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Palanivel V, Tiwari P, Kaur A, Senapati S. mRNA expression profile from whole blood revealed a cluster of 25 shared differentially expressed genes inversely related in multiple sclerosis and inflammatory bowel disease. Mult Scler Relat Disord 2025; 94:106301. [PMID: 39893753 DOI: 10.1016/j.msard.2025.106301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Revised: 12/12/2024] [Accepted: 01/24/2025] [Indexed: 02/04/2025]
Abstract
BACKGROUND Multiple Sclerosis (MS) and Inflammatory Bowel Disease (IBD) are immune-mediated disorders with a significant concurrence among patients and share considerable genetic variations and environmental factors. This study aimed to identify shared differentially expressed genes (DEGs) between MS and IBD using mRNA expression data analysis to improve understanding of their co-occurrence and relationship between these two diseases and potentially achieve better disease management. METHODS Blood mRNA expression data from case-control studies on MS and IBD were retrieved from the NCBI-GEO database and analyzed using GEO2R to identify differentially expressed genes (DEGs) (p ≤ 0.05, fold change ≥ 1.5). Shared DEGs were studied for expression patterns, and protein-protein interaction (PPI) networks, biological processes, pathways, and hub genes were identified. DEGs and their single nucleotide variations (SNVs) from genome-wide association studies (GWAS) were further analyzed using in silico tools to explore functional implications. RESULTS Five studies each for MS and IBD were included, following inclusion/exclusion criteria. Thirty-one shared DEGs were identified, with 25 showing inverse regulation patterns: up-regulated in MS and down-regulated in IBD. The intergenic SNV rs2688608 near PLAU was found to be functionally relevant to both the diseases. Pathway analysis revealed shared processes, including leukocyte extravasation, I-kappa B phosphorylation, viral protein interactions with cytokines, and NF-kappa B signalling. TNF, PLAU, VCAM1, and CX3CR1 were identified as hub genes, suggesting them as potential therapeutic targets. These findings highlight shared mechanisms in MS and IBD pathogenesis. CONCLUSION This study identified shared molecular signatures between MS and IBD, supporting the concept of interconnected disease processes. The identified genes and pathways associated with inflammation and immune response offer valuable insights for further research into potential therapeutic targets for MS and IBD and their co-occurrence.
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Affiliation(s)
- Vignesh Palanivel
- Immunogenomics Laboratory, Department of Human Genetics and Molecular Medicine, Central University of Punjab, Bathinda, Punjab, India
| | - Priyanka Tiwari
- Immunogenomics Laboratory, Department of Human Genetics and Molecular Medicine, Central University of Punjab, Bathinda, Punjab, India
| | - Amandeep Kaur
- Department of General Medicine, All India Institute of Medical Sciences, Bathinda, Punjab, India
| | - Sabyasachi Senapati
- Immunogenomics Laboratory, Department of Human Genetics and Molecular Medicine, Central University of Punjab, Bathinda, Punjab, India.
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Ashrafi-Dehkordi E, Tahmasebi A, Zare H, Mazloomi SM. A Meta-analysis of Transcriptome Data to Investigate the Effect of Soy Isoflavones on Breast Cancer Cell. IRANIAN JOURNAL OF BIOTECHNOLOGY 2024; 22:e3762. [PMID: 39220340 PMCID: PMC11364926 DOI: 10.30498/ijb.2024.407148.3762] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Accepted: 03/03/2024] [Indexed: 09/04/2024]
Abstract
Background Breast cancer ranks as the second highest cause of cancer-linked deaths in women, with varying rates between Western and Asian countries. The consumption of phytoestrogens can influence breast cancer occurrence. Objective To comprehend how soy isoflavones impact breast cancer cells, we conducted a meta-analysis, combining gene expression data from multiple studies. This approach aimed to identify crucial transcriptional characteristics driving breast cancer cell response to soy phytoestrogens. Materials and Methods The gene expression profiles obtained from the Gene Expression Omnibus and Array Express and were grouped into control and isoflavones exposure conditions. We performed a meta-analysis based on the effect size combination method to identify the differentially expressed genes (DEGs). In addition, we performed Gene Ontology (GO) enrichment analysis, pathway analysis, weighted gene co-expression network analysis (WGCNA) and recursive support vector machine (R-SVM) algorithm. Results Based on this meta-analysis, we identified 3,890 DEGs, of which 2,173 were up-regulated and 1,717 were down-regulated. For example, SGCG, PLK2, and TBC1D9 were the most highly down-regulated genes and EGR3, WISP2, and FKBP4 were the most highly expressed genes in the isoflavones exposure condition. The functional enrichment and pathway analysis were revealed "cell division" and "cell cycle" among the most enriched terms. Among the identified DEGs, 269 transcription factor (TF) genes belonged to 42 TF families, where the C2H2 ZF, bZIP, and bHLH were the most prominent families. We also employed the R-SVM for detecting the most important genes to classify samples into isoflavones exposure and control conditions. It identified a subset of 100 DEGs related to regulation of cell growth, response to estradiol, and intermediate ribonucleoside monophosphate in the purine (IMP) metabolic process. Moreover, the WGCNA separated the DEGs into five discrete modules strongly enriched for genes involved in cell division, DNA replication, embryonic digit morphogenesis, and cell-cell adhesion. Conclusion Our analysis provides evidence suggesting that isoflavone affects various mechanisms in cells, including pathways associated with NF-κB, Akt, MAPK, Wnt, Notch, p53, and AR pathways, which can lead to the induction of apoptosis, the alteration of the cell cycle, the inhibition of angiogenesis, and interference in the redox state of cells. These findings can shed light on the molecular mechanisms that underlie the response of breast cancer cells to isoflavones.
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Affiliation(s)
- Elham Ashrafi-Dehkordi
- Nutrition Research Center, Department of Food Hygiene and Quality Control, School of Nutrition and Food Sciences, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Ahmad Tahmasebi
- Nutrition Research Center, Department of Food Hygiene and Quality Control, School of Nutrition and Food Sciences, Shiraz University of Medical Sciences, Shiraz, Iran
- Biotechnology Institute, College of Agriculture, Shiraz University, Shiraz, Iran
| | - Habil Zare
- Department of Computer Science, Texas State University, San Marcos, Texas, 78666, USA
- Department of Cell Systems and Anatomy, The University of Texas Health Science Center, San Antonio, Texas, 78229, USA
| | - Seyed Mohammad Mazloomi
- Nutrition Research Center, Department of Food Hygiene and Quality Control, School of Nutrition and Food Sciences, Shiraz University of Medical Sciences, Shiraz, Iran
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Balshi A, Manning N, Dempsey J, Jun C, Baber U, Sloane JA. Clinical course of multiple sclerosis with comorbid endometriosis: A matched cohort study. Mult Scler Relat Disord 2024; 82:105377. [PMID: 38181694 DOI: 10.1016/j.msard.2023.105377] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Revised: 10/20/2023] [Accepted: 12/10/2023] [Indexed: 01/07/2024]
Abstract
BACKGROUND Endometriosis (EMS) is pain syndrome in which endometrial tissue grows outside the uterus. EMS is associated with an increased risk of multiple sclerosis (MS), a demyelinating disease of the central nervous system. OBJECTIVE To characterize clinical phenotypes of a cohort of patients with both EMS and MS compared to a cohort of matched controls with only MS. METHODS We retrospectively identified patients with EMS and MS at Beth Israel Deaconess Medical Center (BIDMC). We collected data on EMS treatments and analyzed differences in histories of gynecological cancer, smoking, fatigue, anxiety, depression, headache, and neuropathic pain compared to matched controls. We used Wilcoxon signed rank tests for paired samples to compare Expanded Disability Status Scores (EDSS) and timed 25-foot walk values (T25FW). RESULTS Using a case-control methodology, we found significantly increased EDSS (p < 0.001) and T25FW (p = 0.01) in the EMS-MS group compared to the MS group. More patients in the EMS-MS group had histories of smoking, anxiety, depression, and headaches, while more patients in the MS group had histories of fatigue and neuropathic pain. CONCLUSION When controlling for age, race, and MS therapy, those with EMS-MS experience more MS disability than controls, suggesting this population requires more monitoring and efficacious treatment.
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Affiliation(s)
- Alexandra Balshi
- Department of Neurology, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Nova Manning
- Department of Neurology, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - John Dempsey
- Department of Neurology, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Claire Jun
- Department of Neurology, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Ursela Baber
- Department of Neurology, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Jacob A Sloane
- Department of Neurology, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, MA, USA.
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Salluzzo M, Vianello C, Abdullatef S, Rimondini R, Piccoli G, Carboni L. The Role of IgLON Cell Adhesion Molecules in Neurodegenerative Diseases. Genes (Basel) 2023; 14:1886. [PMID: 37895235 PMCID: PMC10606101 DOI: 10.3390/genes14101886] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Revised: 09/26/2023] [Accepted: 09/27/2023] [Indexed: 10/29/2023] Open
Abstract
In the brain, cell adhesion molecules (CAMs) are critical for neurite outgrowth, axonal fasciculation, neuronal survival and migration, and synapse formation and maintenance. Among CAMs, the IgLON family comprises five members: Opioid Binding Protein/Cell Adhesion Molecule Like (OPCML or OBCAM), Limbic System Associated Membrane Protein (LSAMP), neurotrimin (NTM), Neuronal Growth Regulator 1 (NEGR1), and IgLON5. IgLONs exhibit three N-terminal C2 immunoglobulin domains; several glycosylation sites; and a glycosylphosphatidylinositol anchoring to the membrane. Interactions as homo- or heterodimers in cis and in trans, as well as binding to other molecules, appear critical for their functions. Shedding by metalloproteases generates soluble factors interacting with cellular receptors and activating signal transduction. The aim of this review was to analyse the available data implicating a role for IgLONs in neuropsychiatric disorders. Starting from the identification of a pathological role for antibodies against IgLON5 in an autoimmune neurodegenerative disease with a poorly understood mechanism of action, accumulating evidence links IgLONs to neuropsychiatric disorders, albeit with still undefined mechanisms which will require future thorough investigations.
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Affiliation(s)
- Marco Salluzzo
- Department of Pharmacy and Biotechnology, Alma Mater Studiorum University of Bologna, 40126 Bologna, Italy;
| | - Clara Vianello
- Department of Medical and Surgical Sciences, Alma Mater Studiorum University of Bologna, 40126 Bologna, Italy; (C.V.); (R.R.)
| | - Sandra Abdullatef
- Department of Cellular, Computational and Integrative Biology, University of Trento, 38123 Trento, Italy; (S.A.); (G.P.)
| | - Roberto Rimondini
- Department of Medical and Surgical Sciences, Alma Mater Studiorum University of Bologna, 40126 Bologna, Italy; (C.V.); (R.R.)
| | - Giovanni Piccoli
- Department of Cellular, Computational and Integrative Biology, University of Trento, 38123 Trento, Italy; (S.A.); (G.P.)
| | - Lucia Carboni
- Department of Pharmacy and Biotechnology, Alma Mater Studiorum University of Bologna, 40126 Bologna, Italy;
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Gonzalez-Martinez A, Bose G, Lokhande H, Saxena S, Healy BC, Polgar-Turcsanyi M, Weiner HL, Chitnis T. Early miR-320b and miR-25-3p miRNA levels correlate with multiple sclerosis severity at 10 years: a cohort study. J Neuroinflammation 2023; 20:136. [PMID: 37264432 DOI: 10.1186/s12974-023-02816-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Accepted: 05/22/2023] [Indexed: 06/03/2023] Open
Abstract
BACKGROUND Multiple sclerosis (MS) is a chronic demyelinating autoimmune disorder which may cause long-term disability. MicroRNA (miRNA) are stable, non-coding molecules that have been identified in our Comprehensive Longitudinal Investigation of Multiple Sclerosis at the Brigham and Women's Hospital (CLIMB)-cohort, as well as other international cohorts, as potential disease biomarkers in MS. However, few studies have evaluated the association of miRNA expression early in the MS disease course with long-term outcomes. Therefore, we aimed to evaluate the potential role of three candidate serum miRNAs previously correlated with MS disability in patients with MS, miR-320b, miR-25-3p and miRNA 486-5p, as early biomarkers of MS disability at 10-year follow-up. MAIN BODY We included 144 patients with serum obtained within three years of MS onset. miRNA expression was measured by RNA extraction followed by RT-PCR. Demographic, clinical, brain MRI and other biomarkers were collected. The primary outcome was the association between early miRNA expression and retaining benign MS, defined as EDSS ≤ 2 at 10-year follow-up. Among the 144 patients, 104 were benign and 40 were not benign at 10-year follow-up. 89 (62%) were women, with mean age at onset 37.7 (SD: 9.6) years. Patients who retained benign MS had lower values of miR-25-3p (p = 0.047) and higher miR-320b (p = 0.025) values. Development of SPMS was associated with higher miR-320b (p = 0.002) levels. Brain parenchymal fraction at year 10 was negatively correlated with miR-25-3p (p = 0.0004) and positively correlated with miR-320b (p = 0.006). No association was found between miR-486-5p and any outcome, and 10-year T2-lesion volume was not associated with any miRNA. CONCLUSIONS Our results show that miR-320b and miR-25-3p expression are early biomarkers associated with MS severity and brain atrophy. This study provides class III evidence of that miR-320b and miR-25-3p are associated with long-term MS disability which may be a potential tool to risk-stratify patients with MS for early treatment decisions.
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Affiliation(s)
- Alicia Gonzalez-Martinez
- Translational Neuroimmunology Research Center (TNRC), Ann Romney Center for Neurologic Diseases (ARCND), Department of Neurology, Brigham and Women's Hospital, 60 Fenwood Road, 9002K, Boston, MA, 02115, USA
| | - Gauruv Bose
- Translational Neuroimmunology Research Center (TNRC), Ann Romney Center for Neurologic Diseases (ARCND), Department of Neurology, Brigham and Women's Hospital, 60 Fenwood Road, 9002K, Boston, MA, 02115, USA
- Brigham MS Center, Department of Neurology, Brigham and Women's Hospital, Boston, MA, 02115, USA
- Harvard Medical School, Boston, MA, 02115, USA
| | - Hrishikesh Lokhande
- Translational Neuroimmunology Research Center (TNRC), Ann Romney Center for Neurologic Diseases (ARCND), Department of Neurology, Brigham and Women's Hospital, 60 Fenwood Road, 9002K, Boston, MA, 02115, USA
| | - Shrishti Saxena
- Translational Neuroimmunology Research Center (TNRC), Ann Romney Center for Neurologic Diseases (ARCND), Department of Neurology, Brigham and Women's Hospital, 60 Fenwood Road, 9002K, Boston, MA, 02115, USA
| | - Brian C Healy
- Brigham MS Center, Department of Neurology, Brigham and Women's Hospital, Boston, MA, 02115, USA
- Harvard Medical School, Boston, MA, 02115, USA
| | - Mariann Polgar-Turcsanyi
- Translational Neuroimmunology Research Center (TNRC), Ann Romney Center for Neurologic Diseases (ARCND), Department of Neurology, Brigham and Women's Hospital, 60 Fenwood Road, 9002K, Boston, MA, 02115, USA
- Harvard Medical School, Boston, MA, 02115, USA
| | - Howard L Weiner
- Brigham MS Center, Department of Neurology, Brigham and Women's Hospital, Boston, MA, 02115, USA
- Harvard Medical School, Boston, MA, 02115, USA
| | - Tanuja Chitnis
- Translational Neuroimmunology Research Center (TNRC), Ann Romney Center for Neurologic Diseases (ARCND), Department of Neurology, Brigham and Women's Hospital, 60 Fenwood Road, 9002K, Boston, MA, 02115, USA.
- Brigham MS Center, Department of Neurology, Brigham and Women's Hospital, Boston, MA, 02115, USA.
- Harvard Medical School, Boston, MA, 02115, USA.
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Zizolfi B, Foreste V, Bonavita S, Rubino V, Ruggiero G, Brescia Morra V, Lanzillo R, Carotenuto A, Boscia F, Taglialatela M, Guida M. Epidemiological and Immune Profile Analysis of Italian Subjects with Endometriosis and Multiple Sclerosis. J Clin Med 2023; 12:jcm12052043. [PMID: 36902830 PMCID: PMC10004013 DOI: 10.3390/jcm12052043] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Revised: 02/27/2023] [Accepted: 03/02/2023] [Indexed: 03/08/2023] Open
Abstract
OBJECTIVE To report for the first time an Italian epidemiological analysis of the prevalence of multiple sclerosis (MS) in patients with endometriosis (EMS), through the study of the endometriosis population of our referral center; to analyze the clinical profile and perform a laboratory analysis to examine the immune profile and the possible correlation to other autoimmune diseases of the enrolled patients. METHODS We evaluated 1652 women registered with EMS in the University of Naples Federico II and retrospectively searched patients with a co-diagnosis of MS. Clinical features of both conditions were recorded. Serum autoantibody and immune profiles were analyzed. RESULTS 9 out of 1652 patients presented a co-diagnosis of EMS and MS (9/1652 = 0.005%). Clinically, EMS and MS presented in mild forms. Hashimoto's thyroiditis was found in two patients (2/9). Even if not statistically significant, a trend of variation in CD4- CD8 T lymphocytes and of B cells were found. CONCLUSION Our findings suggest an increased risk of MS in women with EMS. However, large-scale prospective studies are needed.
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Affiliation(s)
- Brunella Zizolfi
- Department of Public Health, University of Naples Federico II, 80131 Naples, Italy
- Correspondence:
| | - Virginia Foreste
- Department of Neuroscience, Reproductive Sciences and Dentistry, School of Medicine, University of Naples Federico II, 80138 Naples, Italy
| | - Simona Bonavita
- II Clinic of Neurology, Department of Advanced Medical and Surgical Sciences, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy
| | - Valentina Rubino
- Department of Translational Medical Sciences, University of Naples Federico II, 80138 Naples, Italy
| | - Giuseppina Ruggiero
- Department of Translational Medical Sciences, University of Naples Federico II, 80138 Naples, Italy
| | - Vincenzo Brescia Morra
- Department of Neuroscience, Reproductive Sciences and Dentistry, School of Medicine, University of Naples Federico II, 80138 Naples, Italy
| | - Roberta Lanzillo
- Department of Neuroscience, Reproductive Sciences and Dentistry, School of Medicine, University of Naples Federico II, 80138 Naples, Italy
| | - Antonio Carotenuto
- Department of Neuroscience, Reproductive Sciences and Dentistry, School of Medicine, University of Naples Federico II, 80138 Naples, Italy
| | - Francesca Boscia
- Department of Neuroscience, Reproductive Sciences and Dentistry, School of Medicine, University of Naples Federico II, 80138 Naples, Italy
| | - Maurizio Taglialatela
- Department of Neuroscience, Reproductive Sciences and Dentistry, School of Medicine, University of Naples Federico II, 80138 Naples, Italy
| | - Maurizio Guida
- Department of Neuroscience, Reproductive Sciences and Dentistry, School of Medicine, University of Naples Federico II, 80138 Naples, Italy
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Effects of Tai Chi on biomarkers and their implication to neurorehabilitation – a systemic review. Eur J Integr Med 2022. [DOI: 10.1016/j.eujim.2021.101391] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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Piryaei Z, Salehi Z, Tahsili MR, Ebrahimie E, Ebrahimi M, Kavousi K. Agonist/antagonist compounds' mechanism of action on estrogen receptor-positive breast cancer: A system-level investigation assisted by meta-analysis. INFORMATICS IN MEDICINE UNLOCKED 2022. [DOI: 10.1016/j.imu.2022.100985] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
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RNA Sequencing of CD4 + T Cells in Relapsing-Remitting Multiple Sclerosis Patients at Relapse: Deciphering the Involvement of Novel genes and Pathways. J Mol Neurosci 2021; 71:2628-2645. [PMID: 34286457 DOI: 10.1007/s12031-021-01878-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2021] [Accepted: 06/18/2021] [Indexed: 10/20/2022]
Abstract
CD4+ T cells are known as a noteworthy potential modulator of inflammation in multiple sclerosis (MS). In the current study, we investigated the transcriptome profile of CD4+ T cells in patients with relapsing-remitting MS (RRMS) at the relapse phase. We performed RNA sequencing of CD4+ T cells isolated from four relapsing-remitting MS (RRMS) patients at the relapse phase and four age- and sex-matched healthy controls. The edgeR statistical method was employed to determine differentially expressed genes (DEGs). Gene set enrichment analysis was subsequently performed. Applying a physical interaction network, genes with higher degrees were selected as hub genes. A total of 1278 and 1034 genes were defined at significantly higher or lower levels, respectively, in CD4+ T cells of RRMS patients at the relapse phase as compared with healthy controls. The top up- and downregulated genes were JAML and KDM3A. The detected DEGs were remarkable on chromosomes 1 and 2, respectively. The DEGs were mainly enriched in the pathways "regulation of transcription, DNA-templated," "regulation of B cell receptor signaling pathway," "protein phosphorylation," "epidermal growth factor receptor signaling pathway," and "positive regulation of neurogenesis." Moreover, 16 KEGG pathways mostly associated with the immune system and viral infections were enriched. In the constructed physical interaction networks, UBA52 and TP53 were shown to be the most highly ranked hub genes among upregulated and downregulated genes, respectively. By applying global transcriptome profiling of CD4+ T cells, we deciphered the involvement of several novel genes and pathways in MS pathogenesis. The present results must be confirmed by in vivo and in vitro studies.
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Katiyar A, Kaur G, Rani L, Jena L, Singh H, Kumar L, Sharma A, Kaur P, Gupta R. Genome-wide identification of potential biomarkers in multiple myeloma using meta-analysis of mRNA and miRNA expression data. Sci Rep 2021; 11:10957. [PMID: 34040057 PMCID: PMC8154993 DOI: 10.1038/s41598-021-90424-y] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2020] [Accepted: 04/29/2021] [Indexed: 02/07/2023] Open
Abstract
Multiple myeloma (MM) is a plasma cell malignancy with diverse clinical phenotypes and molecular heterogeneity not completely understood. Differentially expressed genes (DEGs) and miRNAs (DEMs) in MM may influence disease pathogenesis, clinical presentation / drug sensitivities. But these signatures overlap meagrely plausibly due to complexity of myeloma genome, diversity in primary cells studied, molecular technologies/ analytical tools utilized. This warrants further investigations since DEGs/DEMs can impact clinical outcomes and guide personalized therapy. We have conducted genome-wide meta-analysis of DEGs/DEMs in MM versus Normal Plasma Cells (NPCs) and derived unified putative signatures for MM. 100 DEMs and 1,362 DEGs were found deranged between MM and NPCs. Signatures of 37 DEMs ('Union 37') and 154 DEGs ('Union 154') were deduced that shared 17 DEMs and 22 DEGs with published prognostic signatures, respectively. Two miRs (miR-16-2-3p, 30d-2-3p) correlated with survival outcomes. PPI analysis identified 5 topmost functionally connected hub genes (UBC, ITGA4, HSP90AB1, VCAM1, VCP). Transcription factor regulatory networks were determined for five seed DEGs with ≥ 4 biomarker applications (CDKN1A, CDKN2A, MMP9, IGF1, MKI67) and three topmost up/ down regulated DEMs (miR-23b, 195, let7b/ miR-20a, 155, 92a). Further studies are warranted to establish and translate prognostic potential of these signatures for MM.
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Affiliation(s)
- Amit Katiyar
- Bioinformatics Facility, Centralized Core Research Facility, All India Institute of Medical Sciences, Ansari Nagar, New Delhi, 110029, India
- ICMR-AIIMS Computational Genomics Centre, Division of Biomedical Informatics, Indian Council of Medical Research, Ansari Nagar, New Delhi, 110029, India
- Department of Biophysics, All India Institute of Medical Sciences, Ansari Nagar, New Delhi, 110029, India
| | - Gurvinder Kaur
- Laboratory Oncology Unit, Dr B. R. A. Institute Rotary Cancer Hospital, All India Institute of Medical Sciences, New Delhi, 110029, India
- Genomics Facility, Centralized Core Research Facility, All India Institute of Medical Sciences, Ansari Nagar, New Delhi, 110029, India
| | - Lata Rani
- Laboratory Oncology Unit, Dr B. R. A. Institute Rotary Cancer Hospital, All India Institute of Medical Sciences, New Delhi, 110029, India
- Genomics Facility, Centralized Core Research Facility, All India Institute of Medical Sciences, Ansari Nagar, New Delhi, 110029, India
| | - Lingaraja Jena
- Laboratory Oncology Unit, Dr B. R. A. Institute Rotary Cancer Hospital, All India Institute of Medical Sciences, New Delhi, 110029, India
| | - Harpreet Singh
- ICMR-AIIMS Computational Genomics Centre, Division of Biomedical Informatics, Indian Council of Medical Research, Ansari Nagar, New Delhi, 110029, India
| | - Lalit Kumar
- Department of Medical Oncology, Dr B. R. A. Institute Rotary Cancer Hospital, All India Institute of Medical Sciences, Ansari Nagar, New Delhi, 110029, India
| | - Atul Sharma
- Department of Medical Oncology, Dr B. R. A. Institute Rotary Cancer Hospital, All India Institute of Medical Sciences, Ansari Nagar, New Delhi, 110029, India
| | - Punit Kaur
- Bioinformatics Facility, Centralized Core Research Facility, All India Institute of Medical Sciences, Ansari Nagar, New Delhi, 110029, India.
- Department of Biophysics, All India Institute of Medical Sciences, Ansari Nagar, New Delhi, 110029, India.
| | - Ritu Gupta
- Laboratory Oncology Unit, Dr B. R. A. Institute Rotary Cancer Hospital, All India Institute of Medical Sciences, New Delhi, 110029, India.
- Genomics Facility, Centralized Core Research Facility, All India Institute of Medical Sciences, Ansari Nagar, New Delhi, 110029, India.
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Brugger SW, Gardner MC, Beales JT, Briggs F, Davis MF. Depression in multiple sclerosis patients associated with risk variant near NEGR1. Mult Scler Relat Disord 2020; 46:102537. [PMID: 33296963 DOI: 10.1016/j.msard.2020.102537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2020] [Revised: 09/09/2020] [Accepted: 09/25/2020] [Indexed: 10/23/2022]
Abstract
BACKGROUND A substantial number of patients diagnosed with multiple sclerosis (MS) suffer from depression in addition to physical symptoms and disability. Recent evidence suggests a stronger relationship may exist between MS and depression than previously thought, in which a diagnosis of depression may be prodromic to the development of MS. METHODS A genome-wide association study (GWAS) was performed to identify genetic variants associated with the development of depression in a cohort of MS patients. The control group (n = 1180) was composed of MS patients with no diagnoses of depression as determined by ICD-9 and ICD-10 billing codes present in the electronic health record (EHR). Separate analyses were performed for three different case groups: 1) MS patients having a depression diagnosis at any time (n = 182), 2) MS patients having a depression diagnosis one year pre-MS diagnosis (n = 27), and 3) MS patients having a depression diagnosis one year post-MS diagnosis (n = 130). Logistic regression analyses were also performed to test for associations between the development of depression and an APOE tagging variant, as APOE was previously linked to depressive affect in MS. An additional logistic regression analysis tested for associations between depression in MS patients and SNPs associated with depression in the general population. Pathway enrichment analyses were also conducted to identify pathways that link the two diseases. RESULTS GWAS identified no novel associations between variants and a diagnosis of depression relative to a diagnosis of MS. One variant, rs1432639, associated with depression in the general population, was significantly associated with the development of depression post-MS diagnosis. The APOE-related SNPs were not associated with depression in this study population. An IGF1 pathway approached statistical significance in patients diagnosed with depression prior to a diagnosis of MS. CONCLUSION rs1432639 and the IGF1 pathway provide evidence for a genetic link between MS and depression that warrants further research.
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Affiliation(s)
- Steven W Brugger
- Department of Microbiology and Molecular Biology, Brigham Young University, Provo, UT, United States
| | - M Cannon Gardner
- Department of Microbiology and Molecular Biology, Brigham Young University, Provo, UT, United States
| | - Jeremy T Beales
- Department of Microbiology and Molecular Biology, Brigham Young University, Provo, UT, United States
| | - Farren Briggs
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, Ohio, United States
| | - Mary F Davis
- Department of Microbiology and Molecular Biology, Brigham Young University, Provo, UT, United States; Department Biomedical Informatics, Vanderbilt University, Nashville, Tennessee, United States.
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Genomic profiling of antimicrobial resistance genes in clinical isolates of Salmonella Typhi from patients infected with Typhoid fever in India. Sci Rep 2020; 10:8299. [PMID: 32427945 PMCID: PMC7237477 DOI: 10.1038/s41598-020-64934-0] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2019] [Accepted: 04/14/2020] [Indexed: 12/13/2022] Open
Abstract
The development of multidrug resistance in Salmonella enterica serovar Typhi currently forms a major roadblock for the treatment of enteric fever. This poses a major health problem in endemic regions and extends to travellers returning from developing countries. The appearance of fluoroquinolone non-susceptible strains has resulted in use of ceftriaxone as drug of choice with azithromycin being recommended for uncomplicated cases of typhoid fever. A recent sporadic instance of decreased susceptibility to the latest drug regime has necessitated a detailed analysis of antimicrobial resistance genes and possible relationships with their phenotypes to facilitate selection of future treatment regimes. Whole genome sequencing (WGS) was conducted for 133 clinical isolates from typhoid patients. Sequence output files were processed for pan-genome analysis and prediction of antimicrobial resistance genes. The WGS analyses disclosed the existence of fluoroquinolone resistance conferring mutations in gyrA, gyrB, parC and parE genes of all strains. Acquired resistance determining mechanisms observed included catA1 genes for chloramphenicol resistance, dfrA7, dfrA15, sul1 and sul2 for trimethoprim-sulfamethoxazole and blaTEM-116/blaTEM-1B genes for amoxicillin. No resistance determinants were found for ceftriaxone and cefixime. The genotypes were further correlated with their respective phenotypes for chloramphenicol, ampicillin, co-trimoxazole, ciprofloxacin and ceftriaxone. A high correlation was observed between genotypes and phenotypes in isolates of S. Typhi. The pan-genome analysis revealed that core genes were enriched in metabolic functions and accessory genes were majorly implicated in pathogenesis and antimicrobial resistance. The pan-genome of S. Typhi appears to be closed (Bpan = 0.09) as analysed by Heap’s law. Simpson’s diversity index of 0.51 showed a lower level of genetic diversity among isolates of S. Typhi. Overall, this study augments the present knowledge that WGS can help predict resistance genotypes and eventual correlation with phenotypes, enabling the chance to spot AMR determinants for fast diagnosis and prioritize antibiotic use directly from sequence.
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13
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Faria do Valle Í. Recent advances in network medicine: From disease mechanisms to new treatment strategies. Mult Scler 2020; 26:609-615. [DOI: 10.1177/1352458519877002] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Conventional reductionist approaches have guided most of our understanding in disease diagnostic and treatment. However, most diseases are not consequence of perturbations in a single protein or metabolite, but rather of the effect that these perturbations have in their cellular context. The emerging field of network medicine offers a set of tools to explore molecular networks and to retrieve insights about mechanisms of different diseases. The study of the protein interactome, the map of physical interactions among human proteins, revealed that disease proteins tend to interact with each other, linking diseases to well-defined interactome neighborhoods. These disease-associated neighborhoods have been defined as disease modules, and they can uncover the biological significance of genes identified by genetic studies, reveal molecular mechanisms that connect different phenotypes, and help identify new pharmacological strategies for disease treatment. Therefore, network medicine offers a framework in which the complexity of different aspects of multiple sclerosis can be explored in an integrative fashion, which can ultimately provide insights about disease mechanisms and treatment.
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Affiliation(s)
- Ítalo Faria do Valle
- Center for Complex Network Research, Department of Physics, Northeastern University, Boston, MA, USA/ Division of Population Health and Data Science, MAVERIC, Boston Veterans Affairs Medical Center, Boston, MA, USA
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14
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Sudha R, Katiyar A, Katiyar P, Singh H, Prasad P. Identification of potential drug targets and vaccine candidates in Clostridium botulinum using subtractive genomics approach. Bioinformation 2019; 15:18-25. [PMID: 31359994 PMCID: PMC6651033 DOI: 10.6026/97320630015018] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2018] [Accepted: 01/09/2019] [Indexed: 02/06/2023] Open
Abstract
A subtractive genomic approach has been utilized for the identification of potential drug targets and vaccine candidates in Clostridium botulinum, the causative agent of flaccid paralysis in humans. The emergence of drug-resistant pathogenic strains has become a significant global public health threat. Treatment with antitoxin can target the neurotoxin at the extracellular level, however, can't converse the paralysis caused by botulism. Therefore, identification of drug targets and vaccine candidates in C. botulinum would be crucial to overcome drug resistance to existing antibiotic therapy. A total of 1729 crucial proteins, including chokepoint, virulence, plasmid and resistance proteins were mined and used for subtractive channel of analysis. This analysis disclosed 15 potential targets, which were non-similar to human, gut micro flora, and anti-targets in the host. The cellular localization of 6 targets was observed in the cytoplasm and might be used as a drug target, whereas 9 targets were localized in extracellular and membrane bound proteins and can be used as vaccine candidates. Furthermore, 4 targets were observed to be homologous to more than 75 pathogens and hence are considered as broad-spectrum antibiotic targets. The identified drug and vaccine targets in this study would be useful in the design and discovery of novel therapeutic compounds against botulism.
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Affiliation(s)
- Rati Sudha
- P.G.Department of Zoology,ANS College,Magadh University,Patna (Barh)-803213,India
| | - Amit Katiyar
- ICMR-AIIMS Computational GenomicsCentre,Division of I.S.R.M.,Indian Council of Medical Research,Ansari Nagar,New Delhi-110029,India
| | - Poonam Katiyar
- NCC-Pharmacovigilance Program of India (PvPI),Indian Pharmacopoeia Commission (IPC),Raj Nagar,Ghaziabad-201002,India
| | - Harpreet Singh
- ICMR-AIIMS Computational GenomicsCentre,Division of I.S.R.M.,Indian Council of Medical Research,Ansari Nagar,New Delhi-110029,India
| | - Purushottam Prasad
- P.G.Department of Zoology,ANS College,Magadh University,Patna (Barh)-803213,India
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15
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Domingo-Fernández D, Hoyt CT, Bobis-Álvarez C, Marín-Llaó J, Hofmann-Apitius M. ComPath: an ecosystem for exploring, analyzing, and curating mappings across pathway databases. NPJ Syst Biol Appl 2018; 5:3. [PMID: 30564458 PMCID: PMC6292919 DOI: 10.1038/s41540-018-0078-8] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2018] [Revised: 10/31/2018] [Accepted: 11/02/2018] [Indexed: 11/09/2022] Open
Abstract
Although pathways are widely used for the analysis and representation of biological systems, their lack of clear boundaries, their dispersion across numerous databases, and the lack of interoperability impedes the evaluation of the coverage, agreements, and discrepancies between them. Here, we present ComPath, an ecosystem that supports curation of pathway mappings between databases and fosters the exploration of pathway knowledge through several novel visualizations. We have curated mappings between three of the major pathway databases and present a case study focusing on Parkinson’s disease that illustrates how ComPath can generate new biological insights by identifying pathway modules, clusters, and cross-talks with these mappings. The ComPath source code and resources are available at https://github.com/ComPath and the web application can be accessed at https://compath.scai.fraunhofer.de/.
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Affiliation(s)
- Daniel Domingo-Fernández
- 1Department of Bioinformatics, Fraunhofer Institute for Algorithms and Scientific Computing, 53754 Sankt Augustin, Germany.,2Bonn-Aachen International Center for IT, Rheinische Friedrich-Wilhelms-Universität Bonn, 53115 Bonn, Germany
| | - Charles Tapley Hoyt
- 1Department of Bioinformatics, Fraunhofer Institute for Algorithms and Scientific Computing, 53754 Sankt Augustin, Germany.,2Bonn-Aachen International Center for IT, Rheinische Friedrich-Wilhelms-Universität Bonn, 53115 Bonn, Germany
| | - Carlos Bobis-Álvarez
- 3Faculty of Medicine and Health Sciences, University of Oviedo, 33006 Oviedo, Spain
| | - Josep Marín-Llaó
- 1Department of Bioinformatics, Fraunhofer Institute for Algorithms and Scientific Computing, 53754 Sankt Augustin, Germany.,4Rovira i Virgili University, 43003 Tarragona, Spain
| | - Martin Hofmann-Apitius
- 1Department of Bioinformatics, Fraunhofer Institute for Algorithms and Scientific Computing, 53754 Sankt Augustin, Germany.,2Bonn-Aachen International Center for IT, Rheinische Friedrich-Wilhelms-Universität Bonn, 53115 Bonn, Germany
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16
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Zhang T, De Carolis C, Man GCW, Wang CC. The link between immunity, autoimmunity and endometriosis: a literature update. Autoimmun Rev 2018; 17:945-955. [PMID: 30107265 DOI: 10.1016/j.autrev.2018.03.017] [Citation(s) in RCA: 97] [Impact Index Per Article: 13.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2018] [Accepted: 03/20/2018] [Indexed: 12/21/2022]
Abstract
Endometriosis (EMS), an estrogen-dependent inflammatory disorder affects approximately 5-10% of the general female population of reproductive age and 20-90% of women with pelvic pain and infertility. Many immunological factors are known to contribute significantly to the pathogenesis and pathophysiology of EMS, and both chronic local inflammation and autoantibodies in EMS shares many similarities with autoimmune diseases (AD). However, the autoimmune etiology in EMS remains controversial, and its evidence on autoimmune basis may be limited. Here we aim to review the current understanding between autoimmunity and EMS to provide important knowledge to develop future potential immunomodulatory therapy for the treatment of EMS.
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Affiliation(s)
- Tao Zhang
- Department of Obstetrics and Gynaecology, Faculty of Medicine, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong; Shenzhen Youshare Biotechnology Co. Ltd, Shenzhen, Guangdong, China
| | - Caterina De Carolis
- Polymedical Center for Prevention of Recurrent Spontaneous Abortion, Rome, Italy.
| | - Gene Chi Wai Man
- Department of Obstetrics and Gynaecology, Faculty of Medicine, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong; Department of Orthopaedics and Traumatology, Faculty of Medicine, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong
| | - Chi Chiu Wang
- Department of Obstetrics and Gynaecology, Faculty of Medicine, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong; Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong; School of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong.
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