] [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: 07/31/2024] [Accepted: 09/02/2024] [Indexed: 09/09/2024] Open
Abstract
Cancer-associated fibroblasts (CAFs) are a diverse stromal cell population within the tumour microenvironment, where they play fundamental roles in cancer progression and patient prognosis. Multiple lines of evidence have identified that CAFs are critically involved in shaping the structure and function of the tumour microenvironment with numerous functions in regulating tumour behaviours, such as metastasis, invasion, and epithelial-mesenchymal transition (EMT). CAFs can interact extensively with cancer cells by producing extracellular vesicles (EVs), multiple secreted factors, and metabolites. Notably, CAF-derived EVs have been identified as critical mediators of cancer therapy resistance, and constitute novel therapy targets and biomarkers in cancer management. This review aimed to summarize the biological roles and detailed molecular mechanisms of CAF-derived EVs in mediating cancer resistance to chemotherapy, targeted therapy agents, radiotherapy, and immunotherapy. We also discussed the therapeutic potential of CAF-derived EVs as novel targets and clinical biomarkers in cancer clinical management, thereby providing a novel therapeutic strategy for enhancing cancer therapy efficacy and improving patient prognosis.
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Affiliation(s)
- Zhengjun Lin
- Department of Orthopedics, The Second Xiangya Hospital, Central South University, 139# Middle Renmin Road, Changsha, Hunan Province, 410011, China
- Xiangya School of Medicine, Central South University, Changsha, 410013, Hunan Province, China
| | - Guoqing Li
- Department of Orthopedics, The Second Xiangya Hospital, Central South University, 139# Middle Renmin Road, Changsha, Hunan Province, 410011, China
- Xiangya School of Medicine, Central South University, Changsha, 410013, Hunan Province, China
| | - Ke Jiang
- Department of Orthopedics, The Second Xiangya Hospital, Central South University, 139# Middle Renmin Road, Changsha, Hunan Province, 410011, China
- Xiangya School of Pharmaceutical Sciences, Central South University, Changsha, 410078, China
| | - Zhihong Li
- Department of Orthopedics, The Second Xiangya Hospital, Central South University, 139# Middle Renmin Road, Changsha, Hunan Province, 410011, China.
| | - Tang Liu
- Department of Orthopedics, The Second Xiangya Hospital, Central South University, 139# Middle Renmin Road, Changsha, Hunan Province, 410011, China.
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Galasso L, Cerrito L, Maccauro V, Termite F, Ainora ME, Gasbarrini A, Zocco MA. Hepatocellular Carcinoma and the Multifaceted Relationship with Its Microenvironment: Attacking the Hepatocellular Carcinoma Defensive Fortress. Cancers (Basel) 2024; 16:1837. [PMID: 38791916 PMCID: PMC11119751 DOI: 10.3390/cancers16101837] [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: 04/16/2024] [Revised: 04/30/2024] [Accepted: 05/07/2024] [Indexed: 05/26/2024] Open
Abstract
Hepatocellular carcinoma is a malignant tumor that originates from hepatocytes in an inflammatory substrate due to different degrees of liver fibrosis up to cirrhosis. In recent years, there has been growing interest in the role played by the complex interrelationship between hepatocellular carcinoma and its microenvironment, capable of influencing tumourigenesis, neoplastic growth, and its progression or even inhibition. The microenvironment is made up of an intricate network of mesenchymal cells, immune system cells, extracellular matrix, and growth factors, as well as proinflammatory cytokines and translocated bacterial products coming from the intestinal microenvironment via the enterohepatic circulation. The aim of this paper is to review the role of the HCC microenvironment and describe the possible implications in the choice of the most appropriate therapeutic scheme in the prediction of tumor response or resistance to currently applied treatments and in the possible development of future therapeutic perspectives, in order to circumvent resistance and break down the tumor's defensive fort.
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Affiliation(s)
- Linda Galasso
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy (L.C.); (V.M.); (A.G.)
| | - Lucia Cerrito
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy (L.C.); (V.M.); (A.G.)
- CEMAD Digestive Disease Center, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
| | - Valeria Maccauro
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy (L.C.); (V.M.); (A.G.)
| | - Fabrizio Termite
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy (L.C.); (V.M.); (A.G.)
| | - Maria Elena Ainora
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy (L.C.); (V.M.); (A.G.)
- CEMAD Digestive Disease Center, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
| | - Antonio Gasbarrini
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy (L.C.); (V.M.); (A.G.)
- CEMAD Digestive Disease Center, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
| | - Maria Assunta Zocco
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy (L.C.); (V.M.); (A.G.)
- CEMAD Digestive Disease Center, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
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Hendrixson M, Gladkiy Y, Thyagarajan A, Sahu RP. Efficacy of Sorafenib-Based Therapies for Non-Small Cell Lung Cancer. Med Sci (Basel) 2024; 12:20. [PMID: 38651414 PMCID: PMC11036230 DOI: 10.3390/medsci12020020] [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: 02/16/2024] [Revised: 03/27/2024] [Accepted: 03/30/2024] [Indexed: 04/25/2024] Open
Abstract
Lung cancer remains the leading cause of cancer-related deaths, with a poor prognosis. Of the two types, non-small cell lung cancer (NSCLC) is the major and most prevalent type and associated with low response rates to the current treatment options. Sorafenib, a multitargeted tyrosine kinase inhibitor used for various malignancies, gained attention for its potential efficacy in NSCLC. This review paper focuses on the findings of recent in vitro, in vivo, and clinical studies regarding the efficacy of sorafenib. Overall, sorafenib has shown definitive therapeutic potential in NSCLC cell lines, xenografts, and human subjects. Novel approaches to sorafenib delivery may improve its efficacy and should be the focus of further studies.
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Affiliation(s)
- Morgann Hendrixson
- Boonshoft School of Medicine, Wright State University, Dayton, OH 45435, USA; (M.H.); (Y.G.)
| | - Yevgeniy Gladkiy
- Boonshoft School of Medicine, Wright State University, Dayton, OH 45435, USA; (M.H.); (Y.G.)
| | - Anita Thyagarajan
- Department of Pharmacology and Toxicology, Boonshoft School of Medicine, Wright State University, Dayton, OH 45435, USA;
| | - Ravi P. Sahu
- Department of Pharmacology and Toxicology, Boonshoft School of Medicine, Wright State University, Dayton, OH 45435, USA;
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