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Giudice L, Mohamed A, Malm T. StellarPath: Hierarchical-vertical multi-omics classifier synergizes stable markers and interpretable similarity networks for patient profiling. PLoS Comput Biol 2024; 20:e1012022. [PMID: 38607982 PMCID: PMC11042724 DOI: 10.1371/journal.pcbi.1012022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Revised: 04/24/2024] [Accepted: 03/25/2024] [Indexed: 04/14/2024] Open
Abstract
The Patient Similarity Network paradigm implies modeling the similarity between patients based on specific data. The similarity can summarize patients' relationships from high-dimensional data, such as biological omics. The end PSN can undergo un/supervised learning tasks while being strongly interpretable, tailored for precision medicine, and ready to be analyzed with graph-theory methods. However, these benefits are not guaranteed and depend on the granularity of the summarized data, the clarity of the similarity measure, the complexity of the network's topology, and the implemented methods for analysis. To date, no patient classifier fully leverages the paradigm's inherent benefits. PSNs remain complex, unexploited, and meaningless. We present StellarPath, a hierarchical-vertical patient classifier that leverages pathway analysis and patient similarity concepts to find meaningful features for both classes and individuals. StellarPath processes omics data, hierarchically integrates them into pathways, and uses a novel similarity to measure how patients' pathway activity is alike. It selects biologically relevant molecules, pathways, and networks, considering molecule stability and topology. A graph convolutional neural network then predicts unknown patients based on known cases. StellarPath excels in classification performances and computational resources across sixteen datasets. It demonstrates proficiency in inferring the class of new patients described in external independent studies, following its initial training and testing phases on a local dataset. It advances the PSN paradigm and provides new markers, insights, and tools for in-depth patient profiling.
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Affiliation(s)
- Luca Giudice
- A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
| | - Ahmed Mohamed
- A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
| | - Tarja Malm
- A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
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2
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Mantione ME, Meloni M, Sana I, Bordini J, Del Nero M, Riba M, Ranghetti P, Perotta E, Ghia P, Scarfò L, Muzio M. Disrupting pro-survival and inflammatory pathways with dimethyl fumarate sensitizes chronic lymphocytic leukemia to cell death. Cell Death Dis 2024; 15:224. [PMID: 38494482 PMCID: PMC10944843 DOI: 10.1038/s41419-024-06602-z] [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: 10/23/2023] [Revised: 03/06/2024] [Accepted: 03/07/2024] [Indexed: 03/19/2024]
Abstract
Microenvironmental signals strongly influence chronic lymphocytic leukemia (CLL) cells through the activation of distinct membrane receptors, such as B-cell receptors, and inflammatory receptors, such as Toll-like receptors (TLRs). Inflammatory pathways downstream of these receptors lead to NF-κB activation, thus protecting leukemic cells from apoptosis. Dimethyl fumarate (DMF) is an anti-inflammatory and immunoregulatory drug used to treat patients with multiple sclerosis and psoriasis in which it blocks aberrant NF-κB pathways and impacts the NRF2 antioxidant circuit. Our in vitro analysis demonstrated that increasing concentrations of DMF reduce ATP levels and lead to the apoptosis of CLL cells, including cell lines, splenocytes from Eµ-TCL1-transgenic mice, and primary leukemic cells isolated from the peripheral blood of patients. DMF showed a synergistic effect in association with BTK inhibitors in CLL cells. DMF reduced glutathione levels and activated the NRF2 pathway; gene expression analysis suggested that DMF downregulated pathways related to NFKB and inflammation. In primary leukemic cells, DMF disrupted the TLR signaling pathways induced by CpG by reducing the mRNA expression of NFKBIZ, IL6, IL10 and TNFα. Our data suggest that DMF targets a vulnerability of CLL cells linked to their inflammatory pathways, without impacting healthy donor peripheral blood mononuclear cells.
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Affiliation(s)
- Maria Elena Mantione
- Cell Signaling Unit, Division of Experimental Oncology, IRCCS Ospedale San Raffaele, Milano, Italy
| | - Miriam Meloni
- Cell Signaling Unit, Division of Experimental Oncology, IRCCS Ospedale San Raffaele, Milano, Italy
| | - Ilenia Sana
- Cell Signaling Unit, Division of Experimental Oncology, IRCCS Ospedale San Raffaele, Milano, Italy
| | - Jessica Bordini
- B-cell Neoplasia Unit, Division of Experimental Oncology, IRCCS Ospedale San Raffaele, Milano, Italy
| | - Martina Del Nero
- Cell Signaling Unit, Division of Experimental Oncology, IRCCS Ospedale San Raffaele, Milano, Italy
| | - Michela Riba
- Center for Omics Sciences, IRCCS Ospedale San Raffaele, Milano, Italy
| | - Pamela Ranghetti
- B-cell Neoplasia Unit, Division of Experimental Oncology, IRCCS Ospedale San Raffaele, Milano, Italy
| | - Eleonora Perotta
- B-cell Neoplasia Unit, Division of Experimental Oncology, IRCCS Ospedale San Raffaele, Milano, Italy
| | - Paolo Ghia
- B-cell Neoplasia Unit, Division of Experimental Oncology, IRCCS Ospedale San Raffaele, Milano, Italy
- Università Vita-Salute San Raffaele, Milano, Italy
| | - Lydia Scarfò
- B-cell Neoplasia Unit, Division of Experimental Oncology, IRCCS Ospedale San Raffaele, Milano, Italy
- Università Vita-Salute San Raffaele, Milano, Italy
| | - Marta Muzio
- Cell Signaling Unit, Division of Experimental Oncology, IRCCS Ospedale San Raffaele, Milano, Italy.
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Miller SG, Hoh M, Ebmeier CC, Tay JW, Ahn NG. Cooperative polarization of MCAM/CD146 and ERM family proteins in melanoma. Mol Biol Cell 2024; 35:ar31. [PMID: 38117590 PMCID: PMC10916866 DOI: 10.1091/mbc.e23-06-0255] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Revised: 11/22/2023] [Accepted: 12/15/2023] [Indexed: 12/22/2023] Open
Abstract
The WRAMP structure is a protein network associated with tail-end actomyosin contractility, membrane retraction, and directional persistence during cell migration. A marker of WRAMP structures is melanoma cell adhesion molecule (MCAM) which dynamically polarizes to the cell rear. However, factors that mediate MCAM polarization are still unknown. In this study, BioID using MCAM as bait identifies the ERM family proteins, moesin, ezrin, and radixin, as WRAMP structure components. We also present a novel image analysis pipeline, Protein Polarity by Percentile ("3P"), which classifies protein polarization using machine learning and facilitates quantitative analysis. Using 3P, we find that depletion of moesin, and to a lesser extent ezrin, decreases the proportion of cells with polarized MCAM. Furthermore, although copolarized MCAM and ERM proteins show high spatial overlap, 3P identifies subpopulations with ERM proteins closer to the cell periphery. Live-cell imaging confirms that MCAM and ERM protein polarization is tightly coordinated, but ERM proteins enrich at the cell edge first. Finally, deletion of a juxtamembrane segment in MCAM previously shown to promote ERM protein interactions impedes MCAM polarization. Our findings highlight the requirement for ERM proteins in recruitment of MCAM to WRAMP structures and an advanced computational tool to characterize protein polarization.
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Affiliation(s)
- Suzannah G. Miller
- Department of Biochemistry, University of Colorado Boulder, Boulder CO 80303
| | - Maria Hoh
- Department of Biochemistry, University of Colorado Boulder, Boulder CO 80303
| | | | - Jian Wei Tay
- BioFrontiers Institute, University of Colorado Boulder, Boulder CO 80303
| | - Natalie G. Ahn
- Department of Biochemistry, University of Colorado Boulder, Boulder CO 80303
- BioFrontiers Institute, University of Colorado Boulder, Boulder CO 80303
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Ma L, Qin N, Wan W, Song S, Hua S, Jiang C, Li N, Huang L, Gao X. TLR9 activation induces immunosuppression and tumorigenesis via PARP1/PD-L1 signaling pathway in oral squamous cell carcinoma. Am J Physiol Cell Physiol 2024; 326:C362-C381. [PMID: 38105756 DOI: 10.1152/ajpcell.00061.2023] [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: 02/16/2023] [Revised: 12/01/2023] [Accepted: 12/04/2023] [Indexed: 12/19/2023]
Abstract
Oral squamous cell carcinoma (OSCC) is the most common type of oral cancer, and metastasis and immunosuppression are responsible for the poor prognosis of OSCC. Previous studies have shown that poly(ADP-ribose) polymerase (PARP)1 plays a key role in the pathogenesis of OSCC. Therefore, PARP1 may serve as an important research target for the potential treatment of OSCC. Here, we aimed to investigate the role of PARP1 in the tumorigenesis of OSCC and elucidate the key molecular mechanisms of its upstream and downstream regulation in vivo and in vitro. In human OSCC tissues and cells, Toll-like receptor (TLR)9 and PD-L1 were highly expressed and PARP1 was lowly expressed. Suppression of TLR9 remarkably repressed CAL27 and SCC9 cell proliferation, migration, and invasion. After coculture, we found that low expression of TLR9 inhibited PD-L1 expression and immune escape. In addition, TLR9 regulated PD-L1 expression through the PARP1/STAT3 pathway. PARP1 mediated the effects of TLR9 on OSCC cell proliferation, migration, and invasion and immune escape. Additionally, in vivo experiments further verified that TLR9 promoted tumor growth and immune escape by inhibiting PARP1. Collectively, TLR9 activation induced immunosuppression and tumorigenesis via PARP1/PD-L1 signaling pathway in OSCC, providing important insights for subsequent in-depth exploration of the mechanism of OSCC.NEW & NOTEWORTHY In this research, we took PARP1 as the key target to explore its regulatory effect on oral squamous cell carcinoma (OSCC). The key molecular mechanisms involved in its upstream and downstream regulation were elucidated in OSCC cell lines in vitro and tumor-bearing mice in vivo, combined with clinical OSCC tissues.
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Affiliation(s)
- Liwei Ma
- Department of Oral Medicine, Center of Stomatology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- Center of Oral and Maxillofacial Cancer (COMAC), Xiangya Hospital, Central South University, Changsha, Hunan, China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Niuyu Qin
- Department of Oral Medicine, Center of Stomatology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- Center of Oral and Maxillofacial Cancer (COMAC), Xiangya Hospital, Central South University, Changsha, Hunan, China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, China
| | - Wendong Wan
- Department of Oral and Maxillofacial Surgery, Center of Stomatology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- Center of Oral and Maxillofacial Cancer (COMAC), Xiangya Hospital, Central South University, Changsha, Hunan, China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, China
| | - Saiwen Song
- Department of Oral and Maxillofacial Surgery, Center of Stomatology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- Center of Oral and Maxillofacial Cancer (COMAC), Xiangya Hospital, Central South University, Changsha, Hunan, China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, China
| | - Siqi Hua
- Department of Oral and Maxillofacial Surgery, Center of Stomatology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- Center of Oral and Maxillofacial Cancer (COMAC), Xiangya Hospital, Central South University, Changsha, Hunan, China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, China
| | - Canhua Jiang
- Department of Oral and Maxillofacial Surgery, Center of Stomatology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- Center of Oral and Maxillofacial Cancer (COMAC), Xiangya Hospital, Central South University, Changsha, Hunan, China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Ning Li
- Department of Oral and Maxillofacial Surgery, Center of Stomatology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- Center of Oral and Maxillofacial Cancer (COMAC), Xiangya Hospital, Central South University, Changsha, Hunan, China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Long Huang
- Department of Oral and Maxillofacial Surgery, Center of Stomatology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- Center of Oral and Maxillofacial Cancer (COMAC), Xiangya Hospital, Central South University, Changsha, Hunan, China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Xing Gao
- Department of Oral and Maxillofacial Surgery, Center of Stomatology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- Center of Oral and Maxillofacial Cancer (COMAC), Xiangya Hospital, Central South University, Changsha, Hunan, China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, China
- Key Laboratory of Molecular Radiation Oncology Hunan Province, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
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5
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Sana I, Mantione ME, Meloni M, Riba M, Ranghetti P, Scarfò L, Ghia P, Muzio M. Dimethyl itaconate selectively targets inflammatory and metabolic pathways in chronic lymphocytic leukemia. Eur J Immunol 2023; 53:e2350418. [PMID: 37561992 DOI: 10.1002/eji.202350418] [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: 02/04/2023] [Revised: 06/30/2023] [Accepted: 08/07/2023] [Indexed: 08/12/2023]
Abstract
Chronic lymphocytic leukemia (CLL) co-evolves with its own microenvironment where inflammatory stimuli including toll-like receptors (TLR) signaling can protect CLL cells from spontaneous and drug-induced apoptosis by upregulating IκBζ, an atypical co-transcription factor. To dissect IκBζ-centered signaling pathways, we performed a gene expression profile of primary leukemic cells expressing either high or low levels of IκBζ after stimulation, highlighting that IκBζ is not only an inflammatory gene but it may control metabolic rewiring of malignant cells thus pointing to a novel potential opportunity for therapy. We exploited the capacity of the dimethyl itaconate (DI), an anti-inflammatory electrophilic synthetic derivative of the metabolite Itaconate, to target IκBζ. CLL cells, murine leukemic splenocytes, and leukocytes from healthy donors were treated in vitro with DI that abolished metabolic activation and reduced cell viability of leukemic cells only, even in the presence of robust TLR prestimulation. RNA sequencing highlighted that in addition to the expected electrophilic stress signature observed after DI treatment, novel pathways emerged including the downregulation of distinct MHC class II complex genes. In conclusion, DI not only abrogated the proinflammatory effects of TLR stimulation but also targeted a specific metabolic vulnerability in CLL cells.
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Affiliation(s)
- Ilenia Sana
- Cell signaling Unit, Division of Experimental Oncology, IRCCS San Raffaele Scientific Institute, Milano, Italy
| | - Maria Elena Mantione
- Cell signaling Unit, Division of Experimental Oncology, IRCCS San Raffaele Scientific Institute, Milano, Italy
| | - Miriam Meloni
- Cell signaling Unit, Division of Experimental Oncology, IRCCS San Raffaele Scientific Institute, Milano, Italy
| | - Michela Riba
- Center for Omics Sciences, IRCCS San Raffaele Scientific Institute, Milano, Italy
| | - Pamela Ranghetti
- B-cell neoplasia Unit, Division of Experimental Oncology, IRCCS San Raffaele Scientific Institute, Milano, Italy
| | - Lydia Scarfò
- B-cell neoplasia Unit, Division of Experimental Oncology, IRCCS San Raffaele Scientific Institute, Milano, Italy
- Vita-Salute San Raffaele University, Milano, Italy
| | - Paolo Ghia
- B-cell neoplasia Unit, Division of Experimental Oncology, IRCCS San Raffaele Scientific Institute, Milano, Italy
- Vita-Salute San Raffaele University, Milano, Italy
| | - Marta Muzio
- Cell signaling Unit, Division of Experimental Oncology, IRCCS San Raffaele Scientific Institute, Milano, Italy
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6
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Mertowska P, Smolak K, Mertowski S, Grywalska E. Unraveling the Role of Toll-like Receptors in the Immunopathogenesis of Selected Primary and Secondary Immunodeficiencies. Cells 2023; 12:2055. [PMID: 37626865 PMCID: PMC10453926 DOI: 10.3390/cells12162055] [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: 07/06/2023] [Revised: 08/04/2023] [Accepted: 08/10/2023] [Indexed: 08/27/2023] Open
Abstract
The human immune system is a complex network of cells, tissues, and molecules that work together to defend the body against pathogens and maintain overall health. However, in some individuals, the immune system fails to function correctly, leading to immunodeficiencies. Immunodeficiencies can be classified into primary (PID) and secondary (SID) types, each with distinct underlying causes and manifestations. Toll-like receptors (TLRs), as key components of the immune system, have been implicated in the pathogenesis of both PID and SID. In this study, we aim to unravel the intricate involvement of TLR2, TLR4, TLR3, TLR7, TLR8, and TLR9 in the immunopathogenesis of common variable immunodeficiency-CVID (as PID)-and chronic lymphocytic leukemia-CLL (as SID). The obtained results indicate a significant increase in the percentage of all tested subpopulations of T lymphocytes and B lymphocytes showing positive expression of all analyzed TLRs in patients with CVID and CLL compared to healthy volunteers, constituting the control group, which is also confirmed by analysis of the concentration of soluble forms of these receptors in the plasma of patients. Furthermore, patients diagnosed with CVID are characterized by the percentage of all lymphocytes showing positive expression of the tested TLR2, TLR4, TLR3, and TLR9 and their plasma concentrations in relation to patients with CLL. By investigating the functions and interactions of TLRs within the immune system, we seek to shed light on their critical role in the development and progression of these immunodeficiencies. Through a comprehensive analysis of the literature and presented experimental data, we hope to deepen our understanding of the complex mechanisms by which TLRs contribute to the pathogenesis of PID and SID. Ultimately, our findings may provide valuable insights into developing targeted therapeutic strategies to mitigate the impact of these disorders on those affected by immunodeficiency.
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Affiliation(s)
| | | | - Sebastian Mertowski
- Department of Experimental Immunology, Medical University of Lublin, 20-093 Lublin, Poland
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Čada Š, Vondálová Blanářová O, Gömoryová K, Mikulová A, Bačovská P, Zezula N, Kumari Jadaun A, Janovská P, Plešingerová H, Bryja V. Role of casein kinase 1 in the amoeboid migration of B-cell leukemic and lymphoma cells: A quantitative live imaging in the confined environment. Front Cell Dev Biol 2022; 10:911966. [PMID: 36561363 PMCID: PMC9763939 DOI: 10.3389/fcell.2022.911966] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2022] [Accepted: 11/03/2022] [Indexed: 12/12/2022] Open
Abstract
The migratory properties of leukemic cells are commonly associated with their pathological potential and can significantly affect the disease progression. While the research in immunopathology mostly employed powerful indirect methods such as flow cytometry, these cells were rarely observed directly using live imaging microscopy. This is especially true for the malignant cells of the B-cell lineage, such as those originating from chronic lymphocytic leukemia (CLL) and mantle cell lymphoma (MCL). In this study, we employed open-source image analysis tools to automatically and quantitatively describe the amoeboid migration of four B-cell leukemic and lymphoma cell lines and primary CLL cells. To avoid the effect of the shear stress of the medium on these usually non-adherent cells, we have confined the cells using a modified under-agarose assay. Surprisingly, the behavior of tested cell lines differed substantially in terms of basal motility or response to chemokines and VCAM1 stimulation. Since casein kinase 1 (CK1) was reported as a regulator of B-cell migration and a promoter of CLL, we looked at the effects of CK1 inhibition in more detail. Migration analysis revealed that CK1 inhibition induced rapid negative effects on the migratory polarity of these cells, which was quantitatively and morphologically distinct from the effect of ROCK inhibition. We have set up an assay that visualizes endocytic vesicles in the uropod and facilitates morphological analysis. This assay hints that the effect of CK1 inhibition might be connected to defects in polarized intracellular transport. In summary, 1) we introduce and validate a pipeline for the imaging and quantitative assessment of the amoeboid migration of CLL/MCL cells, 2) we provide evidence that the assay is sensitive enough to mechanistically study migration defects identified by the transwell assay, and 3) we describe the polarity defects induced by inhibition or deletion of CK1ε.
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Affiliation(s)
- Štěpán Čada
- Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, Czechia
| | | | - Kristína Gömoryová
- Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, Czechia
| | - Antónia Mikulová
- Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, Czechia
| | - Petra Bačovská
- Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, Czechia
| | - Nikodém Zezula
- Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, Czechia
| | - Alka Kumari Jadaun
- Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, Czechia
| | - Pavlína Janovská
- Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, Czechia
| | - Hana Plešingerová
- Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, Czechia,Department of Internal Medicine—Hematology and Oncology, University Hospital Brno, Brno, Czechia
| | - Vítězslav Bryja
- Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, Czechia,Department of Cytokinetics, Institute of Biophysics, Academy of Sciences of the Czech Republic, Brno, Czechia,*Correspondence: Vítězslav Bryja,
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8
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Functional Downregulation of PD-L1 and PD-L2 by CpG and non-CpG Oligonucleotides in Melanoma Cells. Cancers (Basel) 2022; 14:cancers14194698. [PMID: 36230620 PMCID: PMC9562717 DOI: 10.3390/cancers14194698] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2022] [Revised: 09/07/2022] [Accepted: 09/22/2022] [Indexed: 11/23/2022] Open
Abstract
Simple Summary Although metastatic melanoma is still not a curable disease, targeting of immunologically relevant checkpoints represents a turning point in the treatment. Particularly, targeting the interaction between PD-L1 and its referring receptor PD-1 with antibodies has been shown to activate T-cell function abrogating the evasion of tumor cells from immune recognition. Here, we present another approach that interferes with this system by showing that treatment of melanoma cells with oligonucleotides reduces the expression of PD-L1 (and PD-L2) on tumor cells. Specifically, non-CpG-6-PTO, an ODN that forms superstructures known as G-quartets, has been found to inhibit the interferon-γ-induced signaling cascade which fosters PD-L1 expression. These findings suggest a new therapeutic strategy to interfere with one of the most important immune checkpoints. Abstract The clinical application of immune checkpoint inhibitors represents a breakthrough progress in the treatment of metastasized melanoma and other tumor entities. In the present study, it was hypothesized that oligonucleotides (ODNs), known as modulators of the immune response, have an impact on the endogenous expression of checkpoint molecules, namely PD-L1 and PD-L2 (PD-L1/2). IFNγ-stimulated melanoma cells (A375, SK-Mel-28) were treated with different synthetically manufactured oligonucleotides which differed in sequence, length and backbone composition. It was found that a variety of different ODN sequences significantly suppressed PD-L1/2 expression. This effect was dependent on length and phosphorothioate (PTO) backbone. In particular, a sequence containing solely guanines (nCpG-6-PTO) was highly effective in downregulating PD-L1/2 at the protein, mRNA and promoter levels. Mechanistically, we gave evidence that ODNs with G-quartet-forming motifs suppress the interferon signaling axis (JAK/STAT/IRF1). Our findings identify a subset of ODNs as interesting pharmacological compounds that could expand the arsenal of targeted therapies to combat the immunological escape of tumor cells.
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Making Sense of Antisense Oligonucleotide Therapeutics Targeting Bcl-2. Pharmaceutics 2022; 14:pharmaceutics14010097. [PMID: 35056993 PMCID: PMC8778715 DOI: 10.3390/pharmaceutics14010097] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Revised: 12/17/2021] [Accepted: 12/28/2021] [Indexed: 02/04/2023] Open
Abstract
The B-cell lymphoma 2 (Bcl-2) family, comprised of pro- and anti-apoptotic proteins, regulates the delicate balance between programmed cell death and cell survival. The Bcl-2 family is essential in the maintenance of tissue homeostasis, but also a key culprit in tumorigenesis. Anti-apoptotic Bcl-2, the founding member of this family, was discovered due to its dysregulated expression in non-Hodgkin’s lymphoma. Bcl-2 is a central protagonist in a wide range of human cancers, promoting cell survival, angiogenesis and chemotherapy resistance; this has prompted the development of Bcl-2-targeting drugs. Antisense oligonucleotides (ASO) are highly specific nucleic acid polymers used to modulate target gene expression. Over the past 25 years several Bcl-2 ASO have been developed in preclinical studies and explored in clinical trials. This review will describe the history and development of Bcl-2-targeted ASO; from initial attempts, optimizations, clinical trials undertaken and the promising candidates at hand.
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Manukyan G, Mikulkova Z, Turcsanyi P, Savara J, Trajerová M, Kubova Z, Papajik T, Kriegova E. Towards a Better Characterisation of Leukemic Cells in Chronic Lymphocytic Leukaemia: Cell-Size Heterogeneity Reflects Their Activation Status and Migratory Abilities. Cancers (Basel) 2021; 13:cancers13194922. [PMID: 34638404 PMCID: PMC8508598 DOI: 10.3390/cancers13194922] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Revised: 09/21/2021] [Accepted: 09/27/2021] [Indexed: 12/17/2022] Open
Abstract
Simple Summary Chronic lymphocytic leukaemia (CLL) is a heterogeneous chronic disease characterised by the clonal expansion of mature CD19+CD23+CD5+ B-cells in blood, bone marrow and lymphoid tissue. Despite the CLL tumour cell population showing considerable heterogeneity in cell size, the functional characteristics of leukemic cells that differ in size have not been explored. The results of our study demonstrate that differences in CLL cell size reflect their activation state, polarisation and migratory capacity, with large CLL cells being more activated, polarised and motile than the small CLL cells present in the CLL cell pool. Our data provide evidence of the importance of cell-size heterogeneity within the CLL cell pool and the dynamics of cell-size changes for disease pathogenesis. Abstract Chronic lymphocytic leukaemia (CLL) is a genetically, morphologically and phenotypically heterogeneous chronic disease with clinical variability between patients. Whether the significant heterogeneity of cell size within the CLL population contributes to the heterogeneous features of this disease has not been investigated. The present study aimed to characterise the phenotypic and functional properties of two subpopulations of typical CLL cells that differ in cell size: small (s-CLL) and large (l-CLL) CLL cells delineated by forward scatter cytometry. The s-CLL cells were characterised by the CD5lowCXCR4hi phenotype, while the l-CLL cells were characterised by the CD5hiCXCR4dim phenotype and indicated a higher expression of CXCR3, CD20, CD38 and HLA-DR. The l-CLL cells displayed higher migration activity towards CXCL12, a tendency towards a higher proliferation rate and an increased capacity to produce IgM in the presence of CpG compared with s-CLL cells. When stimulated with CpG and CXCL12, l-CLL cells were characterised by a higher polarisation phenotype and motility than s-CLL cells. Our study revealed that the differences in CLL cell size reflected their activation status, polarisation and migratory abilities. Our data provide evidence of the importance of cell-size heterogeneity within a CLL pool and the dynamics of cell-size changes for disease pathogenesis, thus deserving further investigation.
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Affiliation(s)
- Gayane Manukyan
- Department of Immunology, Faculty of Medicine and Dentistry, Palacký University and University Hospital, 77900 Olomouc, Czech Republic; (G.M.); (Z.M.); (J.S.); (M.T.)
- Laboratory of Molecular and Cellular Immunology, Institute of Molecular Biology NAS RA, Yerevan 0014, Armenia
| | - Zuzana Mikulkova
- Department of Immunology, Faculty of Medicine and Dentistry, Palacký University and University Hospital, 77900 Olomouc, Czech Republic; (G.M.); (Z.M.); (J.S.); (M.T.)
| | - Peter Turcsanyi
- Department of Hematology-Oncology, Faculty of Medicine and Dentistry, Palacký University and University Hospital, 77900 Olomouc, Czech Republic; (P.T.); (Z.K.); (T.P.)
| | - Jakub Savara
- Department of Immunology, Faculty of Medicine and Dentistry, Palacký University and University Hospital, 77900 Olomouc, Czech Republic; (G.M.); (Z.M.); (J.S.); (M.T.)
- Department of Computer Science, Faculty of Electrical Engineering and Computer Science, VSB-Technical University of Ostrava, 70800 Ostrava, Czech Republic
| | - Markéta Trajerová
- Department of Immunology, Faculty of Medicine and Dentistry, Palacký University and University Hospital, 77900 Olomouc, Czech Republic; (G.M.); (Z.M.); (J.S.); (M.T.)
| | - Zuzana Kubova
- Department of Hematology-Oncology, Faculty of Medicine and Dentistry, Palacký University and University Hospital, 77900 Olomouc, Czech Republic; (P.T.); (Z.K.); (T.P.)
| | - Tomas Papajik
- Department of Hematology-Oncology, Faculty of Medicine and Dentistry, Palacký University and University Hospital, 77900 Olomouc, Czech Republic; (P.T.); (Z.K.); (T.P.)
| | - Eva Kriegova
- Department of Immunology, Faculty of Medicine and Dentistry, Palacký University and University Hospital, 77900 Olomouc, Czech Republic; (G.M.); (Z.M.); (J.S.); (M.T.)
- Correspondence:
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