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Iacobas S, Amuzescu B, Iacobas DA. Transcriptomic uniqueness and commonality of the ion channels and transporters in the four heart chambers. Sci Rep 2021; 11:2743. [PMID: 33531573 PMCID: PMC7854717 DOI: 10.1038/s41598-021-82383-1] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2020] [Accepted: 01/03/2021] [Indexed: 02/07/2023] Open
Abstract
Myocardium transcriptomes of left and right atria and ventricles from four adult male C57Bl/6j mice were profiled with Agilent microarrays to identify the differences responsible for the distinct functional roles of the four heart chambers. Female mice were not investigated owing to their transcriptome dependence on the estrous cycle phase. Out of the quantified 16,886 unigenes, 15.76% on the left side and 16.5% on the right side exhibited differential expression between the atrium and the ventricle, while 5.8% of genes were differently expressed between the two atria and only 1.2% between the two ventricles. The study revealed also chamber differences in gene expression control and coordination. We analyzed ion channels and transporters, and genes within the cardiac muscle contraction, oxidative phosphorylation, glycolysis/gluconeogenesis, calcium and adrenergic signaling pathways. Interestingly, while expression of Ank2 oscillates in phase with all 27 quantified binding partners in the left ventricle, the percentage of in-phase oscillating partners of Ank2 is 15% and 37% in the left and right atria and 74% in the right ventricle. The analysis indicated high interventricular synchrony of the ion channels expressions and the substantially lower synchrony between the two atria and between the atrium and the ventricle from the same side.
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Affiliation(s)
- Sanda Iacobas
- Department of Pathology, New York Medical College, Valhalla, NY, 10595, USA
| | - Bogdan Amuzescu
- Department Biophysics and Physiology, Faculty of Biology, University of Bucharest, Bucharest, Romania
| | - Dumitru A Iacobas
- Personalized Genomics Laboratory, Center for Computational Systems Biology, Roy G. Perry College of Engineering, Prairie View A&M University, Prairie View, TX, 77446, USA. .,DP Purpura Department of Neuroscience, Albert Einstein College of Medicine, New York, NY, 10461, USA.
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Iacobas DA, Mgbemena VE, Iacobas S, Menezes KM, Wang H, Saganti PB. Genomic Fabric Remodeling in Metastatic Clear Cell Renal Cell Carcinoma (ccRCC): A New Paradigm and Proposal for a Personalized Gene Therapy Approach. Cancers (Basel) 2020; 12:cancers12123678. [PMID: 33302383 PMCID: PMC7762545 DOI: 10.3390/cancers12123678] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2020] [Accepted: 12/05/2020] [Indexed: 12/30/2022] Open
Abstract
Simple Summary We applied the genomic fabric principles for personalized gene therapy to a case of clear cell renal cell carcinoma (ccRCC). Despite decades of research, the process of finding the molecular mechanisms responsible for the disease and, more importantly, the therapeutic solution is still a work in progress. We analyzed the transcriptomes of the chest wall metastasis, two distinct cancer nodules, and the cancer-free surrounding tissue in the surgically removed right kidney of a Fuhrman grade 3 metastatic ccRCC patient. The studies revealed that even histopathologically equally classified cancer nodules from the same kidney have different transcriptomic topologies, requiring tailored therapeutic solutions not only for each patient but even for each cancer nodule. We identified death-associated protein kinase 3 (DAPK3); transcription activation suppressor (TASOR); family with sequence similarity 27, member C, long non-coding RNA (FAM27C); and UDP-N-acetylglucosaminyltransferase subunit (ALG13) as the gene master regulators of the four profiled regions and proposed molecular mechanisms by which expression manipulation of TASOR and ALG13 may selectively destroy the cancer cells without affecting many of the normal cells. Abstract Published transcriptomic data from surgically removed metastatic clear cell renal cell carcinoma samples were analyzed from the genomic fabric paradigm (GFP) perspective to identify the best targets for gene therapy. GFP considers the transcriptome as a multi-dimensional mathematical object constrained by a dynamic set of expression controls and correlations among genes. Every gene in the chest wall metastasis, two distinct cancer nodules, and the surrounding normal tissue of the right kidney was characterized by three independent measures: average expression level, relative expression variation, and expression correlation with each other gene. The analyses determined the cancer-induced regulation, control, and remodeling of the chemokine and vascular endothelial growth factor (VEGF) signaling, apoptosis, basal transcription factors, cell cycle, oxidative phosphorylation, renal cell carcinoma, and RNA polymerase pathways. Interestingly, the three cancer regions exhibited different transcriptomic organization, suggesting that the gene therapy should not be personalized only for every patient but also for each major cancer nodule. The gene hierarchy was established on the basis of gene commanding height, and the gene master regulators DAPK3,TASOR, FAM27C and ALG13 were identified in each profiled region. We delineated the molecular mechanisms by which TASOR overexpression and ALG13 silencing would selectively affect the cancer cells with little consequences for the normal cells.
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Affiliation(s)
- Dumitru A. Iacobas
- Personalized Genomics Laboratory, CRI Center for Computational Systems Biology, Roy G Perry College of Engineering, Prairie View A&M University, Prairie View, TX 77446, USA
- Correspondence: (D.A.I.); (P.B.S.); Tel.: +1-(936)-261-9626 (D.A.I.)
| | - Victoria E. Mgbemena
- Department of Biology, MD and S Brailsford College of Arts and Sciences, Prairie View A&M University, Prairie View, TX 77446, USA;
| | - Sanda Iacobas
- Department of Pathology, New York Medical College, Valhalla, NY 10595, USA;
| | - Kareena M. Menezes
- CRI Radiation Institute for Science & Engineering, MD and S Brailsford College of Arts and Sciences, Prairie View A&M University, Prairie View, TX 77446, USA; (K.M.M.); (H.W.)
| | - Huichen Wang
- CRI Radiation Institute for Science & Engineering, MD and S Brailsford College of Arts and Sciences, Prairie View A&M University, Prairie View, TX 77446, USA; (K.M.M.); (H.W.)
| | - Premkumar B. Saganti
- CRI Radiation Institute for Science & Engineering, MD and S Brailsford College of Arts and Sciences, Prairie View A&M University, Prairie View, TX 77446, USA; (K.M.M.); (H.W.)
- Department of Physics, MD and S Brailsford College of Arts and Sciences, Prairie View A&M University, Prairie View, TX 77446, USA
- Correspondence: (D.A.I.); (P.B.S.); Tel.: +1-(936)-261-9626 (D.A.I.)
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Iacobas DA. Powerful quantifiers for cancer transcriptomics. World J Clin Oncol 2020; 11:679-704. [PMID: 33033692 PMCID: PMC7522543 DOI: 10.5306/wjco.v11.i9.679] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/15/2020] [Revised: 06/06/2020] [Accepted: 07/01/2020] [Indexed: 02/06/2023] Open
Abstract
Every day, investigators find a new link between a form of cancer and a particular alteration in the sequence or/and expression level of a key gene, awarding this gene the title of “biomarker”. The clinician may choose from numerous available panels to assess the type of cancer based on the mutation or expression regulation (“transcriptomic signature”) of “driver” genes. However, cancer is not a “one-gene show” and, together with the alleged biomarker, hundreds other genes are found as mutated or/and regulated in cancer samples. Regardless of the platform, a well-designed transcriptomic study produces three independent features for each gene: Average expression level, expression variability and coordination with expression of each other gene. While the average expression level is used in all studies to identify what genes were up-/down-regulated or turn on/off, the other two features are unfairly ignored. We use all three features to quantify the transcriptomic change during the progression of the disease and recovery in response to a treatment. Data from our published microarray experiments on cancer nodules and surrounding normal tissue from surgically removed tumors prove that the transcriptomic topologies are not only different in histopathologically distinct regions of a tumor but also dynamic and unique for each human being. We show also that the most influential genes in cancer nodules [the Gene Master Regulators (GMRs)] are significantly less influential in the normal tissue. As such, “smart” manipulation of the cancer GMRs expression may selectively kill cancer cells with little consequences on the normal ones. Therefore, we strongly recommend a really personalized approach of cancer medicine and present the experimental procedure and the mathematical algorithm to identify the most legitimate targets (GMRs) for gene therapy.
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Affiliation(s)
- Dumitru Andrei Iacobas
- Personalized Genomics Laboratory, CRI Center for Computational Systems Biology, Roy G Perry College of Engineering, Prairie View A&M University, Prairie View, TX 77446, United States
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Iacobas DA, Iacobas S, Stout RF, Spray DC. Cellular Environment Remodels the Genomic Fabrics of Functional Pathways in Astrocytes. Genes (Basel) 2020; 11:genes11050520. [PMID: 32392822 PMCID: PMC7290327 DOI: 10.3390/genes11050520] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Revised: 04/27/2020] [Accepted: 05/04/2020] [Indexed: 02/06/2023] Open
Abstract
We profiled the transcriptomes of primary mouse cortical astrocytes cultured alone or co-cultured with immortalized precursor oligodendrocytes (Oli-neu cells). Filters between the cell types prevented formation of hetero-cellular gap junction channels but allowed for free exchange of the two culture media. We previously reported that major functional pathways in the Oli-neu cells are remodeled by the proximity of non-touching astrocytes and that astrocytes and oligodendrocytes form a panglial transcriptomic syncytium in the brain. Here, we present evidence that the astrocyte transcriptome likewise changes significantly in the proximity of non-touching Oli-neu cells. Our results indicate that the cellular environment strongly modulates the transcriptome of each cell type and that integration in a heterocellular tissue changes not only the expression profile but also the expression control and networking of the genes in each cell phenotype. The significant decrease of the overall transcription control suggests that in the co-culture astrocytes are closer to their normal conditions from the brain. The Oli-neu secretome regulates astrocyte genes known to modulate neuronal synaptic transmission and remodels calcium, chemokine, NOD-like receptor, PI3K-Akt, and thyroid hormone signaling, as well as actin-cytoskeleton, autophagy, cell cycle, and circadian rhythm pathways. Moreover, the co-culture significantly changes the gene hierarchy in the astrocytes.
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Affiliation(s)
- Dumitru A Iacobas
- Personalized Genomics Laboratory, Center for Computational Systems Biology, RG Perry College of Engineering, Prairie View A&M University, Prairie View, TX 77446, USA
- DP Purpura Department of Neuroscience, Albert Einstein College of Medicine, New York, NY 10461, USA
- Correspondence: ; Tel.: +1-936-261-9926
| | - Sanda Iacobas
- Department of Pathology, New York Medical College, Valhalla, NY 10595, USA;
| | - Randy F Stout
- Department of Biomedical Sciences, College of Osteopathic Medicine, New York Institute of Technology, Old Westbury, NY 11568, USA;
| | - David C Spray
- DP Purpura Department of Neuroscience, Albert Einstein College of Medicine, New York, NY 10461, USA
- Department of Medicine, Albert Einstein College of Medicine, New York, NY 10461, USA;
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Iacobas DA, Iacobas S, Lee PR, Cohen JE, Fields RD. Coordinated Activity of Transcriptional Networks Responding to the Pattern of Action Potential Firing in Neurons. Genes (Basel) 2019; 10:genes10100754. [PMID: 31561430 PMCID: PMC6826514 DOI: 10.3390/genes10100754] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2019] [Revised: 09/17/2019] [Accepted: 09/20/2019] [Indexed: 12/13/2022] Open
Abstract
Transcriptional responses to the appropriate temporal pattern of action potential firing are essential for long-term adaption of neuronal properties to the functional activity of neural circuits and environmental experience. However, standard transcriptome analysis methods can be too limited in identifying critical aspects that coordinate temporal coding of action potential firing with transcriptome response. A Pearson correlation analysis was applied to determine how pairs of genes in the mouse dorsal root ganglion (DRG) neurons are coordinately expressed in response to stimulation producing the same number of action potentials by two different temporal patterns. Analysis of 4728 distinct gene-pairs related to calcium signaling, 435,711 pairs of transcription factors, 820 pairs of voltage-gated ion channels, and 86,862 pairs of calcium signaling genes with transcription factors indicated that genes become coordinately activated by distinct action potential firing patterns and this depends on the duration of stimulation. Moreover, a measure of expression variance revealed that the control of transcripts abundances is sensitive to the pattern of stimulation. Thus, action potentials impact intracellular signaling and the transcriptome in dynamic manner that not only alter gene expression levels significantly (as previously reported) but also affects the control of their expression fluctuations and profoundly remodel the transcriptional networks.
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Affiliation(s)
- Dumitru A Iacobas
- Personalized Genomics Laboratory, Center for Computational Systems Biology, Prairie View A&M University, Prairie View, TX 77446, USA.
- DP Purpura Department of Neuroscience, Albert Einstein College of Medicine, Bronx, NY 10461, USA.
| | - Sanda Iacobas
- Department of Pathology, New York Medical College, Valhalla, NY 10595, USA.
| | - Philip R Lee
- Section on Nervous System Development and Plasticity, the Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD), NIH, Bethesda, MD 20892, USA.
| | - Jonathan E Cohen
- Division of Medical Imaging Products, U.S. Food and Drug Administration, Silver Spring, 20993 MD, USA.
| | - R Douglas Fields
- Section on Nervous System Development and Plasticity, the Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD), NIH, Bethesda, MD 20892, USA.
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Iacobas DA, Iacobas S, Nebieridze N, Velíšek L, Velíšková J. Estrogen Protects Neurotransmission Transcriptome During Status Epilepticus. Front Neurosci 2018; 12:332. [PMID: 29973860 PMCID: PMC6019481 DOI: 10.3389/fnins.2018.00332] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2017] [Accepted: 04/30/2018] [Indexed: 01/27/2023] Open
Abstract
Women with epilepsy commonly have premature onset of menopause. The decrease in estrogen levels is associated with increased occurrence of neurodegenerative processes and cognitive decline. Previously, we found that estradiol (E2) replacement in ovariectomized (OVX) female rats significantly reduced the seizure-related damage in the sensitive hilar region of hippocampal dentate gyrus (DG). However, the complex mechanisms by which E2 empowers the genomic fabrics of neurotransmission to resist damaging effects of status epilepticus (SE) are still unclear. We determined the protective effects of the estradiol replacement against kainic acid-induced SE-associated transcriptomic alterations in the DG of OVX rats. Without E2 replacement, SE altered expression of 44% of the DG genes. SE affected all major functional pathways, including apoptosis (61%), Alzheimer's disease (47%), cell cycle (59%), long-term potentiation (62%), and depression (55%), as well as synaptic vesicle cycle (62%), glutamatergic (53%), GABAergic (49%), cholinergic (52%), dopaminergic (55%), and serotonergic (49%) neurotransmission. However, in rats with E2 replacement the percentage of significantly affected genes after SE was reduced to the average 11% (from 8% for apoptosis to 32% for GABAergic synapse). Interestingly, while SE down-regulated most of the synaptic receptor genes in oil-injected females it had little effect on these receptors after E2-replacement. Our novel Pathway Protection analysis indicated that the E2-replacement prevented SE-related damage from 50% for GABA to 75% for dopaminergic transmission. The 15% synergistic expression between genes involved in estrogen signaling (ESG) and neurotransmission explains why low E2 levels result in down-regulation of neurotransmission. Interestingly, in animals with E2-replacement, SE switched 131 synergistically expressed ESG-neurotransmission gene pairs into antagonistically expressed gene pairs. Thus, the ESG pathway acts like a buffer against SE-induced alteration of neurotransmission that may contribute to the E2-mediated maintenance of brain function after the SE injury in postmenopausal women. We also show that the long-term potentiation is lost in OVX rats following SE but not in those with E2 replacement. The electrophysiological findings in OVX female rats with SE are corroborated by the high percentage of long-term potentiation regulated genes (62%) in oil-injected while only 13% of genes were regulated following SE in E2-replaced rats.
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Affiliation(s)
- Dumitru A Iacobas
- Center for Computational Systems Biology, Prairie View A&M University, Prairie View, TX, United States.,DP Purpura Department of Neuroscience, Albert Einstein College of Medicine, New York, NY, United States
| | - Sanda Iacobas
- Center for Computational Systems Biology, Prairie View A&M University, Prairie View, TX, United States.,Department of Pathology, New York Medical College, Valhalla, NY, United States
| | - Nino Nebieridze
- Department of Cell Biology & Anatomy, New York Medical College, Valhalla, NY, United States
| | - Libor Velíšek
- Department of Cell Biology & Anatomy, New York Medical College, Valhalla, NY, United States.,Department of Pediatrics, New York Medical College, Valhalla, NY, United States.,Department of Neurology, New York Medical College, Valhalla, NY, United States
| | - Jana Velíšková
- Department of Cell Biology & Anatomy, New York Medical College, Valhalla, NY, United States.,Department of Neurology, New York Medical College, Valhalla, NY, United States.,Department of Obstetrics & Gynecology, New York Medical College, Valhalla, NY, United States
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Iacobaş DA, Chachua T, Iacobaş S, Benson MJ, Borges K, Velíšková J, Velíšek L. ACTH and PMX53 recover synaptic transcriptome alterations in a rat model of infantile spasms. Sci Rep 2018; 8:5722. [PMID: 29636502 PMCID: PMC5893534 DOI: 10.1038/s41598-018-24013-x] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2017] [Accepted: 03/22/2018] [Indexed: 12/12/2022] Open
Abstract
We profiled the gene expression in the hypothalamic arcuate nuclei (ARC) of 20 male and 20 female rats to determine the infantile spasms (IS) related transcriptomic alteration of neurotransmission and recovery following two treatments. Rats were prenatally exposed to betamethasone or saline followed by repeated postnatal subjection to NMDA-triggered IS. Rats with spasms were treated with ACTH, PMX53 or saline. Since ACTH, the first line treatment for IS, has inconsistent efficacy and potential harsh side effects, PMX53, a potent complement C5ar1 antagonist, was suggested as a therapeutic alternative given its effects in other epilepsy models. Novel measures that consider all genes and are not affected by arbitrary cut-offs were used, in addition to standard statistical tests, to quantify regulation and recovery of glutamatergic, GABAergic, cholinergic, dopaminergic and serotonergic pathways. Although IS alters expression of ~30% of the ARC genes in both sexes the transcriptomic effects are 3× more severe in males than their female counterparts, as indicated by the Weighted Pathway Regulation measure. Both treatments significantly restored the ARC neurotransmission transcriptome to the non-IS condition with PMX53 performing slightly better, as measured by the Pathway Restoration Efficiency, suggesting these treatments may reduce autistic traits often associated with IS.
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Affiliation(s)
- Dumitru A Iacobaş
- Center for Computational Systems Biology, Prairie View AM University, Prairie View, TX, 77446, USA. .,D.P. Purpura Department of Neuroscience, Albert Einstein College of Medicine, New York, NY, 10461, USA.
| | - Tamar Chachua
- New York Medical College School of Medicine, Department of Cell Biology and Anatomy, Valhalla, NY, 10595, USA
| | - Sanda Iacobaş
- New York Medical College School of Medicine, Department of Pathology, Valhalla, NY, 10595, USA
| | - Melissa J Benson
- New York Medical College School of Medicine, Department of Cell Biology and Anatomy, Valhalla, NY, 10595, USA.,University of Queensland, School of Biomedical Sciences, Brisbane, Australia
| | - Karin Borges
- University of Queensland, School of Biomedical Sciences, Brisbane, Australia
| | - Jana Velíšková
- New York Medical College School of Medicine, Department of Cell Biology and Anatomy, Valhalla, NY, 10595, USA.,New York Medical College School of Medicine, Department of Neurology, Valhalla, NY, 10595, USA.,New York Medical College School of Medicine, Department of Obstetrics and Gynecology, Valhalla, NY, 10595, USA
| | - Libor Velíšek
- New York Medical College School of Medicine, Department of Cell Biology and Anatomy, Valhalla, NY, 10595, USA.,New York Medical College School of Medicine, Department of Neurology, Valhalla, NY, 10595, USA.,New York Medical College School of Medicine, Department of Pediatrics, Valhalla, NY, 10595, USA
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Iacobas DA, Iacobas S, Tanowitz HB, Campos de Carvalho A, Spray DC. Functional genomic fabrics are remodeled in a mouse model of Chagasic cardiomyopathy and restored following cell therapy. Microbes Infect 2018; 20:185-195. [PMID: 29158000 DOI: 10.1016/j.micinf.2017.11.003] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2017] [Revised: 11/06/2017] [Accepted: 11/09/2017] [Indexed: 02/07/2023]
Abstract
We previously found that, in a mouse model of Chagas cardiomyopathy, 18% of the 9390 quantified unigenes were significantly regulated by Trypanosoma cruzi infection. However, treatment with bone marrow-derived mononuclear cells (MNCs) resulted in 84% transcriptomic recovery. We have applied new algorithms to reanalyze these datasets with respect to specific pathways [Chagas disease (CHAGAS), cardiac muscle contraction (CMC) and chemokine signaling (CCS)]. In addition to the levels of expression of individual genes we also calculated gene expression variability and coordination of expression of each gene with all others. These additional measures revealed changes in the control of transcript abundances and gene networking in CHAGAS and restoration following MNC treatment, not accessible using the conventional approach limited to the average expression levels. Moreover, our weighted pathway regulation analysis incorporated the contributions of all affected genes, eliminating the arbitrary cut-off criteria of fold-change and/or p-value for significantly regulated genes. The new analyses revealed that T. cruzi infection had large transcriptomic consequences for the CMC pathway and triggered a huge cytokine signaling. Remarkably, MNC therapy not only restored normal expression levels of numerous genes, but it also recovered most of the CHAGAS, CMC and CCS fabrics that were altered by the infection.
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Affiliation(s)
- Dumitru A Iacobas
- Department of Pathology, New York Medical College School of Medicine, 15 Dana Rd, Valhalla, NY, USA; Center for Computational Systems Biology at Prairie View A&M University, TX 77446, USA.
| | - Sanda Iacobas
- Department of Pathology, New York Medical College School of Medicine, 15 Dana Rd, Valhalla, NY, USA
| | - Herbert B Tanowitz
- Department of Medicine, Albert Einstein College of Medicine, 1300 Morris Park Ave, Bronx NY, USA; Department of Pathology, Albert Einstein College of Medicine, 1300 Morris Park Ave, Bronx NY, USA
| | - Antonio Campos de Carvalho
- Center for Computational Systems Biology at Prairie View A&M University, TX 77446, USA; Laboratório de Cardiologia Celular e Molecular, Instituto de Biofisica Carlos Chagas Filho, Rio de Janeiro, Brazil
| | - David C Spray
- Center for Computational Systems Biology at Prairie View A&M University, TX 77446, USA; Department of Medicine, Albert Einstein College of Medicine, 1300 Morris Park Ave, Bronx NY, USA
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Iacobas DA, Tuli NY, Iacobas S, Rasamny JK, Moscatello A, Geliebter J, Tiwari RK. Gene master regulators of papillary and anaplastic thyroid cancers. Oncotarget 2017; 9:2410-2424. [PMID: 29416781 PMCID: PMC5788649 DOI: 10.18632/oncotarget.23417] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2017] [Accepted: 12/09/2017] [Indexed: 12/13/2022] Open
Abstract
We hypothesize that distinct cell phenotypes are governed by different sets of gene master regulators (GMRs) whose strongly protected (by the homeostatic mechanisms) abundance modulates most cell processes by coordinating the expression of numerous genes from the corresponding functional pathways. Gene Commanding Height (GCH), a composite measure of gene expression control and coordination, is introduced to establish the gene hierarchy in each phenotype. If the hypothesis is true, than one can selectively destroy cancer nodules from a heterogeneous tissue by altering the expression of genes whose GCHs are high in cancer but low in normal cell phenotype. Here, we test the hypothesis and show its utility for the thyroid cancer (TC) gene therapy. First, we prove that malignant and cancer free surrounding areas of a surgically removed papillary TC (PTC) tumor are governed by different GMRs. Second, we show that stable transfection of a gene induces larger transcriptomic alterations in the cells where it has higher GCH than in other cells. For this, we profiled the transcriptomes of the papillary BCPAP and anaplastic 8505C TC cell lines before and after stable transfection with NEMP1, DDX19B, PANK2 or UBALD1. The four genes were selected to have similar expression levels but significantly different GCH scores in the two cell lines before transfection. Indeed, each of the four genes triggered larger alterations in the cells where they had larger GCH. Our results prove the feasibility of a personalized gene therapy approach that selectively targets the cancer cells from a tissue.
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Affiliation(s)
- Dumitru A Iacobas
- Department of Pathology, New York Medical College, Valhalla, NY, USA.,Center for Computational Systems Biology at Prairie View A&M University, Prairie View, TX, USA
| | - Neha Y Tuli
- Department of Microbiology & Immunology, New York Medical College, Valhalla, NY, USA
| | - Sanda Iacobas
- Department of Pathology, New York Medical College, Valhalla, NY, USA
| | - John K Rasamny
- Department of Microbiology & Immunology, New York Medical College, Valhalla, NY, USA.,Department of Otolaryngology, New York Medical College, Valhalla, NY, USA
| | - Augustine Moscatello
- Department of Microbiology & Immunology, New York Medical College, Valhalla, NY, USA.,Department of Otolaryngology, New York Medical College, Valhalla, NY, USA
| | - Jan Geliebter
- Department of Microbiology & Immunology, New York Medical College, Valhalla, NY, USA
| | - Raj K Tiwari
- Department of Microbiology & Immunology, New York Medical College, Valhalla, NY, USA
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Iacobas DA. The Genomic Fabric Perspective on the Transcriptome Between Universal Quantifiers and Personalized Genomic Medicine. ACTA ACUST UNITED AC 2016. [DOI: 10.1007/s13752-016-0245-3] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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11
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Velíšková J, Iacobas D, Iacobas S, Sidyelyeva G, Chachua T, Velíšek L. Oestradiol Regulates Neuropeptide Y Release and Gene Coupling with the GABAergic and Glutamatergic Synapses in the Adult Female Rat Dentate Gyrus. J Neuroendocrinol 2015; 27:911-20. [PMID: 26541912 DOI: 10.1111/jne.12332] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/17/2015] [Revised: 09/03/2015] [Accepted: 10/27/2015] [Indexed: 12/13/2022]
Abstract
Neuropeptide Y (NPY) is an endogenous modulator of neuronal activity affecting both GABAergic and glutamatergic transmission. Previously, we found that oestradiol modifies the number of NPY immunoreactive neurones in the hippocampal dentate gyrus. In the present study, we investigated which oestrogen receptor type is responsible for these changes in the number of NPY-positive neurones. Furthermore, we determined the effects of oestrogen receptor activation on NPY release. Finally, we examined the contribution of oestrogen toward the remodelling of the GABAergic and glutamatergic gene networks in terms of coupling with Npy gene expression in ovariectomised rats. We found that activation of either oestrogen receptor type (ERα or ERβ) increases the number of NPY-immunopositive neurones and enhances NPY release in the dentate gyrus. We also found that, compared to oestrogen-lacking ovariectomised rats, oestrogen replacement increases the probability of synergistic/antagonistic coupling between the Npy and GABAergic synapse genes, whereas the glutamatergic synapse genes are less likely to be coupled with Npy under similar conditions. The data together suggest that oestrogens play a critical role in the regulation of NPY system activity and are also involved in the coupling/uncoupling of the Npy gene with the GABAergic and glutamatergic synapses in the female rat dentate gyrus.
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Affiliation(s)
- J Velíšková
- Department of Cell Biology & Anatomy, New York Medical College, Valhalla, NY, USA
- Department of Obstetrics & Gynecology, New York Medical College, Valhalla, NY, USA
- Department of Neurology, New York Medical College, Valhalla, NY, USA
| | - D Iacobas
- Department of Pathology, New York Medical College, Valhalla, NY, USA
- DP Purpura Department of Neuroscience, Albert Einstein College of Medicine, Bronx, NY, USA
| | - S Iacobas
- Department of Pathology, New York Medical College, Valhalla, NY, USA
| | - G Sidyelyeva
- Department of Cell Biology & Anatomy, New York Medical College, Valhalla, NY, USA
| | - T Chachua
- Department of Cell Biology & Anatomy, New York Medical College, Valhalla, NY, USA
| | - L Velíšek
- Department of Cell Biology & Anatomy, New York Medical College, Valhalla, NY, USA
- Department of Neurology, New York Medical College, Valhalla, NY, USA
- Department of Pediatrics, New York Medical College, Valhalla, NY, USA
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12
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Iacobas DA, Iacobas S, Chachua T, Goletiani C, Sidyelyeva G, Velíšková J, Velíšek L. Prenatal corticosteroids modify glutamatergic and GABAergic synapse genomic fabric: insights from a novel animal model of infantile spasms. J Neuroendocrinol 2013; 25:964-79. [PMID: 23763471 PMCID: PMC3855178 DOI: 10.1111/jne.12061] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/02/2013] [Revised: 05/25/2013] [Accepted: 06/09/2013] [Indexed: 12/16/2022]
Abstract
Prenatal exposure to corticosteroids has long-term postnatal somatic and neurodevelopmental consequences. Animal studies indicate that corticosteroid exposure-associated alterations in the nervous system include hypothalamic function. Infants with infantile spasms, a devastating epileptic syndrome of infancy with characteristic spastic seizures, chaotic irregular waves on interictal electroencephalogram (hypsarhythmia) and mental deterioration, have decreased concentrations of adrenocorticotrophic hormone (ACTH) and cortisol in cerebrospinal fluid, strongly suggesting hypothalamic dysfunction. We have exploited this feature to develop a model of human infantile spasms by using repeated prenatal exposure to betamethasone and a postnatal trigger of developmentally relevant spasms with NMDA. The spasms triggered in prenatally primed rats are more severe compared to prenatally saline-injected ones and respond to ACTH, a treatment of choice for infantile spasms in humans. Using autoradiography and immunohistochemistry, we have identified a link between the spasms in our model and the hypothalamus, especially the arcuate nucleus. Transcriptomic analysis of the arcuate nucleus after prenatal priming with betamethasone but before trigger of spasms indicates that prenatal betamethasone exposure down-regulates genes encoding several important proteins participating in glutamatergic and GABAergic transmission. Interestingly, there were significant sex-specific alterations after prenatal betamethasone in synapse-related gene expression but no such sex differences were found in prenatally saline-injected controls. A pairwise relevance analysis revealed that, although the synapse gene expression in controls was independent of sex, these genes form topologically distinct gene fabrics in males and females and these fabrics are altered by betamethasone in a sex-specific manner. These findings may explain the sex differences with respect to both normal behaviour and the occurrence and severity of infantile spasms. Changes in transcript expression and their coordination may contribute to a molecular substrate of permanent neurodevelopmental changes (including infantile spasms) found after prenatal exposure to corticosteroids.
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Affiliation(s)
- D A Iacobas
- Department of Pathology, New York Medical College, Valhalla, NY, USA
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13
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Rinholm JE, Bergersen LH. White matter lactate--does it matter? Neuroscience 2013; 276:109-16. [PMID: 24125892 DOI: 10.1016/j.neuroscience.2013.10.002] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2013] [Revised: 09/12/2013] [Accepted: 10/02/2013] [Indexed: 10/26/2022]
Abstract
About half of the human brain is white matter, characterized by axons covered in myelin, which facilitates the high speed of nerve signals from one brain area to another. At the time of myelination, the oligodendrocytes that synthesize myelin require a large amount of energy for this task. Conditions that deprive the tissue of energy can kill the oligodendrocytes. During brain development, the oligodendrocytes may use lactate as an alternative source of energy and material for myelin formation. Mature oligodendrocytes, however, can release lactate through the myelin sheath as nutrient for axons. In addition, lactate carries signals as a volume transmitter. Myelin thus seems to serve as a provider of substrates and signals for axons, and not as a mere insulator. We review the fluxes of lactate in white matter and their significance in brain function.
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Affiliation(s)
- J E Rinholm
- The Brain and Muscle Energy Group, Department of Anatomy, Institute of Basic Medical Sciences, University of Oslo, PB1105 Blindern, N-0317 Oslo, Norway; Janelia Farm Research Campus, Howard Hughes Medical Institute, Ashburn, VA, USA
| | - L H Bergersen
- The Brain and Muscle Energy Group, Department of Anatomy, Institute of Basic Medical Sciences, University of Oslo, PB1105 Blindern, N-0317 Oslo, Norway; Department of Neuroscience and Pharmacology, University of Copenhagen, Copenhagen, Denmark; Center for Healthy Aging, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Oral Biology, University of Oslo, Norway.
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14
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Iacobas S, Neal-Perry G, Iacobas DA. Analyzing the Cytoskeletal Transcriptome: Sex Differences in Rat Hypothalamus. THE CYTOSKELETON 2013. [DOI: 10.1007/978-1-62703-266-7_6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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