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1.
PLoS Comput Biol ; 18(2): e1009868, 2022 02.
Article in English | MEDLINE | ID: mdl-35226660

ABSTRACT

Assessment of differential gene expression by qPCR is heavily influenced by the choice of reference genes. Although numerous statistical approaches have been proposed to determine the best reference genes, they can give rise to conflicting results depending on experimental conditions. Hence, recent studies propose the use of RNA-Seq to identify stable genes followed by the application of different statistical approaches to determine the best set of reference genes for qPCR data normalization. In this study, however, we demonstrate that the statistical approach to determine the best reference genes from commonly used conventional candidates is more important than the preselection of 'stable' candidates from RNA-Seq data. Using a qPCR data normalization workflow that we have previously established; we show that qPCR data normalization using conventional reference genes render the same results as stable reference genes selected from RNA-Seq data. We validated these observations in two distinct cross-sectional experimental conditions involving human iPSC derived microglial cells and mouse sciatic nerves. These results taken together show that given a robust statistical approach for reference gene selection, stable genes selected from RNA-Seq data do not offer any significant advantage over commonly used reference genes for normalizing qPCR assays.


Subject(s)
Gene Expression Profiling , Animals , Cross-Sectional Studies , Mice , RNA-Seq , Real-Time Polymerase Chain Reaction , Exome Sequencing
2.
Cell Mol Life Sci ; 79(8): 453, 2022 Jul 27.
Article in English | MEDLINE | ID: mdl-35895133

ABSTRACT

BACKGROUND: A rare coding variant, P522R, in the phospholipase C gamma 2 (PLCG2) gene has been identified as protective against late-onset Alzheimer's disease (AD), but the mechanism is unknown. PLCG2 is exclusively expressed in microglia within the central nervous system, and altered microglial function has been implicated in the progression of AD. METHODS: Healthy control hiPSCs were CRISPR edited to generate cells heterozygous and homozygous for the PLCG2P522R variant. Microglia derived from these hiPSC's were used to investigate the impact of PLCγ2P522R on disease relevant processes, specifically microglial capacity to take up amyloid beta (Aß) and synapses. Targeted qPCR assessment was conducted to explore expression changes in core AD linked and microglial genes, and mitochondrial function was assessed using an Agilent Seahorse assay. RESULTS: Heterozygous expression of the P522R variant resulted in increased microglial clearance of Aß, while preserving synapses. This was associated with the upregulation of a number of genes, including the anti-inflammatory cytokine Il-10, and the synapse-linked CX3CR1, as well as alterations in mitochondrial function, and increased cellular motility. The protective capacity of PLCγ2P522R appeared crucially dependent on (gene) 'dose', as cells homozygous for the variant showed reduced synapse preservation, and a differential gene expression profile relative to heterozygous cells. CONCLUSION: These findings suggest that PLCγ2P522R may result in increased surveillance by microglia, and prime them towards an anti-inflammatory state, with an increased capacity to respond to increasing energy demands, but highlights the delicate balance of this system, with increasing PLCγ2P522R 'dose' resulting in reduced beneficial impacts.


Subject(s)
Alzheimer Disease , Phospholipase C gamma , Alzheimer Disease/genetics , Alzheimer Disease/metabolism , Amyloid beta-Peptides/genetics , Amyloid beta-Peptides/metabolism , Humans , Microglia/metabolism , Phospholipase C gamma/genetics , Phospholipase C gamma/metabolism , Synapses/metabolism
3.
Proc Natl Acad Sci U S A ; 115(6): E1319-E1328, 2018 02 06.
Article in English | MEDLINE | ID: mdl-29351992

ABSTRACT

Aryl hydrocarbon receptor (AHR) is a ligand-activated transcription factor involved in xenobiotic metabolism. Plexiform neurofibromas (PNFs) can transform into malignant peripheral nerve sheath tumors (MPNSTs) that are resistant to existing therapies. These tumors are primarily composed of Schwann cells. In addition to neurofibromatosis type 1 (NF1) gene inactivation, further genetic lesions are required for malignant transformation. We have quantified the mRNA expression levels of AHR and its associated genes in 38 human samples. We report that AHR and the biosynthetic enzymes of its endogenous ligand are overexpressed in human biopsies of PNFs and MPNSTs. We also detect a strong nuclear AHR staining in MPNSTs. The inhibition of AHR by siRNA or antagonists, CH-223191 and trimethoxyflavone, induces apoptosis in human MPNST cells. Since AHR dysregulation is observed in these tumors, we investigate AHR involvement in Schwann cell physiology. Hence, we studied the role of AHR in myelin structure and myelin gene regulation in Ahr-/- mice during myelin development. AHR ablation leads to locomotion defects and provokes thinner myelin sheaths around the axons. We observe a dysregulation of myelin gene expression and myelin developmental markers in Ahr-/- mice. Interestingly, AHR does not directly bind to myelin gene promoters. The inhibition of AHR in vitro and in vivo increased ß-catenin levels and stimulated the binding of ß-catenin on myelin gene promoters. Taken together, our findings reveal an endogenous role of AHR in peripheral myelination and in peripheral nerve sheath tumors. Finally, we suggest a potential therapeutic approach by targeting AHR in nerve tumors.


Subject(s)
Basic Helix-Loop-Helix Transcription Factors/physiology , Cell Transformation, Neoplastic/pathology , Gene Expression Regulation, Neoplastic , Myelin Sheath/pathology , Nerve Sheath Neoplasms/pathology , Receptors, Aryl Hydrocarbon/physiology , Animals , Apoptosis , Cell Transformation, Neoplastic/genetics , Cell Transformation, Neoplastic/metabolism , Cells, Cultured , Humans , Male , Mice , Mice, Inbred C57BL , Myelin Sheath/metabolism , Nerve Sheath Neoplasms/genetics , Nerve Sheath Neoplasms/metabolism , Signal Transduction
4.
PLoS One ; 14(7): e0219440, 2019.
Article in English | MEDLINE | ID: mdl-31335863

ABSTRACT

Multiple statistical approaches have been proposed to validate reference genes in qPCR assays. However, conflicting results from these statistical methods pose a major hurdle in the choice of the best reference genes. Recent studies have proposed the use of at least three different methods but there is no consensus on how to interpret conflicting results. Researchers resort to averaging the stability ranks assessed by different approaches or attributing a weighted rank to candidate genes. However, we report here that the suitability of these validation methods can be influenced by the experimental setting. Therefore, averaging the ranks can lead to suboptimal assessment of stable reference genes if the method used is not suitable for analysis. As the respective approaches of these statistical methods are different, a clear understanding of the fundamental assumptions and the parameters that influence the calculation of reference gene stability is necessary. In this study, the stability of 10 candidate reference genes (Actb, Gapdh, Tbp, Sdha, Pgk1, Ppia, Rpl13a, Hsp60, Mrpl10, Rps26) was assessed using four common statistical approaches (GeNorm, NormFinder, Coefficient of Variation or CV analysis and Pairwise ΔCt method) in a longitudinal experimental setting. We used the development of the cerebellum and the spinal cord of mice as a model to assess the suitability of these statistical methods for reference gene validation. GeNorm and the Pairwise ΔCt were found to be ill suited due to a fundamental assumption in their stability calculations. Highly correlated genes were given better stability ranks despite significant overall variation. NormFinder fares better but the presence of highly variable genes influences the ranking of all genes because of the algorithm's construct. CV analysis estimates overall variation, but it fails to consider variation across groups. We thus highlight the assumptions and potential pitfalls of each method using our longitudinal data. Based on our results, we have devised a workflow combining NormFinder, CV analysis along with visual representation of mRNA fold changes and one-way ANOVA for validating reference genes in longitudinal studies. This workflow proves to be more robust than any of these methods used individually.


Subject(s)
Genes , Statistics as Topic , Algorithms , Animals , Gene Expression Profiling , Longitudinal Studies , Mice, Inbred C57BL , Myelin Basic Protein/genetics , Myelin Basic Protein/metabolism , RNA, Messenger/genetics , RNA, Messenger/metabolism , Reference Standards , Reproducibility of Results
5.
BMB Rep ; 52(1): 86-108, 2019 Jan.
Article in English | MEDLINE | ID: mdl-30526773

ABSTRACT

In multi-cellular organisms, the control of gene expression is key not only for development, but also for adult cellular homeostasis, and gene expression has been observed to be deregulated with aging. In this review, we discuss the current knowledge on the transcriptional alterations that have been described to occur with age in metazoans. First, we discuss age-related transcriptional changes in protein-coding genes, the expected functional impact of such changes, and how known pro-longevity interventions impact these changes. Second, we discuss the changes and impact of emerging aspects of transcription in aging, including age-related changes in splicing, lncRNAs and circRNAs. Third, we discuss the changes and potential impact of transcription of transposable elements with aging. Fourth, we highlight small ncRNAs and their potential impact on the regulation of aging phenotypes. Understanding the aging transcriptome will be key to identify important regulatory targets, and ultimately slow-down or reverse aging and extend healthy lifespan in humans. [BMB Reports 2019; 52(1): 86-108].


Subject(s)
Aging/genetics , Longevity/genetics , Transcriptome/genetics , Animals , Gene Expression/genetics , Gene Expression Regulation/physiology , Homeostasis , Humans , Phenotype , RNA, Untranslated/genetics , RNA, Untranslated/physiology
6.
Chem Phys Lipids ; 207(Pt B): 127-134, 2017 10.
Article in English | MEDLINE | ID: mdl-28606714

ABSTRACT

Multiple sclerosis (MS) is a central nervous demyelinating disease characterized by cyclic loss and repair of myelin sheaths associated with chronic inflammation and neuronal loss. This degenerative pathology is accompanied by modified levels of oxysterols (oxidative derivatives of cholesterol, implicated in cholesterol metabolism), highlighted in the brain, blood and cerebrospinal fluid of MS patients. The pathological accumulation of such derivatives is thought to participate in the onset and progression of the disease through their implication in inflammation, oxidative stress, demyelination and neurodegeneration. In this context, physical exercise is envisaged as a complementary resource to ameliorate therapeutic strategies. Indeed, physical activity exerts beneficial effects on neuronal plasticity, decreases inflammation and oxidative stress and improves blood-brain integrity in extents that could be beneficial for brain health. The present review attempts to summarize the available data on the positive effect of physical exercise to highlight possible links between physical activity and modulation of cholesterol/oxysterol homeostasis in MS.


Subject(s)
Brain/metabolism , Disease Models, Animal , Exercise Therapy , Lipid Metabolism , Multiple Sclerosis/metabolism , Animals , Brain/pathology , Mice , Multiple Sclerosis/pathology
7.
Antioxid Redox Signal ; 27(3): 168-183, 2017 Jul 20.
Article in English | MEDLINE | ID: mdl-27788593

ABSTRACT

AIMS: Paraquat (PQT), a redox-active herbicide, is a free radical-producing molecule, causing damage particularly to the nervous system; thus, it is employed as an animal model for Parkinson's disease. However, its impact on peripheral nerve demyelination is still unknown. Our aim is to decipher the influence of PQT-induced reactive oxygen species (ROS) production on peripheral myelin. RESULTS: We report that PQT provokes severe locomotor and sensory defects in mice. PQT elicited an oxidative stress in the nerve, resulting in an increase of lipid peroxidation and protein carbonylation, despite the induction of nuclear factor erythroid 2-related factor 2 (Nrf2)-dependent antioxidant defenses. We observed a dramatic disorganization of myelin sheaths in the sciatic nerves, dysregulation of myelin gene expression, and aggregation of myelin proteins, a hallmark of demyelination. PQT altered myelin gene expression via liver X receptor (LXR) signaling, a negative regulator of peripheral myelin gene expression through its dialog with the Wnt/ß-catenin pathway. PQT prevented ß-catenin binding on myelin gene promoters, resulting in the inhibition of Wnt/ß-catenin-dependent myelin gene expression. Wnt pathway activation by LiCl dampened the deleterious effects of PQT. LiCl blocked PQT-induced oxidative stress and reduced Schwann cell death. LiCl+PQT-treated mice had normal sensorimotor behaviors and a usual nerve structure. INNOVATION: We reveal that PQT damages the sciatic nerve by generating an oxidative stress, dysregulating LXR and Wnt/ß-catenin pathways. The activation of Wnt signaling by LiCl reduced the deleterious effects of PQT on the nerve. CONCLUSION: We demonstrate that PQT instigates peripheral nerve demyelinating neuropathies by enhancing ROS production and deregulating LXR and Wnt pathways. Stimulating Wnt pathway could be a therapeutic strategy for neuropathy treatment. Antioxid. Redox Signal. 27, 168-183.


Subject(s)
Demyelinating Diseases/chemically induced , Herbicides/toxicity , Liver X Receptors/metabolism , Myelin Sheath/drug effects , Paraquat/toxicity , Wnt Signaling Pathway/drug effects , Animals , Cell Line , Demyelinating Diseases/etiology , Demyelinating Diseases/metabolism , Disease Models, Animal , Gene Expression Regulation/drug effects , Lipid Peroxidation/drug effects , Male , Mice , Myelin Proteins/chemistry , Myelin Proteins/genetics , Myelin Proteins/metabolism , Myelin Sheath/metabolism , Oxidative Stress , Protein Aggregation, Pathological , Protein Carbonylation/drug effects , Reactive Oxygen Species/metabolism , Schwann Cells/cytology , Schwann Cells/drug effects , Schwann Cells/metabolism
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