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Mohapatra G, Dachet F, Coleman LJ, Gillis B, Behm FG. Identification of unique genomic signatures in patients with fibromyalgia and chronic pain. Sci Rep 2024; 14:3949. [PMID: 38366049 PMCID: PMC10873305 DOI: 10.1038/s41598-024-53874-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2022] [Accepted: 02/06/2024] [Indexed: 02/18/2024] Open
Abstract
Fibromyalgia (FM) is a chronic pain syndrome characterized by widespread pain. The pathophysiology of fibromyalgia is not clearly understood and there are no specific biomarkers available for accurate diagnosis. Here we define genomic signatures using high throughput RNA sequencing on 96 fibromyalgia and 93 control cases. Our findings revealed three major fibromyalgia-associated expression signatures. The first group included 43 patients with a signature enriched for gene expression associated with extracellular matrix and downregulation of RhoGDI signaling pathway. The second group included 30 patients and showed a profound reduction in the expression of inflammatory mediators with an increased expression of genes involved in the CLEAR signaling pathway. These results suggest defective tissue homeostasis associated with the extra-cellular matrix and cellular program that regulates lysosomal biogenesis and participates in macromolecule clearance in fibromyalgia. The third group of 17 FM patients showed overexpression of pathways that control acute inflammation and dysfunction of the global transcriptional process. The result of this study indicates that FM is a heterogeneous and complex disease. Further elucidation of these pathways will lead to the development of accurate diagnostic markers, and effective therapeutic options for fibromyalgia.
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Affiliation(s)
- Gayatry Mohapatra
- Laboratory of Genomic Medicine, Department of Pathology, University of Illinois at Chicago (UIC) College of Medicine, 840 S. Wood St., Chicago, IL, 60612, USA.
| | - Fabien Dachet
- Laboratory of Genomic Medicine, Department of Pathology, University of Illinois at Chicago (UIC) College of Medicine, 840 S. Wood St., Chicago, IL, 60612, USA
| | - Louis J Coleman
- Laboratory of Genomic Medicine, Department of Pathology, University of Illinois at Chicago (UIC) College of Medicine, 840 S. Wood St., Chicago, IL, 60612, USA
| | - Bruce Gillis
- Department of Medicine, University of Illinois at Chicago (UIC) College of Medicine, Chicago, USA
| | - Frederick G Behm
- Laboratory of Genomic Medicine, Department of Pathology, University of Illinois at Chicago (UIC) College of Medicine, 840 S. Wood St., Chicago, IL, 60612, USA
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2
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Dachet F, Brown JB, Valyi-Nagy T, Narayan KD, Serafini A, Boley N, Gingeras TR, Celniker SE, Mohapatra G, Loeb JA. Selective time-dependent changes in activity and cell-specific gene expression in human postmortem brain. Sci Rep 2021; 11:6078. [PMID: 33758256 PMCID: PMC7988150 DOI: 10.1038/s41598-021-85801-6] [Citation(s) in RCA: 36] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Accepted: 02/24/2021] [Indexed: 12/15/2022] Open
Abstract
As a means to understand human neuropsychiatric disorders from human brain samples, we compared the transcription patterns and histological features of postmortem brain to fresh human neocortex isolated immediately following surgical removal. Compared to a number of neuropsychiatric disease-associated postmortem transcriptomes, the fresh human brain transcriptome had an entirely unique transcriptional pattern. To understand this difference, we measured genome-wide transcription as a function of time after fresh tissue removal to mimic the postmortem interval. Within a few hours, a selective reduction in the number of neuronal activity-dependent transcripts occurred with relative preservation of housekeeping genes commonly used as a reference for RNA normalization. Gene clustering indicated a rapid reduction in neuronal gene expression with a reciprocal time-dependent increase in astroglial and microglial gene expression that continued to increase for at least 24 h after tissue resection. Predicted transcriptional changes were confirmed histologically on the same tissue demonstrating that while neurons were degenerating, glial cells underwent an outgrowth of their processes. The rapid loss of neuronal genes and reciprocal expression of glial genes highlights highly dynamic transcriptional and cellular changes that occur during the postmortem interval. Understanding these time-dependent changes in gene expression in post mortem brain samples is critical for the interpretation of research studies on human brain disorders.
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Affiliation(s)
- Fabien Dachet
- University of Illinois at Chicago, Chicago, IL, 60612, USA.
| | - James B Brown
- Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | | | | | - Anna Serafini
- University of Illinois at Chicago, Chicago, IL, 60612, USA
| | - Nathan Boley
- University of California, Berkeley, CA, 94720, USA
| | | | | | | | - Jeffrey A Loeb
- University of Illinois at Chicago, Chicago, IL, 60612, USA.
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Kirchner A, Bagla S, Dachet F, Loeb JA. DUSP4 appears to be a highly localized endogenous inhibitor of epileptic signaling in human neocortex. Neurobiol Dis 2020; 145:105073. [PMID: 32890776 DOI: 10.1016/j.nbd.2020.105073] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Revised: 08/18/2020] [Accepted: 08/31/2020] [Indexed: 12/23/2022] Open
Abstract
BACKGROUND We previously identified the Mitogen Activated Protein Kinase (MAPK) pathway as focally upregulated in brain regions with high epileptic activity and showed that inhibition of MAPK signaling reduces epileptic spiking in an animal model. Here we examined how activators and inhibitors of the MAPK pathway are expressed in human epileptic cortex and how these could contribute to the localization of epileptic signaling. METHODS We localized gene and protein expression in human epileptic neocortical tissues based on epileptic activities from 20 patients based on long-term intracranial recordings. Follow-up mechanistic studies by depolarization of human Sh-SY5Y cell line were used to model epileptic activity in the human brain. RESULTS A clustering algorithm of differentially expressed genes identified a unique gene expression cluster distinct from other MAPK genes. Within this cluster was dual specificity phosphatase 4 (DUSP4), a potent MAPK inhibitor. In situ hybridization studies revealed focal patches of DUSP4 mRNA in layer 2/3 brain regions associated with a dramatic reduction in MAPK signaling genes. In vitro depolarization led to the rapid and transient induction of DUSP4 protein, which, in turn, reduced MAPK activity. Activity-dependent induction of DUSP4 protein was transient and required MAPK signaling. Human epileptic brain regions with lower epileptic activity had lower MAPK activity and higher DUSP4 protein levels. DISCUSSION DUSP4 is a highly localized, endogenous feedback inhibitor of pro-epileptogenic MAPK signaling in the human epileptic brain. Increasing DUSP4 expression could therefore be a novel therapeutic approach to prevent the development and spread of epileptic circuits. SIGNIFICANCE STATEMENT Epilepsy is a chronic debilitating disease. Once it develops, epileptic circuits often persist throughout life. Fortunately, in focal forms of epilepsy, these circuits can remain highly localized and are amenable to surgical resections, suggesting that endogenous mechanisms restrict their spread to other brain regions. Using a high-throughput genomic analysis of human epileptic brain regions, we identified DUSP4 as an activity-dependent inhibitor of MAPK signaling expressed in focal patches surrounding human neocortical epileptic brain regions. Our results suggest that DUSP4, through local inhibition of MAPK signaling, acts as an endogenous, spatially segregated safety mechanism to prevent the spread of epileptic activity. Augmenting DUSP4 expression could be a novel disease-modifying approach to prevent or treat human epilepsy.
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Affiliation(s)
- A Kirchner
- University of Illinois at Chicago, Department of Neurology and Rehabilitation, 912 S Wood Street, Chicago, IL 60612, United States of America
| | - S Bagla
- Wayne State University, Department of Pediatrics, Children's Hospital of Michigan, 3901 Beaubien Blvd., Detroit, MI 48201, United States of America
| | - F Dachet
- University of Illinois at Chicago, Department of Neurology and Rehabilitation, 912 S Wood Street, Chicago, IL 60612, United States of America; University of Illinois at Chicago, University of Illinois Neuro-Repository, 912 S Wood Street, Chicago, IL 60612, United States of America
| | - J A Loeb
- University of Illinois at Chicago, Department of Neurology and Rehabilitation, 912 S Wood Street, Chicago, IL 60612, United States of America; University of Illinois at Chicago, University of Illinois Neuro-Repository, 912 S Wood Street, Chicago, IL 60612, United States of America.
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Abstract
Increasing evidence shows that neuroinflammation mediated by activated glia and infiltrated immune cells is involved in the pathogenesis of sporadic amyotrophic lateral sclerosis (sALS). However, the mechanisms of interaction between activated glia and motor neuron degeneration are unclear. To determine the relationship between motor neurons and glial activation in the central nervous system of sALS patients, we applied new cellular interactome bioinformatics tools to transcriptome profiles established from laser captured motor neurons in regions remote from site of onset. We found a disease specific subtype of motor neuron that inversely correlated with survival of sALS patients. Interestingly, two subtypes of motor neurons (motorneuron2 and 3) and two subtypes of microglia/macrophages (microglia/macrophage1 and 2) were unique to sALS patients compared to controls. Increased microglia/macrophage1 correlated with decreased motorneuron2 and increased microglia/macrophage2 correlated with decreased motor neuron3. Increased MHC class II genes correlated with microglia/macrophage1-2. Tissue staining using immunofluorescence confirmed a significant increase of microglia/macrophage expressing MHC class II, suggesting that they were activated. Identified gene pathways and biological changes included apoptosis and protein phosphorylation in motorneuron3 and antigen processing/presentation and immune cell activation in microglia/macrophages in sALS patients. Our findings support the hypothesis that neuro-glia physical interactions are important in pathogenesis, and targeting disease-specific motor neurons and/or glia could be a useful therapy to slow disease progression.
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Affiliation(s)
- Fabien Dachet
- Department of Neurology and Rehabilitation, University of Illinois at Chicago, Chicago, IL 60612, USA
| | - Jiangou Liu
- Department of Neurology and Rehabilitation, University of Illinois at Chicago, Chicago, IL 60612, USA
| | - John Ravits
- ALS Translational Research Program, Department of Neurosciences, University of California, San Diego, CA 92093, USA.
| | - Fei Song
- Department of Neurology and Rehabilitation, University of Illinois at Chicago, Chicago, IL 60612, USA.
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Kirchner A, Dachet F, Loeb JA. Identifying targets for preventing epilepsy using systems biology of the human brain. Neuropharmacology 2019; 168:107757. [PMID: 31493467 DOI: 10.1016/j.neuropharm.2019.107757] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2019] [Revised: 08/30/2019] [Accepted: 09/02/2019] [Indexed: 12/13/2022]
Abstract
Approximately one third of all epilepsy patients are resistant to current therapeutic treatments. Some patients with focal forms of epilepsy benefit from invasive surgical approaches that can lead to large surgical resections of human epileptic neocortex. We have developed a systems biology approach to take full advantage of these resections and the brain tissues they generate as a means to understand underlying mechanisms of neocortical epilepsy and to identify novel biomarkers and therapeutic targets. In this review, we will describe our unique approach that has led to the development of a 'NeuroRepository' of electrically-mapped epileptic tissues and associated data. This 'Big Data' approach links quantitative measures of ictal and interictal activities corresponding to a specific intracranial electrode to clinical, imaging, histological, genomic, proteomic, and metabolomic measures. This highly characterized data and tissue bank has given us an extraordinary opportunity to explore the underlying electrical, cellular, and molecular mechanisms of the human epileptic brain. We describe specific examples of how an experimental design that compares multiple cortical regions with different electrical activities has led to discoveries of layer-specific pathways and how these can be 'reverse translated' from animal models back to humans in the form of new biomarkers and therapeutic targets. This article is part of the special issue entitled 'New Epilepsy Therapies for the 21st Century - From Antiseizure Drugs to Prevention, Modification and Cure of Epilepsy'.
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Affiliation(s)
- Allison Kirchner
- Department of Neurology and Rehabilitation, University of Illinois at Chicago, Chicago, IL, 60612, USA
| | - Fabien Dachet
- Department of Neurology and Rehabilitation, University of Illinois at Chicago, Chicago, IL, 60612, USA; University of Illinois Neuro Repository, University of Illinois at Chicago, Chicago, IL, 60612, USA
| | - Jeffrey A Loeb
- Department of Neurology and Rehabilitation, University of Illinois at Chicago, Chicago, IL, 60612, USA; University of Illinois Neuro Repository, University of Illinois at Chicago, Chicago, IL, 60612, USA.
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6
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Dachet F, Liu J, Ravits J, Song F. Predicting disease specific spinal motor neurons and glia in sporadic ALS. Neurobiol Dis 2019; 130:104523. [PMID: 31276795 DOI: 10.1016/j.nbd.2019.104523] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2019] [Revised: 06/19/2019] [Accepted: 07/01/2019] [Indexed: 12/12/2022] Open
Abstract
Increasing evidence shows that neuroinflammation mediated by activated glia and infiltrated immune cells is involved in the pathogenesis of sporadic amyotrophic lateral sclerosis (sALS). However, the mechanisms of interaction between activated glia and motor neuron degeneration are unclear. To determine the relationship between motor neurons and glial activation in the central nervous system of sALS patients, we applied new cellular interactome bioinformatics tools to transcriptome profiles established from laser captured motor neurons in regions remote from site of onset. We found a disease specific subtype of motor neuron that inversely correlated with survival of sALS patients. Interestingly, two subtypes of motor neurons (motorneuron2 and 3) and two subtypes of microglia/macrophages (microglia/macrophage1 and 2) were unique to sALS patients compared to controls. Increased microglia/macrophage1 correlated with decreased motorneuron2 and increased microglia/macrophage2 correlated with decreased motor neuron3. Increased MHC class II genes correlated with microglia/macrophage1-2. Tissue staining using immunofluorescence confirmed a significant increase of microglia/macrophage expressing MHC class II, suggesting that they were activated. Identified gene pathways and biological changes included apoptosis and protein phosphorylation in motorneuron3 and antigen processing/presentation and immune cell activation in microglia/macrophages in sALS patients. Our findings support the hypothesis that neuro-glia physical interactions are important in pathogenesis, and targeting disease-specific motor neurons and/or glia could be a useful therapy to slow disease progression.
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Affiliation(s)
- Fabien Dachet
- Department of Neurology and Rehabilitation, University of Illinois at Chicago, Chicago, IL 60612, USA
| | - Jiangou Liu
- Department of Neurology and Rehabilitation, University of Illinois at Chicago, Chicago, IL 60612, USA
| | - John Ravits
- ALS Translational Research Program, Department of Neurosciences, University of California, San Diego, CA 92093, USA.
| | - Fei Song
- Department of Neurology and Rehabilitation, University of Illinois at Chicago, Chicago, IL 60612, USA.
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7
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Keren-Aviram G, Dachet F, Bagla S, Balan K, Loeb JA, Dratz EA. Proteomic analysis of human epileptic neocortex predicts vascular and glial changes in epileptic regions. PLoS One 2018; 13:e0195639. [PMID: 29634780 PMCID: PMC5892923 DOI: 10.1371/journal.pone.0195639] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2018] [Accepted: 03/26/2018] [Indexed: 01/21/2023] Open
Abstract
Epilepsy is a common neurological disorder, which is not well understood at the molecular level. Exactly why some brain regions produce epileptic discharges and others do not is not known. Patients who fail to respond to antiseizure medication (refractory epilepsy) can benefit from surgical removal of brain regions to reduce seizure frequency. The tissue removed in these surgeries offers an invaluable resource to uncover the molecular and cellular basis of human epilepsy. Here, we report a proteomic study to determine whether there are common proteomic patterns in human brain regions that produce epileptic discharges. We analyzed human brain samples, as part of the Systems Biology of Epilepsy Project (SBEP). These brain pieces are in vivo electrophysiologically characterized human brain samples withdrawn from the neocortex of six patients with refractory epilepsy. This study is unique in that for each of these six patients the comparison of protein expression was made within the same patient: a more epileptic region was compared to a less epileptic brain region. The amount of epileptic activity was defined for each patient as the frequency of their interictal spikes (electric activity between seizures that is a parameter strongly linked to epilepsy). Proteins were resolved from three subcellular fractions, using a 2D differential gel electrophoresis (2D-DIGE), revealing 31 identified protein spots that changed significantly. Interestingly, glial fibrillary acidic protein (GFAP) was found to be consistently down regulated in high spiking brain tissue and showed a strong negative correlation with spike frequency. We also developed a two-step analysis method to select for protein species that changed frequently among the patients and identified these proteins. A total of 397 protein spots of interest (SOI) were clustered by protein expression patterns across all samples. These clusters were used as markers and this analysis predicted proteomic changes due to both histological differences and molecular pathways, revealed by examination of gene ontology clusters. Our experimental design and proteomic data analysis predicts novel glial changes, increased angiogenesis, and changes in cytoskeleton and neuronal projections between high and low interictal spiking regions. Quantitative histological staining of these same tissues for both the vascular and glial changes confirmed these findings, which provide new insights into the structural and functional basis of neocortical epilepsy.
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Affiliation(s)
- Gal Keren-Aviram
- Department of Chemistry & Biochemistry, Montana State University, Bozeman, Montana, United States of America
| | - Fabien Dachet
- The Center for Molecular Medicine and Genetics, Wayne State University School of Medicine, Detroit, Michigan, United States of America
- Department of Neurology and Rehabilitation, University of Illinois at Chicago, Chicago, Illinois, United States of America
| | - Shruti Bagla
- The Center for Molecular Medicine and Genetics, Wayne State University School of Medicine, Detroit, Michigan, United States of America
| | - Karina Balan
- The Center for Molecular Medicine and Genetics, Wayne State University School of Medicine, Detroit, Michigan, United States of America
| | - Jeffrey A. Loeb
- The Center for Molecular Medicine and Genetics, Wayne State University School of Medicine, Detroit, Michigan, United States of America
- Department of Neurology and Rehabilitation, University of Illinois at Chicago, Chicago, Illinois, United States of America
- * E-mail:
| | - Edward A. Dratz
- Department of Chemistry & Biochemistry, Montana State University, Bozeman, Montana, United States of America
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8
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Lin CY, Kleinbrink EL, Dachet F, Cai J, Ju D, Goldstone A, Wood EJ, Liu K, Jia H, Goustin AS, Kosir MA, Thepsuwan P, Lipovich L. Primate-specific oestrogen-responsive long non-coding RNAs regulate proliferation and viability of human breast cancer cells. Open Biol 2017; 6:rsob.150262. [PMID: 28003470 PMCID: PMC5204119 DOI: 10.1098/rsob.150262] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2015] [Accepted: 11/22/2016] [Indexed: 01/04/2023] Open
Abstract
Long non-coding RNAs (lncRNAs) are transcripts of a recently discovered class of genes which do not code for proteins. LncRNA genes are approximately as numerous as protein-coding genes in the human genome. However, comparatively little remains known about lncRNA functions. We globally interrogated changes in the lncRNA transcriptome of oestrogen receptor positive human breast cancer cells following treatment with oestrogen, and identified 127 oestrogen-responsive lncRNAs. Consistent with the emerging evidence that most human lncRNA genes lack homologues outside of primates, our evolutionary analysis revealed primate-specific lncRNAs downstream of oestrogen signalling. We demonstrate, using multiple functional assays to probe gain- and loss-of-function phenotypes in two oestrogen receptor positive human breast cancer cell lines, that two primate-specific oestrogen-responsive lncRNAs identified in this study (the oestrogen-repressed lncRNA BC041455, which reduces cell viability, and the oestrogen-induced lncRNA CR593775, which increases cell viability) exert previously unrecognized functions in cell proliferation and growth factor signalling pathways. The results suggest that oestrogen-responsive lncRNAs are capable of altering the proliferation and viability of human breast cancer cells. No effects on cellular phenotypes were associated with control transfections. As heretofore unappreciated components of key signalling pathways in cancers, including the MAP kinase pathway, lncRNAs hence represent a novel mechanism of action for oestrogen effects on cellular proliferation and viability phenotypes. This finding warrants further investigation in basic and translational studies of breast and potentially other types of cancers, has broad relevance to lncRNAs in other nuclear hormone receptor pathways, and should facilitate exploiting and targeting these cell viability modulating lncRNAs in post-genomic therapeutics.
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Affiliation(s)
- Chin-Yo Lin
- Center for Nuclear Receptors and Cell Signaling, Department of Biology and Biochemistry, University of Houston, Houston, TX 77004, USA
| | - Erica L Kleinbrink
- Center for Molecular Medicine and Genetics, Wayne State University, Detroit, MI 48201, USA
| | - Fabien Dachet
- Department of Neurology, School of Medicine, Wayne State University, Detroit, MI 48201, USA.,Center for Molecular Medicine and Genetics, Wayne State University, Detroit, MI 48201, USA.,Department of Neurology and Rehabilitation, College of Medicine, University of Illinois at Chicago, Chicago, IL 60612, USA
| | - Juan Cai
- Center for Molecular Medicine and Genetics, Wayne State University, Detroit, MI 48201, USA
| | - Donghong Ju
- Department of Surgery and Karmanos Cancer Institute, School of Medicine, Wayne State University, Detroit, MI 48201, USA
| | - Amanda Goldstone
- Center for Molecular Medicine and Genetics, Wayne State University, Detroit, MI 48201, USA
| | - Emily J Wood
- Center for Molecular Medicine and Genetics, Wayne State University, Detroit, MI 48201, USA
| | - Ka Liu
- Center for Nuclear Receptors and Cell Signaling, Department of Biology and Biochemistry, University of Houston, Houston, TX 77004, USA
| | - Hui Jia
- Center for Molecular Medicine and Genetics, Wayne State University, Detroit, MI 48201, USA
| | - Anton-Scott Goustin
- Center for Molecular Medicine and Genetics, Wayne State University, Detroit, MI 48201, USA
| | - Mary A Kosir
- Department of Surgery and Karmanos Cancer Institute, School of Medicine, Wayne State University, Detroit, MI 48201, USA
| | - Pattaraporn Thepsuwan
- Center for Molecular Medicine and Genetics, Wayne State University, Detroit, MI 48201, USA
| | - Leonard Lipovich
- Department of Neurology, School of Medicine, Wayne State University, Detroit, MI 48201, USA .,Center for Molecular Medicine and Genetics, Wayne State University, Detroit, MI 48201, USA
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9
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Wu HC, Dachet F, Ghoddoussi F, Bagla S, Fuerst D, Stanley JA, Galloway MP, Loeb JA. Altered metabolomic-genomic signature: A potential noninvasive biomarker of epilepsy. Epilepsia 2017; 58:1626-1636. [PMID: 28714074 DOI: 10.1111/epi.13848] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/19/2017] [Indexed: 01/21/2023]
Abstract
OBJECTIVE This study aimed to identify noninvasive biomarkers of human epilepsy that can reliably detect and localize epileptic brain regions. Having noninvasive biomarkers would greatly enhance patient diagnosis, patient monitoring, and novel therapy development. At the present time, only surgically invasive, direct brain recordings are capable of detecting these regions with precision, which severely limits the pace and scope of both clinical management and research progress in epilepsy. METHODS We compared high versus low or nonspiking regions in nine medically intractable epilepsy surgery patients by performing integrated metabolomic-genomic-histological analyses of electrically mapped human cortical regions using high-resolution magic angle spinning proton magnetic resonance spectroscopy, cDNA microarrays, and histological analysis. RESULTS We found a highly consistent and predictive metabolite logistic regression model with reduced lactate and increased creatine plus phosphocreatine and choline, suggestive of a chronically altered metabolic state in epileptic brain regions. Linking gene expression, cellular, and histological differences to these key metabolites using a hierarchical clustering approach predicted altered metabolic vascular coupling in the affected regions. Consistently, these predictions were validated histologically, showing both neovascularization and newly discovered, millimeter-sized microlesions. SIGNIFICANCE Using a systems biology approach on electrically mapped human cortex provides new evidence for spatially segregated, metabolic derangements in both neurovascular and synaptic architecture in human epileptic brain regions that could be a noninvasively detectable biomarker of epilepsy. These findings both highlight the immense power of a systems biology approach and identify a potentially important role that magnetic resonance spectroscopy can play in the research and clinical management of epilepsy.
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Affiliation(s)
- Helen C Wu
- Department of Psychiatry and Behavioral Neurosciences, Wayne State University, Detroit, Michigan, U.S.A
| | - Fabien Dachet
- Department of Neurology and Rehabilitation, University of Illinois, Chicago, Illinois, U.S.A
| | - Farhad Ghoddoussi
- Department of Anesthesiology and Neuroimaging Center, Wayne State University, Detroit, Michigan, U.S.A
| | - Shruti Bagla
- Center for Molecular Medicine and Genetics, Wayne State University, Detroit, Michigan, U.S.A
| | - Darren Fuerst
- Department of Neurology and Rehabilitation, University of Illinois, Chicago, Illinois, U.S.A
| | - Jeffrey A Stanley
- Department of Psychiatry and Behavioral Neurosciences, Wayne State University, Detroit, Michigan, U.S.A
| | - Matthew P Galloway
- Department of Psychiatry and Behavioral Neurosciences, Wayne State University, Detroit, Michigan, U.S.A.,Department of Anesthesiology and Neuroimaging Center, Wayne State University, Detroit, Michigan, U.S.A
| | - Jeffrey A Loeb
- Department of Neurology and Rehabilitation, University of Illinois, Chicago, Illinois, U.S.A
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10
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Bannon MJ, Savonen CL, Jia H, Dachet F, Halter SD, Schmidt CJ, Lipovich L, Kapatos G. Identification of long noncoding RNAs dysregulated in the midbrain of human cocaine abusers. J Neurochem 2015. [PMID: 26222413 PMCID: PMC4830632 DOI: 10.1111/jnc.13255] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Maintenance of the drug‐addicted state is thought to involve changes in gene expression in different neuronal cell types and neural circuits. Midbrain dopamine (DA) neurons in particular mediate numerous responses to drugs of abuse. Long noncoding RNAs (lncRNAs) regulate CNS gene expression through a variety of mechanisms, but next to nothing is known about their role in drug abuse. The proportion of lncRNAs that are primate‐specific provides a strong rationale for their study in human drug abusers. In this study, we determined a profile of dysregulated putative lncRNAs through the analysis of postmortem human midbrain specimens from chronic cocaine abusers and well‐matched control subjects (n = 11 in each group) using a custom lncRNA microarray. A dataset comprising 32 well‐annotated lncRNAs with independent evidence of brain expression and robust differential expression in cocaine abusers is presented. For a subset of these lncRNAs, differential expression was validated by quantitative real‐time PCR and cellular localization determined by in situ hybridization histochemistry. Examples of lncRNAs exhibiting DA cell‐specific expression, different subcellular distributions, and covariance of expression with known cocaine‐regulated protein‐coding genes were identified. These findings implicate lncRNAs in the cellular responses of human DA neurons to chronic cocaine abuse.
Long noncoding RNAs (lncRNAs) regulate the expression of protein‐coding genes, but little is known about their potential role in drug abuse. In this study, we identified lncRNAs differentially expressed in human cocaine abusers' midbrains. One up‐regulated antisense lncRNA, tumor necrosis factor receptor‐associated factor 3‐interacting protein 2‐antisense 1 (TRAF3IP2‐AS1), was found predominantly in the nucleus of human dopamine (DA) neurons, whereas the related TRAF3IP2 protein‐coding transcript was distributed throughout these cells. The abundances of these transcripts were significantly correlated (left) suggesting that TRAF3IP2‐AS1 may regulate TRAF3IP2 gene expression, perhaps through local chromatin changes at this locus (right).
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Affiliation(s)
- Michael J Bannon
- Department of Pharmacology, Wayne State University School of Medicine, Detroit, Michigan, USA
| | - Candace L Savonen
- Department of Pharmacology, Wayne State University School of Medicine, Detroit, Michigan, USA
| | - Hui Jia
- Center for Molecular Medicine and Genetics, Wayne State University School of Medicine, Detroit, Michigan, USA
| | - Fabien Dachet
- Department of Neurology, Wayne State University School of Medicine, Detroit, Michigan, USA
| | - Steven D Halter
- Department of Pharmacology, Wayne State University School of Medicine, Detroit, Michigan, USA
| | - Carl J Schmidt
- Department of Pathology, University of Michigan, Ann Arbor, Michigan, USA
| | - Leonard Lipovich
- Center for Molecular Medicine and Genetics, Wayne State University School of Medicine, Detroit, Michigan, USA.,Department of Neurology, Wayne State University School of Medicine, Detroit, Michigan, USA
| | - Gregory Kapatos
- Department of Pharmacology, Wayne State University School of Medicine, Detroit, Michigan, USA.,Center for Molecular Medicine and Genetics, Wayne State University School of Medicine, Detroit, Michigan, USA
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11
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Dachet F, Bagla S, Keren-Aviram G, Morton A, Balan K, Saadat L, Valyi-Nagy T, Kupsky W, Song F, Dratz E, Loeb JA. Predicting novel histopathological microlesions in human epileptic brain through transcriptional clustering. ACTA ACUST UNITED AC 2014; 138:356-70. [PMID: 25516101 DOI: 10.1093/brain/awu350] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Although epilepsy is associated with a variety of abnormalities, exactly why some brain regions produce seizures and others do not is not known. We developed a method to identify cellular changes in human epileptic neocortex using transcriptional clustering. A paired analysis of high and low spiking tissues recorded in vivo from 15 patients predicted 11 cell-specific changes together with their 'cellular interactome'. These predictions were validated histologically revealing millimetre-sized 'microlesions' together with a global increase in vascularity and microglia. Microlesions were easily identified in deeper cortical layers using the neuronal marker NeuN, showed a marked reduction in neuronal processes, and were associated with nearby activation of MAPK/CREB signalling, a marker of epileptic activity, in superficial layers. Microlesions constitute a common, undiscovered layer-specific abnormality of neuronal connectivity in human neocortex that may be responsible for many 'non-lesional' forms of epilepsy. The transcriptional clustering approach used here could be applied more broadly to predict cellular differences in other brain and complex tissue disorders.
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Affiliation(s)
- Fabien Dachet
- 1 Department of Neurology and Rehabilitation, University of Illinois at Chicago, Chicago, IL 60612, USA 2 The Centre for Molecular Medicine and Genetics, Wayne State University School of Medicine, Detroit, MI 48201, USA
| | - Shruti Bagla
- 2 The Centre for Molecular Medicine and Genetics, Wayne State University School of Medicine, Detroit, MI 48201, USA
| | - Gal Keren-Aviram
- 3 Department of Chemistry and Biochemistry, Montana State University, Bozeman, MT 59717, USA
| | - Andrew Morton
- 2 The Centre for Molecular Medicine and Genetics, Wayne State University School of Medicine, Detroit, MI 48201, USA
| | - Karina Balan
- 2 The Centre for Molecular Medicine and Genetics, Wayne State University School of Medicine, Detroit, MI 48201, USA
| | - Laleh Saadat
- 1 Department of Neurology and Rehabilitation, University of Illinois at Chicago, Chicago, IL 60612, USA
| | - Tibor Valyi-Nagy
- 1 Department of Neurology and Rehabilitation, University of Illinois at Chicago, Chicago, IL 60612, USA 4 Department of Pathology, University of Illinois at Chicago, Chicago, IL 60612, USA
| | - William Kupsky
- 5 Department of Pathology; Wayne State University School of Medicine, Detroit, MI 48201, USA
| | - Fei Song
- 1 Department of Neurology and Rehabilitation, University of Illinois at Chicago, Chicago, IL 60612, USA 2 The Centre for Molecular Medicine and Genetics, Wayne State University School of Medicine, Detroit, MI 48201, USA
| | - Edward Dratz
- 3 Department of Chemistry and Biochemistry, Montana State University, Bozeman, MT 59717, USA
| | - Jeffrey A Loeb
- 1 Department of Neurology and Rehabilitation, University of Illinois at Chicago, Chicago, IL 60612, USA 2 The Centre for Molecular Medicine and Genetics, Wayne State University School of Medicine, Detroit, MI 48201, USA
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Dachet F, St-Gelais D, Roy D, LaPointe G. Transcriptome profiling of lactococcal mixed culture activity in milk by fluorescent RNA arbitrarily primed-PCR. ACTA ACUST UNITED AC 2010. [DOI: 10.1051/dst/2010020] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
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Ménard A, Dachet F, Prouzet-Mauleon V, Oleastro M, Mégraud F. Development of a real-time fluorescence resonance energy transfer PCR to identify the main pathogenic Campylobacter spp. Clin Microbiol Infect 2005; 11:281-7. [PMID: 15760424 DOI: 10.1111/j.1469-0691.2005.01072.x] [Citation(s) in RCA: 46] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
A simple real-time fluorescence resonance energy transfer (FRET) PCR, targeting the gyrA gene outside the quinolone resistance-determining region, was developed to identify Campylobacter jejuni and Campylobacter coli. These species were distinguished easily, as the corresponding melting points showed a difference of 15 degrees C. A second assay using the same biprobe and PCR conditions, but different PCR primers, was also developed to identify the less frequently encountered Campylobacter fetus. These assays were applied to 807 Campylobacter isolates from clinical specimens. Compared to phenotypic identification tests, the FRET assay yielded the same results for all except three of the isolates. Analysis by standard PCR and 16S rDNA sequencing demonstrated that two of these isolates were hippurate-negative C. jejuni strains, resulting in an erroneous phenotypic identification, while the third was an isolate of C. coli that contained a gyrA gene typical of C. jejuni, resulting in misidentification by the FRET assay. The FRET assay identified more isolates than standard PCR, which failed to yield amplification products with c. 10% of isolates. It was concluded that the FRET assays were rapid, reliable, reproducible and relatively cost-efficient, as they require only one biprobe and can be performed directly on boiled isolates.
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Affiliation(s)
- A Ménard
- Laboratoire de Bactériologie, Université Victor Segalen Bordeaux 2, France.
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Segui J, Dachet F. Structure de la phrase et valeur syntaxique de ses éléments dans le rappel. psy 1970. [DOI: 10.3406/psy.1970.27908] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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