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The art of matching brain tissue from patients and controls for postmortem research. HANDBOOK OF CLINICAL NEUROLOGY 2018; 150:197-217. [PMID: 29496142 DOI: 10.1016/b978-0-444-63639-3.00015-3] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
The quality of postmortem research depends strongly on a thorough clinical investigation and documentation of the patient's disorder and therapies. In addition, a systematic and professional neuropathologic investigation of both cases and controls is absolutely crucial. In the experience of the Netherlands Brain Bank (NBB), about 20% of clinical neurologic diagnoses, despite being made in first-rate clinics, have to be revised or require an extra diagnosis after a complete and thorough review by the NBB. The neuropathology examination may reveal for instance that the "controls" already have preclinical neurodegenerative alterations. In postmortem studies the patient and control groups must be matched for as many of the known confounding factors as possible. This is necessary to make the groups as similar as possible, except for the topic being investigated. Confounding factors are present before, during, and after death. They are respectively: (1) genetic background, systemic diseases, duration and gravity of illness, medicines and addictive compounds used, age, sex, gender identity, sexual orientation, circadian and seasonal fluctuations, lateralization; (2) agonal state, stress of dying; and (3) postmortem delay, freezing procedures, fixation and storage time. Consequently, a brain bank should have a large number of controls at its disposal for appropriate matching. If matching fails for some confounders, then their influence may be determined by statistical methods such as analysis of variance or regression models.
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A sexually dimorphic pre-stressed translational signature in CA3 pyramidal neurons of BDNF Val66Met mice. Nat Commun 2017; 8:808. [PMID: 28993643 PMCID: PMC5634406 DOI: 10.1038/s41467-017-01014-4] [Citation(s) in RCA: 45] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2017] [Accepted: 08/11/2017] [Indexed: 12/11/2022] Open
Abstract
Males and females use distinct brain circuits to cope with similar challenges. Using RNA sequencing of ribosome-bound mRNA from hippocampal CA3 neurons, we found remarkable sex differences and discovered that female mice displayed greater gene expression activation after acute stress than males. Stress-sensitive BDNF Val66Met mice of both sexes show a pre-stressed translational phenotype in which the same genes that are activated without applied stress are also induced in wild-type mice by an acute stressor. Behaviourally, only heterozygous BDNF Val66Met females exhibit spatial memory impairment, regardless of acute stress. Interestingly, this effect is not observed in ovariectomized heterozygous BDNF Val66Met females, suggesting that circulating ovarian hormones induce cognitive impairment in Met carriers. Cognitive deficits are not observed in males of either genotype. Thus, in a brain region not normally associated with sex differences, this work sheds light on ways that genes, environment and sex interact to affect the transcriptome’s response to a stressor. Animals’ response to acute stress is known to be influenced by sex and genetics. Here the authors performed RNA-seq on actively translated mRNAs in hippocampal CA3 neurons in mice, and document the effects of sex and genotype (i.e., BDNF Val66Met) on acute stress-induced gene expression.
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53
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Wu C, Bendriem RM, Garamszegi SP, Song L, Lee CT. RNA sequencing in post-mortem human brains of neuropsychiatric disorders. Psychiatry Clin Neurosci 2017; 71:663-672. [PMID: 28675555 DOI: 10.1111/pcn.12550] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/16/2017] [Revised: 05/30/2017] [Accepted: 06/27/2017] [Indexed: 12/28/2022]
Abstract
RNA sequencing (RNA-Seq), a revolutionary tool for transcriptome profiling, is becoming increasingly important for neuroscientists in studying the transcriptional landscape of the human brain. Studies using this next-generation sequencing technique have already revealed novel insights into the complexity of neurons in the human brain and pathogenesis of complex neurological diseases. In clinical neuroscience, RNA-Seq provides exciting opportunities for improving diagnosis and treatment of neurological diseases by facilitating the development of pharmacotherapies able to modulate gene expression. Furthermore, integrative whole genome sequencing and transcriptome sequencing can provide additional information for the functional role of mutated genes, prioritization of variants, and intron/exon splicing. This review describes the current state of RNA-Seq studies in neuropsychiatric disorders using post-mortem human brains, a brief survey of best practices for experimental design and sequencing data analysis, and the challenges associated with its application in the human brain.
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Affiliation(s)
- Chun Wu
- Department of Molecular and Cellular Pharmacology, Miller School of Medicine, University of Miami, Miami, USA
| | - Raphael M Bendriem
- Center for Neurogenetics, Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, USA
| | - Susanna P Garamszegi
- Department of Neurology, Miller School of Medicine, University of Miami, Miami, USA
| | - Lei Song
- Department of Molecular and Cellular Pharmacology, Miller School of Medicine, University of Miami, Miami, USA
| | - Chun-Ting Lee
- Department of Neurology, Miller School of Medicine, University of Miami, Miami, USA
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Abstract
Contrary to popular belief, sex hormones act throughout the entire brain of both males and females via both genomic and nongenomic receptors. Many neural and behavioral functions are affected by estrogens, including mood, cognitive function, blood pressure regulation, motor coordination, pain, and opioid sensitivity. Subtle sex differences exist for many of these functions that are developmentally programmed by hormones and by not yet precisely defined genetic factors, including the mitochondrial genome. These sex differences, and responses to sex hormones in brain regions and upon functions not previously regarded as subject to such differences, indicate that we are entering a new era in our ability to understand and appreciate the diversity of gender-related behaviors and brain functions.
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Affiliation(s)
- Jordan Marrocco
- Harold and Margaret Milliken Hatch Laboratory of Neuroendocrinology, the Rockefeller University, New York, New York, USA
| | - Bruce S McEwen
- Harold and Margaret Milliken Hatch Laboratory of Neuroendocrinology, the Rockefeller University, New York, New York, USA
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55
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GPR37L1 modulates seizure susceptibility: Evidence from mouse studies and analyses of a human GPR37L1 variant. Neurobiol Dis 2017; 106:181-190. [PMID: 28688853 DOI: 10.1016/j.nbd.2017.07.006] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2017] [Revised: 05/23/2017] [Accepted: 07/04/2017] [Indexed: 12/28/2022] Open
Abstract
Progressive myoclonus epilepsies (PMEs) are disorders characterized by myoclonic and generalized seizures with progressive neurological deterioration. While several genetic causes for PMEs have been identified, the underlying causes remain unknown for a substantial portion of cases. Here we describe several affected individuals from a large, consanguineous family presenting with a novel PME in which symptoms begin in adolescence and result in death by early adulthood. Whole exome analyses revealed that affected individuals have a homozygous variant in GPR37L1 (c.1047G>T [Lys349Asn]), an orphan G protein-coupled receptor (GPCR) expressed predominantly in the brain. In vitro studies demonstrated that the K349N substitution in Gpr37L1 did not grossly alter receptor expression, surface trafficking or constitutive signaling in transfected cells. However, in vivo studies revealed that a complete loss of Gpr37L1 function in mice results in increased seizure susceptibility. Mice lacking the related receptor Gpr37 also exhibited an increase in seizure susceptibility, while genetic deletion of both receptors resulted in an even more dramatic increase in vulnerability to seizures. These findings provide evidence linking GPR37L1 and GPR37 to seizure etiology and demonstrate an association between a GPR37L1 variant and a novel progressive myoclonus epilepsy.
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Maschietto M, Bastos LC, Tahira AC, Bastos EP, Euclydes VLV, Brentani A, Fink G, de Baumont A, Felipe-Silva A, Francisco RPV, Gouveia G, Grisi SJFE, Escobar AMU, Moreira-Filho CA, Polanczyk GV, Miguel EC, Brentani H. Sex differences in DNA methylation of the cord blood are related to sex-bias psychiatric diseases. Sci Rep 2017; 7:44547. [PMID: 28303968 PMCID: PMC5355991 DOI: 10.1038/srep44547] [Citation(s) in RCA: 44] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2016] [Accepted: 02/10/2017] [Indexed: 12/19/2022] Open
Abstract
Sex differences in the prevalence of psychiatric disorders are well documented, with exposure to stress during gestation differentially impacting females and males. We explored sex-specific DNA methylation in the cord blood of 39 females and 32 males born at term and with appropriate weight at birth regarding their potential connection to psychiatric outcomes. Mothers were interviewed to gather information about environmental factors (gestational exposure) that could interfere with the methylation profiles in the newborns. Bisulphite converted DNA was hybridized to Illumina HumanMethylation450 BeadChips. Excluding XYS probes, there were 2,332 differentially methylated CpG sites (DMSs) between sexes, which were enriched within brain modules of co-methylated CpGs during brain development and also differentially methylated in the brains of boys and girls. Genes associated with the DMSs were enriched for neurodevelopmental disorders, particularly for CpG sites found differentially methylated in brain tissue between patients with schizophrenia and controls. Moreover, the DMS had an overlap of 890 (38%) CpG sites with a cohort submitted to toxic exposition during gestation. This study supports the evidences that sex differences in DNA methylation of autosomes act as a primary driver of sex differences that are found in psychiatric outcomes.
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Affiliation(s)
- Mariana Maschietto
- Brazilian Biosciences National Laboratory (LNBio), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, Brazil
| | | | | | | | | | - Alexandra Brentani
- Department of Pediatrics, University of São Paulo Medical School, SP, Brazil
| | - Günther Fink
- Department of Global Health and Population, Harvard School of Public Health, USA
| | | | | | | | - Gisele Gouveia
- Institute of Psychiatry, University of São Paulo Medical School, SP, Brazil
| | | | | | | | | | | | - Helena Brentani
- Institute of Psychiatry, University of São Paulo Medical School, SP, Brazil
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57
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Lai MC, Lerch JP, Floris DL, Ruigrok AN, Pohl A, Lombardo MV, Baron-Cohen S. Imaging sex/gender and autism in the brain: Etiological implications. J Neurosci Res 2016; 95:380-397. [DOI: 10.1002/jnr.23948] [Citation(s) in RCA: 95] [Impact Index Per Article: 11.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2016] [Revised: 09/04/2016] [Accepted: 09/06/2016] [Indexed: 12/22/2022]
Affiliation(s)
- Meng-Chuan Lai
- Child and Youth Mental Health Collaborative at the Centre for Addiction and Mental Health and the Hospital for Sick Children, Department of Psychiatry; University of Toronto; Toronto Ontario Canada
- Autism Research Centre, Department of Psychiatry; University of Cambridge; Cambridge United Kingdom
- Department of Psychiatry; National Taiwan University Hospital and College of Medicine; Taipei Taiwan
| | - Jason P. Lerch
- Mouse Imaging Centre, Hospital for Sick Children; Toronto Ontario Canada
- Department of Medical Biophysics; University of Toronto; Toronto Ontario Canada
| | - Dorothea L. Floris
- Autism Research Centre, Department of Psychiatry; University of Cambridge; Cambridge United Kingdom
- New York University Child Study Center; New York New York USA
| | - Amber N.V. Ruigrok
- Autism Research Centre, Department of Psychiatry; University of Cambridge; Cambridge United Kingdom
| | - Alexa Pohl
- Autism Research Centre, Department of Psychiatry; University of Cambridge; Cambridge United Kingdom
| | - Michael V. Lombardo
- Autism Research Centre, Department of Psychiatry; University of Cambridge; Cambridge United Kingdom
- Department of Psychology and Center of Applied Neuroscience; University of Cyprus; Nicosia Cyprus
| | - Simon Baron-Cohen
- Autism Research Centre, Department of Psychiatry; University of Cambridge; Cambridge United Kingdom
- CLASS Clinic, Cambridgeshire and Peterborough NHS Foundation Trust; Cambridge United Kingdom
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Mayne BT, Bianco-Miotto T, Buckberry S, Breen J, Clifton V, Shoubridge C, Roberts CT. Large Scale Gene Expression Meta-Analysis Reveals Tissue-Specific, Sex-Biased Gene Expression in Humans. Front Genet 2016; 7:183. [PMID: 27790248 PMCID: PMC5062749 DOI: 10.3389/fgene.2016.00183] [Citation(s) in RCA: 59] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2016] [Accepted: 09/27/2016] [Indexed: 12/29/2022] Open
Abstract
The severity and prevalence of many diseases are known to differ between the sexes. Organ specific sex-biased gene expression may underpin these and other sexually dimorphic traits. To further our understanding of sex differences in transcriptional regulation, we performed meta-analyses of sex biased gene expression in multiple human tissues. We analyzed 22 publicly available human gene expression microarray data sets including over 2500 samples from 15 different tissues and 9 different organs. Briefly, by using an inverse-variance method we determined the effect size difference of gene expression between males and females. We found the greatest sex differences in gene expression in the brain, specifically in the anterior cingulate cortex, (1818 genes), followed by the heart (375 genes), kidney (224 genes), colon (218 genes), and thyroid (163 genes). More interestingly, we found different parts of the brain with varying numbers and identity of sex-biased genes, indicating that specific cortical regions may influence sexually dimorphic traits. The majority of sex-biased genes in other tissues such as the bladder, liver, lungs, and pancreas were on the sex chromosomes or involved in sex hormone production. On average in each tissue, 32% of autosomal genes that were expressed in a sex-biased fashion contained androgen or estrogen hormone response elements. Interestingly, across all tissues, we found approximately two-thirds of autosomal genes that were sex-biased were not under direct influence of sex hormones. To our knowledge this is the largest analysis of sex-biased gene expression in human tissues to date. We identified many sex-biased genes that were not under the direct influence of sex chromosome genes or sex hormones. These may provide targets for future development of sex-specific treatments for diseases.
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Affiliation(s)
- Benjamin T Mayne
- Robinson Research Institute, University of AdelaideAdelaide, SA, Australia; Adelaide Medical School, University of AdelaideAdelaide, SA, Australia
| | - Tina Bianco-Miotto
- Robinson Research Institute, University of AdelaideAdelaide, SA, Australia; School of Agriculture, Food and Wine, Waite Research Institute, University of AdelaideAdelaide, SA, Australia
| | - Sam Buckberry
- Harry Perkins Institute of Medical Research, The University of Western AustraliaPerth, WA, Australia; Plant Energy Biology, Australian Research Council Centre of Excellence, The University of Western AustraliaPerth, WA, Australia
| | - James Breen
- Robinson Research Institute, University of AdelaideAdelaide, SA, Australia; Bioinformatics Hub, School of Biological Sciences, University of AdelaideAdelaide, SA, Australia
| | - Vicki Clifton
- Mater Research Institute, University of Queensland Brisbane, QLD, Australia
| | - Cheryl Shoubridge
- Robinson Research Institute, University of AdelaideAdelaide, SA, Australia; Adelaide Medical School, University of AdelaideAdelaide, SA, Australia
| | - Claire T Roberts
- Robinson Research Institute, University of AdelaideAdelaide, SA, Australia; Adelaide Medical School, University of AdelaideAdelaide, SA, Australia
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59
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Wang Y, Picard M, Gu Z. Genetic Evidence for Elevated Pathogenicity of Mitochondrial DNA Heteroplasmy in Autism Spectrum Disorder. PLoS Genet 2016; 12:e1006391. [PMID: 27792786 PMCID: PMC5085253 DOI: 10.1371/journal.pgen.1006391] [Citation(s) in RCA: 43] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2016] [Accepted: 09/28/2016] [Indexed: 01/07/2023] Open
Abstract
Increasing clinical and biochemical evidence implicate mitochondrial dysfunction in the pathophysiology of Autism Spectrum Disorder (ASD), but little is known about the biological basis for this connection. A possible cause of ASD is the genetic variation in the mitochondrial DNA (mtDNA) sequence, which has yet to be thoroughly investigated in large genomic studies of ASD. Here we evaluated mtDNA variation, including the mixture of different mtDNA molecules in the same individual (i.e., heteroplasmy), using whole-exome sequencing data from mother-proband-sibling trios from simplex families (n = 903) where only one child is affected by ASD. We found that heteroplasmic mutations in autistic probands were enriched at non-polymorphic mtDNA sites (P = 0.0015), which were more likely to confer deleterious effects than heteroplasmies at polymorphic mtDNA sites. Accordingly, we observed a ~1.5-fold enrichment of nonsynonymous mutations (P = 0.0028) as well as a ~2.2-fold enrichment of predicted pathogenic mutations (P = 0.0016) in autistic probands compared to their non-autistic siblings. Both nonsynonymous and predicted pathogenic mutations private to probands conferred increased risk of ASD (Odds Ratio, OR[95% CI] = 1.87[1.14-3.11] and 2.55[1.26-5.51], respectively), and their influence on ASD was most pronounced in families with probands showing diminished IQ and/or impaired social behavior compared to their non-autistic siblings. We also showed that the genetic transmission pattern of mtDNA heteroplasmies with high pathogenic potential differed between mother-autistic proband pairs and mother-sibling pairs, implicating developmental and possibly in utero contributions. Taken together, our genetic findings substantiate pathogenic mtDNA mutations as a potential cause for ASD and synergize with recent work calling attention to their unique metabolic phenotypes for diagnosis and treatment of children with ASD.
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Affiliation(s)
- Yiqin Wang
- Division of Nutritional Sciences, Cornell University, Ithaca, New York, United States of America
| | - Martin Picard
- Department of Psychiatry, Division of Behavioral Medicine, Columbia University Medical Center, New York, New York, United States of America
- Department of Neurology, Division of Columbia Translational Neuroscience Initiative, Columbia University Medical Center, New York, New York, United States of America
| | - Zhenglong Gu
- Division of Nutritional Sciences, Cornell University, Ithaca, New York, United States of America
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