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1.
Neuroreport ; 25(12): 954-9, 2014 Aug 20.
Article in English | MEDLINE | ID: mdl-24978397

ABSTRACT

Traumatic brain injury (TBI) is one of the leading causes of neurological disability and death in the USA across all age groups, ethnicities, and incomes. In addition to the short-term morbidity and mortality, TBI leads to epilepsy and severe neurocognitive symptoms, both of which are referenced to post-traumatic hippocampal dysfunction, although the mechanisms of such hippocampal dysfunction are incompletely understood. Here, we study the temporal profile of the transcription of three select immediate early gene (IEG) markers of neuronal hyperactivation, plasticity, and injury, c-fos, brain-derived neurotrophic factor (BDNF), and Bax, in the acute period following the epileptogenic lateral fluid percussion injury in a rodent TBI model. We found that lateral fluid percussion injury leads to enhanced expression of the selected IEGs within 24 h of TBI. Specifically, BDNF and c-fos increase maximally 1-6 h after TBI in the ipsilesional hippocampus, whereas Bax increases in the hippocampus bilaterally in this time window. Antagonism of the N-methyl-D-aspartate-type glutamate receptor by MK801 attenuates the increase in BDNF and Bax, which underscores a therapeutic role for N-methyl-D-aspartate-type glutamate receptor antagonism in the acute post-traumatic time period and suggests a value to a hippocampal IEG readout as an outcome after injury or acute therapeutic intervention.


Subject(s)
Brain Injuries/metabolism , Brain-Derived Neurotrophic Factor/metabolism , Hippocampus/metabolism , Proto-Oncogene Proteins c-fos/metabolism , bcl-2-Associated X Protein/metabolism , Acute Disease , Animals , Brain Injuries/drug therapy , Disease Models, Animal , Dizocilpine Maleate/pharmacology , Excitatory Amino Acid Antagonists/pharmacology , Functional Laterality , Hippocampus/drug effects , Male , RNA, Messenger/metabolism , Rats, Long-Evans , Real-Time Polymerase Chain Reaction , Receptors, N-Methyl-D-Aspartate/antagonists & inhibitors , Receptors, N-Methyl-D-Aspartate/metabolism , Time Factors , Transcription, Genetic/drug effects
2.
Epilepsia ; 54(11): 1922-32, 2013 Nov.
Article in English | MEDLINE | ID: mdl-24117347

ABSTRACT

PURPOSE: To determine whether AMPA receptor (AMPAR) antagonist NBQX can prevent early mammalian target of rapamycin (mTOR) pathway activation and long-term sequelae following neonatal seizures in rats, including later-life spontaneous recurrent seizures, CA3 mossy fiber sprouting, and autistic-like social deficits. METHODS: Long-Evans rats experienced hypoxia-induced neonatal seizures (HS) at postnatal day (P)10. NBQX (20 mg/kg) was administered immediately following HS (every 12 h × 4 doses). Twelve hours post-HS, we assessed mTOR activation marker phosphorylated p70-S6 kinase (p-p70S6K) in hippocampus and cortex of vehicle (HS + V) or NBQX-treated post-HS rats (HS + N) versus littermate controls (C + V). Spontaneous seizure activity was compared between groups by epidural cortical electroencephalography (EEG) at P70-100. Aberrant mossy fiber sprouting was measured using Timm staining. Finally, we assessed behavior between P30 and P38. KEY FINDINGS: Postseizure NBQX treatment significantly attenuated seizure-induced increases in p-p70S6K in the hippocampus (p < 0.01) and cortex (p < 0.001). Although spontaneous recurrent seizures increased in adulthood in HS + V rats compared to controls (3.22 ± 1 seizures/h; p = 0.03), NBQX significantly attenuated later-life seizures (0.14 ± 0.1 seizures/h; p = 0.046). HS + N rats showed less aberrant mossy fiber sprouting (115 ± 8.0%) than vehicle-treated post-HS rats (174 ± 10%, p = 0.004), compared to controls (normalized to 100%). Finally, NBQX treatment prevented alterations in later-life social behavior; post-HS rats showed significantly decreased preference for a novel over a familiar rat (71.0 ± 12 s) compared to controls (99.0 ± 15.6 s; p < 0.01), whereas HS + N rats showed social novelty preference similar to controls (114.3 ± 14.1 s). SIGNIFICANCE: Brief NBQX administration during the 48 h postseizure in P10 Long-Evans rats suppresses transient mTOR pathway activation and attenuates spontaneous recurrent seizures, social preference deficits, and mossy fiber sprouting observed in vehicle-treated adult rats after early life seizures. These results suggest that acute AMPAR antagonist treatment during the latent period immediately following neonatal HS can modify seizure-induced activation of mTOR, reduce the frequency of later-life seizures, and protect against CA3 mossy fiber sprouting and autistic-like social deficits.


Subject(s)
Neurons/metabolism , Quinoxalines/pharmacology , Receptors, AMPA/antagonists & inhibitors , Seizures/drug therapy , Aging , Animals , Animals, Newborn , Autistic Disorder/drug therapy , Behavior, Animal/drug effects , Behavior, Animal/physiology , Disease Models, Animal , Hippocampus/drug effects , Hippocampus/metabolism , Hippocampus/pathology , Male , Rats , Rats, Long-Evans , Receptors, AMPA/metabolism , Seizures/chemically induced , Seizures/metabolism
3.
PLoS One ; 8(9): e74428, 2013.
Article in English | MEDLINE | ID: mdl-24086344

ABSTRACT

Microarray profiling was used to investigate gene expression in the hypoxic seizure model of acquired epilepsy in the rat, with the aim of characterizing functional pathways which are persistently activated or repressed during epileptogenesis. Hippocampal and cortical tissues were transcriptionally profiled over a one week period following an initial series of seizures induced by mild hypoxia at post-natal day 10 (P10), and the gene expression data was then analyzed with a focus on gene set enrichment analysis, an approach which emphasizes regulation of entire pathways rather than of individual genes. Animals were subjected to one of three conditions: a control with no hypoxia, hypoxic seizures, and hypoxic seizures followed by treatment with the AMPAR antagonist NBQX, a compound currently proposed to be a modulator of epileptogenesis. While temporal gene expression in the control samples was found to be consistent with known processes of neuronal maturation in the rat for the given time window, the hypoxic seizure response was found to be enriched for components of the PI3K/mTOR and Wnt signaling pathways, alongside gene sets representative of glutamatergic, synaptic and axonal processes, perhaps regulated as a downstream consequence of activation of these pathways. Wnt signaling components were also found enriched in the more specifically epileptogenic NBQX-responsive gene set. While activation of the mTOR pathway is consistent with its known role in epileptogenesis and strengthens the case for mTOR or PI3K pathway inhibitors as potential anti-epileptogenic drugs, investigation of the role of Wnt signaling and the effect of appropriate inhibitors might offer a parallel avenue of research toward anti-epileptogenic treatment of epilepsy.


Subject(s)
Gene Expression Profiling , Hypoxia/genetics , Seizures/genetics , TOR Serine-Threonine Kinases/metabolism , Wnt Signaling Pathway , Animals , Biomarkers/metabolism , Cell Proliferation/drug effects , Disease Models, Animal , Gene Expression Regulation, Developmental , Hypoxia/complications , Hypoxia/pathology , Neurogenesis/drug effects , Neurogenesis/genetics , Neurons/drug effects , Neurons/metabolism , Neurons/pathology , Oligodendroglia/metabolism , Oligodendroglia/pathology , Organ Specificity/drug effects , Organ Specificity/genetics , Quinoxalines/pharmacology , Rats , Seizures/complications , Seizures/pathology , Time Factors , Wnt Signaling Pathway/drug effects
4.
PLoS One ; 8(3): e57148, 2013.
Article in English | MEDLINE | ID: mdl-23536761

ABSTRACT

Neonatal seizures can be refractory to conventional anticonvulsants, and this may in part be due to a developmental increase in expression of the neuronal Na(+)-K(+)-2 Cl(-) cotransporter, NKCC1, and consequent paradoxical excitatory actions of GABAA receptors in the perinatal period. The most common cause of neonatal seizures is hypoxic encephalopathy, and here we show in an established model of neonatal hypoxia-induced seizures that the NKCC1 inhibitor, bumetanide, in combination with phenobarbital is significantly more effective than phenobarbital alone. A sensitive mass spectrometry assay revealed that bumetanide concentrations in serum and brain were dose-dependent, and the expression of NKCC1 protein transiently increased in cortex and hippocampus after hypoxic seizures. Importantly, the low doses of phenobarbital and bumetanide used in the study did not increase constitutive apoptosis, alone or in combination. Perforated patch clamp recordings from ex vivo hippocampal slices removed following seizures revealed that phenobarbital and bumetanide largely reversed seizure-induced changes in EGABA. Taken together, these data provide preclinical support for clinical trials of bumetanide in human neonates at risk for hypoxic encephalopathy and seizures.


Subject(s)
Bumetanide/administration & dosage , Hypoxia/complications , Phenobarbital/administration & dosage , Seizures/etiology , Animals , Animals, Newborn , Anticonvulsants/administration & dosage , Anticonvulsants/pharmacology , Behavior, Animal/drug effects , Brain/drug effects , Brain/metabolism , Bumetanide/pharmacokinetics , CA1 Region, Hippocampal/drug effects , CA1 Region, Hippocampal/metabolism , Cell Death/drug effects , Drug Synergism , Drug Therapy, Combination , Electroencephalography , Evoked Potentials/drug effects , Male , Neurons/drug effects , Neurons/metabolism , Phenobarbital/pharmacokinetics , Rats , Seizures/drug therapy , Seizures/metabolism , Seizures/physiopathology , Sodium Potassium Chloride Symporter Inhibitors/administration & dosage , Sodium Potassium Chloride Symporter Inhibitors/pharmacology , Solute Carrier Family 12, Member 2/metabolism , Symporters/metabolism , K Cl- Cotransporters
5.
J Neurosci ; 32(49): 17800-12, 2012 Dec 05.
Article in English | MEDLINE | ID: mdl-23223299

ABSTRACT

Neonatal seizures can lead to later life epilepsy and neurobehavioral deficits, and there are no treatments to prevent these sequelae. We showed previously that hypoxia-induced seizures in a neonatal rat model induce rapid phosphorylation of serine-831 (S831) and Serine 845 (S845) sites of the AMPA receptor GluR1 subunit and later neuronal hyperexcitability and epilepsy, suggesting that seizure-induced posttranslational modifications may represent a novel therapeutic target. To unambiguously assess the contribution of these sites, we examined seizure susceptibility in wild-type mice versus transgenic knock-in mice with deficits in GluR1 S831 and S845 phosphorylation [GluR1 double-phosphomutant (GluR1 DPM) mice]. Phosphorylation of the GluR1 S831 and S845 sites was significantly increased in the hippocampus and cortex after a single episode of pentyleneterazol-induced seizures in postnatal day 7 (P7) wild-type mouse pups and that transgenic knock-in mice have a higher threshold and longer latencies to seizures. Like the rat, hypoxic seizures in P9 C57BL/6N wild-type mice resulted in transient increases in GluR1 S831 and GluR1 S845 phosphorylation in cortex and were associated with enhanced seizure susceptibility to later-life kainic-acid-induced seizures. In contrast, later-life seizure susceptibility after hypoxia-induced seizures was attenuated in GluR1 DPM mice, supporting a role for posttranslational modifications in seizure-induced network excitability. Finally, human hippocampal samples from neonatal seizure autopsy cases also showed an increase in GluR1 S831 and S845, supporting the validation of this potential therapeutic target in human tissue.


Subject(s)
Disease Susceptibility/metabolism , Hippocampus/metabolism , Hippocampus/physiology , Receptors, AMPA/metabolism , Receptors, AMPA/physiology , Seizures/metabolism , Animals , Animals, Newborn , Cerebral Cortex/metabolism , Disease Models, Animal , Disks Large Homolog 4 Protein , Excitatory Postsynaptic Potentials/drug effects , Excitatory Postsynaptic Potentials/physiology , Gene Knock-In Techniques/methods , Guanylate Kinases/biosynthesis , Humans , Hypoxia , Kainic Acid , Membrane Proteins/biosynthesis , Mice , Mice, Inbred C57BL , Pentylenetetrazole , Phosphorylation , Receptors, AMPA/genetics , Seizures/chemically induced , Serine/metabolism
6.
Epilepsia ; 52(4): 753-65, 2011 Apr.
Article in English | MEDLINE | ID: mdl-21366558

ABSTRACT

PURPOSE: To study the development of epilepsy following hypoxia-induced neonatal seizures in Long-Evans rats and to establish the presence of spontaneous seizures in this model of early life seizures. METHODS: Long-Evans rat pups were subjected to hypoxia-induced neonatal seizures at postnatal day 10 (P10). Epidural cortical electroencephalography (EEG) and hippocampal depth electrodes were used to detect the presence of seizures in later adulthood (> P60). In addition, subdermal wire electrode recordings were used to monitor age at onset and progression of seizures in the juvenile period, at intervals between P10 and P60. Timm staining was performed to evaluate mossy fiber sprouting in the hippocampi of P100 adult rats that had experienced neonatal seizures. KEY FINDINGS: In recordings made from adult rats (P60-180), the prevalence of epilepsy in cortical and hippocampal EEG recordings was 94.4% following early life hypoxic seizures. These spontaneous seizures were identified by characteristic spike and wave activity on EEG accompanied by behavioral arrest and facial automatisms (electroclinical seizures). Phenobarbital injection transiently abolished spontaneous seizures. EEG in the juvenile period (P10-60) showed that spontaneous seizures first occurred approximately 2 weeks after the initial episode of hypoxic seizures. Following this period, spontaneous seizure frequency and duration increased progressively with time. Furthermore, significantly increased sprouting of mossy fibers was observed in the CA3 pyramidal cell layer of the hippocampus in adult animals following hypoxia-induced neonatal seizures. Notably, Fluoro-Jade B staining confirmed that hypoxic seizures at P10 did not induce acute neuronal death. SIGNIFICANCE: The rodent model of hypoxia-induced neonatal seizures leads to the development of epilepsy in later life, accompanied by increased mossy fiber sprouting. In addition, this model appears to exhibit a seizure-free latent period, following which there is a progressive increase in the frequency of electroclinical seizures.


Subject(s)
Disease Models, Animal , Epilepsy/etiology , Hypoxia, Brain/complications , Seizures/etiology , Animals , Animals, Newborn , Humans , Infant, Newborn , Rats , Rats, Long-Evans
7.
Nat Rev Neurol ; 5(7): 380-91, 2009 Jul.
Article in English | MEDLINE | ID: mdl-19578345

ABSTRACT

Epileptogenesis is defined as the process of developing epilepsy-a disorder characterized by recurrent seizures-following an initial insult. Seizure incidence during the human lifespan is at its highest in infancy and childhood. Animal models of epilepsy and human tissue studies suggest that epileptogenesis involves a cascade of molecular, cellular and neuronal network alterations. Within minutes to days following the initial insult, there are acute early changes in neuronal networks, which include rapid alterations to ion channel kinetics as a result of membrane depolarization, post-translational modifications to existing functional proteins, and activation of immediate early genes. Subacute changes occur over hours to weeks, and include transcriptional events, neuronal death and activation of inflammatory cascades. The chronic changes that follow over weeks to months include anatomical changes, such as neurogenesis, mossy fiber sprouting, network reorganization, and gliosis. These epileptogenic processes are developmentally regulated and might contribute to differences in epileptogenesis between adult and developing brains. Here we review the factors responsible for enhanced seizure susceptibility in the developing brain, and consider age-specific mechanisms of epileptogenesis. An understanding of these factors could yield potential therapeutic targets for the prevention of epileptogenesis and also provide biomarkers for identifying patients at risk of developing epilepsy or for monitoring disease progression.


Subject(s)
Brain/growth & development , Brain/pathology , Epilepsy/etiology , Epilepsy/pathology , Animals , Brain/metabolism , Cell Differentiation/physiology , Epilepsy/physiopathology , Humans , Neurogenesis/physiology
8.
J Neurosci ; 28(32): 7979-90, 2008 Aug 06.
Article in English | MEDLINE | ID: mdl-18685023

ABSTRACT

The highest incidence of seizures during lifetime is found in the neonatal period and neonatal seizures lead to a propensity for epilepsy and long-term cognitive deficits. Here, we identify potential mechanisms that elucidate a critical role for AMPA receptors (AMPARs) in epileptogenesis during this critical period in the developing brain. In a rodent model of neonatal seizures, we have shown previously that administration of antagonists of the AMPARs during the 48 h after seizures prevents long-term increases in seizure susceptibility and seizure-induced neuronal injury. Hypoxia-induced seizures in postnatal day 10 rats induce rapid and reversible alterations in AMPAR signaling resembling changes implicated previously in models of synaptic potentiation in vitro. Hippocampal slices removed after hypoxic seizures exhibited potentiation of AMPAR-mediated synaptic currents, including an increase in the amplitude and frequency of spontaneous and miniature EPSCs as well as increased synaptic potency. This increased excitability was temporally associated with a rapid increase in phosphorylation at GluR1 S845/S831 and GluR2 S880 sites and increased activity of the protein kinases CaMKII (calcium/calmodulin-dependent protein kinase II), PKA, and PKC, which mediate the phosphorylation of these AMPAR subunits. Postseizure administration of AMPAR antagonists NBQX (2,3-dihydroxy-6-nitro-7-sulfonyl-benzo[f]quinoxaline), topiramate, or GYKI-53773 [(1)-1-(4-aminophenyl)-3-acetyl-4-methyl-7,8-methylenedioxy-3,4-dihydro-5H-2,3-benzodiazepine] attenuated the AMPAR potentiation, phosphorylation, and kinase activation and prevented the concurrent increase in in vivo seizure susceptibility. Thus, the potentiation of AMPAR-containing synapses is a reversible, early step in epileptogenesis that offers a novel therapeutic target in the highly seizure-prone developing brain.


Subject(s)
Animals, Newborn , Epilepsy/physiopathology , Receptors, AMPA/metabolism , Synapses , Animals , Anticonvulsants/pharmacology , Benzodiazepines/pharmacology , Calcium-Calmodulin-Dependent Protein Kinase Type 2/metabolism , Cyclic AMP-Dependent Protein Kinases/metabolism , Disease Susceptibility , Enzyme Activation/drug effects , Epilepsy/etiology , Epilepsy/metabolism , Excitatory Postsynaptic Potentials , Fructose/analogs & derivatives , Fructose/pharmacology , Hypoxia/complications , Male , Phosphorylation/drug effects , Protein Kinase C/metabolism , Quinoxalines/pharmacology , Rats , Rats, Long-Evans , Receptors, AMPA/antagonists & inhibitors , Topiramate
9.
Epilepsia ; 49(2): 226-36, 2008 Feb.
Article in English | MEDLINE | ID: mdl-17868051

ABSTRACT

PURPOSE: To study the differential expression of excitatory amino acid transporters (EAATs) at localized epileptic foci compared to nonepileptic regions in human neocortical epilepsy. Decreased expression of EAATs, the predominant mechanism to remove synaptic-released glutamate, may explain mechanisms of heightened excitability at these epileptic foci. METHODS: The differential expression of EAAT1-4 at the mRNA and protein levels was measured in electrically mapped human neocortical tissues using quantitative real-time PCR and immunoblotting. This required a novel way to prevent aggregation of EAAT proteins through cold solubilization. Layer-specific neuronal densities were measured to control for potential differences in neuronal density. RESULTS: While focal epileptic brain regions show marked increases in immediate early genes, they have significant reductions in the neuronal glutamate transporter mRNAs (EAAT3 and EAAT4). These changes were not associated with changes in relative neuronal density, suggesting a reduction in EAAT mRNA per neuron. Immunohistochemical staining of epileptic human neocortex confirmed the presence of EAAT1 and EAAT2 proteins in astroglial cells and EAAT3 and EAAT4 proteins in human cortical neurons. At the protein level, western blots of the same epileptic and nonepileptic regions for a subset of these patients showed a similar decrease of EAAT3 and EAAT4. Despite no change in EAAT2 mRNA, EAAT2 protein expression was significantly reduced at epileptic foci. CONCLUSION: Regional reductions in EAAT expression at human neocortical epileptic foci could produce increased local glutamate levels that in turn may contribute to both hyperexcitability and the spontaneous generation of epileptic discharges that characterize human epileptic foci.


Subject(s)
Amino Acid Transport System X-AG/metabolism , Epilepsy/metabolism , Glutamate Plasma Membrane Transport Proteins/metabolism , Neocortex/metabolism , Brain/metabolism , Brain Mapping , Glutamates/metabolism , Humans , Neurons/metabolism , RNA, Messenger/metabolism , Receptors, Glutamate/metabolism
10.
Epilepsia ; 48 Suppl 5: 86-95, 2007.
Article in English | MEDLINE | ID: mdl-17910586

ABSTRACT

Interictal spikes are hallmarks of epileptic neocortex that are used commonly in both EEG and electrocorticography (ECoG) to localize epileptic brain regions. Despite their prevalence, the exact relationship between interictal spiking and the molecular pathways that drive the production and propagation of seizures is not known. We have recently identified a common group of genes induced in human epileptic foci, including EGR1, EGR2, c-fos, and MKP-3. We found that the expression levels of these genes correlate precisely with the frequency of interictal activity and can thus serve as markers of epileptic activity. Here, we explore this further by comparing the expression of these genes within human epileptic neocortex to both ictal and specific electrical parameters of interictal spiking from subdural recordings prior to surgical resection in order to determine the electrical properties of the human neocortex that correlate best to the expression of these genes. Seizure frequency as well as quantitative electrophysiological parameters of interictal spikes including frequency, amplitude, duration, and area were calculated at each electrode channel and compared to quantitative real-time RT-PCR measurements of four activity-dependent genes (c-fos, EGR1, EGR2, and MKP-3) in the underlying neocortical tissue. Local neocortical regions of seizure onset had consistently higher spike firing frequencies and higher spike amplitudes compared to nearby "control" cortex. In contrast, spike duration was not significantly different between these two areas. There was no relationship observed between seizure frequency and the expression levels of activity-dependent genes for the patients examined in this study. However, within each patient, there were highly significant correlations between the expression of three of these genes (c-fos, EGR1, EGR2) and the frequency, amplitude, and total area of the interictal spikes at individual electrodes. We conclude that interictal spiking is closely associated with the expression of a group of activity-dependent transcription factors in neocortical human epilepsy. Since there was little correlation between gene expression and seizure frequency, our results suggest that interictal spiking is a stronger driving force behind these activity-dependent gene changes and may thus participate in the development and maintenance of the abnormal neuronal hyperactivity seen in human epileptic neocortex.


Subject(s)
Electroencephalography/statistics & numerical data , Epilepsy/diagnosis , Gene Expression/genetics , Neocortex/physiopathology , Adolescent , Brain Mapping , Child , Child, Preschool , Dual Specificity Phosphatase 6 , Early Growth Response Protein 2/genetics , Early Growth Response Protein 2/metabolism , Electrodes, Implanted , Epilepsy/genetics , Epilepsy/physiopathology , Female , Genes, fos/genetics , Genes, fos/physiology , Humans , Infant , Male , Protein Tyrosine Phosphatases/genetics , Protein Tyrosine Phosphatases/metabolism , Repressor Proteins/genetics , Repressor Proteins/metabolism , Reverse Transcriptase Polymerase Chain Reaction
11.
Ann Neurol ; 58(5): 736-47, 2005 Nov.
Article in English | MEDLINE | ID: mdl-16240350

ABSTRACT

Epilepsy is a disease of recurrent seizures that can develop after a wide range of brain insults. Although surgical resection of focal regions of seizure onset can result in clinical improvement, the molecular mechanisms that produce and maintain focal hyperexcitability are not understood. Here, we demonstrate a regional, persistent induction of a common group of genes in human epileptic neocortex in 17 patients with neocortical epilepsy, regardless of the underlying pathology. This relatively small group of common genes, identified using complementary DNA microarrays and confirmed with quantitative reverse transcription polymerase chain reaction and immunostaining, include the immediate early gene transcription factors EGR-1, EGR-2, and c-fos, with roles in learning and memory, and signaling genes such as the dual-specificity kinase/phosphatase MKP-3. Maximal expression of these genes was observed in neurons in neocortical layers II through IV. These neurons also showed persistent cyclic adenosine monophosphate response element binding protein (CREB) activation and nuclear translocation of EGR-2 and c-fos proteins. In two patients, local interictal epileptiform discharge frequencies correlated precisely with the expression of these genes, suggesting that these genes either are directly modulated by the degree of epileptic activity or help sustain ongoing epileptic activity. The identification of a common set of genes and the persistent activation of CREB signaling in human epileptic foci provide a clinically relevant set of biological markers with potential importance for developing future diagnostic and therapeutic options in human epilepsy.


Subject(s)
Epilepsy/physiopathology , Gene Expression/physiology , Neocortex/physiopathology , Adolescent , Brain Mapping , Child , Child, Preschool , Cyclic AMP Response Element-Binding Protein/metabolism , Electroencephalography/methods , Epilepsy/genetics , Epilepsy/pathology , Female , Genes, Immediate-Early/physiology , Humans , Immunohistochemistry/methods , In Situ Hybridization/methods , Indoles , Infant , Male , Neocortex/metabolism , Neocortex/pathology , Oligonucleotide Array Sequence Analysis/methods , Probability , Proto-Oncogene Proteins c-fos/genetics , Proto-Oncogene Proteins c-fos/metabolism , RNA, Messenger/biosynthesis , Reverse Transcriptase Polymerase Chain Reaction/methods
12.
BMC Bioinformatics ; 5: 99, 2004 Jul 23.
Article in English | MEDLINE | ID: mdl-15272935

ABSTRACT

BACKGROUND: cDNA microarrays are a powerful means to screen for biologically relevant gene expression changes, but are often limited by their ability to detect small changes accurately due to "noise" from random and systematic errors. While experimental designs and statistical analysis methods have been proposed to reduce these errors, few studies have tested their accuracy and ability to identify small, but biologically important, changes. Here, we have compared two cDNA microarray experimental design methods with northern blot confirmation to reveal changes in gene expression that could contribute to the early antiproliferative effects of neuregulin on MCF10AT human breast epithelial cells. RESULTS: We performed parallel experiments on identical samples using a dye-swap design with ANOVA and an experimental design that excludes systematic biases by "correcting" experimental/control hybridization ratios with control/control hybridizations on a spot-by-spot basis. We refer to this approach as the "control correction method" (CCM). Using replicate arrays, we identified a decrease in proliferation genes and an increase in differentiation genes. Using an arbitrary cut-off of 1.7-fold and p values <0.05, we identified a total of 32 differentially expressed genes, 9 with the dye-swap method, 18 with the CCM, and 5 genes with both methods. 23 of these 32 genes were subsequently verified by northern blotting. Most of these were <2-fold changes. While the dye-swap method (using either ANOVA or Bayesian analysis) detected a smaller number of genes (14-16) compared to the CCM (46), it was more accurate (89-92% vs. 75%). Compared to the northern blot results, for most genes, the microarray results underestimated the fold change, implicating the importance of detecting these small changes. CONCLUSIONS: We validated two experimental design paradigms for cDNA microarray experiments capable of detecting small (<2-fold) changes in gene expression with excellent fidelity that revealed potentially important genes associated with the anti-proliferative effects of neuregulin on MCF10AT breast epithelial cells.


Subject(s)
Breast Neoplasms/pathology , Epithelial Cells/drug effects , Gene Expression Profiling/standards , Gene Expression Regulation, Neoplastic/drug effects , Neuregulin-1/pharmacology , Oligonucleotide Array Sequence Analysis/standards , Blotting, Northern/methods , Breast Neoplasms/genetics , Breast Neoplasms/metabolism , Cell Division/drug effects , Cell Line, Tumor , Computational Biology/standards , DNA, Complementary/genetics , Epithelial Cells/pathology , Gene Expression Regulation, Neoplastic/genetics , Humans , Models, Genetic , RNA, Neoplasm/genetics , Recombinant Proteins/pharmacology , Research Design
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