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1.
Int J Mol Sci ; 24(14)2023 Jul 16.
Article in English | MEDLINE | ID: mdl-37511300

ABSTRACT

The unfolded protein response (UPR), which comprises three branches: PERK, ATF6α, and IRE1, is a major mechanism for maintaining cellular proteostasis. Many studies show that the UPR is a major player in regulating neuron viability and function in various neurodegenerative diseases; however, its role in neurodegeneration is highly controversial. Moreover, while evidence suggests activation of the UPR in neurons under normal conditions, deficiency of individual branches of the UPR has no major effect on brain neurons in animals. It remains unclear whether or how the UPR participates in regulating neuronal proteostasis under normal and disease conditions. To determine the physiological role of the UPR in neurons, we generated mice with double deletion of PERK and ATF6α in neurons. We found that inactivation of PERK and ATF6α in neurons caused lysosomal dysfunction (as evidenced by decreased expression of the V0a1 subunit of v-ATPase and decreased activation of cathepsin D), impairment of autophagic flux (as evidenced by increased ratio of LC3-II/LC3-I and increased p62 level), and accumulation of p-tau and Aß42 in the hippocampus, and led to impairment of spatial memory, impairment of hippocampal LTP, and hippocampal degeneration in adult mice. These results suggest that the UPR is required for maintaining neuronal proteostasis (particularly tau and Aß homeostasis) and the viability and function of neurons in the hippocampus of adult mice.


Subject(s)
Neurodegenerative Diseases , Proteostasis , Mice , Animals , Unfolded Protein Response , Neurodegenerative Diseases/metabolism , Hippocampus/metabolism , Neurons/metabolism
2.
Comput Struct Biotechnol J ; 20: 4733-4745, 2022.
Article in English | MEDLINE | ID: mdl-36147663

ABSTRACT

Detection and Classification of a brain tumor is an important step to better understanding its mechanism. Magnetic Reasoning Imaging (MRI) is an experimental medical imaging technique that helps the radiologist find the tumor region. However, it is a time taking process and requires expertise to test the MRI images, manually. Nowadays, the advancement of Computer-assisted Diagnosis (CAD), machine learning, and deep learning in specific allow the radiologist to more reliably identify brain tumors. The traditional machine learning methods used to tackle this problem require a handcrafted feature for classification purposes. Whereas deep learning methods can be designed in a way to not require any handcrafted feature extraction while achieving accurate classification results. This paper proposes two deep learning models to identify both binary (normal and abnormal) and multiclass (meningioma, glioma, and pituitary) brain tumors. We use two publicly available datasets that include 3064 and 152 MRI images, respectively. To build our models, we first apply a 23-layers convolution neural network (CNN) to the first dataset since there is a large number of MRI images for the training purpose. However, when dealing with limited volumes of data, which is the case in the second dataset, our proposed "23-layers CNN" architecture faces overfitting problem. To address this issue, we use transfer learning and combine VGG16 architecture along with the reflection of our proposed "23 layers CNN" architecture. Finally, we compare our proposed models with those reported in the literature. Our experimental results indicate that our models achieve up to 97.8% and 100% classification accuracy for our employed datasets, respectively, exceeding all other state-of-the-art models. Our proposed models, employed datasets, and all the source codes are publicly available at: (https://github.com/saikat15010/Brain-Tumor-Detection).

3.
Transl Neurodegener ; 11(1): 34, 2022 07 01.
Article in English | MEDLINE | ID: mdl-35773715

ABSTRACT

BACKGROUND: Neuronal dysfunction and degeneration linked to α-synuclein (αS) pathology is thought to be responsible for the progressive nature of Parkinson's disease and related dementia with Lewy bodies. Studies have indicated bidirectional pathological relationships between αS pathology and tau abnormalities. We recently showed that A53T mutant human αS (HuαS) can cause post-synaptic and cognitive deficits that require microtubule-associated protein tau expression. However, the role of tau in the development of αS pathology and subsequent neuronal dysfunction has been controversial. Herein, we set out to determine the role of tau in the onset and progression of αS pathology (α-synucleinopathy) using a transgenic mouse model of α-synucleinopathy lacking mouse tau expression. METHODS: Transgenic mice expressing A53T mutant HuαS (TgA53T) were crossed with mTau-/- mice to generate TgA53T/mTau-/-. To achieve more uniform induction of α-synucleinopathy in mice, we used intramuscular injections of αS preformed fibrils (PFF) in non-transgenic (nTg), TgA53T, TgA53T/mTau-/-, and mTau-/- mice. Motor behavior was analyzed at 70 days post inoculation (dpi) of PFF and tissues for biochemical and neuropathological analysis were collected at 40 dpi, 70 dpi, and end stage. RESULTS: Loss of tau expression significantly delayed the onset of motor deficits in the TgA53T model and the progression of α-synucleinopathy disease, as evidenced by a significant reduction in histopathological and behavioral markers of neurodegeneration and disease, and a significant improvement in survival. In vitro application of PFF to primary mouse hippocampal neurons demonstrated no changes in PFF uptake and processing or pS129 αS aggregation as a function of tau expression. However, PFF-induced neurotoxicity, including morphological deficits in nTg neurons, was prevented with tau removal. CONCLUSIONS: Collectively, our data suggest that tau is likely acting downstream of αS pathology to affect neuronal homeostasis and survival. This work further supports the investigation of tau in α-synucleinopathies to identify novel disease-modifying therapeutic strategies.


Subject(s)
Parkinson Disease , Synucleinopathies , tau Proteins , Animals , Disease Models, Animal , Hippocampus/metabolism , Hippocampus/pathology , Mice , Mice, Transgenic , Parkinson Disease/genetics , Parkinson Disease/pathology , Synucleinopathies/genetics , Synucleinopathies/metabolism , Synucleinopathies/pathology , alpha-Synuclein/genetics , alpha-Synuclein/metabolism , tau Proteins/biosynthesis , tau Proteins/deficiency , tau Proteins/genetics
4.
Cluster Comput ; 25(4): 2351-2368, 2022.
Article in English | MEDLINE | ID: mdl-34341656

ABSTRACT

The industrial ecosystem has been unprecedentedly affected by the COVID-19 pandemic because of its immense contact restrictions. Therefore, the manufacturing and socio-economic operations that require human involvement have significantly intervened since the beginning of the outbreak. As experienced, the social-distancing lesson in the potential new-normal world seems to force stakeholders to encourage the deployment of contactless Industry 4.0 architecture. Thus, human-less or less-human operations to keep these IoT-enabled ecosystems running without interruptions have motivated us to design and demonstrate an intelligent automated framework. In this research, we have proposed "EdgeSDN-I4COVID" architecture for intelligent and efficient management during COVID-19 of the smart industry considering the IoT networks. Moreover, the article presents the SDN-enabled layer, such as data, control, and application, to effectively and automatically monitor the IoT data from a remote location. In addition, the proposed convergence between SDN and NFV provides an efficient control mechanism for managing the IoT sensor data. Besides, it offers robust data integration on the surface and the devices required for Industry 4.0 during the COVID-19 pandemic. Finally, the article justified the above contributions through particular performance evaluations upon appropriate simulation setup and environment.

5.
Math Biosci Eng ; 18(6): 9697-9726, 2021 11 04.
Article in English | MEDLINE | ID: mdl-34814364

ABSTRACT

The ever-evolving and contagious nature of the Coronavirus (COVID-19) has immobilized the world around us. As the daily number of infected cases increases, the containment of the spread of this virus is proving to be an overwhelming task. Healthcare facilities around the world are overburdened with an ominous responsibility to combat an ever-worsening scenario. To aid the healthcare system, Internet of Things (IoT) technology provides a better solution-tracing, testing of COVID patients efficiently is gaining rapid pace. This study discusses the role of IoT technology in healthcare during the SARS-CoV-2 pandemics. The study overviews different research, platforms, services, products where IoT is used to combat the COVID-19 pandemic. Further, we intelligently integrate IoT and healthcare for COVID-19 related applications. Again, we focus on a wide range of IoT applications in regards to SARS-CoV-2 tracing, testing, and treatment. Finally, we effectively consider further challenges, issues, and some direction regarding IoT in order to uplift the healthcare system during COVID-19 and future pandemics.


Subject(s)
COVID-19 , Internet of Things , Delivery of Health Care , Humans , Pandemics , SARS-CoV-2
6.
Mol Neurodegener ; 15(1): 27, 2020 04 16.
Article in English | MEDLINE | ID: mdl-32299471

ABSTRACT

BACKGROUND: Studies link c-Abl activation with the accumulation of pathogenic α-synuclein (αS) and neurodegeneration in Parkinson's disease (PD). Currently, c-Abl, a tyrosine kinase activated by cellular stress, is thought to promote αS pathology by either directly phosphorylating αS or by causing autophagy deficits. METHODS: αS overexpressing transgenic (Tg) mice were used in this study. A53T Tg mice that express high levels of human mutant A53TαS under the control of prion protein promoter. Two different approaches were used in this study. Natural aging and seeding model of synucleinopathy. In seeding model, intracortical/intrastriatal (IC/IS) stereotaxic injection of toxic lysates was done using tissue lysates from end-stage symptomatic mice. In this study, nilotinib and pifithrin-α was used as a c-Abl and p53 inhibitor, respectively. Both Tg and non-transgenic (nTg) mice from each group were subjected to nilotinib (10 mg/kg) or vehicle (DMSO) treatment. Frozen brain tissues from PD and control human cases were analyzed. In vitro cells study was implied for c-Abl/p53 genetic manipulation to uncover signal transduction. RESULTS: Herein, we show that the pathologic effects of c-Abl in PD also involve activation of p53, as c-Abl activation in a transgenic mouse model of α-synucleinopathy (TgA53T) and human PD cases are associated with the increased p53 activation. Significantly, active p53 in TgA53T neurons accumulates in the cytosol, which may lead to inhibition of autophagy. Thus, we hypothesized that c-Abl-dependent p53 activation contributes to autophagy impairment in α-synucleinopathy. In support of the hypothesis, we show that c-Abl activation is sufficient to inhibit autophagy in p53-dependent manner. Moreover, inhibition of either c-Abl, using nilotinib, or p53, using pifithrin-α, was sufficient to increase autophagic flux in neuronal cells by inducing phosphorylation of AMP-activated kinase (AMPK), ULK1 activation, and down-regulation of mTORC1 signaling. Finally, we show that pharmacological attenuation of c-Abl activity by nilotinib treatment in the TgA53T mouse model reduces activation of p53, stimulates autophagy, decreases accumulation αS pathology, and delays disease onset. CONCLUSION: Collectively, our data show that c-Abl activation by α-synucleinopathy causes p53 dependent autophagy deficits and both c-Abl and p53 represent therapeutic target for PD.


Subject(s)
Autophagy/physiology , Parkinson Disease/metabolism , Parkinson Disease/pathology , Proto-Oncogene Proteins c-abl/metabolism , Tumor Suppressor Protein p53/metabolism , Animals , Brain/metabolism , Brain/pathology , Dopaminergic Neurons/metabolism , Dopaminergic Neurons/pathology , Humans , Mice , Mice, Transgenic , Synucleinopathies/metabolism , Synucleinopathies/pathology , alpha-Synuclein/metabolism
7.
PLoS One ; 15(4): e0231212, 2020.
Article in English | MEDLINE | ID: mdl-32275682

ABSTRACT

Two major proteolytic systems, the proteasome and the autophagy pathway, are key components of the proteostasis network. The immunoproteasome, a proteasome subtype, and autophagy are upregulated under stress conditions, forming a coordinated unit designed to minimize the effect of cell stress. We investigated how genetic ablation of the LMP2 immunoproteasome subunit affects autophagy in retinal pigment epithelium (RPE) from WT and LMP2 knockout mice. We monitored autophagy regulation by measuring LC3, phosphorylation of AKT (S473), and phosphorylation of S6, a downstream readout of AKT (mTOR) pathway activation. We also evaluated transcription factor EB (TFEB) nuclear translocation, a transcription factor that controls expression of autophagy and lysosome genes. WT and LMP2 KO cells were monitored after treatment with EBSS to stimulate autophagy, insulin to stimulate AKT, or an AKT inhibitor (trehalose or MK-2206). Under basal conditions, we observed hyper-phosphorylation of AKT and S6, as well as lower nuclear-TFEB content in LMP2 KO RPE compared with WT. AKT inhibitors MK-2206 and trehalose significantly inhibited AKT phosphorylation and stimulated nuclear translocation of TFEB. Starvation and AKT inhibition upregulated autophagy, albeit to a lesser extent in LMP2 KO RPE. These data support the idea that AKT hyper-activation is an underlying cause of defective autophagy regulation in LMP2 KO RPE, revealing a unique link between two proteolytic systems and a previously unknown function in autophagy regulation by the immunoproteasome.


Subject(s)
Autophagy , Proteasome Endopeptidase Complex/immunology , Proto-Oncogene Proteins c-akt/metabolism , Retina/cytology , Animals , Autophagy/drug effects , Basic Helix-Loop-Helix Leucine Zipper Transcription Factors/metabolism , Cells, Cultured , Cysteine Endopeptidases/metabolism , Enzyme Activation/drug effects , HEK293 Cells , Humans , Insulin/pharmacology , Mice, Knockout , Phosphorylation/drug effects , Protein Transport/drug effects , Proto-Oncogene Proteins c-akt/antagonists & inhibitors , Retinal Pigment Epithelium/cytology , Signal Transduction/drug effects
8.
Biochimie ; 142: 51-62, 2017 Nov.
Article in English | MEDLINE | ID: mdl-28804003

ABSTRACT

Autophagy is an intracellular bulk degradation process, induced under nutrient starvation. Failure of autophagy has been recognized as a contributor to aging and multiple age related neurodegenerative diseases. Improving autophagy is a beneficial anti-aging strategy, however very few physiological regulators have been identified. Here, we demonstrate that vitamin C is a nutritional stimulator of autophagy. Supplementation of fresh hepatocytes with vitamin C increased autophagic proteolysis significantly in the presence of amino acids in a dose- and time-dependent manner, although no effect was observed in the absence of amino acids. In addition, inhibitor studies with 3-methyladenine, chloroquine, leupeptin and ß-lactone confirmed that vitamin C is active through the lysosomal autophagy and not the proteasome pathway. Furthermore, the autophagy marker LC3 protein was significantly increased by vitamin C, suggesting its possible site of action is at the formation step. Both the reduced (ascorbic acid, AsA) and oxidized form (dehydroascorbic acid, DHA) of vitamin C exhibited equal enhancing effect, indicating that the effect does not depend on the anti-oxidation functionality of vitamin C. To understand the mechanism, we established that the effective dose (50 µM) was 15× lower than the intracellular content suggesting these would be only a minor influx from the extracellular pool. Moreover, transporter inhibitor studies in an AsA deficient ODS model rat revealed more accurately that the enhancing effect on autophagic proteolysis still existed, even though the intracellular influx of AsA was blocked. Taken together, these results provide evidence that vitamin C can potentially act through extracellular signaling.


Subject(s)
Amino Acids/metabolism , Ascorbic Acid/pharmacology , Autophagy/drug effects , Proteolysis/drug effects , Animals , Cell Line , Dose-Response Relationship, Drug , Extracellular Space/drug effects , Extracellular Space/metabolism , Male , Rats , Rats, Wistar , Signal Transduction/drug effects , Time Factors
9.
Anal Biochem ; 465: 28-34, 2014 Nov 15.
Article in English | MEDLINE | ID: mdl-25062852

ABSTRACT

Autophagy is the major intracellular lysosomal bulk degradation pathway induced by nutrient starvation and contributes to the elimination of damaged organelles and protein aggregates to recycle building block and is essential for cell survival. Microtubule-associated protein 1 light chain 3 (LC3) plays an indispensable role in macroautophagy formation and is a molecular marker for the process. Here, we show that autophagy increased through quick robust signaling from starvation by enhanced levels of LC3, LC3-EGFP (enhanced green fluorescent protein) punctate, and bulk proteolysis in rat hepatoma H4-II-E cells and fresh rat hepatocytes. After the addition of amino acids to the starvation condition, a similar quick signal appeared by significant reduction of the LC3 ratio and bulk proteolysis. Interestingly, we observed that post-translational modification of LC3 conversion occurred even long before the changes happened in the level of LC3-mRNA (messenger RNA) expression. A similar coordinated but diverse effect on LC3 was confirmed by using autophagy and lysosomal inhibitors. These results indicated that during starvation the initial robust signal to the cytoplasm can induce autophagy activity through modification at the protein level, whereas after depleting readily available autophagy proteins the signal goes to the DNA transcription level to maintain the autophagy capacity of cells.


Subject(s)
Autophagy , Hepatocytes/metabolism , Microtubule-Associated Proteins/biosynthesis , Protein Processing, Post-Translational , Signal Transduction , Starvation/metabolism , Transcription, Genetic , Animals , Cell Line, Tumor , Hepatocytes/pathology , Microtubule-Associated Proteins/genetics , RNA, Messenger/biosynthesis , RNA, Messenger/genetics , Rats , Rats, Wistar , Starvation/genetics , Starvation/pathology
10.
Biochem Biophys Res Commun ; 446(1): 8-14, 2014 Mar 28.
Article in English | MEDLINE | ID: mdl-24486546

ABSTRACT

Autophagy is the intracellular bulk degradation process to eliminate damaged cellular machinery and to recycle building blocks, and is crucial for cell survival and cell death. Amino acids modulate autophagy in response to nutrient starvation and oxidative stress. We investigated the relevance of reactive oxygen species (ROS) production on the regulation of autophagy using amino acids, both as a mixture and individually, in rat hepatoma H4-II-E cells. Nutrient starvation elevated ROS production and stimulated autophagy. Treatment with complete (CAA), regulatory (RegAA) and non-regulatory (NonRegAA) amino acid mixtures showed significant suppression of ROS production, whereas only CAA and RegAA exhibited significant suppression of autophagy, suggesting a dissociation of the two responses. The effects of individual amino acids were examined. Leucine from RegAA decreased ROS production and suppressed autophagy. However, methionine and proline from RegAA and arginine, cystine and glutamic acid from NonRegAA suppressed autophagy with an opposite increase in ROS production. Other amino acids from the NonRegAA group showed stimulating effects on ROS production without an autophagic response. Arginine's effect on autophagy suppression was not blocked by rapamycin, indicating an mTOR-independent pathway. Inhibitor studies on arginine-regulated autophagy may indicate the involvement of NO pathway, which is independent from ROS and mTOR pathways.


Subject(s)
Amino Acids/metabolism , Arginine/metabolism , Autophagy/physiology , Animals , Autophagy/drug effects , Cell Line , Hep G2 Cells , Humans , Nitric Oxide/metabolism , Rats , Reactive Oxygen Species/metabolism , Signal Transduction , Sirolimus/pharmacology , TOR Serine-Threonine Kinases/antagonists & inhibitors , TOR Serine-Threonine Kinases/metabolism
11.
Biochem Biophys Res Commun ; 394(4): 981-7, 2010 Apr 16.
Article in English | MEDLINE | ID: mdl-20307493

ABSTRACT

Autophagy is an intracellular bulk degradation process induced by nutrient starvation, and contributes to macromolecular turnover and rejuvenation of cellular organelles. We demonstrated that vitamin E was a novel nutritional enhancer of autophagy in freshly isolated rat hepatocytes and rat hepatoma H4-II-E cells. Supplementation of fresh hepatocytes with vitamin E (up to 100 microM) increased proteolysis significantly in the presence or absence of amino acids in a dose-dependent manner. The cytosolic LC3 ratio, a newly established index of autophagic flux, was significantly increased by vitamin E, strongly suggesting that the possible site of action is the LC3 conversion step, an early step in autophagosome formation. A typical antioxidant, alpha-lipoic acid, exerted autophagy suppression, while H(2)O(2) stimulated autophagy. It is conceivable that autophagy was stimulated by oxidative stress and this stimulation was cancelled by cellular antioxidative effects. However, in our studies, vitamin E could have enhanced autophagy over-stimulation by H(2)O(2), rather than suppress it. From these results, using a new cytosolic LC3 ratio, vitamin E increases autophagy by accelerating LC3 conversion through a new signaling pathway, emerging as a novel enhancer of autophagy.


Subject(s)
Antioxidants/pharmacology , Autophagy/drug effects , Hepatocytes/drug effects , Vitamin E/pharmacology , Animals , Cell Line, Tumor , Cytosol/metabolism , Food , Hepatocytes/metabolism , Hydrogen Peroxide/pharmacology , Microtubule-Associated Proteins/metabolism , Oxidative Stress/drug effects , Rats , alpha-Tocopherol/pharmacology
12.
Methods Enzymol ; 452: 199-213, 2009.
Article in English | MEDLINE | ID: mdl-19200884

ABSTRACT

Macroautophagy, an intracellular bulk degradation process and a typical form of autophagy in eukaryotes, is sensitive to physiological regulation, such as the supply and deprivation of nutrients. Microtubule-associated protein 1 light chain 3 (LC3), a mammalian homologue of yeast Atg8, plays a critical role in macroautophagy formation and is considered a suitable marker for this process. In mammalian cells, there is a limitation for biochemical and morphological methods to monitor autophagy within a short period of time. During analysis of the subcellular distribution of LC3, we found that the cytosolic fraction contains not only a precursor form (LC3-I), but also an apparently active form, denoted as LC3-IIs. Both LC3-I and LC3-IIs in the cytosolic fraction, and thus the LC3-IIs/I ratio (designated the cytosolic LC3 ratio), were more responsive to amino acids than monitoring LC3-II or the LC3-II/I ratio in the total homogenate, and remarkably reflected the total proteolytic flux in fresh rat hepatocytes and the cultured H4-II-E cell line. Thus, in addition to representing a sensitive index of macroautophagy, examining the cytosolic LC3 ratio is an easy and quick quantitative method for monitoring the regulation of this process in hepatocytes and H4-II-E cells.


Subject(s)
Autophagy/physiology , Cytosol/metabolism , Microtubule-Associated Proteins/physiology , Animals , Cell Line , Cells, Cultured , Hepatocytes/metabolism , Rats
13.
Autophagy ; 3(6): 553-60, 2007.
Article in English | MEDLINE | ID: mdl-17617739

ABSTRACT

Macroautophagy, an intracellular bulk degradation process in eukaryotes, is sensitive to nutrient supply and deprivation. Microtubule-associated protein 1 light chain 3 (LC3), a mammalian homologue of yeast Atg8, plays an indispensable role in macroautophagy formation and is a suitable marker for this process. Through analysis of the subcellular distribution of LC3, we determined that the cytosolic fraction contained not only a precursor form (LC3-I), but also an apparent active form (LC3-IIs). Both cytosolic LC3-I and LC3-IIs were more responsive to amino acids than those of total homogenate. Moreover, changes in the LC3-IIs/I ratio reflected those in the total proteolytic flux remarkably in both fresh rat hepatocytes and H4-II-E cell lines. Thus, in addition to a sensitive index of macroautophagy, calculating the cytosolic LC3 ratio became an easy and quick quantitative method for monitoring its regulation in hepatocytes and H4-II-E cells.


Subject(s)
Autophagy , Cytosol/metabolism , Hepatocytes/metabolism , Microtubule-Associated Proteins/metabolism , Animals , Biomarkers/metabolism , Blotting, Western , Carcinoma, Hepatocellular/pathology , Cell Line, Tumor , Hydrolysis , Liver Neoplasms/pathology , Male , Models, Biological , Rats , Rats, Wistar , Sensitivity and Specificity , Subcellular Fractions/metabolism
14.
Mol Aspects Med ; 27(5-6): 426-43, 2006.
Article in English | MEDLINE | ID: mdl-16999992

ABSTRACT

A growing number of evidences indicate a strict causality between the reduction of autophagic functionality and aging. In this context the preservation of a proper autophagic response is of paramount importance to preserve the cellular processes in aging cell. Nutrients availability, especially for amino acids, is the most physiological key regulator of macroautophagy. In mammalian cells the knowledge of the mechanism and the underlying regulation of macroautophagy has been greatly improved in recent years and we focus on the role of nutrients, in particular on their involvement in preventing cellular aging through the modulation of autophagy. This review covers the main features of macroautophagy regulation by nutrients, in particular amino acids as well as glucose and vitamins, and its mechanisms, focusing primarily on the mammalian hepatocyte, which has been extensively utilized to dissect signaling pathways underlying the regulation of macroautophagy.


Subject(s)
Autophagy , Nutritional Physiological Phenomena , Amino Acids/metabolism , Animals , Glucose/metabolism , Humans , Signal Transduction , Vitamins/metabolism
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