ABSTRACT
High-throughput transcriptomics (HTTr) is increasingly applied to zebrafish embryos to survey the toxicological effects of environmental chemicals. Before the adoption of this approach in regulatory testing, it is essential to characterize background noise in order to guide experimental designs. We thus empirically quantified the HTTr false discovery rate (FDR) across different embryo pool sizes, sample sizes, and concentration groups for toxicology studies. We exposed zebrafish embryos to 0.1% dimethyl sulfoxide (DMSO) for 5 days. Pools of 1, 5, 10, and 20 embryos were created (n = 24 samples for each pool size). Samples were sequenced on the TempO-Seq platform and then randomly assigned to mock treatment groups before differentially expressed gene (DEG), pathway, and benchmark concentration (BMC) analyses. Given that all samples were treated with DMSO, any significant DEGs, pathways, or BMCs are false positives. As expected, we found decreasing FDRs for DEG and pathway analyses with increasing pool and sample sizes. Similarly, FDRs for BMC analyses decreased with increasing pool size and concentration groups, with more stringent BMC premodel filtering reducing BMC FDRs. Our study provides foundational data for determining appropriate experiment designs for regulatory toxicity testing with HTTr in zebrafish embryos.
Subject(s)
Dimethyl Sulfoxide , Zebrafish , Animals , Zebrafish/genetics , Dimethyl Sulfoxide/pharmacology , Dimethyl Sulfoxide/toxicity , Benchmarking , Gene Expression Profiling , Transcriptome , Embryo, Nonmammalian/metabolismABSTRACT
BACKGROUND: For more than 16 years, we have selectively bred rats for either high or low levels of exploratory activity within a novel environment. These bred high-responder (bHR) and bred low-responder (bLR) rats model temperamental extremes, exhibiting large differences in internalizing and externalizing behaviors relevant to mood and substance use disorders. METHODS: We characterized persistent differences in gene expression related to bHR/bLR phenotype across development and adulthood in the hippocampus, a region critical for emotional regulation, by meta-analyzing 8 transcriptional profiling datasets (microarray and RNA sequencing) spanning 43 generations of selective breeding (postnatal day 7: n = 22; postnatal day 14: n = 49; postnatal day 21: n = 21; adult: n = 46; all male). We cross-referenced expression differences with exome sequencing within our colony to pinpoint candidates likely to mediate the effect of selective breeding on behavioral phenotype. The results were compared with hippocampal profiling from other bred rat models. RESULTS: Genetic and transcriptional profiling results converged to implicate multiple candidate genes, including two previously associated with metabolism and mood: Trhr and Ucp2. Results also highlighted bHR/bLR functional differences in the hippocampus, including a network essential for neurodevelopmental programming, proliferation, and differentiation, centering on Bmp4 and Mki67. Finally, we observed differential expression related to microglial activation, which is important for synaptic pruning, including 2 genes within implicated chromosomal regions: C1qa and Mfge8. CONCLUSIONS: These candidate genes and functional pathways may direct bHR/bLR rats along divergent developmental trajectories and promote a widely different reactivity to the environment.
Subject(s)
Anxiety , Hippocampus , Animals , Antigens, Surface , Depression , Exploratory Behavior , Male , Milk Proteins , Rats , Rats, Sprague-DawleyABSTRACT
Unfortunately, only a small percent of pathological gamblers seek the professional help they need. In the current study, we test the idea that individual differences in reward sensitivity should predict whether a pathological gambler has sought treatment-the odds of treatment seeking should decrease as reward sensitivity increases. This hypothesis rests on the proposition that reward sensitive pathological gamblers should find treatment seeking aversive because doing so would remove a route to reward. We also tested those motivations to gamble that are positively reinforcing (social affliction and self-enhancement) as a possible mechanism by which reward sensitivity undermines treatment seeking-we did not anticipate negatively reinforcing motivations (e.g., coping) to be a mechanistic variable. Ninety-two pathological gamblers completed a large-scale survey that contained the variables of interest. As predicted, pathological gamblers were less likely to have sought treatment as reward sensitivity increased. Moreover, this relationship was mediated by social affiliation motivations to gamble, but not self-enhancement or coping motives. Reward sensitive gamblers did not wish to seek treatment to the extent that they were motivated to gamble for the social interactions it provides-seeking treatment would cut this avenue of affiliation with others. In light of these results, we suggest health care professionals take reward sensitivity into account when trying to promote treatment seeking, to say nothing of the social affiliation motives that underlie the reward sensitivity-treatment seeking link.
Subject(s)
Behavior, Addictive/psychology , Gambling/psychology , Internal-External Control , Motivation , Reward , Adaptation, Psychological , Adult , Behavior, Addictive/therapy , Exploratory Behavior , Female , Gambling/therapy , Humans , Male , Middle Aged , Risk FactorsABSTRACT
Molecular mechanisms behind the etiology and pathophysiology of major depressive disorder and suicide remain largely unknown. Recent molecular studies of expression of serotonin, GABA and CRH receptors in various brain regions have demonstrated that molecular factors may contribute to the development of depressive disorder and suicide behaviour. Here, we used microarray analysis to examine the expression of genes in brain tissue (frontopolar cortex) of individuals who had been diagnosed with major depressive disorder and died by suicide, and those who had died suddenly without a history of depression. We analyzed the list of differentially expressed genes using pathway analysis, which is an assumption-free approach to analyze microarray data. Our analysis revealed that the differentially expressed genes formed functional networks that were implicated in cell to cell signaling related to synapse maturation, neuronal growth and neuronal complexity. We further validated these data by randomly choosing (100 times) similarly sized gene lists and subjecting these lists to the same analyses. Random gene lists did not provide highly connected gene networks like those generated by the differentially expressed list derived from our samples. We also found through correlational analysis that the gene expression of control participants was more highly coordinated than in the MDD/suicide group. These data suggest that among depressed individuals who died by suicide, wide ranging perturbations of gene expression exist that are critical for normal synaptic connectively, morphology and cell to cell communication.
Subject(s)
Depression/genetics , Suicide , Adult , Aged , Aged, 80 and over , Depressive Disorder, Major/genetics , Female , Gene Expression/genetics , Humans , Male , Middle Aged , Oligonucleotide Array Sequence Analysis , Polymerase Chain ReactionABSTRACT
Innate differences in human temperament strongly influence how individuals cope with stress and also predispose towards specific types of psychopathology. The present study examines the developing brain in an animal model of temperamental differences to examine how altered neurodevelopment may engender differences in emotional reactivity that are stable throughout the animal's life. We utilize selectively-bred High Responder (bHR) and Low Responder (bLR) rats that exhibit dramatic emotional behavior differences, with bHRs exhibiting exaggerated novelty-exploration, aggression, impulsivity and drug self-administration, and bLRs showing marked behavioral inhibition and exaggerated anxiety-like and depressive-like behavior. Using Affymetrix microarrays, we assessed bLR and bHR gene expression in the developing brain on postnatal days (P)7, 14 and 21, focusing on the hippocampus and nucleus accumbens, two regions related to emotionality and known to differ in adult bLR and bHR rats. We found dramatic gene expression differences between bLR and bHR in the P7 and P14 hippocampus, with minimal differences in the nucleus accumbens. Some of the most profound differences involved genes critical for neurodevelopment and synaptogenesis. Stereological studies evaluated hippocampal structure in developing bHR and bLR pups, revealing enhanced hippocampal volume and cell proliferation in bLR animals. Finally, behavioral studies showed that the characteristic bHR and bLR behavioral phenotypes emerge very early in life, with exploratory differences apparent at P16 and anxiety differences present by P25. Together these data point to specific brain regions and critical periods when the bHR and bLR phenotypes begin to diverge, which may eventually allow us to test possible therapeutic interventions to normalize extreme phenotypes (e.g. the anxiety-prone nature of bLRs or drug addiction proclivity of bHRs).
Subject(s)
Brain/physiology , Emotions/physiology , Exploratory Behavior/physiology , Animals , Anxiety/psychology , Brain/growth & development , Dentate Gyrus/cytology , Dentate Gyrus/growth & development , Dentate Gyrus/physiology , Environment , Female , Genome-Wide Association Study , Hippocampus/growth & development , Hippocampus/metabolism , Hippocampus/physiology , Male , Microarray Analysis , Motor Activity/physiology , Neurogenesis/physiology , Nucleus Accumbens/growth & development , Nucleus Accumbens/metabolism , Nucleus Accumbens/physiology , Rats , Rats, Sprague-Dawley , Real-Time Polymerase Chain Reaction , Reward , Synapses/physiologyABSTRACT
The insulin variable number of tandem repeats (INS VNTR) has been variably associated with size at birth in non-African populations. Small size at birth is a major determinant of neonatal mortality, so the INS VNTR may influence survival. We tested the hypothesis, therefore, that genetic variation around the INS VNTR in a rural Gambian population, who experience seasonal variation in nutrition and subsequently birth weight, may be associated with foetal and early growth. Six polymorphisms flanking the INS VNTR were genotyped in over 2,500 people. Significant associations were detected between the maternally inherited SNP 27 (rs689) allele and birth length [effect size 17.5 (5.2-29.8) mm; P = 0.004; n = 361]. Significant associations were also found between the maternally inherited African-specific SNP 28 (rs5506) allele and post-natal weight gain [effect size 0.19 (0.05-0.32) z score points/year; P = 0.005; n = 728). These results suggest that in the Gambian population studied there are associations between polymorphic variation in the genetically diverse INS gene and foetal and early growth characteristics, which contribute to overall polygenic associations with these traits.
Subject(s)
Insulin/genetics , Polymorphism, Genetic , Alleles , Child Nutrition Sciences , DNA Primers/genetics , Fathers , Female , Gambia , Genetic Variation , Genotype , Growth/genetics , Humans , Male , Mothers , Sequence Analysis, DNAABSTRACT
Stressful events have been implicated in the precipitation of depression and anxiety. These disorders may evolve owing to one or more of an array of neuronal changes that occur in several brain regions. It seems likely that these stressor-provoked neurochemical alterations are moderated by genetic determinants, as well as by a constellation of experiential and environmental factors. Indeed, animal studies have shown that vulnerability to depressive-like behaviors involve mechanisms similar to those associated with human depression (e.g., altered serotonin, corticotropin releasing hormone and their receptors, growth factors), and that the effects of stressors are influenced by previous stressor experiences, particularly those encountered early in life. These stressor effects might reflect sensitization of neuronal functioning, phenotypic changes of processes that lead to neurochemical release or receptor sensitivity, or epigenetic processes that modify expression of specific genes associated with stressor reactivity. It is suggested that depression is a life-long disorder, which even after effective treatment, has a high rate of re-occurrence owing to sensitized processes or epigenetic factors that promote persistent alterations of gene expression.
Subject(s)
Anxiety Disorders/genetics , Anxiety Disorders/physiopathology , Depression/genetics , Depression/physiopathology , Animals , Brain Chemistry/physiology , Disease Models, Animal , HumansABSTRACT
The human and rat hippocampus is highly susceptible to iron deficiency (ID) during the late fetal, early neonatal time period which is a peak time of regulated brain iron uptake and utilization. ID during this period alters cognitive development and is characterized by distinctive, long-term changes in hippocampal cellular growth and function. The fundamental processes underlying these changes are not entirely understood. In this study, ID-induced changes in expression of 25 genes implicated in iron metabolism, including cell growth and energy metabolism, dendrite morphogenesis, and synaptic connectivity were assessed from postnatal day (P) 7 to P65 in hippocampus. All 25 genes showed altered expression during the period of ID (P7, 15, and 30); 10 had changes on P65 after iron repletion. ID caused long-term diminished protein levels of four factors critical for hippocampal neuron differentiation and plasticity, including CamKII alpha, Fkbp1a (Fkbp12), Dlgh4 (PSD-95), and Vamp1 (Synaptobrevin-1). ID altered gene expression in the mammalian target of rapamycin (mTOR) pathway and in a gene network implicated in Alzheimer disease etiology. ID during late fetal and early postnatal life alters the levels and timing of expression of critical genes involved in hippocampal development and function. The study provides targets for future studies in elucidating molecular mechanisms underpinning iron's role in cognitive development and function.
Subject(s)
Cell Size , Energy Metabolism/physiology , Gene Expression Regulation, Developmental/physiology , Hippocampus/pathology , Iron Deficiencies , Iron Metabolism Disorders , Neurons/cytology , Animals , Animals, Newborn , Disease Models, Animal , Female , Gene Expression Profiling/methods , Gene Expression Regulation, Developmental/drug effects , Iron/pharmacology , Iron Metabolism Disorders/metabolism , Iron Metabolism Disorders/pathology , Iron Metabolism Disorders/physiopathology , Male , Oligonucleotide Array Sequence Analysis/methods , Rats , Rats, Sprague-Dawley , Reverse Transcriptase Polymerase Chain Reaction/methodsABSTRACT
Outbred Sprague-Dawley rats can be classified as high responders (HR) or low responders (LR) based on their levels of exploratory locomotion in a novel environment. While this novelty-seeking dimension was originally related to differential vulnerability to substance abuse, behavioral, neuroendocrine and gene expression studies suggest a fundamental difference in emotional reactivity between these animals. Here, we report the first study to selectively breed rats based on this novelty-seeking dimension. Response to novelty was clearly heritable, with a > 2-fold difference in behavior seen after eight generations of selection. Three tests of anxiety-like behavior consistently showed significantly greater anxiety in LR-bred rats compared to HR-bred animals, and this difference was diminished in the open field test by administration of the anxiolytic benzodiazepine drug, chlordiazepoxide. Cross-fostering revealed that responses to novelty were largely unaffected by maternal interactions, though there was an effect on anxiety-like behavior. These selected lines will enable future research on the interplay of genetic, environmental and developmental variables in controlling drug seeking behavior, stress and emotional reactivity.
Subject(s)
Anxiety/genetics , Exploratory Behavior/physiology , Genetics, Behavioral , Maze Learning , Reproduction/genetics , Animals , Behavior, Animal , Breeding/methods , Darkness , Genetic Variation , Humans , Light , Motor Activity/genetics , Rats , Rats, Sprague-DawleyABSTRACT
Neural development involves the expression of ensembles of regulatory genes that control the coordinate and region-specific expression of a host of other genes, resulting in the unique structure, connectivity, and function of each brain region. Although the role of some specific genes in neural development has been studied in detail, we have no global view of the orchestration of spatial and temporal aspects of gene expression across multiple regions of the developing brain. To this end, we used transcriptional profiling to examine expression levels of 9955 genes in the hypothalamus, hippocampus, and frontal cortex across seven stages of postnatal development and up to four stages of prenatal development in individual male rats (six per group). The results reveal dramatic changes across development in >97% of the neurally expressed genes. They also uncover a surprising degree of regional differentiation occurring after birth and through the first 2 weeks of life. Cluster analysis identifies 20 clusters of transcripts enriched in genes related to particular functions, such as DNA metabolism, nuclear function, synaptic vesicle transport, myelination, and neuropeptide hormone activity. Thus, groups of genes with related functions change in the brain at specific times, possibly marking critical periods for each function. These findings can broadly serve as a backdrop for studying the role of individual genes in neural development. They also underscore the importance of early postnatal life in the rat, which corresponds to late gestation in the human, as a critical late phase of neural organization and differentiation, even in subcortical regions.
Subject(s)
Brain/growth & development , Brain/metabolism , Gene Expression Profiling/methods , Gene Expression Regulation, Developmental/physiology , Postpartum Period/genetics , Transcription, Genetic/physiology , Animals , Animals, Newborn , Female , Male , Postpartum Period/physiology , Pregnancy , Rats , Rats, Sprague-DawleyABSTRACT
The insulin minisatellite (INS VNTR) has been intensively analyzed due to its associations with diseases including diabetes. We have previously used patterns of variant repeat distribution in the minisatellite to demonstrate that genetic diversity is unusually great in Africans compared to non-Africans. Here we analyzed variation at 56 single nucleotide polymorphisms (SNPs) flanking the minisatellite in individuals from six populations, and we show that over 40% of the total genetic variance near the minisatellite is due to differences between Africans and non-Africans, far higher than seen in most genomic regions and consistent with differential selection acting on the insulin gene region, most likely in the non-African ancestral population. Linkage disequilibrium was lower in African populations, with evidence of clustering of historical recombination events. Analysis of haplotypes from the relatively nonrecombining region around the minisatellite revealed a star-shaped phylogeny with lineages radiating from an ancestral African-specific haplotype. These haplotypes confirmed that minisatellite lineages defined by variant repeat distributions are monophyletic in origin. These analyses provide a framework for a cladistic approach to future disease association studies of the insulin region within both African and non-African populations, and they identify SNPs which can be rapidly analyzed as surrogate markers for minisatellite lineage.
Subject(s)
Genetic Variation/genetics , Haplotypes/genetics , Insulin/genetics , Africa/epidemiology , Alleles , Diabetes Mellitus/genetics , Evolution, Molecular , Genetics, Population/methods , Genetics, Population/statistics & numerical data , Genotype , Humans , Linkage Disequilibrium/genetics , Minisatellite Repeats/genetics , Molecular Sequence Data , Phylogeny , Polymorphism, Single Nucleotide/genetics , United Kingdom/epidemiologyABSTRACT
The insulin minisatellite (INS VNTR) associates with susceptibility to a variety of diseases. We have developed a high-resolution system for analyzing variant repeat distributions applicable to all known minisatellite alleles, irrespective of size, which allows lineages of related alleles to be identified. This system has previously revealed extremely low structural diversity in the minisatellite among northern Europeans from the United Kingdom, with all alleles belonging to one of only three highly diverged lineages called "I," "IIIA," and "IIIB." To explore the origins of this remarkably limited lineage diversity, we have characterized an additional 780 alleles from three non-African and three African populations. In total, 22 highly diverged lineages were identified, with structural intermediates absent from extant populations, suggesting a bottleneck within the ancestry of all humans. The difference between levels of diversity in Africans and non-Africans is unusually large, with all 22 lineages identified in Africa compared with only three lineages seen not only in the United Kingdom but also in the other non-African populations. We also find evidence for overrepresentation of lineage I chromosomes in non-Africans. These data are consistent with a common out-of-Africa origin and an unusually tight bottleneck within the ancestry of all non-African populations, possibly combined with differential and positive selection for lineage I alleles in non-Africans. The important implications of these data for future disease-association studies are discussed.