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Osorio D, Zhong Y, Li G, Huang JZ, Cai JJ. scTenifoldNet: A Machine Learning Workflow for Constructing and Comparing Transcriptome-wide Gene Regulatory Networks from Single-Cell Data. PATTERNS (NEW YORK, N.Y.) 2020; 1:100139. [PMID: 33336197 PMCID: PMC7733883 DOI: 10.1016/j.patter.2020.100139] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Revised: 09/29/2020] [Accepted: 10/12/2020] [Indexed: 02/02/2023]
Abstract
We present scTenifoldNet-a machine learning workflow built upon principal-component regression, low-rank tensor approximation, and manifold alignment-for constructing and comparing single-cell gene regulatory networks (scGRNs) using data from single-cell RNA sequencing. scTenifoldNet reveals regulatory changes in gene expression between samples by comparing the constructed scGRNs. With real data, scTenifoldNet identifies specific gene expression programs associated with different biological processes, providing critical insights into the underlying mechanism of regulatory networks governing cellular transcriptional activities.
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Affiliation(s)
- Daniel Osorio
- Department of Veterinary Integrative Biosciences, Texas A&M University, College Station, TX 77843, USA
| | - Yan Zhong
- Department of Statistics, Texas A&M University, College Station, TX 77843, USA
| | - Guanxun Li
- Department of Statistics, Texas A&M University, College Station, TX 77843, USA
| | - Jianhua Z. Huang
- Department of Statistics, Texas A&M University, College Station, TX 77843, USA
| | - James J. Cai
- Department of Veterinary Integrative Biosciences, Texas A&M University, College Station, TX 77843, USA
- Department of Electrical and Computer Engineering, Texas A&M University, College Station, TX 77843, USA
- Interdisciplinary Program of Genetics, Texas A&M University, College Station, TX 77843, USA
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2
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Balachandran S, Rall GF. Benefits and Perils of Necroptosis in Influenza Virus Infection. J Virol 2020; 94:e01101-19. [PMID: 32051270 PMCID: PMC7163144 DOI: 10.1128/jvi.01101-19] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2020] [Accepted: 02/10/2020] [Indexed: 12/27/2022] Open
Abstract
Influenza A viruses (IAV) are lytic viruses that have recently been found to activate necroptosis in many of the cell types they infect. Necroptotic cell death is potently immunogenic and limits IAV spread by directly eliminating infected cells and by mobilizing both innate and adaptive immune responses. The benefits of necroptosis to the host, however, may sometimes be outweighed by the potentially deleterious hyperinflammatory consequences of activating this death modality in pulmonary and other tissues.
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Affiliation(s)
- Siddharth Balachandran
- Blood Cell Development and Function Program, Fox Chase Cancer Center, Philadelphia, Pennsylvania, USA
| | - Glenn F Rall
- Blood Cell Development and Function Program, Fox Chase Cancer Center, Philadelphia, Pennsylvania, USA
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3
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Preparation of A Spaceflight: Apoptosis Search in Sutured Wound Healing Models. Int J Mol Sci 2017; 18:ijms18122604. [PMID: 29207508 PMCID: PMC5751207 DOI: 10.3390/ijms18122604] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2017] [Revised: 11/23/2017] [Accepted: 12/01/2017] [Indexed: 12/25/2022] Open
Abstract
To prepare the ESA (European Space Agency) spaceflight project “Wound healing and Sutures in Unloading Conditions”, we studied mechanisms of apoptosis in wound healing models based on ex vivo skin tissue cultures, kept for 10 days alive in serum-free DMEM/F12 medium supplemented with bovine serum albumin, hydrocortisone, insulin, ascorbic acid and antibiotics at 32 °C. The overall goal is to test: (i) the viability of tissue specimens; (ii) the gene expression of activators and inhibitors of apoptosis and extracellular matrix components in wound and suture models; and (iii) to design analytical protocols for future tissue specimens after post-spaceflight download. Hematoxylin-Eosin and Elastica-van-Gieson staining showed a normal skin histology with no signs of necrosis in controls and showed a normal wound suture. TdT-mediated dUTP-biotin nick end labeling for detecting DNA fragmentation revealed no significant apoptosis. No activation of caspase-3 protein was detectable. FASL, FADD, CASP3, CASP8, CASP10, BAX, BCL2, CYC1, APAF1, LAMA3 and SPP1 mRNAs were not altered in epidermis and dermis samples with and without a wound compared to 0 day samples (specimens investigated directly post-surgery). BIRC5, CASP9, and FN1 mRNAs were downregulated in epidermis/dermis samples with and/or without a wound compared to 0 day samples. BIRC2, BIRC3 were upregulated in 10 day wound samples compared to 0 day samples in epidermis/dermis. RELA/FAS mRNAs were elevated in 10 day wound and no wound samples compared to 0 day samples in dermis. In conclusion, we demonstrate that it is possible to maintain live skin tissue cultures for 10 days. The viability analysis showed no significant signs of cell death in wound and suture models. The gene expression analysis demonstrated the interplay of activators and inhibitors of apoptosis and extracellular matrix components, thereby describing important features in ex vivo sutured wound healing models. Collectively, the performed methods defining analytical protocols proved to be applicable for post-flight analyzes of tissue specimens after sample return.
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4
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Mitchell JP, Carmody RJ. NF-κB and the Transcriptional Control of Inflammation. INTERNATIONAL REVIEW OF CELL AND MOLECULAR BIOLOGY 2017; 335:41-84. [PMID: 29305014 DOI: 10.1016/bs.ircmb.2017.07.007] [Citation(s) in RCA: 312] [Impact Index Per Article: 44.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
The NF-κB transcription factor was discovered 30 years ago and has since emerged as the master regulator of inflammation and immune homeostasis. It achieves this status by means of the large number of important pro- and antiinflammatory factors under its transcriptional control. NF-κB has a central role in inflammatory diseases such as rheumatoid arthritis, inflammatory bowel disease, and autoimmunity, as well as diseases comprising a significant inflammatory component such as cancer and atherosclerosis. Here, we provide an overview of the studies that form the basis of our understanding of the role of NF-κB subunits and their regulators in controlling inflammation. We also describe the emerging importance of posttranslational modifications of NF-κB in the regulation of inflammation, and highlight the future challenges faced by researchers who aim to target NF-κB transcriptional activity for therapeutic benefit in treating chronic inflammatory diseases.
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Affiliation(s)
- Jennifer P Mitchell
- Rheumatoid Arthritis Pathogenesis Centre of Excellence, Centre for Immunobiology, Institute of Infection, Immunity, and Inflammation, University of Glasgow, Glasgow, United Kingdom
| | - Ruaidhrí J Carmody
- Centre for Immunobiology, Institute of Infection, Immunity, and Inflammation, University of Glasgow, Glasgow, United Kingdom.
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5
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Epidermal RelA Specifically Restricts Contact Allergen–Induced Inflammation and Apoptosis in Skin. J Invest Dermatol 2014; 134:2541-2550. [DOI: 10.1038/jid.2014.193] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2014] [Revised: 03/18/2014] [Accepted: 04/04/2014] [Indexed: 11/08/2022]
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6
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Harris KG, Coyne CB. Enter at your own risk: how enteroviruses navigate the dangerous world of pattern recognition receptor signaling. Cytokine 2013; 63:230-6. [PMID: 23764548 DOI: 10.1016/j.cyto.2013.05.007] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2013] [Accepted: 05/09/2013] [Indexed: 12/25/2022]
Abstract
Enteroviruses are the most common human viral pathogens worldwide. This genus of small, non-enveloped, single stranded RNA viruses includes coxsackievirus, rhinovirus, echovirus, and poliovirus species. Infection with these viruses can induce mild symptoms that resemble the common cold, but can also be associated with more severe syndromes such as poliomyelitis, neurological diseases including aseptic meningitis and encephalitis, myocarditis, and the onset of type I diabetes. In humans, polarized epithelial cells lining the respiratory and/or digestive tracts represent the initial sites of infection by enteroviruses. Control of infection in the host is initiated through the engagement of a variety of pattern recognition receptors (PRRs). PRRs act as the sentinels of the innate immune system and serve to alert the host to the presence of a viral invader. This review assembles the available data annotating the role of PRRs in the response to enteroviral infection as well as the myriad ways by which enteroviruses both interrupt and manipulate PRR signaling to enhance their own replication, thereby inducing human disease.
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Affiliation(s)
- Katharine G Harris
- Department of Microbiology and Molecular Genetics, University of Pittsburgh School of Medicine, 427 Bridgeside Point II, 450 Technology Drive, Pittsburgh, PA 15219, USA.
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7
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Balachandran S, Beg AA. Defining emerging roles for NF-κB in antivirus responses: revisiting the interferon-β enhanceosome paradigm. PLoS Pathog 2011; 7:e1002165. [PMID: 22022260 PMCID: PMC3192840 DOI: 10.1371/journal.ppat.1002165] [Citation(s) in RCA: 63] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Affiliation(s)
- Siddharth Balachandran
- Immune Cell Development and Host Defense Program, Fox Chase Cancer Center, Philadelphia, Pennsylvania, United States of America
- * E-mail: (SB); (AAB)
| | - Amer A. Beg
- Department of Immunology, H. Lee Moffitt Cancer Center, Tampa, Florida, United States of America
- * E-mail: (SB); (AAB)
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8
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Distinct roles for the NF-kappa B RelA subunit during antiviral innate immune responses. J Virol 2011; 85:2599-610. [PMID: 21209118 DOI: 10.1128/jvi.02213-10] [Citation(s) in RCA: 63] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Production of type I interferons (IFNs; prominently, IFN-α/β) following virus infection is a pivotal antiviral innate immune response in higher vertebrates. The synthesis of IFN-β proceeds via the virus-induced assembly of the transcription factors IRF-3/7, ATF-2/c-Jun, and NF-κB on the ifnβ promoter. Surprisingly, recent data indicate that the NF-κB subunit RelA is not essential for virus-stimulated ifnβ expression. Here, we show that RelA instead sustains autocrine IFN-β signaling prior to infection. In the absence of RelA, virus infection results in significantly delayed ifnβ induction and consequently defective secondary antiviral gene expression. While RelA is not required for ifnβ expression after infection, it is nonetheless essential for fully one-fourth of double-stranded RNA (dsRNA)-activated genes, including several mediators of inflammation and immune cell recruitment. Further, RelA directly regulates a small subset of interferon-stimulated genes (ISGs). Finally, RelA also protects cells from dsRNA-triggered RIP1-dependent programmed necrosis. Taken together, our findings suggest distinct roles for RelA in antiviral innate immunity: RelA maintains autocrine IFN-β signaling in uninfected cells, facilitates inflammatory and adaptive immune responses following infection, and promotes infected-cell survival during this process.
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9
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Abstract
Consequences of human herpes simplex virus (HSV) infection include the induction of apoptosis and the concomitant synthesis of proteins which act to block this process from killing the infected cell. Recent data has clarified our current understanding of the mechanisms of induction and prevention of apoptosis by HSV. These findings emphasize the fact that modulation of apoptosis by HSV during infection is a multicomponent phenomenon. We review recent evidence showing how this important human pathogen modulates the fundamental cell death process.
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Affiliation(s)
- Margot L Goodkin
- Department of Microbiology, Mount Sinai School of Medicine, New York, New York 10029, USA
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10
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Savion S, Sofer M, Brengauz-Breitmann M, Fein A, Torchinsky A, Toder V. NF-κB regulates the response of embryonic cells to heat shock. Int J Hyperthermia 2009; 23:277-86. [PMID: 17523020 DOI: 10.1080/02656730701297546] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022] Open
Abstract
NF-kappaB was shown previously to regulate apoptotic cell death processes in various experimental systems. However, its role in controlling teratogen-induced cell death has not been established yet. Therefore, the objective of the present study was to explore the involvement of the p65 subunit of NF-kappaB in the response of mouse embryonic fibroblasts (MEFs) to heat shock, using p65 knockout (p65-/-) cells. Indeed, we found p65-/- MEFs to be more susceptible to the exposure to heat shock, as compared with wild-type (WT) MEFs, as they demonstrated a more prominent decrease in cell survival and proliferation as well as the appearance of cells undergoing apoptotic cell death. These heat-shock-induced effects were preceded by a decrease in p65 expression in WT cells, which was accompanied by a decrease in IkappaBalpha expression in WT MEFs, while disappearing completely in p65-/- MEFs and accordingly, by an increase in p-IkappaBalpha expression in both cell lines, which was found to be more prominent in p65-/- MEFs. Interestingly, the heat shock-induced decrease in p65 expression was accompanied by an increase in HSP70 expression in both cell lines. However, it was again found to be more prominent in p65-/- MEFs. Taken together, our results suggest a protective role for the p65 subunit of NF-kappaB in mechanisms underlying the response of embryonic cells to heat shock.
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Affiliation(s)
- S Savion
- Department of Cell and Developmental Biology, Sackler School of Medicine, Tel Aviv University, Ramat Aviv, Israel.
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11
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Yang X, Chan C. Repression of PKR mediates palmitate-induced apoptosis in HepG2 cells through regulation of Bcl-2. Cell Res 2009; 19:469-86. [PMID: 19259124 PMCID: PMC2664847 DOI: 10.1038/cr.2009.25] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Abstract
In the present study we found that double-stranded RNA-dependent protein kinase (PKR) regulates the protein expression level and the phosphorylation of Bcl-2 and exploits an anti-apoptotic role in human hepatocellular carcinoma cells (HepG2). Saturated free fatty acids (FFAs), e.g. palmitate, have been shown to induce cellular apoptosis in various types of cells by different mechanisms. We found palmitate down-regulates the activity of PKR, and thereby decreases the protein level of Bcl-2, mediated, in part, by the NF-κB transcription factor. In addition to the protein level of Bcl-2, the phosphorylation of Bcl-2 at different amino acid residues, such as Ser70 and Ser87, is also important in regulating cellular apoptosis. The decrease in the phosphorylation of Bcl-2 at Ser70 upon exposure to palmitate is mediated by PKR and possibly JNK, while the phosphorylation of Bcl-2 at Ser87 is not affected by palmitate or PKR. In summary, PKR mediates the regulation of the protein level and the phosphorylation status of Bcl-2, providing a novel mechanism of palmitate-induced apoptosis in HepG2 cells.
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Affiliation(s)
- Xuerui Yang
- Department of Chemical Engineering and Materials Science, Michigan State University, East Lansing, MI 48824, USA
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12
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Pataer A, Swisher SG, Roth JA, Logothetis CJ, Corn PG. Inhibition of RNA-dependent protein kinase (PKR) leads to cancer cell death and increases chemosensitivity. Cancer Biol Ther 2009; 8:245-52. [PMID: 19106640 DOI: 10.4161/cbt.8.3.7386] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
RNA-dependent protein kinase is an interferon-induced, double-stranded (ds), RNA-activated serine/threonine protein kinase involved in the eukaryotic response to viral infection. While PKR also functions in cellular differentiation, growth control and apoptosis, its role in human cancer remains poorly understood. To explore a role for PKR in human cancer, we evaluated PKR expression and function in a series of cancer cell lines from different tumor types. We observed that PKR protein expression is high in various cancer cells and low in normal cells. Knockdown of PKR protein expression by PKR siRNA induced cell death, indicating a PKR-dependent survival pathway under normal growth conditions. Inhibition of PKR signaling using a dominant negative adenoviral PKR mutant (Ad-Delta6PKR) also induced cancer cell apoptosis via a mechanism that blocks activation of AKT-mediated survival while simultaneously inducing ER stress. ER stress-mediated apoptosis was evidenced by unregulated expression of phosphorylated JNK (p-JNK), phosphorylated cJun (p-cJun), and caspase-4 and was significantly reduced in cancer cells treated with JNK and caspase-4 inhibitors. We further demonstrated that inhibition of PKR signaling via either siRNA or Ad-Delta6PKR sensitizes cancer cells to etoposide or cisplatin-mediated cell death. Our results suggest a rationale to develop therapeutic strategies that target PKR signaling in human cancer cells.
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Affiliation(s)
- Abujiang Pataer
- Department of Thoracic and Cardiovascular Surgery, The University of Texas MD Anderson Cancer Center, Houston, TX 77030 , USA.
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13
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White CL, Whitmore MM, Williams BRG. Enlarged spleens without enlarged lymph nodes in tlr3-/- pkr-/- mice. J Interferon Cytokine Res 2007; 27:6-12. [PMID: 17266438 DOI: 10.1089/jir.2006.0050] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Initial phenotypic studies in a mouse containing mutations in both toll-like receptor 3 (TLR3) and RNA-de-pendent protein kinase R (PKR) revealed comparable spleen and bone marrow cell populations in tlr3(-/)-, pkr(-/-), and tlr3(-/-)pkr(-/-) mice to wild-type controls. Splenomegaly developing between 8 and 10 weeks of age was observed in tlr3(-/-) and tlr3(-/-)pkr(-/-) mice but not in wild-type or pkr(-/-) mice. Palpably enlarged cervical, axillary, and inguinal lymph nodes accompanied by enlarged spleens were observed in 12-18-week-old tlr3(-/-) mice at a higher frequency compared with other genotypes. The enlarged spleens and lymph nodes observed in tlr3(-/-) mice were accompanied by destruction of organ architecture and lymphocyte infiltration. However, the enlargement of these organs was not the result of clonal proliferation of one lymphocyte subset. It is likely this phenotype is a result of TLR3 deficiency in combination with an additional, uncharacterized genetic defect or the presence of an infectious agent. These data also suggest that PKR may have a role in preventing progression from splenomegaly to lymphadenopathy in these mice.
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Affiliation(s)
- Christine L White
- Department of Cancer Biology, Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA
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Gerondakis S, Grumont R, Gugasyan R, Wong L, Isomura I, Ho W, Banerjee A. Unravelling the complexities of the NF-κB signalling pathway using mouse knockout and transgenic models. Oncogene 2006; 25:6781-99. [PMID: 17072328 DOI: 10.1038/sj.onc.1209944] [Citation(s) in RCA: 236] [Impact Index Per Article: 13.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
The nuclear factor-kappaB (NF-kappaB) signalling pathway serves a crucial role in regulating the transcriptional responses of physiological processes that include cell division, cell survival, differentiation, immunity and inflammation. Here we outline studies using mouse models in which the core components of the NF-kappaB pathway, namely the IkappaB kinase subunits (IKKalpha, IKKbeta and NEMO), the IkappaB proteins (IkappaBalpha, IkappaBbeta, IkappaBvarepsilon and Bcl-3) and the five NF-kappaB transcription factors (NF-kappaB1, NF-kappaB2, c-Rel, RelA and RelB), have been genetically manipulated using transgenic and knockout technology.
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Affiliation(s)
- S Gerondakis
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia.
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15
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Abstract
The Kaposi sarcoma herpesvirus (KSHV) encodes multiple proteins that disrupt host antiviral responses, including four viral proteins that have homology to the interferon regulatory factor (IRF) family of transcription factors. At least three of the KSHV vIRFs (vIRFs 1-3) alter responses to cellular IRFs and to interferons (IFNs), whereas functional changes resulting from the fourth vIRF (vIRF-4) have not been reported. The vIRFs also affect other important regulatory proteins in the cell, including responses to transforming growth factor beta (TGF-beta) and the tumor suppressor protein p53. This review examines the expression of the vIRFs during the life cycle of KSHV and the functional consequences of their expression.
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Affiliation(s)
- M K Offermann
- Winship Cancer Institute, 1365-B Clifton Rd NE, Atlanta, GA 30322, USA.
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16
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Brengauz-Breitmann M, Friedman E, Savion S, Torchinsky A, Fein A, Toder V. Involvement of NF-κB in the response of embryonic cells to Methotrexate. Reprod Toxicol 2006; 22:469-78. [PMID: 16483740 DOI: 10.1016/j.reprotox.2005.12.010] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2005] [Revised: 11/28/2005] [Accepted: 12/22/2005] [Indexed: 10/25/2022]
Abstract
The involvement of NF-kappaB in the regulation of the apoptotic process was demonstrated previously, however, its exact role has not been established yet. In order to unravel mechanisms underlying teratogen-induced cell death, we tried in our present study to assess the involvement of the p65 subunit of NF-kappaB in the response of mouse embryonic fibroblasts (MEFs) to the anti-cancer drug methotrexate (MTX), using p65 knockout MEFs (p65(-/-)). Indeed, this cell line was found to be more susceptible to the exposure to MTX, demonstrated by more profound changes in cell survival, cell cycle, proliferation and the percentage of apoptotic or necrotic cells, as compared to wild type (WT) MEFs. Also, a different pattern of intracellular localization of p65 in WT cells as well as IkappaBalpha and Bax in both cell lines was detected in response to MTX. Altogether, our results implicate the p65 subunit of NF-kappaB to play an important role in the response of embryonic cells to MTX.
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Affiliation(s)
- Masha Brengauz-Breitmann
- Department of Cell and Developmental Biology, Sackler School of Medicine, Tel Aviv University, Ramat Aviv, Tel Aviv 69978, Israel
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17
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Chuan KH, Lim SF, Martin L, Yun CY, Loh SOH, Lasne F, Song Z. Caspase activation, sialidase release and changes in sialylation pattern of recombinant human erythropoietin produced by CHO cells in batch and fed-batch cultures. Cytotechnology 2006; 51:67-79. [PMID: 19002897 DOI: 10.1007/s10616-006-9016-5] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2006] [Accepted: 07/24/2006] [Indexed: 10/24/2022] Open
Abstract
The activation of caspases represents a crucial turning point during a batch or a fed-batch culture of mammalian cells. It not only affects the quantity but also the quality of the recombinant glycoprotein produced. In this study, the activation of various caspases, the release of intracellular sialidase and the changes in sialylation pattern of a recombinant product, erythropoietin (EPO), in the culture medium were analyzed in both batch and fed-batch cultures. In both setups, all caspase activities peaked at the culture time point at which decline of cell viability was most pronounced. In addition, the release of intracellular lactate dehydrogenase (LDH) was also tracked during these cultures. The increase in LDH activity in the medium coincided with the increase of intracellular caspase activities, the release of sialidase and the observed decline in cell viability, suggesting that the LDH activity in the medium can be used as an indirect indicator of apoptotic cell death in bioreactors. Isoelectric focusing (IEF) coupled with double blotting was employed to analyze the changes in sialylation pattern of the recombinant EPO. This assay resulted in a prompt resolution of secreted EPO isoforms in a time course format. IEF profile of batch culture showed relatively consistent product sialylation compared to fed-batch culture, which showed gradual band shifts towards the isoforms with fewer sialic acid as the culture progressed. These data provided a guideline for the optimal time point to terminate the culture and collect products in batch and fed-batch cultures.
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Affiliation(s)
- Kok Hwee Chuan
- Bioprocessing Technology Institute, Agency for Science, Technology and Research, 20 Biopolis Way, 06-01 Centros, Singapore, 138668, Singapore
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18
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Frémont M, Vaeyens F, Herst CV, De Meirleir KL, Englebienne P. Double-stranded RNA-dependent protein kinase (PKR) is a stress-responsive kinase that induces NFkappaB-mediated resistance against mercury cytotoxicity. Life Sci 2005; 78:1845-56. [PMID: 16324719 DOI: 10.1016/j.lfs.2005.08.024] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2005] [Accepted: 08/18/2005] [Indexed: 11/29/2022]
Abstract
The interferon-inducible, double-stranded (ds)RNA-dependent protein kinase (PKR) plays a major role in antiviral defense mechanisms where it down-regulates translation via phosphorylation of eukaryotic translation initiation factor 2alpha. PKR is also involved in the activation of nuclear factor kappaB (NFkappaB) through activation of the IkappaB kinase complex. Activation of PKR can occur in the absence of dsRNA and in such case is controlled by intracellular regulators like the PKR-activating protein (PACT), the PKR inhibitor p58(IPK), or heat-shock proteins (Hsp). These regulators are activated by stress stimuli, supporting a role for PKR in response to stress; however the final outcome of PKR activation in stress situations is unclear. We present here evidence that expression and activation of PKR contributes to an increased cellular resistance to mercury cytotoxicity. In two cell lines constitutively expressing PKR (THP-1 and Molt-3), treatment with the PKR inhibitor 2-aminopurine increases their sensitivity to mercury. In contrast, Ramos cells, which do not constitutively express PKR, present an increased resistance to mercury when PKR expression is induced by polyIC or interferon-beta treatment. This protective effect is inhibited by 2-aminopurine. We also show that exposure of Ramos cells to mercury leads to the induction of Hsp70. Treatment of cells with Hsp70 or NFkappaB inhibitors suppresses the PKR-dependent protection. We propose a model where PKR, modulated by Hsp70, activates a NFkappaB-mediated protective pathway. Because the cytotoxicity of mercury is primarily due to the generation of reactive oxygen species, our results suggest a more general function of PKR in the mechanisms of cellular response to oxidative stress.
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Affiliation(s)
- Marc Frémont
- R.E.D. Laboratories, Pontbeek 61, B-1731 Zellik, Belgium
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Sun Y, Leaman DW. Ectopic Expression of Toll-Like Receptor-3 (TLR-3) Overcomes the Double-Stranded RNA (dsRNA) Signaling Defects of P2.1 Cells. J Interferon Cytokine Res 2004; 24:350-61. [PMID: 15212709 DOI: 10.1089/107999004323142213] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Abstract
Cells respond to viral infection through induction of discrete, innate immune response pathways that lead to induction of interferons (IFNs) and other proinflammatory cytokines, as well as the direct induction of some IFN-responsive genes that mediate specific antiviral or immunomodulatory responses. To assess the classes of genes induced directly upon treatment of cells with double-stranded RNA (dsRNA), a mimic of viral infection, we made use of a mutant human cell line defective in responsiveness to dsRNA and IFN. P2.1 mutant cells were generated from a Jak1-minus, HT1080 fibrosarcoma-derived cell line (U4C) after extensive mutagenesis with the intercalating agent ICR191. We now demonstrate that P2.1 cells are defective in basal and induced expression of toll-like receptor-3 (TLR-3), which may contribute to their dsRNA-unresponsive phenotype. After transfection with a wild-type TLR-3 gene, P2.1 cells were largely responsive to a dsRNA challenge, as assessed by activation of NF-kappaB and IFN regulatory factors (IRFs) and induction of IFN-beta and other genes. Untransfected and TLR-3-transfected P2.1 cells were assessed for global dsRNA responsiveness in oligonucleotide gene array studies alongside parental U4C and HT1080 cells. Several distinct patterns of gene induction in response to dsRNA challenge were identified, including genes expressed in a TLR-3-dependent manner, genes that required an intact IFN feedback for expression, and dsRNA-responsive genes that appeared not to require TLR-3 for induction. These data support the hypothesis that TLR-3 is an important determinant of cellular responses to external dsRNA and demonstrate distinctions in the repertoires of dsRNA-regulated genes induced when the IFN-feedback loop is present or absent in cells.
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Affiliation(s)
- Yaping Sun
- Department of Biological Sciences, University of Toledo, Toledo, OH 43606, USA
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Donzé O, Deng J, Curran J, Sladek R, Picard D, Sonenberg N. The protein kinase PKR: a molecular clock that sequentially activates survival and death programs. EMBO J 2004; 23:564-71. [PMID: 14749731 PMCID: PMC1271809 DOI: 10.1038/sj.emboj.7600078] [Citation(s) in RCA: 92] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2003] [Accepted: 12/16/2003] [Indexed: 02/08/2023] Open
Abstract
Cell death and survival play a key role in the immune system as well as during development. The control mechanisms that balance cell survival against cell death are not well understood. Here we report a novel strategy used by a single protein to regulate chronologically cell survival and death. The interferon-induced protein kinase PKR acts as a molecular clock by using catalysis-dependent and -independent activities to temporally induce cell survival prior to cell death. We show that the proapoptotic protein PKR surprisingly activates a survival pathway, which is mediated by NF-kappaB to delay apoptosis. Cell death is then induced by PKR through the phosphorylation of eIF-2alpha. This unique temporal control might serve as a paradigm for other kinases whose catalytic activity is not required for all of their functions.
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Affiliation(s)
- Olivier Donzé
- Département de Biologie Cellulaire, Université de Genève, Sciences III, Genève, Switzerland.
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