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1.
J Proteome Res ; 23(7): 2376-2385, 2024 Jul 05.
Article in English | MEDLINE | ID: mdl-38856018

ABSTRACT

Schizophrenia is a severe psychological disorder. The current diagnosis mainly relies on clinical symptoms and lacks laboratory evidence, which makes it very difficult to make an accurate diagnosis especially at an early stage. Plasma protein profiles of schizophrenia patients were obtained and compared with healthy controls using 4D-DIA proteomics technology. Furthermore, 79 DEPs were identified between schizophrenia and healthy controls. GO functional analysis indicated that DEPs were predominantly associated with responses to toxic substances and platelet aggregation, suggesting the presence of metabolic and immune dysregulation in patients with schizophrenia. KEGG pathway enrichment analysis revealed that DEPs were primarily enriched in the chemokine signaling pathway and cytokine receptor interactions. A diagnostic model was ultimately established, comprising three proteins, namely, PFN1, GAPDH and ACTBL2. This model demonstrated an AUC value of 0.972, indicating its effectiveness in accurately identifying schizophrenia. PFN1, GAPDH and ACTBL2 exhibit potential as biomarkers for the early detection of schizophrenia. The findings of our studies provide novel insights into the laboratory-based diagnosis of schizophrenia.


Subject(s)
Biomarkers , Profilins , Proteomics , Schizophrenia , Schizophrenia/metabolism , Schizophrenia/diagnosis , Schizophrenia/blood , Humans , Biomarkers/blood , Biomarkers/metabolism , Proteomics/methods , Profilins/metabolism , Female , Male , Adult , Case-Control Studies , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/metabolism , Middle Aged , Blood Proteins/analysis , Proteome/analysis
2.
J Innate Immun ; 16(1): 133-142, 2024.
Article in English | MEDLINE | ID: mdl-38325356

ABSTRACT

INTRODUCTION: Coronavirus disease 2019 caused by coronavirus-2 (SARS-CoV-2) has emerged as an aggressive viral pandemic. Health care providers confront a challenging task for rapid development of effective strategies to combat this and its long-term after effects. Virus entry into host cells involves interaction between receptor-binding domain (RBD) of spike (S) protein S1 subunit with angiotensin converting enzyme present on host cells. Glyceraldehyde-3-phosphate dehydrogenase (GAPDH) is a moonlighting enzyme involved in cellular glycolytic energy metabolism and micronutrient homeostasis. It is deployed in various cellular compartments and the extra cellular milieu. Though it is known to moonlight as a component of mammalian innate immune defense machinery, till date its role in viral restriction remains unknown. METHOD: Recombinant S protein, the RBD, and human GAPDH protein were used for solid phase binding assays and biolayer interferometry. Pseudovirus particles expressing four different strain variants of S protein all harboring ZsGreen gene as marker of infection were used for flow cytometry-based infectivity assays. RESULTS: Pseudovirus entry into target cells in culture was significantly inhibited by addition of human GAPDH into the extracellular medium. Binding assays demonstrated that human GAPDH binds to S protein and RBD of SARS-CoV-2 with nanomolar affinity. CONCLUSIONS: Our investigations suggest that this interaction of GAPDH interferes in the viral docking with hACE2 receptors, thereby affecting viral ingress into mammalian cells.


Subject(s)
COVID-19 , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating) , Protein Binding , SARS-CoV-2 , Spike Glycoprotein, Coronavirus , Virus Internalization , Humans , Spike Glycoprotein, Coronavirus/metabolism , SARS-CoV-2/physiology , COVID-19/virology , HEK293 Cells , Betacoronavirus/physiology , Glyceraldehyde-3-Phosphate Dehydrogenases/metabolism , Pneumonia, Viral/virology , Pneumonia, Viral/immunology , Pandemics , Coronavirus Infections/virology , Angiotensin-Converting Enzyme 2/metabolism
3.
Biosci Biotechnol Biochem ; 87(8): 907-915, 2023 Jul 24.
Article in English | MEDLINE | ID: mdl-37169920

ABSTRACT

We characterized the membrane vesicle fraction (RD-MV fraction) from bacterial strain RD055328, which is related to members of the genus Companilactobacillus and Lactiplantibacillus plantarum. RD-MVs and glyceraldehyde 3-phosphate dehydrogenase (GAPDH) were detected in the RD-MV fraction. Immunoglobulin A (IgA) was produced by Peyer's patch cells following the addition of the RD-MV fraction. In the presence of the RD-MV fraction, RAW264 cells produced the pro-inflammatory cytokine IL-6. Recombinant GAPDH probably induced the production of IL-6 by RAW264 cells via superficial toll-like receptor 2 (TLR2) recognition. A confocal laser scanning microscopy image analysis indicated that RD-MVs and GAPDH were taken up by RAW264 cells. GAPDH wrapped around RAW264 cells. We suggest that GAPDH from strain RD055328 enhanced the production of IgA by acquired immune cells via the production of IL-6 by innate immune cells through TLR2 signal transduction.


Subject(s)
Bacterial Proteins , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating) , Lactobacillaceae , Signal Transduction , Toll-Like Receptor 2 , RAW 264.7 Cells , Signal Transduction/drug effects , Toll-Like Receptor 2/immunology , Recombinant Proteins/genetics , Recombinant Proteins/isolation & purification , Recombinant Proteins/pharmacology , Immunoglobulin A/immunology , Interleukin-6/immunology , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/genetics , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/isolation & purification , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/pharmacology , Adjuvants, Immunologic/genetics , Adjuvants, Immunologic/isolation & purification , Adjuvants, Immunologic/pharmacology , Animals , Mice , Lactobacillaceae/classification , Lactobacillaceae/enzymology , Lactobacillaceae/genetics , Lactobacillaceae/isolation & purification , Bacterial Proteins/genetics , Bacterial Proteins/pharmacology , NF-kappa B/immunology , Transcriptional Activation/drug effects
4.
Nat Commun ; 14(1): 2610, 2023 05 05.
Article in English | MEDLINE | ID: mdl-37147288

ABSTRACT

Severe COVID-19 is characterized by an increase in the number and changes in the function of innate immune cells including neutrophils. However, it is not known how the metabolome of immune cells changes in patients with COVID-19. To address these questions, we analyzed the metabolome of neutrophils from patients with severe or mild COVID-19 and healthy controls. We identified widespread dysregulation of neutrophil metabolism with disease progression including in amino acid, redox, and central carbon metabolism. Metabolic changes in neutrophils from patients with severe COVID-19 were consistent with reduced activity of the glycolytic enzyme GAPDH. Inhibition of GAPDH blocked glycolysis and promoted pentose phosphate pathway activity but blunted the neutrophil respiratory burst. Inhibition of GAPDH was sufficient to cause neutrophil extracellular trap (NET) formation which required neutrophil elastase activity. GAPDH inhibition increased neutrophil pH, and blocking this increase prevented cell death and NET formation. These findings indicate that neutrophils in severe COVID-19 have an aberrant metabolism which can contribute to their dysfunction. Our work also shows that NET formation, a pathogenic feature of many inflammatory diseases, is actively suppressed in neutrophils by a cell-intrinsic mechanism controlled by GAPDH.


Subject(s)
COVID-19 , Extracellular Traps , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating) , Humans , COVID-19/metabolism , Extracellular Traps/metabolism , Metabolome , Metabolomics , Neutrophils , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/metabolism
5.
Biochem Biophys Res Commun ; 657: 1-7, 2023 05 21.
Article in English | MEDLINE | ID: mdl-36963174

ABSTRACT

Glyceraldehyde-3-phosphate dehydrogenase (GAPDH) acts as a sensor under oxidative stress, leading to induction of various biological responses. Given that mitogen-activated protein kinase (MAPK) signaling pathways mediate cellular responses to a wide variety of stimuli, including oxidative stress, here, we aimed to elucidate whether a cross-talk cascade between GAPDH and MAPKs occurs under oxidative stress. Of the three typical MAPKs investigated-extracellular signal-regulated kinase, p38, and c-Jun N-terminal kinase (JNK)-we found that hydrogen peroxide (H2O2)-induced JNK activation is significantly reduced in HEK293 cells treated with small-interfering (si)RNA targeting GAPDH. Co-immunoprecipitation with a GAPDH antibody further revealed protein-protein interactions between GAPDH and JNK in H2O2-stmulated cells. Notably, both JNK activation and these interactions depend on oxidation of the active-site cysteine (Cys152) in GAPDH, as demonstrated by rescue experiments with either exogenous wild-type GAPDH or the cysteine-substituted mutant (C152A) in endogenous GAPDH-knockdown HEK293 cells. Moreover, H2O2-induced translocation of Bcl-2-associated X protein (Bax) into mitochondria, which occurs downstream of JNK activation, is attenuated by endogenous GAPDH knockdown in HEK293 cells. These results suggest a novel role for GAPDH in the JNK signaling pathway under oxidative stress.


Subject(s)
Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating) , Hydrogen Peroxide , JNK Mitogen-Activated Protein Kinases , Mitogen-Activated Protein Kinase 8 , Humans , Cysteine/metabolism , HEK293 Cells , Hydrogen Peroxide/pharmacology , JNK Mitogen-Activated Protein Kinases/metabolism , Oxidative Stress , p38 Mitogen-Activated Protein Kinases/metabolism , Mitogen-Activated Protein Kinase 8/pharmacology , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/metabolism
6.
PLoS Pathog ; 18(9): e1010803, 2022 09.
Article in English | MEDLINE | ID: mdl-36103572

ABSTRACT

Efforts to control the global malaria health crisis are undermined by antimalarial resistance. Identifying mechanisms of resistance will uncover the underlying biology of the Plasmodium falciparum malaria parasites that allow evasion of our most promising therapeutics and may reveal new drug targets. We utilized fosmidomycin (FSM) as a chemical inhibitor of plastidial isoprenoid biosynthesis through the methylerythritol phosphate (MEP) pathway. We have thus identified an unusual metabolic regulation scheme in the malaria parasite through the essential glycolytic enzyme, glyceraldehyde 3-phosphate dehydrogenase (GAPDH). Two parallel genetic screens converged on independent but functionally analogous resistance alleles in GAPDH. Metabolic profiling of FSM-resistant gapdh mutant parasites indicates that neither of these mutations disrupt overall glycolytic output. While FSM-resistant GAPDH variant proteins are catalytically active, they have reduced assembly into the homotetrameric state favored by wild-type GAPDH. Disrupted oligomerization of FSM-resistant GAPDH variant proteins is accompanied by altered enzymatic cooperativity and reduced susceptibility to inhibition by free heme. Together, our data identifies a new genetic biomarker of FSM-resistance and reveals the central role of GAPDH in MEP pathway control and antimalarial sensitivity.


Subject(s)
Antimalarials , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/metabolism , Malaria, Falciparum , Parasites , Animals , Antimalarials/metabolism , Biomarkers/metabolism , Drug Resistance/genetics , Fosfomycin/analogs & derivatives , Heme/metabolism , Humans , Malaria, Falciparum/parasitology , Parasites/metabolism , Phosphates/metabolism , Plasmodium falciparum/genetics , Plasmodium falciparum/metabolism , Terpenes/metabolism
7.
Science ; 377(6601): 105-109, 2022 07.
Article in English | MEDLINE | ID: mdl-35771906

ABSTRACT

Variation in gene expression arises from cis- and trans-regulatory mutations, which contribute differentially to expression divergence. We compare the impacts on gene expression and fitness resulting from cis- and trans-regulatory mutations in Saccharomyces cerevisiae, with a focus on the TDH3 gene. We use the effects of cis-regulatory mutations to infer effects of trans-regulatory mutations attributable to impacts beyond the focal gene, revealing a distribution of pleiotropic effects. Cis- and trans-regulatory mutations had different effects on gene expression with pleiotropic effects of trans-regulatory mutants affecting expression of genes both in parallel to and downstream of the focal gene. The more widespread and deleterious effects of trans-regulatory mutations we observed are consistent with their decreasing relative contribution to expression differences over evolutionary time.


Subject(s)
Evolution, Molecular , Gene Expression Regulation, Fungal , Genetic Fitness , Genetic Variation , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating) , Saccharomyces cerevisiae Proteins , Saccharomyces cerevisiae , Alleles , Gene Expression , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/genetics , Mutation , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae Proteins/genetics
8.
Int J Mol Sci ; 23(7)2022 Mar 25.
Article in English | MEDLINE | ID: mdl-35408935

ABSTRACT

Increased expression of transketolase (TKT) and its isoform transketolase-like-1 (TKTL1) has been related to the malignant leukemia phenotype through promoting an increase in the non-oxidative branch of the pentose phosphate pathway (PPP). Recently, it has also been described that TKTL1 can have a role in survival under hypoxic conditions and in the acquisition of radio resistance. However, TKTL1's role in triggering metabolic reprogramming under hypoxia in leukemia cells has never been characterized. Using THP-1 AML cells, and by combining metabolomics and transcriptomics techniques, we characterized the impact of TKTL1 knockdown on the metabolic reprogramming triggered by hypoxia. Results demonstrated that TKTL1 knockdown results in a decrease in TKT, glucose-6-phosphate dehydrogenase (G6PD) and glyceraldehyde-3-phosphate dehydrogenase (GAPDH) activities and impairs the hypoxia-induced overexpression of G6PD and GAPDH, all having significant impacts on the redox capacity of NADPH- and NADH-related cells. Moreover, TKTL1 knockdown impedes hypoxia-induced transcription of genes encoding key enzymes and transporters involved in glucose, PPP and amino acid metabolism, rendering cells unable to switch to enhanced glycolysis under hypoxia. Altogether, our results show that TKTL1 plays a key role in the metabolic adaptation to hypoxia in THP-1 AML cells through modulation of G6PD and GAPDH activities, both regulating glucose/glutamine consumption and the transcriptomic overexpression of key players of PPP, glucose and amino acids metabolism.


Subject(s)
Leukemia, Myeloid, Acute , Transketolase , Glucose/metabolism , Glucosephosphate Dehydrogenase/genetics , Glucosephosphate Dehydrogenase/metabolism , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating) , Glyceraldehyde-3-Phosphate Dehydrogenases/metabolism , Humans , Hypoxia , Pentose Phosphate Pathway/genetics , Transketolase/genetics , Transketolase/metabolism
9.
Cancer Res ; 82(7): 1251-1266, 2022 04 01.
Article in English | MEDLINE | ID: mdl-35149585

ABSTRACT

Despite being the leading cause of cancer deaths, metastasis remains a poorly understood process. To identify novel regulators of metastasis in melanoma, we performed a large-scale RNA sequencing screen of 48 samples from patient-derived xenograft (PDX) subcutaneous melanomas and their associated metastases. In comparison with primary tumors, expression of glycolytic genes was frequently decreased in metastases, whereas expression of some tricarboxylic acid (TCA) cycle genes was increased in metastases. Consistent with these transcriptional changes, melanoma metastases underwent a metabolic switch characterized by decreased levels of glycolytic metabolites and increased abundance of TCA cycle metabolites. A short isoform of glyceraldehyde-3-phosphate dehydrogenase, spermatogenic (GAPDHS) lacking the N-terminal domain suppressed metastasis and regulated this metabolic switch. GAPDHS was downregulated in metastatic nodules from PDX models as well as in human patients. Overexpression of GAPDHS was sufficient to block melanoma metastasis, whereas its inhibition promoted metastasis, decreased glycolysis, and increased levels of certain TCA cycle metabolites and their derivatives including citrate, fumarate, malate, and aspartate. Isotope tracing studies indicated that GAPDHS mediates this shift through changes in pyruvate carboxylase activity and aspartate synthesis, both metabolic pathways critical for cancer survival and metastasis. Together, these data identify a short isoform of GAPDHS that limits melanoma metastasis and regulates central carbon metabolism. SIGNIFICANCE: This study characterizes metabolic changes during cancer metastasis and identifies GAPDHS as a novel regulator of these processes in melanoma cells.


Subject(s)
Glyceraldehyde-3-Phosphate Dehydrogenases , Melanoma , Citric Acid Cycle , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating) , Glyceraldehyde-3-Phosphate Dehydrogenases/genetics , Glyceraldehyde-3-Phosphate Dehydrogenases/metabolism , Glycolysis , Humans , Melanoma/pathology , Protein Isoforms/metabolism , Spermatogenesis
10.
J Immunol ; 208(3): 571-581, 2022 02 01.
Article in English | MEDLINE | ID: mdl-34965962

ABSTRACT

IDO2 is one of two closely related tryptophan catabolizing enzymes induced under inflammatory conditions. In contrast to the immunoregulatory role defined for IDO1 in cancer models, IDO2 has a proinflammatory function in models of autoimmunity and contact hypersensitivity. In humans, two common single-nucleotide polymorphisms have been identified that severely impair IDO2 enzymatic function, such that <25% of individuals express IDO2 with full catalytic potential. This, together with IDO2's relatively weak enzymatic activity, suggests that IDO2 may have a role outside of its function in tryptophan catabolism. To determine whether the enzymatic activity of IDO2 is required for its proinflammatory function, we used newly generated catalytically inactive IDO2 knock-in mice together with established models of contact hypersensitivity and autoimmune arthritis. Contact hypersensitivity was attenuated in catalytically inactive IDO2 knock-in mice. In contrast, induction of autoimmune arthritis was unaffected by the absence of IDO2 enzymatic activity. In pursuing this nonenzymatic IDO2 function, we identified GAPDH, Runx1, RANbp10, and Mgea5 as IDO2-binding proteins that do not interact with IDO1, implicating them as potential mediators of IDO2-specific function. Taken together, our findings identify a novel function for IDO2, independent of its tryptophan catabolizing activity, and suggest that this nonenzymatic function could involve multiple signaling pathways. These data show that the enzymatic activity of IDO2 is required only for some inflammatory immune responses and provide, to our knowledge, the first evidence of a nonenzymatic role for IDO2 in mediating autoimmune disease.


Subject(s)
Arthritis/immunology , Autoimmunity/immunology , Indoleamine-Pyrrole 2,3,-Dioxygenase/genetics , Indoleamine-Pyrrole 2,3,-Dioxygenase/metabolism , Animals , Antigens, Neoplasm/metabolism , Cell Line , Core Binding Factor Alpha 2 Subunit/metabolism , Gene Knock-In Techniques , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/metabolism , Guanine Nucleotide Exchange Factors/metabolism , HEK293 Cells , Humans , Inflammation/immunology , Mice , Mice, Inbred BALB C , Mice, Inbred C57BL , Mice, Knockout , Microtubule-Associated Proteins/metabolism , Polymorphism, Single Nucleotide/genetics
11.
Brain Res ; 1776: 147747, 2022 02 01.
Article in English | MEDLINE | ID: mdl-34864044

ABSTRACT

Glucose uptake in the brain is critically important to brain health. Using two widely used cell line model systems, we have found that siramesine, a lysosomotropic agent and ligand for the sigma-2 receptor, inhibits glucose uptake and decreases pools of the GLUT1 glucose transporter at the plasma membrane. Siramesine induces autophagy but also disrupts degradation of autophagy substrates, providing a potential mechanism for its action on glucose uptake. In other cell systems, many of the effects of siramesine can be suppressed by α -tocopherol, a type of vitamin E and potent antioxidant, and α-tocopherol also suppressed the effect of siramesine on glucose uptake, suggesting a role for reactive oxygen species and membrane maintenance. We have also identified a novel mechanism for siramesine in which it inhibited plasma membrane levels of GAPDH, a key protein in glycolysis which localizes to the plasma membrane in some cell types. Indeed, GAPDH inhibitors decreased glucose uptake, like siramesine, likely through an overlapping pathway with siramesine. GAPDH inhibitors induced autophagy but inhibited degradation of autophagy targets. Thus, we have identified novel mechanisms required for glucose uptake which may have important implications in disease.


Subject(s)
Autophagy/physiology , Cell Membrane/metabolism , Glucose/metabolism , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/metabolism , Autophagy/drug effects , Biological Transport/drug effects , Cell Line, Tumor , Cell Membrane/drug effects , Glycolysis/drug effects , Humans , Indoles/pharmacology , Lysosomes/metabolism , Spiro Compounds/pharmacology
12.
Acta Pharmacol Sin ; 43(2): 470-482, 2022 Feb.
Article in English | MEDLINE | ID: mdl-33850276

ABSTRACT

Aerobic glycolysis, also known as the Warburg effect, is a hallmark of cancer cell glucose metabolism and plays a crucial role in the activation of various types of immune cells. Glyceraldehyde 3-phosphate dehydrogenase (GAPDH) catalyzes the conversion of D-glyceraldehyde 3-phosphate to D-glycerate 1,3-bisphosphate in the 6th critical step in glycolysis. GAPDH exerts metabolic flux control during aerobic glycolysis and therefore is an attractive therapeutic target for cancer and autoimmune diseases. Recently, GAPDH inhibitors were reported to function through common suicide inactivation by covalent binding to the cysteine catalytic residue of GAPDH. Herein, by developing a high-throughput enzymatic screening assay, we discovered that the natural product 1,2,3,4,6-penta-O-galloyl-ß-D-glucopyranose (PGG) is an inhibitor of GAPDH with Ki = 0.5 µM. PGG blocks GAPDH activity by a reversible and NAD+ and Pi competitive mechanism, suggesting that it represents a novel class of GAPDH inhibitors. In-depth hydrogen deuterium exchange mass spectrometry (HDX-MS) analysis revealed that PGG binds to a region that disrupts NAD+ and inorganic phosphate binding, resulting in a distal conformational change at the GAPDH tetramer interface. In addition, structural modeling analysis indicated that PGG probably reversibly binds to the center pocket of GAPDH. Moreover, PGG inhibits LPS-stimulated macrophage activation by specific downregulation of GAPDH-dependent glucose consumption and lactate production. In summary, PGG represents a novel class of GAPDH inhibitors that probably reversibly binds to the center pocket of GAPDH. Our study sheds new light on factors for designing a more potent and specific inhibitor of GAPDH for future therapeutic applications.


Subject(s)
Glyceraldehyde-3-Phosphate Dehydrogenases/antagonists & inhibitors , Hydrolyzable Tannins/pharmacology , Animals , Drug Evaluation, Preclinical/methods , Glucose/metabolism , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/antagonists & inhibitors , Humans , Hydrogen Deuterium Exchange-Mass Spectrometry , Lactic Acid/metabolism , Magnetic Resonance Spectroscopy , Male , Mice , Mice, Inbred C57BL , Organometallic Compounds , Real-Time Polymerase Chain Reaction
13.
Genes Genomics ; 44(1): 79-95, 2022 01.
Article in English | MEDLINE | ID: mdl-34609723

ABSTRACT

BACKGROUND: Gliomas, especially Glioblastoma multiforme, are the most frequent type of primary tumors in central nervous system. Increasing researches have revealed the relationship between autophagy and tumor, while the molecular mechanism of autophagy in glioma is still rarely reported. OBJECTIVE: Our research aims to conform the autophagy-related genes (ARGs) implicated in the development and progression of glioma and improve our understanding of autophagy in glioma. METHODS: 20 candidate ARGs were screened through the protein-protein interaction network. We also downloaded the publicly accessible glioma data for 665 individuals from TCGA and 970 individuals from CGGA with RNA sequences and clinicopathological information. Subsequently, univariate and multivariate Cox regression analysis identified 5 key ARGs among the 20 candidate genes as key prognostic genes for survival, GSEA and immune response analysis. RESULTS: ATG5, BCL2L1, CASP3, CASP8, GAPDH were identified as key ARGs in our research. Further studies showed that the high-risk population was linked to a dismal prognosis and suggested an immune-inhibitory microenvironment. GSEA results demonstrated that high risk population was closely related to DNA repair, hypoxia pathways, implicated in immunosuppression and carcinogenesis. Through CMap, we finally identified 14 candidate drugs for the ARG high risk population. CONCLUSIONS: This study established and verified an ARG risk model, which can serve as an independent predictor for prognosis, reflect on the strength of the immune response and predict the potential drugs in glioma. Our findings offer new understandings of ARG molecular mechanism and promising therapeutic targets for glioma treatment.


Subject(s)
Autophagy/genetics , Gene Expression Profiling/methods , Gene Expression Regulation, Neoplastic , Glioma/genetics , Transcriptome/genetics , Tumor Microenvironment/genetics , Antineoplastic Agents/therapeutic use , Autophagy-Related Protein 5/genetics , Caspase 3/genetics , Caspase 8/genetics , Gene Regulatory Networks/genetics , Glioma/drug therapy , Glioma/pathology , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/genetics , Humans , Kaplan-Meier Estimate , Multivariate Analysis , Protein Interaction Maps/genetics , Tumor Microenvironment/immunology , bcl-X Protein/genetics
14.
Mol Biol Rep ; 49(1): 797-804, 2022 Jan.
Article in English | MEDLINE | ID: mdl-34665400

ABSTRACT

BACKGROUND: Assessing an optimal reference gene as an internal control for target gene normalization is important during quantitative real time polymerase chain reaction (RT-qPCR) of three dimensional (3D) cell culture. Especially, gene profiling of cancer cells under a complex 3D microenvironment in a polymer scaffold provides a deeper understanding of tumor functioning in vivo. METHODS AND RESULTS: Expression of six housekeeping genes (HKG's): Glyceraldehyde-3-phosphodehydrogenase (GAPDH), ß-actin (ACTB), beta-2-microglobulin (B2M), 18S ribosomal RNA (18S rRNA), peptidyl-propyl-isomerase A (PPIA), and ribosomal protein L13 (RPL-13) during two dimensional (2D) culture, and alginate-carboxymethylcellulose scaffold based 3D culture conditioned up to 21 days was analysed for hepatocellular carcinoma (Huh-7) cells. The gene expression studies were performed by determining primer efficiency, melting curve and threshold cycle analysis. Further, RT-qPCR data was validated statistically using geNorm and NormFinder softwares. The study indicated RPL-13, 18S rRNA and B2M to be stable among selected referral HKG candidates. CONCLUSION: An exploration of a reliable HKG is necessary for normalization of gene expression in RT-qPCR during varying cell culture conditions.


Subject(s)
Carcinoma, Hepatocellular/genetics , Cell Culture Techniques/methods , Liver Neoplasms/genetics , Tissue Scaffolds , Transcriptome/genetics , Actins/genetics , Carcinoma, Hepatocellular/pathology , Cell Line, Tumor , Gene Expression Profiling/methods , Genes, Essential , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/genetics , Humans , Liver Neoplasms/pathology , Neoplasm Proteins/genetics , Peptidylprolyl Isomerase/genetics , RNA, Ribosomal, 18S/genetics , Real-Time Polymerase Chain Reaction/methods , Ribosomal Proteins/genetics , Tumor Microenvironment , beta 2-Microglobulin/genetics
15.
Mol Biol Rep ; 49(2): 1057-1065, 2022 Feb.
Article in English | MEDLINE | ID: mdl-34743273

ABSTRACT

BACKGROUND: The selection and validation of stably expressed reference genes is key for accurately quantifying the mRNA abundance of genes under different treatments. In the rabbit model of fasting caecotrophy, reports about the selection of stable reference genes are not available. METHODS AND RESULTS: This study aims to screen suitable reference genes in different tissues (including uterus, cecum, and liver) of rabbits between control and fasting caecotrophy groups. RT-qPCR was used to analyze the expression levels of eight commonly used reference genes (including GAPDH, 18S rRNA, B2M, CYP, HPRT1, ß-actin, H2afz, Ywhaz), and RefFinder (including geNorm, NormFinder, and BestKeeper) was used to analyze the expression stability of these reference genes. Our results showed that the most stable reference genes were different in different tissues and treatments. In the control and fasting caecotrophy groups, CYP, GAPDH and HPRT1 were proven to be the top stable reference genes in the uterus, cecum, and liver tissues, respectively. GAPDH and Ywhaz were proven to be the top two stable reference genes among uterus, cecum, and liver in both control and fasting caecotrophy groups. CONCLUSIONS: Our results indicated that the combined analysis of three or more reference genes (GAPDH, HPRT1, and Ywhaz) are recommended to be used for RT-qPCR normalization in the rabbit model of fasting caecotrophy, and that GAPDH is a better choice than the other reference genes for normalizing the relative expression of target genes in different tissues of fasting caecotrophy rabbits.


Subject(s)
Coprophagia/genetics , Feeding Behavior/physiology , Transcriptome/genetics , 14-3-3 Proteins/genetics , Animals , Fasting , Feces/chemistry , Gene Expression , Gene Expression Profiling/methods , Gene Expression Profiling/standards , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/genetics , Hypoxanthine Phosphoribosyltransferase/genetics , Liver , RNA, Messenger/genetics , Rabbits , Real-Time Polymerase Chain Reaction/methods , Real-Time Polymerase Chain Reaction/standards , Reference Standards
16.
Biophys Chem ; 280: 106701, 2022 01.
Article in English | MEDLINE | ID: mdl-34736071

ABSTRACT

Likelihood of new allosteric sites for glycolytic enzymes, phosphofructokinase (PFK), glyceraldehyde-3-phosphate dehydrogenase (GADPH) and pyruvate kinase (PK) was evaluated for bacterial, parasitic and human species. Allosteric effect of a ligand binding at a site was revealed on the basis of low-frequency normal modes via Cα-harmonic residue network model. In bacterial PFK, perturbation of the proposed allosteric site outperformed the known allosteric one, producing a high amount of stabilization or reduced dynamics, on all catalytic regions. Another proposed allosteric spot at the dimer interface in parasitic PFK exhibited major stabilization effect on catalytic regions. In parasitic GADPH, the most desired allosteric response was observed upon perturbation of its tunnel region which incorporated key residues for functional regulation. Proposed allosteric site in bacterial PK produced a satisfactory allosteric response on all catalytic regions, whereas in human and parasitic PKs, a partial inhibition was observed. Residue network model based solely on contact topology identified the 'hub residues' with high betweenness tracing plausible allosteric communication pathways between distant functional sites. For both bacterial PFK and PK, proposed sites accommodated hub residues twice as much as the known allosteric site. Tunnel region in parasitic GADPH with the strongest allosteric effect among species, incorporated the highest number of hub residues. These results clearly suggest a one-to-one correspondence between the degree of allosteric effect and the number of hub residues in that perturbation site, which increases the likelihood of its allosteric nature.


Subject(s)
Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating) , Glyceraldehyde-3-Phosphate Dehydrogenases , Phosphofructokinases , Pyruvate Kinase , Allosteric Regulation , Allosteric Site , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/metabolism , Glyceraldehyde-3-Phosphate Dehydrogenases/metabolism , Humans , Phosphofructokinase-1/chemistry , Phosphofructokinase-1/metabolism , Phosphofructokinases/metabolism , Pyruvate Kinase/metabolism
17.
Biomed Res Int ; 2021: 7771037, 2021.
Article in English | MEDLINE | ID: mdl-34746309

ABSTRACT

PURPOSE: Autophagy is a lysosomal degradation pathway that is essential for maintaining the homeostasis of the intracellular environment. Mounting evidence indicates that autophagy plays an essential role in the occurrence and development of hepatocellular cancer (HCC). This research is aimed at exploring the prognostic value of autophagy-related genes (ARGs) in HCC patients. METHODS: The Wilcoxon test was used to identify differentially expressed ARGs in The Cancer Genome Atlas (TCGA) HCC cohort. Then, the TCGA cohort was randomly divided into training and testing groups. Cox and LASSO regression models were used to screen for autophagy-related genes that affect overall survival (OS) in the TCGA training group. Based on the coefficient of risk genes, we constructed an autophagy-related gene signature for predicting the prognosis of HCC patients. Finally, we validated the prognostic significance of autophagy-related gene signature using the TCGA testing group and three external datasets. RESULTS: ATG10, BIRC5, GAPDH, and TMEM74 are risk genes for OS. According to the optimal cutoff value of risk score in each HCC dataset, HCC patients can divide into high- and low-risk groups. ARG risk score can significantly distinguish HCC patients with different survival outcomes. Meanwhile, the ARG risk score is independently correlated with OS in multiple HCC cohorts. CONCLUSIONS: The autophagy-related risk score can effectively screen high-risk HCC patients and provide guidance for clinical prevention and treatment of HCC.


Subject(s)
Carcinoma, Hepatocellular/genetics , Liver Neoplasms/genetics , Autophagy/physiology , Autophagy-Related Proteins/genetics , Biomarkers, Tumor/genetics , Carcinoma, Hepatocellular/metabolism , Carcinoma, Hepatocellular/pathology , Databases, Genetic , Gene Expression/genetics , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/genetics , Humans , Kaplan-Meier Estimate , Liver Neoplasms/pathology , Membrane Proteins/genetics , Prognosis , Risk Factors , Survivin/genetics , Transcriptome , Vesicular Transport Proteins/genetics
18.
Cells ; 10(10)2021 10 06.
Article in English | MEDLINE | ID: mdl-34685656

ABSTRACT

Extracellular vesicles (EVs) are important for intercellular communication and act as vehicles for biological material, such as various classes of coding and non-coding RNAs, a few of which were shown to selectively target into vesicles. However, protein factors, mechanisms, and sequence elements contributing to this specificity remain largely elusive. Here, we use a reporter system that results in different types of modified transcripts to decipher the specificity determinants of RNAs released into EVs. First, we found that small RNAs are more efficiently packaged into EVs than large ones, and second, we determined absolute quantities for several endogenous RNA transcripts in EVs (U6 snRNA, U1 snRNA, Y1 RNA, and GAPDH mRNA). We show that RNA polymerase III (pol III) transcripts are more efficiently secreted into EVs compared to pol II-derived transcripts. Surprisingly, our quantitative analysis revealed no RNA accumulation in the vesicles relative to the total cellular levels, based on both overexpressed reporter transcripts and endogenous RNAs. RNA appears to be EV-associated only at low copy numbers, ranging between 0.02 and 1 molecule per EV. This RNA association may reflect internal EV encapsulation or a less tightly bound state at the vesicle surface.


Subject(s)
Extracellular Vesicles/metabolism , RNA, Messenger/metabolism , RNA, Small Nuclear/metabolism , Cell Line , Extracellular Vesicles/ultrastructure , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/genetics , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/metabolism , Humans , Poly A/metabolism , Polyadenylation , RNA Caps/metabolism , RNA Polymerase III/metabolism , RNA, Messenger/genetics
19.
Microbiologyopen ; 10(5): e1239, 2021 10.
Article in English | MEDLINE | ID: mdl-34713604

ABSTRACT

Although diatoms have been utilized as a cellular factory to produce biopharmaceuticals, recombinant proteins, and biofuels, only a few numbers of gene promoters are available. Therefore, the development of novel endogenous promoters is essential for the production of a range of bioactive substances. Here, we characterized the activities of endogenous promoters glyceraldehyde-3-phosphate dehydrogenase (GapC1) and glutamine synthetase (GS) of Phaeodactylum tricornutum using green fluorescent protein (GFP) under different culture conditions. Compared with the widely used fucoxanthin chlorophyll-binding protein A (fcpA) promoter, the GS promoter constitutively drove the expression of GFP throughout all growth phases of P. tricornutum, regardless of culture conditions. Additionally, the GFP level driven by the GapC1 promoter was the highest at the log phase, similar to the fcpA promoter, and increased light and nitrogen-starvation conditions reduced GFP levels by inhibiting promoter activity. These results suggested that the GS promoter could be utilized as a strong endogenous promoter for the genetic engineering of P. tricornutum.


Subject(s)
Diatoms/genetics , Diatoms/metabolism , Glutamate-Ammonia Ligase/genetics , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/genetics , Promoter Regions, Genetic , Recombinant Proteins/metabolism , Gene Expression , Green Fluorescent Proteins/metabolism , Recombinant Proteins/genetics
20.
Physiol Rep ; 9(21): e15077, 2021 11.
Article in English | MEDLINE | ID: mdl-34713978

ABSTRACT

Insight into the bidirectional signaling between primary human myogenic cells and neurons is lacking. For this purpose, human myogenic cells were derived from the semitendinosus and gracilis muscles of five healthy individuals and co-cultured with cerebellar granule neurons from two litters of 7-day-old Wistar rat pups, in muscle medium or neural medium, alongside monocultures of myogenic cells or neurons. RT-PCR was performed to determine human mRNA levels of GAPDH, Ki67, myogenin, and MUSK, and the acetylcholine receptor subtypes CHRNA1, CHRNB1, CHRNG, CHRND, and CHRNE, and rat mRNA levels of GAPDH, Fth1, Rack1, vimentin, Cdh13, and Ppp1r1a. Immunocytochemistry was used to evaluate neurite outgrowth (GAP43) in the presence and absence of myogenic cells. Co-culture with primary neurons lead to higher myogenic cell gene expression levels of GAPDH, myogenin, MUSK, CHRNA1, CHRNG, and CHRND, compared to myogenic cells cultured alone. It appeared that neurons preferentially attached to myotubes and that neurite outgrowth was enhanced when neurons were cultured with myogenic cells compared to monoculture. In neural medium, rat mRNA levels of GAPDH, vimentin, Cdh13, and Ppp1r1a were greater in co-culture, versus monoculture, whereas in muscle medium co-culture lead to lower levels of Fth1, Rack1, vimentin, and Cdh13 than monoculture. These findings demonstrate mutually beneficial stimulatory signaling between rat cerebellar granule neurons and human myogenic cells, providing support for an active role for both the neuron and the muscle cell in stimulating neurite growth and myogenesis. Bidirectional muscle nerve signaling.


Subject(s)
Cell Communication , Myoblasts/metabolism , Neurons/cytology , Neurons/metabolism , Signal Transduction , Adolescent , Adult , Animals , Cells, Cultured , Cerebellum/cytology , Coculture Techniques/methods , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/genetics , Glyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)/metabolism , Humans , Ki-67 Antigen/genetics , Ki-67 Antigen/metabolism , Middle Aged , Myoblasts/cytology , Myogenin/genetics , Myogenin/metabolism , Neuronal Outgrowth , Rats , Rats, Wistar , Receptors, Cholinergic/genetics , Receptors, Cholinergic/metabolism , Vimentin/genetics , Vimentin/metabolism
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