1
|
Bryson TD, Zurek M, Moore C, Taube D, Datta I, Levin A, Harding P. Prostaglandin E2 affects mitochondrial function in adult mouse cardiomyocytes and hearts. Prostaglandins Leukot Essent Fatty Acids 2024; 201:102614. [PMID: 38471265 DOI: 10.1016/j.plefa.2024.102614] [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] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Revised: 02/19/2024] [Accepted: 02/28/2024] [Indexed: 03/14/2024]
Abstract
Prostaglandin E2 (PGE2) signals differently through 4 receptor subtypes (EP1-EP4) to elicit diverse physiologic/pathologic effects. We previously reported that PGE2 via its EP3 receptor reduces cardiac contractility and male mice with cardiomyocyte-specific deletion of the EP4 receptor (EP4 KO) develop dilated cardiomyopathy. The aim of this study was to identify pathways responsible for this phenotype. We performed ingenuity pathway analysis (IPA) and found that genes differentiating WT mice and EP4 KO mice were significantly overrepresented in mitochondrial (adj. p value = 6.28 × 10-26) and oxidative phosphorylation (adj. p value = 1.58 × 10-27) pathways. Electron microscopy from the EP4 KO hearts show substantial mitochondrial disarray and disordered cristae. Not surprisingly, isolated adult mouse cardiomyocytes (AVM) from these mice have reduced ATP levels compared to their WT littermates and reduced expression of key genes involved in the electron transport chain (ETC) in older mice. Moreover, treatment of AVM from C57Bl/6 mice with PGE2 or the EP3 agonist sulprostone resulted in changes of various genes involved in the ETC, measured by the Mitochondrial Energy Metabolism RT2-profiler assay. Lastly, the EP4 KO mice have reduced expression of superoxide dismuatse-2 (SOD2), whereas treatment of AVM with PGE2 or sulprostone increase superoxide production, suggesting increased oxidative stress levels in these EP4 KO mice. Altogether the current study supports the premise that PGE2 acting via its EP4 receptor is protective, while signaling through its other receptors, likely EP3, is deleterious.
Collapse
Affiliation(s)
- Timothy D Bryson
- Hypertension & Vascular Research Division, Department of Internal Medicine, Henry Ford Health, Detroit, MI, USA
| | - Matthew Zurek
- Hypertension & Vascular Research Division, Department of Internal Medicine, Henry Ford Health, Detroit, MI, USA
| | - Carlin Moore
- Hypertension & Vascular Research Division, Department of Internal Medicine, Henry Ford Health, Detroit, MI, USA
| | - David Taube
- Hypertension & Vascular Research Division, Department of Internal Medicine, Henry Ford Health, Detroit, MI, USA
| | - Indrani Datta
- Department of Public Health Sciences, Henry Ford Health, Detroit, MI, USA
| | - Albert Levin
- Department of Public Health Sciences, Henry Ford Health, Detroit, MI, USA
| | - Pamela Harding
- Hypertension & Vascular Research Division, Department of Internal Medicine, Henry Ford Health, Detroit, MI, USA; Department of Physiology, Wayne State University School of Medicine, Detroit, MI, USA.
| |
Collapse
|
2
|
Malta TM, Sabedot TS, Morosini NS, Datta I, Garofano L, Vallentgoed W, Varn FS, Aldape K, D'Angelo F, Bakas S, Barnholtz-Sloan JS, Gan HK, Hasanain M, Hau AC, Johnson KC, Cazacu S, deCarvalho AC, Khasraw M, Kocakavuk E, Kouwenhoven MC, Migliozzi S, Niclou SP, Niers JM, Ormond DR, Paek SH, Reifenberger G, Sillevis Smitt PA, Smits M, Stead LF, van den Bent MJ, Van Meir EG, Walenkamp A, Weiss T, Weller M, Westerman BA, Ylstra B, Wesseling P, Lasorella A, French PJ, Poisson LM, Verhaak RG, Iavarone A, Noushmehr H. The Epigenetic Evolution of Glioma Is Determined by the IDH1 Mutation Status and Treatment Regimen. Cancer Res 2024; 84:741-756. [PMID: 38117484 PMCID: PMC10911804 DOI: 10.1158/0008-5472.can-23-2093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 09/15/2023] [Accepted: 12/13/2023] [Indexed: 12/21/2023]
Abstract
Tumor adaptation or selection is thought to underlie therapy resistance in glioma. To investigate longitudinal epigenetic evolution of gliomas in response to therapeutic pressure, we performed an epigenomic analysis of 132 matched initial and recurrent tumors from patients with IDH-wildtype (IDHwt) and IDH-mutant (IDHmut) glioma. IDHwt gliomas showed a stable epigenome over time with relatively low levels of global methylation. The epigenome of IDHmut gliomas showed initial high levels of genome-wide DNA methylation that was progressively reduced to levels similar to those of IDHwt tumors. Integration of epigenomics, gene expression, and functional genomics identified HOXD13 as a master regulator of IDHmut astrocytoma evolution. Furthermore, relapse of IDHmut tumors was accompanied by histologic progression that was associated with survival, as validated in an independent cohort. Finally, the initial cell composition of the tumor microenvironment varied between IDHwt and IDHmut tumors and changed differentially following treatment, suggesting increased neoangiogenesis and T-cell infiltration upon treatment of IDHmut gliomas. This study provides one of the largest cohorts of paired longitudinal glioma samples with epigenomic, transcriptomic, and genomic profiling and suggests that treatment of IDHmut glioma is associated with epigenomic evolution toward an IDHwt-like phenotype. SIGNIFICANCE Standard treatments are related to loss of DNA methylation in IDHmut glioma, resulting in epigenetic activation of genes associated with tumor progression and alterations in the microenvironment that resemble treatment-naïve IDHwt glioma.
Collapse
Affiliation(s)
- Tathiane M. Malta
- School of Pharmaceutical Sciences of Ribeirão Preto, University of São Paulo, Ribeirão Preto, São Paulo, Brazil
| | - Thais S. Sabedot
- Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, Michigan
| | | | - Indrani Datta
- Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, Michigan
| | - Luciano Garofano
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, Florida
| | - Wies Vallentgoed
- Neurology Department, The Brain Tumour Center, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Frederick S. Varn
- The Jackson Laboratory for Genomic Medicine, Farmington, Connecticut
| | | | - Fulvio D'Angelo
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, Florida
- Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, Florida
| | - Spyridon Bakas
- Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, Pennsylvania
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | | | - Hui K. Gan
- Olivia Newton-John Cancer Research Institute, Austin Health, Heidelberg, Melbourne, Australia
| | - Mohammad Hasanain
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, Florida
| | | | - Kevin C. Johnson
- Department of Neurosurgery, Yale School of Medicine, New Haven, Connecticut
| | - Simona Cazacu
- Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, Michigan
| | - Ana C. deCarvalho
- Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, Michigan
| | | | - Emre Kocakavuk
- Department of Neurosurgery, Yale School of Medicine, New Haven, Connecticut
- Department of Hematology and Stem Cell Transplantation, West German Cancer Center (WTZ), National Center for Tumor Diseases (NCT) West, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Mathilde C.M. Kouwenhoven
- Department of Neurology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Simona Migliozzi
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, Florida
| | | | - Johanna M. Niers
- Department of Neurology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - D. Ryan Ormond
- University of Colorado School of Medicine, Department of Neurosurgery, Aurora, Colorado
| | - Sun Ha Paek
- Department of Neurosurgery, Cancer Research Institute, Hypoxia Ischemia Disease Institute, Seoul National University, Seoul, Republic of Korea (South)
| | - Guido Reifenberger
- Institute of Neuropathology, Heinrich Heine University, Dusseldorf, Germany
| | - Peter A. Sillevis Smitt
- Department of Neurology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- The Brain Tumour Centre, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Marion Smits
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
| | - Lucy F. Stead
- Leeds Institute of Medical Research, University of Leeds, Leeds, United Kingdom
| | - Martin J. van den Bent
- Department of Neurology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- The Brain Tumour Centre, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Erwin G. Van Meir
- Department of Neurosurgery and O'Neal Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, Alabama
| | | | - Tobias Weiss
- Department of Neurology, University Hospital and University of Zurich, Zurich, Switzerland
| | - Michael Weller
- Department of Neurology, University Hospital and University of Zurich, Zurich, Switzerland
| | - Bart A. Westerman
- Department of Neurology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Bauke Ylstra
- Department of Pathology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Pieter Wesseling
- Department of Pathology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Brain Tumor Center Amsterdam, Cancer Center Amsterdam, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands
- Laboratory for Childhood Cancer Pathology, Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Anna Lasorella
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, Florida
- Department of Biochemistry and Molecular Biology, University of Miami Miller School of Medicine, Miami, Florida
| | - Pim J. French
- Neurology Department, The Brain Tumour Center, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Laila M. Poisson
- Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, Michigan
| | - Roel G.W. Verhaak
- Department of Neurosurgery, Yale School of Medicine, New Haven, Connecticut
- Department of Neurosurgery, Amsterdam University Medical Center, Amsterdam, the Netherlands
| | - Antonio Iavarone
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, Florida
- Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, Florida
| | - Houtan Noushmehr
- Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, Michigan
| |
Collapse
|
3
|
Datta I, Zahoor I, Ata N, Rashid F, Cerghet M, Rattan R, Poisson LM, Giri S. Utility of an untargeted metabolomics approach using a 2D GC-GC-MS platform to distinguish relapsing and progressive multiple sclerosis. bioRxiv 2024:2024.02.07.579252. [PMID: 38370675 PMCID: PMC10871325 DOI: 10.1101/2024.02.07.579252] [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] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/20/2024]
Abstract
Introduction Multiple sclerosis (MS) is the most common inflammatory neurodegenerative disease of the central nervous system (CNS) in young adults and results in progressive neurological defects. The relapsing-remitting phenotype (RRMS) is the most common disease course in MS and may progress to the progressive form (PPMS). Objectives There is a gap in knowledge regarding whether the relapsing form can be distinguished from the progressive course or healthy subjects (HS) based on an altered serum metabolite profile. In this study, we performed global untargeted metabolomics with the 2D GCxGC-MS platform to identify altered metabolites between RRMS, PPMS, and HS. Methods We profiled 235 metabolites in the serum of patients with RRMS (n=41), PPMS (n=31), and HS (n=91). A comparison of RRMS and HS patients revealed 22 significantly altered metabolites at p<0.05 (false discovery rate [FDR]=0.3). The PPMS and HS comparisons revealed 28 altered metabolites at p<0.05 (FDR=0.2). Results Pathway analysis using MetaboAnalyst revealed enrichment of four metabolic pathways in both RRMS and PPMS (hypergeometric test p<0.05): 1) galactose metabolism; 2) amino sugar and nucleotide sugar metabolism; 3) phenylalanine, tyrosine, and tryptophan biosynthesis; and 4) aminoacyl-tRNA biosynthesis. The Qiagen IPA enrichment test identified the sulfatase 2 (SULF2) (p=0.0033) and integrin subunit beta 1 binding protein 1 (ITGB1BP1) (p=0.0067) genes as upstream regulators of altered metabolites in the RRMS vs. HS groups. However, in the PPMS vs. HS comparison, valine was enriched in the neurodegeneration of brain cells (p=0.05), and heptadecanoic acid, alpha-ketoisocaproic acid, and glycerol participated in inflammation in the CNS (p=0.03). Conclusion Overall, our study suggested that RRMS and PPMS may contribute metabolic fingerprints in the form of unique altered metabolites for discriminating MS disease from HS, with the potential for constructing a metabolite panel for progressive autoimmune diseases such as MS.
Collapse
Affiliation(s)
- Indrani Datta
- Department of Public Health Sciences, Henry Ford Health, Detroit, MI, 48202, USA
- Department of Neurosurgery, Henry Ford Health, Detroit, MI, 48202, USA
| | - Insha Zahoor
- Department of Neurology, Henry Ford Health, Detroit, MI, 48202, USA
| | - Nasar Ata
- Department of Neurology, Henry Ford Health, Detroit, MI, 48202, USA
| | - Faraz Rashid
- Department of Neurology, Henry Ford Health, Detroit, MI, 48202, USA
| | - Mirela Cerghet
- Department of Neurology, Henry Ford Health, Detroit, MI, 48202, USA
| | - Ramandeep Rattan
- Women’s Health Services, Henry Ford Health, Detroit, MI, 48202, USA
| | - Laila M Poisson
- Department of Public Health Sciences, Henry Ford Health, Detroit, MI, 48202, USA
| | - Shailendra Giri
- Department of Neurology, Henry Ford Health, Detroit, MI, 48202, USA
| |
Collapse
|
4
|
Zahoor I, Waters J, Ata N, Datta I, Pedersen TL, Cerghet M, Poisson L, Markovic-Plese S, Rattan R, Taha AY, Newman JW, Giri S. Blood-based targeted metabolipidomics reveals altered omega fatty acid-derived lipid mediators in relapsing-remitting multiple sclerosis patients. bioRxiv 2024:2024.01.04.574253. [PMID: 38260401 PMCID: PMC10802284 DOI: 10.1101/2024.01.04.574253] [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] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Unresolved and uncontrolled inflammation is considered a hallmark of pathogenesis in chronic inflammatory diseases like multiple sclerosis (MS), suggesting a defective resolution process. Inflammatory resolution is an active process partially mediated by endogenous metabolites of dietary polyunsaturated fatty acids (PUFA), collectively termed specialized pro-resolving lipid mediators (SPMs). Altered levels of resolution mediators have been reported in several inflammatory diseases and may partly explain impaired inflammatory resolution. Performing LC-MS/MS-based targeted lipid mediator profiling, we observed distinct changes in fatty acid metabolites in serum from 30 relapsing-remitting MS (RRMS) patients relative to 30 matched healthy subjects (HS). Robust linear regression revealed 12 altered lipid mediators after adjusting for confounders (p <0.05). Of these, 15d-PGJ2, PGE3, and LTB5 were increased in MS while PGF2a, 8,9-DiHETrE, 5,6-DiHETrE, 20-HETE, 15-HETE, 12-HETE, 12-HEPE, 14-HDoHE, and DHEA were decreased in MS compared to HS. In addition, 12,13-DiHOME and 12,13-DiHODE were positively correlated with expanded disability status scale values (EDSS). Using Partial Least Squares, we identified several lipid mediators with high VIP scores (VIP > 1: 32% - 52%) of which POEA, PGE3, DHEA, LTB5, and 12-HETE were top predictors for distinguishing between RRMS and HS (AUC =0.75) based on the XGBoost Classifier algorithm. Collectively, these findings suggest an imbalance between inflammation and resolution. Altogether, lipid mediators appear to have potential as diagnostic and prognostic biomarkers for RRMS.
Collapse
Affiliation(s)
- Insha Zahoor
- Department of Neurology, Henry Ford Health, Detroit, 48202, USA
| | - Jeffrey Waters
- Department of Neurology, Henry Ford Health, Detroit, 48202, USA
| | - Nasar Ata
- Department of Neurology, Henry Ford Health, Detroit, 48202, USA
| | - Indrani Datta
- Department of Public Health Sciences, Henry Ford Health, Detroit, 48202, USA
| | | | - Mirela Cerghet
- Department of Neurology, Henry Ford Health, Detroit, 48202, USA
| | - Laila Poisson
- Department of Public Health Sciences, Henry Ford Health, Detroit, 48202, USA
| | - Silva Markovic-Plese
- Department of Neurology, Thomas Jefferson University, Philadelphia, PA 19107, USA
| | - Ramandeep Rattan
- Division of Gynaecology Oncology, Department of Women’s Health Services, Henry Ford Health, Detroit, 48202, USA
| | - Ameer Y. Taha
- Department of Food and Technology, University of California, Davis, USA
- West Coast Metabolomics Center, Genome Center, University of California-Davis, Davis, CA, 95616, USA
| | - John W. Newman
- United States Department of Agriculture, Agricultural Research Service, Western Human Nutrition Research Center, Davis, CA, 95616, USA
- West Coast Metabolomics Center, Genome Center, University of California-Davis, Davis, CA, 95616, USA
- Department of Nutrition, University of California-Davis, Davis, CA, 95616, USA
| | - Shailendra Giri
- Department of Neurology, Henry Ford Health, Detroit, 48202, USA
| |
Collapse
|
5
|
Shahani P, Mahadevan A, Mondal K, Waghmare G, Datta I. Repeat intramuscular transplantation of human dental pulp stromal cells is more effective in sustaining Schwann cell survival and myelination for functional recovery after onset of diabetic neuropathy. Cytotherapy 2023; 25:1200-1211. [PMID: 37642606 DOI: 10.1016/j.jcyt.2023.07.011] [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: 06/06/2022] [Revised: 07/30/2023] [Accepted: 07/30/2023] [Indexed: 08/31/2023]
Abstract
BACKGROUND AIMS Mesenchymal stromal cell (MSC) therapy for diabetic neuropathy (DN) has been extensively researched in vitro and in pre-clinical studies; however, the clinical scenario thus far has been disappointing. Temporary recovery, a common feature of these studies, indicates that either the retention of transplanted cells deteriorates with time or recovery of supportive endogenous cells, such as bone marrow-derived MSCs (BM-MSCs), does not occur, requiring further replenishment. In DN, BM-MSCs are recognized mediators of Schwann cell regeneration, and we have earlier shown that they suffer impairment in the pre-neuropathy stage. In this study, we attempted to further elucidate the mechanisms of functional recovery by focusing on changes occurring at the cellular level in the sciatic nerve, in conjunction with the biodistribution and movement patterns of the transplanted cells, to define the interval between doses. METHOD & RESULTS We found that two doses of 1 × 106 dental pulp stromal cells (DPSCs) transplanted intramuscularly at an interval of 4 weeks effectively improved nerve conduction velocity (NCV) and restored motor coordination through improving sciatic nerve architecture, Schwann cell survival and myelination. Despite very minimal recovery of endogenous BM-MSCs, a temporary restoration of NCV and motor function was achieved with the first dose of DPSC transplantation. However, this did not persist, and a repeat dose was needed to consolidate functional improvement and rehabilitate the sciatic nerve architecture. CONCLUSION Thus, repeat intramuscular transplantation of DPSCs is more effective for maintenance of Schwann cell survival and myelination for functional recovery after onset of DN.
Collapse
Affiliation(s)
- Pradnya Shahani
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Anita Mahadevan
- Department of Neuropathology, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Kallolika Mondal
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Girish Waghmare
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Indrani Datta
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Bengaluru, India.
| |
Collapse
|
6
|
Ramakrishnan A, Datta I, Panja S, Patel H, Liu Y, Craige MW, Chu C, Jean-Marie G, Oladoja AR, Kim I, Mitrofanova A. Tissue-specific biological aging predicts progression in prostate cancer and acute myeloid leukemia. Front Oncol 2023; 13:1222168. [PMID: 37746266 PMCID: PMC10512286 DOI: 10.3389/fonc.2023.1222168] [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] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Accepted: 08/08/2023] [Indexed: 09/26/2023] Open
Abstract
Introduction Chronological aging is a well-recognized diagnostic and prognostic factor in multiple cancer types, yet the role of biological aging in manifesting cancer progression has not been fully explored yet. Methods Given the central role of chronological aging in prostate cancer and AML incidence, here we investigate a tissue-specific role of biological aging in prostate cancer and AML progression. We have employed Cox proportional hazards modeling to associate biological aging genes with cancer progression for patients from specific chronological aging groups and for patients with differences in initial cancer aggressiveness. Results Our prostate cancer-specific investigations nominated four biological aging genes (CD44, GADD45B, STAT3, GFAP) significantly associated with time to disease progression in prostate cancer in Taylor et al. patient cohort. Stratified survival analysis on Taylor dataset and validation on an independent TCGA and DKFZ PRAD patient cohorts demonstrated ability of these genes to predict prostate cancer progression, especially for patients with higher Gleason score and for patients younger than 60 years of age. We have further tested the generalizability of our approach and applied it to acute myeloid leukemia (AML). Our analysis nominated three AML-specific biological aging genes (CDC42EP2, CDC42, ALOX15B) significantly associated with time to AML overall survival, especially for patients with favorable cytogenetic risk score and for patients older than 56 years of age. Discussion Comparison of the identified PC and AML markers to genes selected at random and to known markers of progression demonstrated robustness of our results and nominated the identified biological aging genes as valuable markers of prostate cancer and AML progression, opening new avenues for personalized therapeutic management and potential novel treatment investigations.
Collapse
Affiliation(s)
- Anitha Ramakrishnan
- Department of Biomedical and Health Informatics, School of Health Professions, Rutgers, The State University of New Jersey, Newark, NJ, United States
| | - Indrani Datta
- Department of Biomedical and Health Informatics, School of Health Professions, Rutgers, The State University of New Jersey, Newark, NJ, United States
| | - Sukanya Panja
- Department of Biomedical and Health Informatics, School of Health Professions, Rutgers, The State University of New Jersey, Newark, NJ, United States
| | - Harmony Patel
- Department of Biomedical and Health Informatics, School of Health Professions, Rutgers, The State University of New Jersey, Newark, NJ, United States
- Department of Health Informatics and Information Management, College of Applied and Natural Sciences, Louisiana Tech University, Ruston, LA, United States
| | - Yingci Liu
- Department of Biomedical and Health Informatics, School of Health Professions, Rutgers, The State University of New Jersey, Newark, NJ, United States
- New Jersey Medical School, Rutgers, The State University of New Jersey, Newark, NJ, United States
| | - Michael W. Craige
- Department of Biomedical and Health Informatics, School of Health Professions, Rutgers, The State University of New Jersey, Newark, NJ, United States
| | - Cassandra Chu
- Department of Biomedical and Health Informatics, School of Health Professions, Rutgers, The State University of New Jersey, Newark, NJ, United States
| | - Giselle Jean-Marie
- Department of Biomedical and Health Informatics, School of Health Professions, Rutgers, The State University of New Jersey, Newark, NJ, United States
- Rutgers Youth Enjoy Science Program, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, United States
| | - Abdur-Rahman Oladoja
- Department of Biomedical and Health Informatics, School of Health Professions, Rutgers, The State University of New Jersey, Newark, NJ, United States
- Rutgers Youth Enjoy Science Program, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, United States
| | - Isaac Kim
- Department of Urology, Yale School of Medicine, New Haven, CT, United States
| | - Antonina Mitrofanova
- Department of Biomedical and Health Informatics, School of Health Professions, Rutgers, The State University of New Jersey, Newark, NJ, United States
- Rutgers Cancer Institute of New Jersey, Rutgers, The State University of New Jersey, New Brunswick, NJ, United States
| |
Collapse
|
7
|
Raj A, Banerjee R, Santhoshkumar R, Sagar C, Datta I. Presence of Extracellular Alpha-Synuclein Aggregates Trigger Astrocytic Degeneration Through Enhanced Membrane Rigidity and Deregulation of Store-Operated Calcium Entry (SOCE) into the Endoplasmic Reticulum. Mol Neurobiol 2023; 60:5309-5329. [PMID: 37289385 DOI: 10.1007/s12035-023-03400-0] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Accepted: 05/23/2023] [Indexed: 06/09/2023]
Abstract
α-Synuclein has a critical role in Parkinson's disease, but the mechanism of how extracellular α-synuclein aggregates lead to astrocytic degeneration remains unknown. Our recent study in astrocytes highlighted that α-synuclein aggregates undergo lower endocytosis than the monomeric-form, even while displaying a higher impact on glutathione-machinery and glutamate-metabolism under sublethal conditions. As optimal intracellular calcium levels are essential for these functions, we aimed to study the effect of extracellular α-synuclein aggregates on ER calcium entry. We assessed the association of extracellular aggregated-α-synuclein (WT and A30P/A53T double-mutant) with the astrocytic membrane (lipid rafts) and studied its effects on membrane fluidity, ER stress, and ER calcium refilling in three systems-purified rat primary midbrain astrocyte culture, human iPSC-derived astrocytes, and U87 cells. The corresponding timeline effect on mitochondrial membrane potential was also evaluated. Post-24 h exposure to extracellular WT and mutant α-synuclein aggregates, fluorescence-based studies showed a significant increase in astrocyte membrane rigidity over control, with membrane association being significantly higher for the double mutant aggregates. α-Synuclein aggregates also showed preferentially higher association with lipid rafts of astrocytic membrane. A simultaneous increase in ER stress markers (phosphorylated PERK and CHOP) with significantly higher SOCE was also observed in aggregate-treated astrocytes, with higher levels for double mutant variant. These observations correlate with increased expression of SOCE markers, especially Orai3, on plasma membrane. Alterations in mitochondrial membrane potential were only noted post-48 h of exposure to α-synuclein aggregates. We therefore suggest that in astrocytes, α-synuclein-aggregates preferentially associate with lipid rafts of membrane, altering membrane fluidity and consequently inducing ER stress mediated by interaction with membrane SOCE proteins, resulting in higher Ca2+ entry. A distinct cascade of events of sequential impairment of ER followed by mitochondrial alteration is observed. The study provides novel evidence elucidating relationships between extracellular α-synuclein aggregates and organellar stress in astrocytes and indicates the therapeutic potential in targeting the association of α-synuclein aggregates with astrocytic membrane.
Collapse
Affiliation(s)
- Aishwarya Raj
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru, 560029, Karnataka, India
| | - Roon Banerjee
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru, 560029, Karnataka, India
| | - Rashmi Santhoshkumar
- Department of Neuropathology, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru, 560029, Karnataka, India
| | - Chandrasekhar Sagar
- Department of Neuropathology, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru, 560029, Karnataka, India
| | - Indrani Datta
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru, 560029, Karnataka, India.
| |
Collapse
|
8
|
Levin AM, She R, Chen Y, Adrianto I, Datta I, Loveless IM, Garman L, Montgomery CG, Li J, Iannuzzi MC, Rybicki BA. Identification of Environmental Exposures Associated with Risk of Sarcoidosis in African Americans. Ann Am Thorac Soc 2023; 20:1274-1282. [PMID: 37209419 PMCID: PMC10502890 DOI: 10.1513/annalsats.202208-722oc] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Accepted: 05/19/2023] [Indexed: 05/22/2023] Open
Abstract
Rationale: Sarcoidosis is a racially disparate granulomatous disease likely caused by environmental exposures, genes, and their interactions. Despite increased risk in African Americans, few environmental risk factor studies in this susceptible population exist. Objectives: To identify environmental exposures associated with the risk of sarcoidosis in African Americans and those that differ in effect by self-identified race and genetic ancestry. Methods: The study sample comprised 2,096 African Americans (1,205 with and 891 without sarcoidosis) compiled from three component studies. Unsupervised clustering and multiple correspondence analyses were used to identify underlying clusters of environmental exposures. Mixed-effects logistic regression was used to evaluate the association of these exposure clusters and the 51 single-component exposures with risk of sarcoidosis. A comparison case-control sample of 762 European Americans (388 with and 374 without sarcoidosis) was used to assess heterogeneity in exposure risk by race. Results: Seven exposure clusters were identified, five of which were associated with risk. The exposure cluster with the strongest risk association was composed of metals (P < 0.001), and within this cluster, exposure to aluminum had the highest risk (odds ratio, 3.30; 95% confidence interval [95% CI], 2.23-4.09; P < 0.001). This effect also differed by race (P < 0.001), with European Americans having no significant association with exposure (odds ratio, 0.86; 95% CI, 0.56-1.33). Within African Americans, the increased risk was dependent on genetic African ancestry (P = 0.047). Conclusions: Our findings support African Americans having sarcoidosis environmental exposure risk profiles that differ from those of European Americans. These differences may underlie racially disparate incidence rates that are partially explained by genetic variation differing by African ancestry.
Collapse
Affiliation(s)
- Albert M. Levin
- Department of Public Health Science and
- Center for Bioinformatics, Henry Ford Health System, Detroit, Michigan
| | - Ruicong She
- Department of Public Health Science and
- Center for Bioinformatics, Henry Ford Health System, Detroit, Michigan
| | - Yalei Chen
- Department of Public Health Science and
- Center for Bioinformatics, Henry Ford Health System, Detroit, Michigan
| | - Indra Adrianto
- Department of Public Health Science and
- Center for Bioinformatics, Henry Ford Health System, Detroit, Michigan
| | - Indrani Datta
- Department of Public Health Science and
- Center for Bioinformatics, Henry Ford Health System, Detroit, Michigan
| | - Ian M. Loveless
- Department of Public Health Science and
- Center for Bioinformatics, Henry Ford Health System, Detroit, Michigan
| | - Lori Garman
- Arthritis and Clinical Immunology Research Program, Oklahoma Medical Research Foundation, Oklahoma City, Oklahoma; and
| | - Courtney G. Montgomery
- Arthritis and Clinical Immunology Research Program, Oklahoma Medical Research Foundation, Oklahoma City, Oklahoma; and
| | - Jia Li
- Department of Public Health Science and
- Center for Bioinformatics, Henry Ford Health System, Detroit, Michigan
| | - Michael C. Iannuzzi
- Department of Medical Education, School of Medicine, City University of New York, New York, New York
| | | |
Collapse
|
9
|
Wang J, Adrianto I, Subedi K, Liu T, Wu X, Yi Q, Loveless I, Yin C, Datta I, Sant'Angelo DB, Kronenberg M, Zhou L, Mi QS. Integrative scATAC-seq and scRNA-seq analyses map thymic iNKT cell development and identify Cbfβ for its commitment. Cell Discov 2023; 9:61. [PMID: 37336875 DOI: 10.1038/s41421-023-00547-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Accepted: 03/18/2023] [Indexed: 06/21/2023] Open
Abstract
Unlike conventional αβT cells, invariant natural killer T (iNKT) cells complete their terminal differentiation to functional iNKT1/2/17 cells in the thymus. However, underlying molecular programs that guide iNKT subset differentiation remain unclear. Here, we profiled the transcriptomes of over 17,000 iNKT cells and the chromatin accessibility states of over 39,000 iNKT cells across four thymic iNKT developmental stages using single-cell RNA sequencing (scRNA-seq) and single-cell assay for transposase-accessible chromatin sequencing (scATAC-seq) to define their developmental trajectories. Our study discovered novel features for iNKT precursors and different iNKT subsets and indicated that iNKT2 and iNKT17 lineage commitment may occur as early as stage 0 (ST0) by two distinct programs, while iNKT1 commitments may occur post ST0. Both iNKT1 and iNKT2 cells exhibit extensive phenotypic and functional heterogeneity, while iNKT17 cells are relatively homogenous. Furthermore, we identified that a novel transcription factor, Cbfβ, was highly expressed in iNKT progenitor commitment checkpoint, which showed a similar expression trajectory with other known transcription factors for iNKT cells development, Zbtb16 and Egr2, and could direct iNKT cells fate and drive their effector phenotype differentiation. Conditional deletion of Cbfβ blocked early iNKT cell development and led to severe impairment of iNKT1/2/17 cell differentiation. Overall, our findings uncovered distinct iNKT developmental programs as well as their cellular heterogeneity, and identified a novel transcription factor Cbfβ as a key regulator for early iNKT cell commitment.
Collapse
Affiliation(s)
- Jie Wang
- Center for Cutaneous Biology and Immunology Research, Department of Dermatology, Henry Ford Health, Detroit, MI, USA
- Immunology Research Program, Henry Ford Cancer Institute, Henry Ford Health, Detroit, MI, USA
| | - Indra Adrianto
- Center for Cutaneous Biology and Immunology Research, Department of Dermatology, Henry Ford Health, Detroit, MI, USA
- Immunology Research Program, Henry Ford Cancer Institute, Henry Ford Health, Detroit, MI, USA
- Center for Bioinformatics, Department of Public Health Sciences, Henry Ford Health, Detroit, MI, USA
- Department of Medicine, College of Human Medicine, Michigan State University, East Lansing, MI, USA
| | - Kalpana Subedi
- Center for Cutaneous Biology and Immunology Research, Department of Dermatology, Henry Ford Health, Detroit, MI, USA
- Immunology Research Program, Henry Ford Cancer Institute, Henry Ford Health, Detroit, MI, USA
| | - Tingting Liu
- Center for Cutaneous Biology and Immunology Research, Department of Dermatology, Henry Ford Health, Detroit, MI, USA
- Immunology Research Program, Henry Ford Cancer Institute, Henry Ford Health, Detroit, MI, USA
| | - Xiaojun Wu
- Center for Cutaneous Biology and Immunology Research, Department of Dermatology, Henry Ford Health, Detroit, MI, USA
- Immunology Research Program, Henry Ford Cancer Institute, Henry Ford Health, Detroit, MI, USA
| | - Qijun Yi
- Center for Cutaneous Biology and Immunology Research, Department of Dermatology, Henry Ford Health, Detroit, MI, USA
- Immunology Research Program, Henry Ford Cancer Institute, Henry Ford Health, Detroit, MI, USA
| | - Ian Loveless
- Center for Bioinformatics, Department of Public Health Sciences, Henry Ford Health, Detroit, MI, USA
| | - Congcong Yin
- Center for Cutaneous Biology and Immunology Research, Department of Dermatology, Henry Ford Health, Detroit, MI, USA
- Immunology Research Program, Henry Ford Cancer Institute, Henry Ford Health, Detroit, MI, USA
| | - Indrani Datta
- Center for Bioinformatics, Department of Public Health Sciences, Henry Ford Health, Detroit, MI, USA
| | - Derek B Sant'Angelo
- Child Health Institute of New Jersey, Rutgers Robert Wood Johnson Medical School, New Brunswick, NJ, USA
| | | | - Li Zhou
- Center for Cutaneous Biology and Immunology Research, Department of Dermatology, Henry Ford Health, Detroit, MI, USA.
- Immunology Research Program, Henry Ford Cancer Institute, Henry Ford Health, Detroit, MI, USA.
- Department of Medicine, College of Human Medicine, Michigan State University, East Lansing, MI, USA.
- Department of Internal Medicine, Henry Ford Health, Detroit, MI, USA.
| | - Qing-Sheng Mi
- Center for Cutaneous Biology and Immunology Research, Department of Dermatology, Henry Ford Health, Detroit, MI, USA.
- Immunology Research Program, Henry Ford Cancer Institute, Henry Ford Health, Detroit, MI, USA.
- Department of Medicine, College of Human Medicine, Michigan State University, East Lansing, MI, USA.
- Department of Internal Medicine, Henry Ford Health, Detroit, MI, USA.
| |
Collapse
|
10
|
Banerjee R, Raj A, Potdar C, Kumar Pal P, Yadav R, Kamble N, Holla V, Datta I. Astrocytes Differentiated from LRRK2-I1371V Parkinson's-Disease-Induced Pluripotent Stem Cells Exhibit Similar Yield but Cell-Intrinsic Dysfunction in Glutamate Uptake and Metabolism, ATP Generation, and Nrf2-Mediated Glutathione Machinery. Cells 2023; 12:1592. [PMID: 37371062 DOI: 10.3390/cells12121592] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Revised: 05/27/2023] [Accepted: 06/06/2023] [Indexed: 06/29/2023] Open
Abstract
Owing to the presence of multiple enzymatic domains, LRRK2 has been associated with a diverse set of cellular functions and signaling pathways. It also has several pathological mutant-variants, and their incidences show ethnicity biases and drug-response differences with expression in dopaminergic-neurons and astrocytes. Here, we aimed to assess the cell-intrinsic effect of the LRRK2-I1371V mutant variant, prevalent in East Asian populations, on astrocyte yield and biology, involving Nrf2-mediated glutathione machinery, glutamate uptake and metabolism, and ATP generation in astrocytes derived from LRRK2-I1371V PD patient iPSCs and independently confirmed in LRRK2-I1371V-overexpressed U87 cells. Astrocyte yield (GFAP-immunopositive) was comparable between LRRK2-I1371V and healthy control (HC) populations; however, the astrocytic capability to mitigate oxidative stress in terms of glutathione content was significantly reduced in the mutant astrocytes, along with a reduction in the gene expression of the enzymes involved in glutathione machinery and nuclear factor erythroid 2-related factor 2 (Nrf2) expression. Simultaneously, a significant decrease in glutamate uptake was observed in LRRK2-I1371V astrocytes, with lower gene expression of glutamate transporters SLC1A2 and SLC1A3. The reduction in the protein expression of SLC1A2 was also directly confirmed. Enzymes catalyzing the generation of γ glutamyl cysteine (precursor of glutathione) from glutamate and the metabolism of glutamate to enter the Krebs cycle (α-ketoglutaric acid) were impaired, with significantly lower ATP generation in LRRK2-I1371V astrocytes. De novo glutamine synthesis via the conversion of glutamate to glutamine was also affected, indicating glutamate metabolism disorder. Our data demonstrate for the first time that the mutation in the LRRK2-I1371V allele causes significant astrocytic dysfunction with respect to Nrf2-mediated antioxidant machinery, AT -generation, and glutamate metabolism, even with comparable astrocyte yields.
Collapse
Affiliation(s)
- Roon Banerjee
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru 560029, Karnataka, India
| | - Aishwarya Raj
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru 560029, Karnataka, India
| | - Chandrakanta Potdar
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru 560029, Karnataka, India
| | - Pramod Kumar Pal
- Department of Neurology, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru 560029, Karnataka, India
| | - Ravi Yadav
- Department of Neurology, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru 560029, Karnataka, India
| | - Nitish Kamble
- Department of Neurology, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru 560029, Karnataka, India
| | - Vikram Holla
- Department of Neurology, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru 560029, Karnataka, India
| | - Indrani Datta
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru 560029, Karnataka, India
| |
Collapse
|
11
|
Jagtap S, Potdar C, Yadav R, Pal PK, Datta I. Dopaminergic Neurons Differentiated from LRRK2 I1371V-Induced Pluripotent Stem Cells Display a Lower Yield, α-Synuclein Pathology, and Functional Impairment. ACS Chem Neurosci 2022; 13:2632-2645. [PMID: 36006382 DOI: 10.1021/acschemneuro.2c00297] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023] Open
Abstract
Being a large multidomain protein, LRRK2 has several confirmed pathological mutant variants for PD, and the incidence of these variants shows ethnicity biases. I1371V, a mutation in the GTPase domain, has been reported in East-Asian populations, but there are no studies reported on dopaminergic (DA) neurons differentiated from this variant. The aim here was to assess the yield, function, and α-synuclein pathology of DA neurons differentiated from LRRK2 I1371V iPSCs. FACS analysis of neural progenitors (NPs) showed a comparable immunopositive population of cells for neural and glial progenitor markers nestin and S100β; however, NPs from I1371V iPSCs showed lower clonogenic and proliferative capacities than healthy control NPs as determined by the neurosphere assay and Ki67 expression. Floor plate cells obtained from I1371V NPs primed with FGF8 showed distinctly lower immunopositivity for FOXA2 and CLIC5 than healthy control FPCs and similar DOC2B expression. On SHH addition, a similar mature neuronal population was obtained from both groups; however, the yield of TH-immunopositive cells was significantly lower in I1371V, with lower expression of mature DA neuronal markers En1, Nurr1, and DAT. Vesicular dopamine release and intracellular Ca2+ response with KCl stimulation were lower in I1371V DA neurons, along with a significantly reduced expression of resting vesicle marker VMAT2. A concurrently lower expression of PSD95/Syn-I immunopositive puncta was observed in I1371V differentiated cells. Further, higher phosphorylation of α-synuclein and aggregation of oligomeric α-synuclein in I1371V DA neurons were observed. Our data demonstrated conclusively for the first time that mutations in the I1371V allele of LRRK2 showed developmental deficit from the FPC stage and generated a lower yield/number of TH-immunopositive neurons with impairment in their function and synapse density along with increased α-synuclein pathology.
Collapse
Affiliation(s)
- Soham Jagtap
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru 560029, Karnataka, India
| | - Chandrakanta Potdar
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru 560029, Karnataka, India
| | - Ravi Yadav
- Department of Neurology, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru 560029, Karnataka, India
| | - Pramod Kumar Pal
- Department of Neurology, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru 560029, Karnataka, India
| | - Indrani Datta
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru 560029, Karnataka, India
| |
Collapse
|
12
|
Potdar C, Kaushal A, Raj A, Mallick R, Datta I. Reduction of phosphorylated α-synuclein through downregulation of casein kinase 2α alleviates dopaminergic-neuronal function. Biochem Biophys Res Commun 2022; 615:43-48. [DOI: 10.1016/j.bbrc.2022.05.023] [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] [Received: 04/17/2022] [Revised: 04/28/2022] [Accepted: 05/08/2022] [Indexed: 11/02/2022]
|
13
|
Zahoor I, Suhail H, Datta I, Ahmed ME, Poisson LM, Waters J, Rashid F, Bin R, Singh J, Cerghet M, Kumar A, Hoda MN, Rattan R, Mangalam AK, Giri S. Blood-based untargeted metabolomics in relapsing-remitting multiple sclerosis revealed the testable therapeutic target. Proc Natl Acad Sci U S A 2022; 119:e2123265119. [PMID: 35700359 PMCID: PMC9231486 DOI: 10.1073/pnas.2123265119] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [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: 12/27/2021] [Accepted: 04/06/2022] [Indexed: 02/06/2023] Open
Abstract
Metabolic aberrations impact the pathogenesis of multiple sclerosis (MS) and possibly can provide clues for new treatment strategies. Using untargeted metabolomics, we measured serum metabolites from 35 patients with relapsing-remitting multiple sclerosis (RRMS) and 14 healthy age-matched controls. Of 632 known metabolites detected, 60 were significantly altered in RRMS. Bioinformatics analysis identified an altered metabotype in patients with RRMS, represented by four changed metabolic pathways of glycerophospholipid, citrate cycle, sphingolipid, and pyruvate metabolism. Interestingly, the common upstream metabolic pathway feeding these four pathways is the glycolysis pathway. Real-time bioenergetic analysis of the patient-derived peripheral blood mononuclear cells showed enhanced glycolysis, supporting the altered metabolic state of immune cells. Experimental autoimmune encephalomyelitis mice treated with the glycolytic inhibitor 2-deoxy-D-glucose ameliorated the disease progression and inhibited the disease pathology significantly by promoting the antiinflammatory phenotype of monocytes/macrophage in the central nervous system. Our study provided a proof of principle for how a blood-based metabolomic approach using patient samples could lead to the identification of a therapeutic target for developing potential therapy.
Collapse
Affiliation(s)
- Insha Zahoor
- Department of Neurology, Henry Ford Health System, Detroit, MI 48202
| | - Hamid Suhail
- Department of Neurology, Henry Ford Health System, Detroit, MI 48202
| | - Indrani Datta
- Department of Public Health Sciences, Henry Ford Health System, Detroit, MI 48202
| | | | - Laila M. Poisson
- Department of Public Health Sciences, Henry Ford Health System, Detroit, MI 48202
| | - Jeffrey Waters
- Department of Neurology, Henry Ford Health System, Detroit, MI 48202
| | - Faraz Rashid
- Department of Neurology, Henry Ford Health System, Detroit, MI 48202
| | - Rui Bin
- Department of Neurology, Henry Ford Health System, Detroit, MI 48202
| | - Jaspreet Singh
- Department of Neurology, Henry Ford Health System, Detroit, MI 48202
| | - Mirela Cerghet
- Department of Neurology, Henry Ford Health System, Detroit, MI 48202
| | - Ashok Kumar
- Department of Anatomy and Cell Biology, School of Medicine, Wayne State University, Detroit, MI 48202
| | - Md Nasrul Hoda
- Department of Neurology, Henry Ford Health System, Detroit, MI 48202
| | - Ramandeep Rattan
- Women’s Health Services, Henry Ford Health System, Detroit, MI 48202
| | - Ashutosh K. Mangalam
- Department of Pathology, University of Iowa Carver College of Medicine, Iowa City, IA 5224
| | - Shailendra Giri
- Department of Neurology, Henry Ford Health System, Detroit, MI 48202
| |
Collapse
|
14
|
Varn FS, Johnson KC, Martinek J, Huse JT, Nasrallah MP, Wesseling P, Cooper LA, Malta TM, Wade TE, Sabedot TS, Brat DJ, Gould PV, Wöehrer A, Aldape K, Ismail A, Barthel FP, Kim H, Kocakavuk E, Ahmed N, White K, Sivajothi S, Datta I, Barnholtz-Sloan JS, Bakas S, D'Angelo F, Gan HK, Garofano L, Khasraw M, Migliozzi S, Ormond DR, Paek SH, Van Meir EG, Walenkamp AM, Watts C, Weller M, Weiss T, Palucka K, Stead LF, Poisson LM, Noushmehr H, Iavarone A, Verhaak RG. Abstract 2168: Longitudinal analysis of diffuse glioma reveals cell state dynamics at recurrence associated with changes in genetics and the microenvironment. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-2168] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Diffuse glioma is characterized by a poor prognosis and a universal resistance to therapy, though the evolutionary processes behind this resistance remain unclear. The Glioma Longitudinal Analysis (GLASS) Consortium has previously demonstrated that therapy-induced selective pressures shape the genetic evolution of glioma in a stochastic manner. However, single-cell studies have revealed that malignant glioma cells are highly plastic and transition their cell state in response to diverse challenges, including changes in the microenvironment and the administration of standard-of-care therapy. To interrogate the factors driving therapy resistance in diffuse glioma, we collected and analyzed RNA- and/or DNA-sequencing data from temporally separated tumor pairs of over 300 adult patients with IDH-wild-type or IDH-mutant glioma. In a subset of these tumor pairs, we additionally performed multiplex immunofluorescence to capture the spatial relationship between tumor cells and their microenvironment. Recurrent tumors exhibited diverse changes that were attributable to changes in histological features, somatic alterations, and microenvironment interactions. IDH-wild-type tumors overall were more invasive at recurrence and exhibited increased expression of neuronal signaling programs that reflected a possible role for neuronal interactions in promoting glioma progression. In contrast, recurrent IDH-mutant tumors exhibited a significant increase in proliferative expression programs that correlated with discrete genetic changes. Hypermutation and acquired CDKN2A homozygous deletions associated with an increase in proliferating stem-like malignant cells at recurrence in both glioma subtypes, reflecting active tumor expansion. A transition to the mesenchymal phenotype was associated with the presence of a specific myeloid cell state defined by unique ligand-receptor interactions with malignant cells, providing opportunities to target this transition through therapy. Collectively, our results uncover recurrence-associated changes in genetics and the microenvironment that can be targeted to shape disease progression following initial diagnosis.
Citation Format: Frederick S. Varn, Kevin C. Johnson, Jan Martinek, Jason T. Huse, MacLean P. Nasrallah, Pieter Wesseling, Lee A. Cooper, Tathiane M. Malta, Taylor E. Wade, Thais S. Sabedot, Daniel J. Brat, Peter V. Gould, Adelheid Wöehrer, Kenneth Aldape, Azzam Ismail, Floris P. Barthel, Hoon Kim, Emre Kocakavuk, Nazia Ahmed, Kieron White, Santhosh Sivajothi, Indrani Datta, Jill S. Barnholtz-Sloan, Spyridon Bakas, Fulvio D'Angelo, Hui K. Gan, Luciano Garofano, Mustafa Khasraw, Simona Migliozzi, D. Ryan Ormond, Sun Ha Paek, Erwin G. Van Meir, Annemiek M. Walenkamp, Colin Watts, Michael Weller, Tobias Weiss, Karolina Palucka, Lucy F. Stead, Laila M. Poisson, Houtan Noushmehr, Antonio Iavarone, Roel G. Verhaak, The GLASS Consortium. Longitudinal analysis of diffuse glioma reveals cell state dynamics at recurrence associated with changes in genetics and the microenvironment [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 2168.
Collapse
Affiliation(s)
| | | | - Jan Martinek
- 1The Jackson Laboratory for Genomic Medicine, Farmington, CT
| | - Jason T. Huse
- 2University of Texas MD Anderson Cancer Center, Houston, TX
| | | | - Pieter Wesseling
- 4Amsterdam University Medical Centers/VUmc, Amsterdam, Netherlands
| | - Lee A. Cooper
- 5Feinberg School of Medicine, Northwestern University, Chicago, IL
| | | | - Taylor E. Wade
- 1The Jackson Laboratory for Genomic Medicine, Farmington, CT
| | - Thais S. Sabedot
- 7Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, MI
| | - Daniel J. Brat
- 5Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Peter V. Gould
- 8Hôpital de l’Enfant-Jésus du CHU de Québec - Université Laval, Quebec City, Quebec, Canada
| | | | | | | | | | - Hoon Kim
- 13Sungkyunkwan University, Seoul, Republic of Korea
| | - Emre Kocakavuk
- 1The Jackson Laboratory for Genomic Medicine, Farmington, CT
| | - Nazia Ahmed
- 11University of Leeds, Leeds, United Kingdom
| | - Kieron White
- 14Royal College of Surgeons in Ireland, Dublin, Ireland
| | | | - Indrani Datta
- 7Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, MI
| | - Jill S. Barnholtz-Sloan
- 15Case Western Reserve University School of Medicine and University Hospitals of Cleveland, Cleveland, OH
| | | | | | - Hui K. Gan
- 17Olivia Newton-John Cancer Research Institute, Austin Health, Melbourne, Australia
| | | | | | | | | | - Sun Ha Paek
- 20Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Erwin G. Van Meir
- 21School of Medicine and O'Neal Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL
| | | | - Colin Watts
- 23University of Birmingham, Birmingham, United Kingdom
| | | | - Tobias Weiss
- 24University Hospital Zurich, Zurich, Switzerland
| | | | | | - Laila M. Poisson
- 7Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, MI
| | - Houtan Noushmehr
- 7Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, MI
| | | | - Roel G. Verhaak
- 1The Jackson Laboratory for Genomic Medicine, Farmington, CT
| | | |
Collapse
|
15
|
Varn FS, Johnson KC, Martinek J, Huse JT, Nasrallah MP, Wesseling P, Cooper LAD, Malta TM, Wade TE, Sabedot TS, Brat D, Gould PV, Wöehrer A, Aldape K, Ismail A, Sivajothi SK, Barthel FP, Kim H, Kocakavuk E, Ahmed N, White K, Datta I, Moon HE, Pollock S, Goldfarb C, Lee GH, Garofano L, Anderson KJ, Nehar-Belaid D, Barnholtz-Sloan JS, Bakas S, Byrne AT, D'Angelo F, Gan HK, Khasraw M, Migliozzi S, Ormond DR, Paek SH, Van Meir EG, Walenkamp AME, Watts C, Weiss T, Weller M, Palucka K, Stead LF, Poisson LM, Noushmehr H, Iavarone A, Verhaak RGW. Glioma progression is shaped by genetic evolution and microenvironment interactions. Cell 2022; 185:2184-2199.e16. [PMID: 35649412 PMCID: PMC9189056 DOI: 10.1016/j.cell.2022.04.038] [Citation(s) in RCA: 137] [Impact Index Per Article: 68.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2021] [Revised: 01/22/2022] [Accepted: 04/28/2022] [Indexed: 12/21/2022]
Abstract
The factors driving therapy resistance in diffuse glioma remain poorly understood. To identify treatment-associated cellular and genetic changes, we analyzed RNA and/or DNA sequencing data from the temporally separated tumor pairs of 304 adult patients with isocitrate dehydrogenase (IDH)-wild-type and IDH-mutant glioma. Tumors recurred in distinct manners that were dependent on IDH mutation status and attributable to changes in histological feature composition, somatic alterations, and microenvironment interactions. Hypermutation and acquired CDKN2A deletions were associated with an increase in proliferating neoplastic cells at recurrence in both glioma subtypes, reflecting active tumor growth. IDH-wild-type tumors were more invasive at recurrence, and their neoplastic cells exhibited increased expression of neuronal signaling programs that reflected a possible role for neuronal interactions in promoting glioma progression. Mesenchymal transition was associated with the presence of a myeloid cell state defined by specific ligand-receptor interactions with neoplastic cells. Collectively, these recurrence-associated phenotypes represent potential targets to alter disease progression.
Collapse
Affiliation(s)
- Frederick S Varn
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Kevin C Johnson
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Jan Martinek
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Jason T Huse
- Department of Pathology, University of Texas MD Anderson Cancer Center, Houston, TX, USA; Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - MacLean P Nasrallah
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Pieter Wesseling
- Amsterdam University Medical Centers/VUmc, Amsterdam, the Netherlands; Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Lee A D Cooper
- Department of Pathology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Tathiane M Malta
- School of Pharmaceutical Sciences of Ribeirao Preto, University of São Paulo, Brazil, Ribeirao Preto, São Paulo, Brazil
| | - Taylor E Wade
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Thais S Sabedot
- Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, MI, USA
| | - Daniel Brat
- Department of Pathology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Peter V Gould
- service d'anatomopathologie, Hôpital de l'Enfant-Jésus du Centre hospitalier universitaire de Québec, Université Laval, Quebec City, QC, Canada
| | - Adelheid Wöehrer
- Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, Vienna, Austria
| | | | - Azzam Ismail
- Department of Cellular and Molecular Pathology, Leeds Teaching Hospital NHS Trust, St James's University Hospital, Leeds, UK
| | | | - Floris P Barthel
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA; Cancer and Cell Biology Division, the Translational Genomics Research Institute, Phoenix, AZ, USA
| | - Hoon Kim
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA; Department of Biopharmaceutical Convergence, Department of Pharmacy, Sungkyunkwan University, Suwon-si, Gyeong gi-do, South Korea
| | - Emre Kocakavuk
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA; Department of Hematology and Stem Cell Transplantation, West German Cancer Center, University Hospital Essen, Essen, Germany
| | | | - Kieron White
- Precision Cancer Medicine Group, Department of Physiology and Medical Physics, Royal College of Surgeons in Ireland, D02 YN77 Dublin, Ireland
| | - Indrani Datta
- Department of Public Health Sciences, Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, MI, USA
| | - Hyo-Eun Moon
- Seoul National University College of Medicine and Seoul National University Hospital, Seoul, Republic of Korea
| | | | | | - Ga-Hyun Lee
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Luciano Garofano
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY, USA
| | - Kevin J Anderson
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | | | - Jill S Barnholtz-Sloan
- Case Western Reserve University School of Medicine and University Hospitals of Cleveland, Cleveland, OH, USA; Center for Biomedical Informatics and Information Technology & Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Spyridon Bakas
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA; Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA
| | - Annette T Byrne
- Precision Cancer Medicine Group, Department of Physiology and Medical Physics, Royal College of Surgeons in Ireland, D02 YN77 Dublin, Ireland
| | - Fulvio D'Angelo
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY, USA
| | - Hui K Gan
- Olivia Newton-John Cancer Research Institute, Austin Health, Melbourne, Australia
| | - Mustafa Khasraw
- Preston Robert Tisch Brain Tumor Center at Duke, Department of Neurosurgery, Duke University Medical Center, Durham, NC, USA
| | - Simona Migliozzi
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY, USA
| | - D Ryan Ormond
- Department of Neurosurgery, University of Colorado School of Medicine, Aurora, CO, USA
| | - Sun Ha Paek
- Seoul National University College of Medicine and Seoul National University Hospital, Seoul, Republic of Korea
| | - Erwin G Van Meir
- Department of Neurosurgery, School of Medicine and O'Neal Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Annemiek M E Walenkamp
- Department of Medical Oncology, University Medical Center Groningen, Groningen, the Netherlands
| | - Colin Watts
- Academic Department of Neurosurgery, Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK
| | - Tobias Weiss
- Department of Neurology, Clinical Neuroscience Center, University Hospital Zurich and University of Zürich, Switzerland
| | - Michael Weller
- Department of Neurology, Clinical Neuroscience Center, University Hospital Zurich and University of Zürich, Switzerland
| | - Karolina Palucka
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | | | - Laila M Poisson
- Department of Public Health Sciences, Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, MI, USA
| | - Houtan Noushmehr
- Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, MI, USA
| | - Antonio Iavarone
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY, USA; Department of Neurology, Columbia University Medical Center, New York, NY, USA; Department of Pathology and Cell Biology, Columbia University Medical Center, New York, NY, USA; Herbert Irving Comprehensive Cancer Center, Columbia University Medical Center, New York, NY, USA
| | - Roel G W Verhaak
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA; Department of Neurosurgery, Amsterdam University Medical Centers/VUmc, Amsterdam, the Netherlands.
| |
Collapse
|
16
|
Brodie S, Lee HK, Jiang W, Cazacu S, Xiang C, Poisson LM, Datta I, Kalkanis S, Ginsberg D, Brodie C. Correction: The novel long non-coding RNA TALNEC2, regulates tumor cell growth and the stemness and radiation response of glioma stem cells. Oncotarget 2021; 12:2546-2547. [PMID: 34966487 PMCID: PMC8711573 DOI: 10.18632/oncotarget.27383] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
[This corrects the article DOI: 10.18632/oncotarget.15991.].
Collapse
Affiliation(s)
- Shlomit Brodie
- Everard and Mina Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
| | - Hae Kyung Lee
- Davidson Laboratory of Cell Signaling and Tumorigenesis, Hermelin Brain Tumor Center, Department of Neurosurgery, Detroit, MI, USA
| | - Wei Jiang
- Davidson Laboratory of Cell Signaling and Tumorigenesis, Hermelin Brain Tumor Center, Department of Neurosurgery, Detroit, MI, USA
| | - Simona Cazacu
- Davidson Laboratory of Cell Signaling and Tumorigenesis, Hermelin Brain Tumor Center, Department of Neurosurgery, Detroit, MI, USA
| | - Cunli Xiang
- Davidson Laboratory of Cell Signaling and Tumorigenesis, Hermelin Brain Tumor Center, Department of Neurosurgery, Detroit, MI, USA
| | - Laila M Poisson
- Department of Public Health Sciences, Center for Bioinformatics, Henry Ford Hospital, Detroit, MI, USA
| | - Indrani Datta
- Department of Public Health Sciences, Center for Bioinformatics, Henry Ford Hospital, Detroit, MI, USA
| | - Steve Kalkanis
- Davidson Laboratory of Cell Signaling and Tumorigenesis, Hermelin Brain Tumor Center, Department of Neurosurgery, Detroit, MI, USA
| | - Doron Ginsberg
- Everard and Mina Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
| | - Chaya Brodie
- Everard and Mina Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel.,Davidson Laboratory of Cell Signaling and Tumorigenesis, Hermelin Brain Tumor Center, Department of Neurosurgery, Detroit, MI, USA
| |
Collapse
|
17
|
Raj A, Kaushal A, Datta I. Impact of monomeric and aggregated wild-type and A30P/A53T double-mutant α-synuclein on antioxidant mechanism and glutamate metabolic profile of cultured astrocytes. J Neurosci Res 2021; 100:681-706. [PMID: 34904280 DOI: 10.1002/jnr.24994] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [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: 05/14/2021] [Revised: 10/28/2021] [Accepted: 11/15/2021] [Indexed: 12/17/2022]
Abstract
Serving as a source of glutathione and up-taking and metabolizing glutamate are the primary supportive role of astrocytes for the adjacent neurons. Despite the clear physical association between astrocytes and α-synuclein, the effect of extracellular α-synuclein on these astrocytic functions has not yet been elucidated. Hence, we aim to assess the effect of various forms of α-synuclein on antioxidant mechanism and glutamate metabolism. Wild-type and A53T/A30P double-mutant α-synuclein, both in monomeric and aggregated forms, were added extracellularly to media of midbrain rat astrocyte culture, with their survival, oxidative, and nitrative stress, glutathione and glutamate content, expression of enzymes associated with oxidative stress and glutamate metabolism, glutamate and glutathione transporters being assessed along with the association/engulfment of these peptides by astrocytes. A30P/A53T peptide associated more with astrocytes, and low-extracellular K+ concentration showed prominent reduction in the engulfment of the monomeric forms, suggesting that the association of the aggregated forms was greater with the membrane. The peptide-associated astrocytes showed lower survival and increased oxidative stress generation, owing to the decrease in nuclear localization of Nrf2 and increase in iNOS, and further aggravated by the decrease in glutathione content and related enzymes like glutathione synthetase, glutathione peroxidase, and glutathione reductase. Glutamate uptake increased in aggregate-treated cells due to the increase in GLAST1 expression, de novo synthesis of glutamate by pyruvate carboxylase, and/or glutamine synthase, bolstered by the differential glutamate dehydrogenase enzyme activity. We thus show for the first time that extracellular α-synuclein exposure leads to astrocytic dysfunction with respect to the antioxidant mechanism and glutamate metabolic profile. The impact was higher in the case of the aggregated and mutated peptide, with the highest dysfunction for the mutant aggregated α-synuclein treatment.
Collapse
Affiliation(s)
- Aishwarya Raj
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru, India
| | - Alka Kaushal
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru, India
| | - Indrani Datta
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru, India
| |
Collapse
|
18
|
Berezovsky A, Datta I, She R, Transou A, Irtenkauf S, Hasselbach L, Poisson L, deCarvalho A. CSIG-10. PLATELET-DERIVED GROWTH FACTOR RECEPTOR ALPHA ONCOGENE DEPENDENCY IN GLIOBLASTOMA. Neuro Oncol 2021. [DOI: 10.1093/neuonc/noab196.136] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Abstract
PDGFRA is the second most frequently amplified gene encoding receptor tyrosine kinase in adult glioblastoma (GBM), oftentimes as extrachromosomal elements (ecDNA). Our overall objective is to elucidate mechanisms underlying PDGFRα dependency in GBM tumor maintenance. We have isolated distinct subpopulations from a GBM model (HF3253), harboring two alterations in PDGFRA: constitutively active genomic rearrangement and extrachromosomal amplification, that differ in the frequency of PDGFRA ecDNA. HF3253 tumor growth rate correlates with the initial proportion of ecDNA+ population implanted. Furthermore, slower tumor growth is due to selection for initially low-frequency PDGFRA ecDNA amplified clones based on histology and TaqMan Copy Number assay. Further exploiting intra-tumoral heterogeneity, we have isolated single cell clones from bulk cells. Compared to bulk cells, single cell clones do not express PDGFRα, PDGFRA mRNA and exhibit diploid PDGFRA copy number. Tumor growth was reduced in 4 ecDNA(-) clones compared to parental ecDNA(+) (log-rank test p= 0.00772, 0.00379, 0.00076, 0.00379). In contrast to parental HF3253, ecDNA(-) tumors demonstrated diffuse tumor morphology and weak PDGFRα activation. HF3253 ecDNA(-) PDX tumors lack detectable PDGFRα. Correspondingly, HF3253 ecDNA(-) cell populations do not exhibit de novo PDGFRA copy number gains post-implant. We conducted paired, whole RNA-sequencing on 20 HF3253 populations (ecDNA+/-: 6 clones from 3 biological replicates PDXs and 4 clones from 4 in vitro technical replicates). Employing a false discovery rate of 0.05, we identified 785 differentially expressed genes. Platelet-derived growth factor binding (GO:0048407) and central carbon metabolism were down-regulated in ecDNA(-) while genes significantly associated with astrocytic processes were upregulated. We demonstrated the dependency on PDGFRα signaling in a patient-derived GBM model carrying ecDNA PDGFRA amplification. Our data validates PDGFRɑ as a therapeutic target in a subset of GBM patients and demonstrates that detection of ecDNA-amplified PDGFRA has the potential to be a predictive biomarker of future PDGFRɑ targeted therapies.
Collapse
|
19
|
Varn F, Johnson K, Wade T, Malta T, Sabedot T, Barthel F, Kim H, Ahmed N, Datta I, Barnholtz-Sloan J, Bakas S, D'Angelo F, Gan H, Garofano L, Huse J, Khasraw M, Kocakavuk E, Migliozzi S, Ormond D, Paek SH, Van Meir E, Walenkamp A, Watts C, Weller M, Weiss T, Wesseling P, Stead L, Poisson L, Noushmehr H, Iavarone A, Verhaak R. EPCO-09. LONGITUDINAL ANALYSIS OF DIFFUSE GLIOMA REVEALS CELL STATE DYNAMICS AT RECURRENCE ASSOCIATED WITH CHANGES IN GENETICS AND THE MICROENVIRONMENT. Neuro Oncol 2021. [DOI: 10.1093/neuonc/noab196.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Abstract
Diffuse glioma is characterized by a poor prognosis and a universal resistance to therapy, though the evolutionary processes behind this resistance remain unclear. The Glioma Longitudinal Analysis (GLASS) Consortium has previously demonstrated that therapy-induced selective pressures shape the genetic evolution of glioma in a stochastic manner. However, single-cell studies have revealed that malignant glioma cells are highly plastic and transition their cell state in response to diverse challenges, including changes in the microenvironment and the administration of standard-of-care therapy. To interrogate the factors driving therapy resistance in diffuse glioma, we collected and analyzed RNA- and/or DNA-sequencing data from temporally separated tumor pairs of over 300 adult patients with IDH-wild-type or IDH-mutant glioma. In a subset of these tumor pairs, we complemented these data with single-nucleus RNAseq and multiplex imaging mass cytometry at each time point. Recurrent tumors exhibited diverse changes that were attributable to changes in histological features, somatic alterations, and microenvironment interactions. IDH-wild-type tumors overall were more invasive at recurrence and exhibited increased expression of neuronal signaling programs that reflected a possible role for neuronal interactions in promoting glioma progression. In contrast, recurrent IDH-mutant tumors exhibited a significant increase in proliferative expression programs that correlated with discrete genetic changes. Hypermutation and acquired CDKN2A homozygous deletions associated with an increase in proliferating stem-like malignant cells at recurrence in both glioma subtypes, reflecting active tumor expansion. A transition to the mesenchymal phenotype was associated with the presence of a specific myeloid cell state defined by unique ligand-receptor interactions with malignant cells, providing opportunities to target this transition through therapy. Collectively, our results uncover recurrence-associated changes in genetics and the microenvironment that can be targeted to shape disease progression following initial diagnosis.
Collapse
Affiliation(s)
- Frederick Varn
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Kevin Johnson
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Taylor Wade
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | | | - Thais Sabedot
- Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, MI, USA
| | - Floris Barthel
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Hoon Kim
- Jackson Laboratory, Farmington, USA
| | - Nazia Ahmed
- Case Western Reserve University School of Medicine and University Hospitals of Cleveland, Cleveland, OH, USA
| | | | - Jill Barnholtz-Sloan
- Case Western Reserve University School of Medicine and University Hospitals of Cleveland, Cleveland, OH, USA
| | | | | | - Hui Gan
- Olivia Newton-John Cancer Research Institute, Heidelberg, Melbourne, VIC, Australia
| | | | - Jason Huse
- MD Anderson Cancer Center, Houston, TX, USA
| | | | - Emre Kocakavuk
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | | | | | - Sun Ha Paek
- Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Erwin Van Meir
- University of Alabama at Birmingham, Birmingham, AL, USA
| | | | - Colin Watts
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK
| | - Michael Weller
- University Hospital and University of Zurich, Zurich, Switzerland
| | - Tobias Weiss
- Laboratory of Molecular Neuro-Oncology, Department of Neurology, University Hospital Zurich and University of Zurich, Zurich, Switzerland
| | | | | | - Laila Poisson
- Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, MI, USA
| | | | | | - Roel Verhaak
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| |
Collapse
|
20
|
Nandakumar S, Shahani P, Datta I, Pal R. Interventional Strategies for Parkinson Disease: Can Neural Precursor Cells Forge a Path Ahead? ACS Chem Neurosci 2021; 12:3785-3794. [PMID: 34628850 DOI: 10.1021/acschemneuro.1c00525] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [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: 12/15/2022] Open
Abstract
Neural precursor cells (NPCs), derived from pluripotent stem cells (PSCs), with their unique ability to generate multiple neuronal and glial cell types are extremely useful for understanding biological mechanisms in normal and diseased states. However, generation of specific neuronal subtypes (mature) from NPCs in large numbers adequate for cell therapy is challenging due to lack of a thorough understanding of the cues that govern their differentiation. Interestingly, neural stem cells (NSCs) themselves are in consideration for therapy given their potency to form different neural cell types, release of trophic factors, and immunomodulatory effects that confer neuroprotection. With the recent COVID-19 outbreak and its accompanying neurological indications, the immunomodulatory role of NSCs may gain additional significance in the prevention of disease progression in vulnerable populations. In this regard, small-molecule mediated NPC generation from PSCs via NSC formation has become an important strategy that ensures consistency and robustness of the process. The development of the mammalian brain occurs along the rostro-caudal axis, and the establishment of anterior identity is an early event. Wnt signaling, along with fibroblast growth factor and retinoic acid, acts as a caudalization signal. Further, the increasing amount of epigenetic data available from human fetal brain development has enhanced both our understanding of and ability to experimentally manipulate these developmental regulatory programs in vitro. However, the impact on homing and engraftment after transplantation and subsequently on therapeutic efficacy of NPCs based on their derivation strategy is not yet clear. Another formidable challenge in cell replacement therapy for neurodegenerative disorders is the mode of delivery. In this Perspective, we discuss these core ideas with insights from our preliminary studies exploring the role of PSC-derived NPCs in rat models of MPTP-induced Parkinson's disease following intranasal injections.
Collapse
Affiliation(s)
- Swapna Nandakumar
- Eyestem Research, Centre for Cellular and Molecular Platforms (C-CAMP), Bengaluru 560065, Karnataka, India
| | - Pradnya Shahani
- Department of Biophysics, National Institute of Mental Health and Neurosciences (NIMHANS), Bengaluru 560029, Karnataka, India
| | - Indrani Datta
- Department of Biophysics, National Institute of Mental Health and Neurosciences (NIMHANS), Bengaluru 560029, Karnataka, India
| | - Rajarshi Pal
- Eyestem Research, Centre for Cellular and Molecular Platforms (C-CAMP), Bengaluru 560065, Karnataka, India
| |
Collapse
|
21
|
Malta T, Sabedot T, Datta I, Varn F, Castro A, Garofano L, Verhaak R, Iavarone A, Poisson L, Noushmehr H. OTEH-10. Evolutionary trajectory of epigenomic of gliomas. Neurooncol Adv 2021. [PMCID: PMC8255460 DOI: 10.1093/noajnl/vdab070.049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Abstract
Gliomas are the most common malignant brain tumor, have an aggressive behavior, and invariably relapse and progress. Despite the recent advancements, little is known about the role of the epigenome in glioma disease progression and recurrence. To investigate the molecular dynamics over time and in response to therapeutic pressures, the Glioma Longitudinal AnalySiS (GLASS) Consortium, a multinational collaboration, is investigating epigenome-wide molecular data from primary and recurrent matched pairs, including IDH mutant (IDHmut) and IDH wildtype (IDHwt) gliomas. We have compiled a total of 357 samples comprising 143 primary-recurrent pairs profiled by DNA methylation, of which 157 samples have genomic data (WXS/WGS) and 120 have transcriptomic data (RNAseq). IDHwt gliomas have a distinct epigenetic evolution compared to IDHmut after treatment. IDHwt gliomas are more epigenetically stable over time, while IDHmut gliomas display a loss of DNA methylation throughout disease progression. Next, we investigated the molecular drivers of longitudinal gliomas by integration of DNA methylation and gene expression data. We identified epigenetic activation of cell cycle pathways in recurrent IDHmut compared to initial tumors. Transcription factors musculin, ZNF367, and ZNF682 are enriched among recurrent IDHmut gliomas and potentially regulate IDHmut recurrence and/or progression. We next used a DNA methylation-based deconvolution approach to estimate the tumor microenvironment (TME) composition. We found that the TME among IDHmut subtypes (Codel, GCIMP-high, and GCIMP-low) presented less immune infiltration than IDHwt (Classic-like, Mesenchymal-like, and PA-like). Post-treatment, we found a decrease of CD4+T and an increase of CD8+T cells in IDHmut. In conclusion, IDHmut gliomas present a more unstable epigenome, while the epigenome of IDHwt gliomas seems relatively preserved after treatment. We identified potential master regulators of cell cycle deregulation of IDHmut recurrence. Finally, the TME differs across IDHmut and IDHwt gliomas and the cell composition changes over time.
Collapse
Affiliation(s)
- Tathiane Malta
- School of Pharmaceutical Sciences of Ribeirao Preto, University of São Paulo, Ribeirão Preto, São Paulo, Brazil
| | - Thais Sabedot
- Department of Neurosurgery, Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, MI, USA
| | - Indrani Datta
- Department of Public Health Sciences, Henry Ford Health System, Detroit, MI, USA
- Center for Bioinformatics, Henry Ford Health System, Detroit, MI, USA
| | - Frederick Varn
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - AnaValeria Castro
- Department of Neurosurgery, Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, MI, USA
| | | | - Roel Verhaak
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | | | - Laila Poisson
- Department of Neurosurgery, Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, MI, USA
- Department of Public Health Sciences, Henry Ford Health System, Detroit, MI, USA
| | - Houtan Noushmehr
- Department of Neurosurgery, Hermelin Brain Tumor Center, Henry Ford Health System, Detroit, MI, USA
| | | |
Collapse
|
22
|
Berezovsky A, Datta I, She R, Hasselbach L, Poisson L, deCarvalho AC. OTEH-12. Assessing Adaptive Responses to Loss of Extrachromosomal DNA Amplification. Neurooncol Adv 2021. [PMCID: PMC8255421 DOI: 10.1093/noajnl/vdab070.051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
Background
Oncogene activation through somatic gene amplification happens frequently in GBM, with over 70% of these tumors presenting amplification of at least one putative driver gene, oftentimes in small extrachromosomal circular DNA segments composed of chromatin (ecDNA). A molecularly diverse and representative panel of GBM patient-derived cancer stem-like cells (CSC) and orthotopic mouse xenografts (PDX), which retain the original genomic abnormalities and ecDNA amplifications, was employed to assess adaptive response to the absence of ecDNA amplification.
Methods
We have isolated ecDNA negative cell populations from two patient-derived models. HF3035 harbors a MET amplification and HF3253 harbors a PDGFRA constitutively active genomic rearrangement and extrachromosomal amplification. We conducted paired, whole RNA-sequencing on 20 HF3253 populations (ecDNA+/-: 6 clones from 3 biological replicate PDXs and 4 clones from 4 in vitro technical replicates) and 12 HF3035 population (ecDNA+/-: 6 clones from 3 biological replicate PDXs).
Results
Nonparametric differentially expressed gene (DEG) analysis using NOISeqBio (R/Bioconductor), identified 564 differentially expressed genes (482 upregulated in ecDNA(-)) employing a stringent false discovery rate of 0.05. Genes significantly associated with PDGF stimulation, central carbon metabolism, and H3K27me3 were downregulated in ecDNA(-), while genes significantly associated with astrocytic processes, neuronal differentiation, and EGFR signaling were upregulated in ecDNA(-) (EnrichR). We employed an additive linear model with PDX serving as a blocking factor to compare ecDNA+ and ecDNA- populations in both models (R/edgeR). 2071 genes were upregulated in ecDNA+ PDX specimens and 2365 genes were downregulated. Specifically, E2F targets were highly enriched in ecDNA+ populations, in addition to mRNA pre-processing. ecDNA loss primarily targeted glycogen metabolism, NTRK signaling, and inositol phosphate catabolism.
Conclusions
We have identified PDX-specific and non-specific features to an adaptive response to the loss of ecDNA amplification. Notably, a signature adaptation is an upregulation of seemingly redundant receptor tyrosine kinases.
Collapse
Affiliation(s)
- Artem Berezovsky
- Henry Ford Health System, Detroit, MI, USA
- Wayne State University, Detroit, MI, USA
| | | | | | | | | | - Ana C deCarvalho
- Henry Ford Health System, Detroit, MI, USA
- Wayne State University, Detroit, MI, USA
| |
Collapse
|
23
|
Datta I, Malta T, Sabedot T, She R, Iavarone A, Noushmehr H, Poisson LM. Abstract 2085: The evolutionary trajectory of epigenomics in adult glioma. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-2085] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Glioma is the most common malignant tumor of the central nervous system, often behaving very aggressively. Recently, The Cancer Genome Atlas (TCGA) and others have shown that epigenomic alterations in primary glioma tumors have prognostic and predictive roles, but there is a gap in knowledge of the molecular alterations after glioma treatment. In order to fill this gap, the Glioma Longitudinal AnalySiS (GLASS) Consortium, a multi-national collaboration from 13 institutions, is investigating genome-wide molecular data from primary and recurrent matched pairs. The current data freeze has DNA methylation data for 266 primary-recurrent pairs fromIllumina 450K and EPIC array platforms.
Methods: We hypothesize that there will be evidence of aggressivity in the DNA methylation profiles of recurrent tumors relative to their matched primary, and we explored this through tumor subtyping, patterns of differentially methylated CpGs (DMPs), and epigenomic aging.
Results: The subtype classification in the primary tumors was as follows for IDH wildtype tumors - 43.8%Classical, 47.3% Mesenchymal, 8.7% PA-like, none LGm6-GBM and for IDH mutant tumors 19.1% Codel, 79.4% G-CIMP-high, 1.3% G-CIMP-low. We observed that among IDH wildtype tumors 29.8% changed subtype, 47.1% of which shifted to the more aggressive Mesenchymal-like subtype. In IDH mutant tumors, 26.0% changed at recurrence, of which 57.9% shifted to the aggressive G-CIMP-low subtype. Patterns of DMPs in IDH mutant-code tumors (15 pairs) showed a loss of methylation upon recurrence, with 651 DMPs identified (paired Wilcoxon test, FDR <0.05). In unsupervised clustering, recurrent Codel tumors thus move away from IDH mutant tumors and align more closely to IDH wildtype tumors. We do not see the same increases in hypomethylation upon recurrence among IDHwt tumors, with only 17 DMPs at FDR <0.05 in the classical subtype (24 pairs). It has been shown that biological age estimates of the tumor using DNA methylation can predict aggressivity of certain tumor types. We examined epigenetic aging changes between primary and recurrent tumors, relative to the patients chronological age, with Horvath (tissue-based) and epiTOC (mitotic-based) DNA methylation clocks. Both clocks showed shifts in age acceleration, that is increased biological age in relation to chronological age. For the Horvath clock, we found increased age acceleration in Classical-like tumors (primary=39.5±8.9, recurrent 41.7± 19.7) and Codel tumors (primary= 57.0±22.3, recurrent= 64.2±31.8).
Conclusions: Collectively, we observed glioma tumor epigenetic changes from the primary to recurrent state and these differences tend to reflect a shift to a more aggressive phenotype. Future work will explore the relationship of these findings with clinical treatments received between primary and recurrent states.
Citation Format: Indrani Datta, Tathi Malta, Thais Sabedot, Ruicong She, The GLASS Consortium, Antonio Iavarone, Houtan Noushmehr, Laila M. Poisson. The evolutionary trajectory of epigenomics in adult glioma [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 2085.
Collapse
|
24
|
Loveless IM, Chen Y, Sadasivan S, Datta I, Gupta N, Paris P, Li J, Rybicki BA, Levin AM. Abstract 2100: The impact of race on the relationship between poly-CpG DNA methylation and mRNA expression in cancer with application to epigenome-wide association studies. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-2100] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
DNA methylation is a known regulator of mRNA expression. Recent studies in cancer have shown that significant proportions of the variability in mRNA expression can be explained by variation in DNA methylation. However, none of these studies have investigated the influence of race on this relationship. Here, we develop poly-CpG site models of gene expression that facilitate the quantification of race-specific effects on the regulatory connection between methylation and transcriptional gene expression. Paired Illumina 450k methylation and RNA-Seq gene expression data from The Cancer Genome Atlas (TCGA) was used to develop poly-CpG site elastic net penalized Poisson regression models of gene expression that account for race-by-CpG interactions for each of the eight TCGA tumor types with African American (AA) representation (>40 tumors each). Race-specific effects were summarized as the percentage of CpGs in a gene model with retained interaction terms. The method was applied to methylation data from an AA radical prostatectomy prostate cancer cohort (n=261) to generate predicted gene expression estimates that were used to perform a mechanistic epigenome-wide association study (EWAS) of Gleason grade (≤3+4 and ≥4+3 tumors). High percentages of variability in mRNA expression can be explained by poly-CpG site models, incorporating race specific effects, with tumor type ranges of 62-90% overall, 64-87% for AAs, and 64-92% for European Americans (EAs). Race played a significant role in the relationship between methylation and mRNA expression, with 86-97% of gene models containing at least one CpG site with a race-specific effect. Further, the median percentage of CpGs in a gene model with race-specific effects ranging from 11-18%. For these race-specific effects, the vast majority (>99%) had the same direction of association between the CpG site and gene expression in both AAs and EAs but with differing magnitudes. Application of this approach identified unique methylation alterations (97%) associated with Gleason grade compared with single site and comb-p region-based
EWAS. In summary, this poly-CpG site modelling approach revealed a significant impact of race in the regulatory relationship between methylation and gene expression. The high percentage of genes -and CpG sites within those genes- demonstrating race-specific effects was a general phenomenon observed across all eight tumor types investigated. In addition to revealing this previously underappreciated contribution of race, the application of the predicted gene expression output from these poly-CpG site models to perform a gene-based EWAS of Gleason grade demonstrated that it provides a) complementary information to commonly used EWAS methods and b) direct expression-based mechanistic interpretation of findings from an AA methylation-based EWAS of prostate cancer.
Citation Format: Ian M. Loveless, Yalei Chen, Sudha Sadasivan, Indrani Datta, Nilesh Gupta, Pamela Paris, Jia Li, Benjamin A. Rybicki, Albert M. Levin. The impact of race on the relationship between poly-CpG DNA methylation and mRNA expression in cancer with application to epigenome-wide association studies [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 2100.
Collapse
Affiliation(s)
| | | | | | | | | | - Pamela Paris
- 2University of California at San Francisco, San Francisco, CA
| | - Jia Li
- 1Henry Ford Health System, Detroit, MI
| | | | | |
Collapse
|
25
|
Malta TM, Datta I, Sabedot T, She R, Castro A, Iavarone A, Poisson LM, Noushmehr H. Abstract 2717: Glioma immune microenvironment change during tumor recurrence. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-2717] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Gliomas are the most common malignant brain tumor, have a very aggressive behavior, and invariably relapse and progress. Despite the recent advances, only a few drugs are approved and they present limited success. Currently, there are numerous clinical trials evaluating the efficacy of immunotherapy for gliomas, which are not completed yet. Deciphering the composition of the tumor microenvironment (TME) can have an important and immediate impact on therapeutic interventions and on the development of prognostic and predictive biomarkers for gliomas immunotherapy. To investigate the molecular dynamics over time and in response to therapeutic pressures, the Glioma Longitudinal AnalySiS (GLASS) Consortium, a multinational collaboration, is investigating epigenome-wide molecular data from primary and recurrent matched pairs.
Objective: Our aim is to evaluate glioma TME using the deconvolution method methylCIBERSORT applied to DNA methylation data from GLASS.
Methods: We generated and validated a customized reference signature defining 10 cell types to predict the relative proportions of immune cell type in the TME of 370 glioma specimens, including 132 longitudinal pairs (initial and recurrent tumors) in association with clinical features (recurrence, survival etc).
Results: We found that the TME differs across gliomas of different subtypes. In general, IDHmut subtypes (Codel, GCIMP-high, and GCIMP-low) presented less immune infiltration than IDHwt (Classic-like, Mesenchymal-like, and PA-like). The most abundant estimated infiltrated cell types in IDHmut and IDHwt gliomas were TCD4 cells and macrophages, respectively. Post-treatment (chemo+radiotherapy), we found a decrease of TCD4 and an increase of TCD8 cells in recurrent Codel and G-CIMP-high subtypes; and an increase of macrophages in classic recurrent tumors. High frequency of macrophages and TCD8 cells were associated with poorer overall survival in the IDHwt patients (log-rank p=0.040, hazard ratio (HR) = 1.38; log-rank p=0.046, HR = 2.37, respectively).
Conclusions: Using a DNA methylation-based deconvolution approach, we have described the TME of longitudinal gliomas. We found a TME diversity across glioma molecular subtypes and an association with IDH mutation and overall survival. Our findings indicate that the epigenomic deconvolution of TME has a potential therapeutic and prognostic implication to guide the management of patients with gliomas.
Citation Format: Tathiane Maistro Malta, Indrani Datta, Thais Sabedot, Ruicong She, AnaValeria Castro, GLASS Consortium GLASS Consortium, Antonio Iavarone, Laila M. Poisson, Houtan Noushmehr. Glioma immune microenvironment change during tumor recurrence [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 2717.
Collapse
|
26
|
Shahani P, Datta I. Mesenchymal stromal cell therapy for coronavirus disease 2019: which? when? and how much? Cytotherapy 2021; 23:861-873. [PMID: 34053857 PMCID: PMC8084615 DOI: 10.1016/j.jcyt.2021.04.004] [Citation(s) in RCA: 9] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2020] [Revised: 03/27/2021] [Accepted: 04/10/2021] [Indexed: 12/27/2022]
Abstract
Mesenchymal stromal cells (MSCs) are under active consideration as a treatment strategy for controlling the hyper-inflammation and slow disease progression associated with coronavirus disease 2019 (COVID-19). The possible mechanism of protection through their immunoregulatory and paracrine action has been reviewed extensively. However, the importance of process control in achieving consistent cell quality, maximum safety and efficacy—for which the three key questions are which, when and how much—remains unaddressed. Any commonality, if it exists, in ongoing clinical trials has yet to be analyzed and reviewed. In this review, the authors have therefore compiled study design data from ongoing clinical trials to address the key questions of “which” with regard to tissue source, donor profile, isolation technique, culture conditions, long-term culture and cryopreservation of MSCs; “when” with regard to defining the transplantation window by identifying and staging patients based on their pro-inflammatory profile; and “how much” with regard to the number of cells in a single administration, number of doses and route of transplantation. To homogenize MSC therapy for COVID-19 on a global scale and to make it readily available in large numbers, a shared understanding and uniform agreement with respect to these fundamental issues are essential.
Collapse
Affiliation(s)
- Pradnya Shahani
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Indrani Datta
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Bengaluru, India.
| |
Collapse
|
27
|
Datta I, Noushmehr H, Brodie C, Poisson LM. Expression and regulatory roles of lncRNAs in G-CIMP-low vs G-CIMP-high Glioma: an in-silico analysis. J Transl Med 2021; 19:182. [PMID: 33926464 PMCID: PMC8086286 DOI: 10.1186/s12967-021-02844-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [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: 02/11/2021] [Accepted: 04/18/2021] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND Clinically relevant glioma subtypes, such as the glioma-CpG island methylator phenotype (G-CIMP), have been defined by epigenetics. In this study, the role of long non-coding RNAs in association with the poor-prognosis G-CMIP-low phenotype and the good-prognosis G-CMIP-high phenotype was investigated. Functional associations of lncRNAs with mRNAs and miRNAs were examined to hypothesize influencing factors of the aggressive phenotype. METHODS RNA-seq data on 250 samples from TCGA's Pan-Glioma study, quantified for lncRNA and mRNAs (GENCODE v28), were analyzed for differential expression between G-CIMP-low and G-CIMP-high phenotypes. Functional interpretation of the differential lncRNAs was performed by Ingenuity Pathway Analysis. Spearman rank order correlation estimates between lncRNA, miRNA, and mRNA nominated differential lncRNA with a likely miRNA sponge function. RESULTS We identified 4371 differentially expressed features (mRNA = 3705; lncRNA = 666; FDR ≤ 5%). From these, the protein-coding gene TP53 was identified as an upstream regulator of differential lncRNAs PANDAR and PVT1 (p = 0.0237) and enrichment was detected in the "development of carcinoma" (p = 0.0176). Two lncRNAs (HCG11, PART1) were positively correlated with 342 mRNAs, and their correlation estimates diminish after adjusting for either of the target miRNAs: hsa-miR-490-3p, hsa-miR-129-5p. This suggests a likely sponge function for HCG11 and PART1. CONCLUSIONS These findings identify differential lncRNAs with oncogenic features that are associated with G-CIMP phenotypes. Further investigation with controlled experiments is needed to confirm the molecular relationships.
Collapse
Affiliation(s)
- Indrani Datta
- Department of Public Health Sciences, Center for Bioinformatics, Henry Ford Health System, 1 Ford Place, 3C, Detroit, MI, 48202, USA
- Department of Neurosurgery, Hermelin Brain Tumor Center, Henry Ford Cancer Institute, Henry Ford Health System, Detroit, USA
| | - Houtan Noushmehr
- Department of Neurosurgery, Hermelin Brain Tumor Center, Henry Ford Cancer Institute, Henry Ford Health System, Detroit, USA
| | - Chaya Brodie
- Department of Neurosurgery, Hermelin Brain Tumor Center, Henry Ford Cancer Institute, Henry Ford Health System, Detroit, USA
| | - Laila M Poisson
- Department of Public Health Sciences, Center for Bioinformatics, Henry Ford Health System, 1 Ford Place, 3C, Detroit, MI, 48202, USA.
- Department of Neurosurgery, Hermelin Brain Tumor Center, Henry Ford Cancer Institute, Henry Ford Health System, Detroit, USA.
| |
Collapse
|
28
|
Jones LR, Levin AM, Dai X, Datta I, Li J, Yin C, Mi QS. MicroRNA Profile Differentiates Head and Neck Keloid and Adjacent Normal Skin Tissue. Facial Plast Surg Aesthet Med 2021:fpsam.2020.0414. [PMID: 33710934 DOI: 10.1089/fpsam.2020.0414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Affiliation(s)
- Lamont R Jones
- Department of Otolaryngology and Henry Ford Health System, Detroit, Michigan, USA
| | - Albert M Levin
- Department of Public Health, Henry Ford Health System, Detroit, Michigan, USA
- Center for Bioinformatics, Henry Ford Health System, Detroit, Michigan, USA
| | - Xiangguo Dai
- Department of Otolaryngology and Henry Ford Health System, Detroit, Michigan, USA
| | - Indrani Datta
- Department of Public Health, Henry Ford Health System, Detroit, Michigan, USA
- Center for Bioinformatics, Henry Ford Health System, Detroit, Michigan, USA
| | - Jia Li
- Department of Public Health, Henry Ford Health System, Detroit, Michigan, USA
- Center for Bioinformatics, Henry Ford Health System, Detroit, Michigan, USA
| | - Congcong Yin
- Department of Dermatology, Henry Ford Health System, Detroit, Michigan, USA
| | - Qing-Sheng Mi
- Department of Dermatology, Henry Ford Health System, Detroit, Michigan, USA
| |
Collapse
|
29
|
Zahoor I, Rui B, Khan J, Datta I, Giri S. An emerging potential of metabolomics in multiple sclerosis: a comprehensive overview. Cell Mol Life Sci 2021; 78:3181-3203. [PMID: 33449145 PMCID: PMC8038957 DOI: 10.1007/s00018-020-03733-2] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [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: 08/12/2020] [Revised: 11/14/2020] [Accepted: 12/07/2020] [Indexed: 02/08/2023]
Abstract
Multiple sclerosis (MS) is an inflammatory demyelinating disease of the nervous system that primarily affects young adults. Although the exact etiology of the disease remains obscure, it is clear that alterations in the metabolome contribute to this process. As such, defining a reliable and disease-specific metabolome has tremendous potential as a diagnostic and therapeutic strategy for MS. Here, we provide an overview of studies aimed at identifying the role of metabolomics in MS. These offer new insights into disease pathophysiology and the contributions of metabolic pathways to this process, identify unique markers indicative of treatment responses, and demonstrate the therapeutic effects of drug-like metabolites in cellular and animal models of MS. By and large, the commonly perturbed pathways in MS and its preclinical model include lipid metabolism involving alpha-linoleic acid pathway, nucleotide metabolism, amino acid metabolism, tricarboxylic acid cycle, d-ornithine and d-arginine pathways with collective role in signaling and energy supply. The metabolomics studies suggest that metabolic profiling of MS patient samples may uncover biomarkers that will advance our understanding of disease pathogenesis and progression, reduce delays and mistakes in diagnosis, monitor the course of disease, and detect better drug targets, all of which will improve early therapeutic interventions and improve evaluation of response to these treatments.
Collapse
Affiliation(s)
- Insha Zahoor
- Department of Neurology, Henry Ford Hospital, Detroit, MI, 48202, USA. .,Department of Neurology, Henry Ford Hospital, Education & Research Building, Room 4023, 2799 W Grand Blvd, Detroit, MI, 48202, USA.
| | - Bin Rui
- Department of Neurology, Henry Ford Hospital, Detroit, MI, 48202, USA
| | - Junaid Khan
- Department of Neurology, Henry Ford Hospital, Detroit, MI, 48202, USA
| | - Indrani Datta
- Department of Public Health Sciences, Henry Ford Health System, Detroit, MI, 48202, USA
| | - Shailendra Giri
- Department of Neurology, Henry Ford Hospital, Detroit, MI, 48202, USA. .,Department of Neurology, Henry Ford Hospital, Education & Research Building, Room 4051, 2799 W Grand Blvd, Detroit, MI, 48202, USA.
| |
Collapse
|
30
|
Anoop M, Datta I. Stem Cells Derived from Human Exfoliated Deciduous Teeth (SHED) in Neuronal Disorders: A Review. Curr Stem Cell Res Ther 2020; 16:535-550. [PMID: 33349220 DOI: 10.2174/1574888x16666201221151512] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [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: 06/16/2020] [Revised: 10/14/2020] [Accepted: 10/28/2020] [Indexed: 11/22/2022]
Abstract
Most conventional treatments for neurodegenerative diseases fail due to their focus on neuroprotection rather than neurorestoration. Stem cell-based therapies are becoming a potential treatment option for neurodegenerative diseases as they can home in, engraft, differentiate and produce factors for CNS recovery. Stem cells derived from human dental pulp tissue differ from other sources of mesenchymal stem cells due to their embryonic neural crest origin and neurotrophic property. These include both Dental Pulp Stem Cells (DPSCs) from dental pulp tissues of human permanent teeth and Stem cells from Human Exfoliated Deciduous teeth (SHED). SHED offers many advantages over other types of MSCs, such as good proliferative potential, minimal invasive procurement, neuronal differentiation and neurotrophic capacity, and negligible ethical concerns. The therapeutic potential of SHED is attributed to the paracrine action of extracellularly released secreted factors, specifically the secretome, of which exosomes are a key component. SHED and its conditioned media can be effective in neurodegeneration through multiple mechanisms, including cell replacement, paracrine effects, angiogenesis, synaptogenesis, immunomodulation, and apoptosis inhibition, and SHED exosomes offer an ideal refined bed-to-bench formulation in neurodegenerative disorders. However, in spite of these advantages, there are still some limitations of SHED exosome therapy, such as the effectiveness of long-term storage of SHED and their exosomes, the development of a robust GMP-grade manufacturing protocol, optimization of the route of administration, and evaluation of the efficacy and safety in humans. In this review, we have addressed the isolation, collection and properties of SHED along with its therapeutic potential on in vitro and in vivo neuronal disorder models as evident from the published literature.
Collapse
Affiliation(s)
- Minu Anoop
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru, Karnataka, India
| | - Indrani Datta
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru, Karnataka, India
| |
Collapse
|
31
|
Shahani P, Kaushal A, Waghmare G, Datta I. Biodistribution of Intramuscularly-Transplanted Human Dental Pulp Stem Cells in Immunocompetent Healthy Rats through NIR Imaging. Cells Tissues Organs 2020; 209:215-226. [PMID: 33333518 DOI: 10.1159/000511569] [Citation(s) in RCA: 5] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2020] [Accepted: 09/14/2020] [Indexed: 01/22/2023] Open
Abstract
Owing to their neural crest origin, dental pulp stem cells (DPSCs) are increasingly gaining prominence in treating nervous system disease conditions. However, as per the regulatory bodies [European-Medicines Agency (EMA), Indian-Council of Medical-Research (ICMR)], their biodistribution after transplantation needs to be evaluated for them to be considered for cell-based therapy for clinical trials. There are yet no studies describing the dynamic distribution of human origin DPSCs (hDPSCs) after transplantation in an immunocompetent, physiologically healthy animal model. Here, using near-infrared (NIR)-based whole animal and ex vivo tissue imaging, we assessed the biodistribution of intramuscularly transplanted hDPSCs in immunocompetent healthy Wistar rats. Further validation was done by quantifying gene expression of the human Alu gene in rat tissues. After 24 h of transplantation, an increase in signal intensity and area of signal was observed in the muscle of administration compared to 30 min and 6 h. At hour 24, neither increase in human Alu nor human Ki67 gene expression was seen in the rat muscle, thus confirming that the increase in signal area and intensity at hour 24 was not due to proliferation of the transplanted cells. Rather at hour 24, the NIR-signal intensity in bone marrow increased, suggesting that the NIR-tagged DPSCs have started entering into the blood vessels adjacent to the muscle, and the blood vessels being placed just beneath the subcutaneous layer might be responsible for an increase in signal intensity. Signal intensity increased distinctly in all organs at this timepoint, confirming that the cells entered the bloodstream by hour 24. Lung entrapment of DPSCs was not observed, since signal intensity was least in lungs as compared to the site of injection. Cells were retained for up to 28 days at the site of injection. These findings lay the basis to design the dosage for intramuscular delivery of hDPSCs for degenerative disease models and for future clinical trials.
Collapse
Affiliation(s)
- Pradnya Shahani
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Alka Kaushal
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Girish Waghmare
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Indrani Datta
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Bengaluru, India,
| |
Collapse
|
32
|
Davis MB, Martini R, Newman LA, Elemento O, White J, Verma A, Datta I, Adrianto I, Chen Y, Gardner K, Kim HG, Coleman WD, Eltoum IE, Frost A, Grizzle W, Sboner A, Manne U, Yates C. Abstract IA34: Distinct heterogeneous subtypes of Triple-Negative Breast Cancer, associated with African Ancestry. Cancer Epidemiol Biomarkers Prev 2020. [DOI: 10.1158/1538-7755.disp20-ia34] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Abstract
Triple negative breast cancers (TNBCs) are molecularly heterogeneous, and the link between their aggressiveness with African ancestry is not established. We investigated primary TNBCs for gene expression among self-reported race (SRR) groups of African American and European American women. RNA sequencing data was analyzed to measure changes in genome-wide expression, and we utilized logistic regressions to identify ancestry-associated gene expression signatures. Using SNVs identified from our RNA sequencing data, global ancestry was estimated. We identified 156 African ancestry-associated genes and found that, compared to SRR, quantitative genetic analysis was a more robust method to identify racial/ethnic-specific genes that were differentially expressed. A subset of African ancestry-specific genes that were upregulated in TNBCs of our AA patients were validated in TCGA data. In AA patients, there was a higher incidence of basal-like 2 tumors and altered TP53, NFB1, and AKT pathways. The distinct distribution of TNBC subtypes and altered oncologic pathways show that the ethnic variations in TNBCs are driven by shared genetic ancestry. Thus, to appreciate the molecular diversity of TNBCs, tumors from patients of various ancestral origins should be evaluated. We created a novel tool to determine the heterogenic status of TNBC, which accounts for proportional differences multiple cell 'subtypes'.
Citation Format: Melissa B. Davis, Rachel Martini, Lisa A. Newman, Olivier Elemento, Jason White, Akanksha Verma, Indrani Datta, Indra Adrianto, Yalei Chen, Kevin Gardner, Hyung-Gyoon Kim, Windy D. Coleman, Isam-Eldin Eltoum, Andra Frost, William Grizzle, Andrea Sboner, Upender Manne, Clayton Yates. Distinct heterogeneous subtypes of Triple-Negative Breast Cancer, associated with African Ancestry [abstract]. In: Proceedings of the AACR Virtual Conference: Thirteenth AACR Conference on the Science of Cancer Health Disparities in Racial/Ethnic Minorities and the Medically Underserved; 2020 Oct 2-4. Philadelphia (PA): AACR; Cancer Epidemiol Biomarkers Prev 2020;29(12 Suppl):Abstract nr IA34.
Collapse
|
33
|
Sabedot T, Wells M, Datta I, Malta T, Castro AV, Poisson LM, Verhaak R, Iavarone A, Noushmehr H. EPCO-29. EPIGENOMICS OF THE GLIOMA LONGITUDINAL ANALYSIS (GLASS) CONSORTIUM. Neuro Oncol 2020. [DOI: 10.1093/neuonc/noaa215.308] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
Adult diffuse gliomas are central nervous system (CNS) tumors that arise from the malignant transformation of glial cells. Nearly all gliomas will recur despite standard treatment however, current histopathological grading fails to predict which of them will relapse and/or progress. The Glioma Longitudinal AnalySiS (GLASS) consortium is a large-scale collaboration that aims to investigate the molecular profiling of matched primary and recurrent glioma samples from multiple institutions in order to better understand the dynamic evolution of these tumors. At this time, the cohort comprises 946 samples across 11 institutions and among those, 864 have DNA methylation data available. The current molecular classification based on 7 subtypes published by TCGA in 2016 was applied to the dataset. Among the IDH wildtype tumors, 33% (16/49) of the patients showed a change of subtype upon recurrence, whereas most of them (9/16) were Classic-like at the primary stage but changed to either Mesenchymal-like or PA-like at the recurrent level. Among the IDH mutant tumors, 15% (22/142) showed a change of subtype at recurrent stage, in which 16 out of 22 progressed from G-CIMP-high to G-CIMP-low. Although some tumors progressed to a different subtype upon recurrence, an unsupervised analysis showed that the samples tend to cluster by patient instead of by subtype. By estimating the copy number alterations of these tumors using DNA methylation, the overall copy number profile of the recurrent samples remains similar to their primary counterpart. From this initial analysis using epigenomic data, we were able to characterize some aspects of glioma evolution and how the DNA methylation is associated with the progression of these tumors to different subtypes. These findings corroborate the importance of epigenetics in gliomas and can potentially lead to the identification of new biomarkers that can reflect tumor burden and predict its development.
Collapse
Affiliation(s)
| | | | | | | | | | | | - Roel Verhaak
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | | | | | | |
Collapse
|
34
|
Datta I, Jagtap S, Sowmithra, Yadav R, Pal PK. Generation of induced pluripotent stem cells (NIMHi002-A and NIMHi003-A) from two sporadic Parkinson's disease patient of East Indian ethnicity. Stem Cell Res 2020; 49:101995. [PMID: 33010678 DOI: 10.1016/j.scr.2020.101995] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Revised: 09/01/2020] [Accepted: 09/10/2020] [Indexed: 11/28/2022] Open
Abstract
Epidemiological studies suggest that about 95% of PD have a sporadic component. We have generated induced pluripotent stem cells (iPSCs) using Sendai-virus reprogramming-method from peripheral blood mononuclear cells of two sporadic PD-patient of East-Indian ethnicity carrying no PD-related gene mutations. PD diagnosis was performed using Unified Parkinson's Disease rating scale (UPDRS) score and confirmed by [18F]fluoro-L-dopa [F-DOPA] positron emission tomography (F-DOPA PET). The iPSC lines were characterized for self-renewal and pluripotency. These generated lines will provide a valuable resource to understand the pathophysiology of this disease and a drug-screening platform.
Collapse
Affiliation(s)
- Indrani Datta
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Bengaluru 560029, India.
| | - Soham Jagtap
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Bengaluru 560029, India
| | - Sowmithra
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Bengaluru 560029, India
| | - Ravi Yadav
- Department of Neurology, National Institute of Mental Health and Neurosciences, Bengaluru 560029, Karnataka, India
| | - Pramod Kumar Pal
- Department of Neurology, National Institute of Mental Health and Neurosciences, Bengaluru 560029, Karnataka, India
| |
Collapse
|
35
|
Morris DC, Jaehne AK, Chopp M, Zhang Z, Poisson L, Chen Y, Datta I, Rivers EP. Proteomic Profiles of Exosomes of Septic Patients Presenting to the Emergency Department Compared to Healthy Controls. J Clin Med 2020; 9:jcm9092930. [PMID: 32932765 PMCID: PMC7564089 DOI: 10.3390/jcm9092930] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [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: 07/17/2020] [Revised: 08/27/2020] [Accepted: 09/08/2020] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND Septic Emergency Department (ED) patients provide a unique opportunity to investigate early sepsis. Recent work focuses on exosomes, nanoparticle-sized lipid vesicles (30-130 nm) that are released into the bloodstream to transfer its contents (RNA, miRNA, DNA, protein) to other cells. Little is known about how early changes related to exosomes may contribute to the dysregulated inflammatory septic response that leads to multi-organ dysfunction. We aimed to evaluate proteomic profiles of plasma derived exosomes obtained from septic ED patients and healthy controls. METHODS This is a prospective observational pilot study evaluating a plasma proteomic exosome profile at an urban tertiary care hospital ED using a single venipuncture blood draw, collecting 40 cc Ethylenediaminetetraacetic acid (EDTA) blood. MEASUREMENTS We recruited seven patients in the ED within 6 h of their presentation and five healthy controls. Plasma exosomes were isolated using the Invitrogen Total Exosome Isolation Kit. Exosome proteomic profiles were analyzed using fusion mass spectroscopy and Proteome Discoverer. Principal component analysis (PCA) and differential expression analysis (DEA) for sepsis versus control was performed. RESULTS PCA of 261 proteins demonstrated septic patients and healthy controls were distributed in two groups. DEA revealed that 62 (23.8%) proteins differed between the exosomes of septic patients and healthy controls, p-value < 0.05. Adjustments using the False Discovery Rate (FDR) showed 23 proteins remained significantly different (FDR < 0.05) between sepsis and controls. Septic patients and controls were classified into two distinct groups by hierarchical clustering using the 62 nominally DE proteins. After adjustment multiple comparisons, three acute phase proteins remained significantly different between patients and controls: Serum amyloid A-1, C-reactive protein and Serum Amyloid A-2. Inflammatory response proteins immunoglobulin heavy constant Δ and Fc-fragment of IgG binding protein were increased. CONCLUSION Exosome proteomic profiles of septic ED patients differ from their healthy counterparts with regard to acute phase response and inflammation.
Collapse
Affiliation(s)
- Daniel C. Morris
- Department of Emergency Medicine, Henry Ford Hospital, Detroit, MI 48202, USA; (D.C.M.); (E.P.R.)
- Department of Neurology Research, Henry Ford Hospital, Detroit, MI 48202, USA; (M.C.); (Z.Z.)
| | - Anja K. Jaehne
- Department of Emergency Medicine, Henry Ford Hospital, Detroit, MI 48202, USA; (D.C.M.); (E.P.R.)
- Correspondence: ; Tel.: +1-313-916-8877
| | - Michael Chopp
- Department of Neurology Research, Henry Ford Hospital, Detroit, MI 48202, USA; (M.C.); (Z.Z.)
| | - Zhanggang Zhang
- Department of Neurology Research, Henry Ford Hospital, Detroit, MI 48202, USA; (M.C.); (Z.Z.)
| | - Laila Poisson
- Department of Public Health Sciences, Henry Ford Hospital, Detroit, MI 48202, USA; (L.P.); (Y.C.); (I.D.)
| | - Yalei Chen
- Department of Public Health Sciences, Henry Ford Hospital, Detroit, MI 48202, USA; (L.P.); (Y.C.); (I.D.)
| | - Indrani Datta
- Department of Public Health Sciences, Henry Ford Hospital, Detroit, MI 48202, USA; (L.P.); (Y.C.); (I.D.)
| | - Emanuel P. Rivers
- Department of Emergency Medicine, Henry Ford Hospital, Detroit, MI 48202, USA; (D.C.M.); (E.P.R.)
- Department of Surgical Critical Care, Henry Ford Hospital, Detroit, MI 48202, USA
| |
Collapse
|
36
|
Chen Y, Sadasivan SM, She R, Datta I, Taneja K, Chitale D, Gupta N, Davis MB, Newman LA, Rogers CG, Paris PL, Li J, Rybicki BA, Levin AM. Breast and prostate cancers harbor common somatic copy number alterations that consistently differ by race and are associated with survival. BMC Med Genomics 2020; 13:116. [PMID: 32819446 PMCID: PMC7441621 DOI: 10.1186/s12920-020-00765-2] [Citation(s) in RCA: 5] [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: 12/24/2019] [Accepted: 08/10/2020] [Indexed: 11/26/2022] Open
Abstract
Background Pan-cancer studies of somatic copy number alterations (SCNAs) have demonstrated common SCNA patterns across cancer types, but despite demonstrable differences in aggressiveness of some cancers by race, pan-cancer SCNA variation by race has not been explored. This study investigated a) racial differences in SCNAs in both breast and prostate cancer, b) the degree to which they are shared across cancers, and c) the impact of these shared, race-differentiated SCNAs on cancer survival. Methods Utilizing data from The Cancer Genome Atlas (TCGA), SCNAs were identified using GISTIC 2.0, and in each tumor type, differences in SCNA magnitude between African Americans (AA) and European Americans (EA) were tested using linear regression. Unsupervised hierarchical clustering of the copy number of genes residing in race-differentiated SCNAs shared between tumor types was used to identify SCNA-defined patient groups, and Cox proportional hazards regression was used to test for association between those groups and overall/progression-free survival (PFS). Results We identified SCNAs that differed by race in breast (n = 58 SCNAs; permutation p < 10− 4) and prostate tumors (n = 78 SCNAs; permutation p = 0.006). Six race-differentiated SCNAs common to breast and prostate found at chromosomes 5q11.2-q14.1, 5q15-q21.1, 8q21.11-q21.13, 8q21.3-q24.3, 11q22.3, and 13q12.3-q21.3 had consistent differences by race across both tumor types, and all six were of higher magnitude in AAs, with the chromosome 8q regions being the only amplifications. Higher magnitude copy number differences in AAs were also identified at two of these race-differentiated SCNAs in two additional hormonally-driven tumor types: endometrial (8q21.3-q24.3 and 13q12.3-q21.3) and ovarian (13q12.3-q21.3) cancers. Race differentiated SCNA-defined patient groups were significantly associated with survival differences in both cancer types, and these groups also differentiated within triple negative breast cancers based on PFS. While the frequency of the SCNA-defined patient groups differed by race, their effects on survival did not. Conclusions This study identified race-differentiated SCNAs shared by two related cancers. The association of SCNA-defined patient groups with survival demonstrates the clinical significance of combinations of these race-differentiated genomic aberrations, and the higher frequency of these alterations in AA relative to EA patients may explain racial disparities in risk of aggressive breast and prostate cancer.
Collapse
Affiliation(s)
- Yalei Chen
- Department of Public Health Sciences, Henry Ford Health System, Detroit, MI, USA.,Center for Bioinformatics, Henry Ford Health System, Detroit, MI, USA
| | - Sudha M Sadasivan
- Department of Public Health Sciences, Henry Ford Health System, Detroit, MI, USA
| | - Ruicong She
- Department of Public Health Sciences, Henry Ford Health System, Detroit, MI, USA.,Center for Bioinformatics, Henry Ford Health System, Detroit, MI, USA
| | - Indrani Datta
- Department of Public Health Sciences, Henry Ford Health System, Detroit, MI, USA.,Center for Bioinformatics, Henry Ford Health System, Detroit, MI, USA
| | - Kanika Taneja
- Department of Pathology, Henry Ford Health System, Detroit, MI, USA
| | - Dhananjay Chitale
- Department of Pathology, Henry Ford Health System, Detroit, MI, USA.,Center for the Study of Breast Cancer Subtypes, Breast Oncology Program, Department of Surgery, Weill Cornell Medical College, New York, NY, USA
| | - Nilesh Gupta
- Department of Pathology, Henry Ford Health System, Detroit, MI, USA
| | - Melissa B Davis
- Center for the Study of Breast Cancer Subtypes, Breast Oncology Program, Department of Surgery, Weill Cornell Medical College, New York, NY, USA
| | - Lisa A Newman
- Center for the Study of Breast Cancer Subtypes, Breast Oncology Program, Department of Surgery, Weill Cornell Medical College, New York, NY, USA
| | - Craig G Rogers
- Vattikuti Urologic Institute, Henry Ford Health System, Detroit, MI, USA
| | - Pamela L Paris
- Department of Urology, Helen Diller Family Comprehensive Cancer Center, University of California at San Francisco, San Francisco, CA, USA
| | - Jia Li
- Department of Public Health Sciences, Henry Ford Health System, Detroit, MI, USA.,Center for Bioinformatics, Henry Ford Health System, Detroit, MI, USA
| | - Benjamin A Rybicki
- Department of Public Health Sciences, Henry Ford Health System, Detroit, MI, USA
| | - Albert M Levin
- Department of Public Health Sciences, Henry Ford Health System, Detroit, MI, USA. .,Center for Bioinformatics, Henry Ford Health System, Detroit, MI, USA.
| |
Collapse
|
37
|
Sowmithra S, Jain NK, Datta I. Evaluating In Vitro Neonatal Hypoxic-Ischemic Injury Using Neural Progenitors Derived from Human Embryonic Stem Cells. Stem Cells Dev 2020; 29:929-951. [DOI: 10.1089/scd.2020.0018] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Affiliation(s)
- Sowmithra Sowmithra
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru, India
| | - Nishtha Kusum Jain
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru, India
| | - Indrani Datta
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Institute of National Importance, Bengaluru, India
| |
Collapse
|
38
|
Chen Y, Sadasivan SM, She R, Datta I, Taneja K, Dhananjay C, Gupta N, Davis MB, Newman LA, Rogers CG, Paris PL, Li J, Rybicki BA, Levin AM. Abstract B066: Breast and prostate cancers harbor common somatic copy number alterations that consistently differ by race and are associated with survival. Cancer Epidemiol Biomarkers Prev 2020. [DOI: 10.1158/1538-7755.disp19-b066] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Abstract
African Americans (AAs) tend to have more aggressive diseases and worse outcomes for many cancer types compared to European Americans (EAs). Large structural changes on chromosomes, such as somatic copy number alterations (SCNAs), are commonly present in many cancers and associated with clinical outcomes. While studies focusing on single tumor types have identified racial differences in SCNA frequencies and their possible association with cancer outcomes, pan-cancer race-differentiated SCNAs and their clinical implications have not been fully explored. Focusing on two of the most common hormonally driven cancers, breast cancer in women and prostate cancer in men, and using data from The Cancer Genome Atlas (TCGA), we first identified recurrent SCNAs using GISTIC2 in AAs and EAs separately within each cancer. For each GISTIC2 identified SCNA region, we calculated the magnitude deviation from the expected null value (i.e. copy number (CN) = 2) using the area under the log2(CN) (cnAUC) for each tumor. Modeling cnAUC as the outcome variable, we identified SCNAs that differed between AAs and EAs in breast cancers (n=58 SCNAs; permutation p<10-4) and prostate cancers (n=78 SCNAs; permutation p=0.006). Six of nine race-differentiated SCNAs common to breast and prostate cancers had consistent magnitude differences by race across both tumor types, and all six were of higher magnitude in AAs. These six race-differentiated SCNAs were found at chromosomes 5q11.2-q14.1, 5q15-q21.1, 8q21.11-q21.13, 8q21.3-q24.3, 11q22.3, and 13q12.3-q21.3 with the chromosome 8q regions being the only amplifications. Unsupervised hierarchical clustering of the SCNAs in these six race-differentiated regions identified three patient groups in each tumor type with significant survival differences. Of particular importance, within triple negative breast cancers, these SCNA patient groups showed the most significant difference in progression-free survival (p=0.019). While there was a higher frequency of AAs among the SCNA-defined patient groups with worse survival, no significant racial difference in survival was observed within each SCNA-defined patient group. This observation supports the idea that racial disparities in breast and prostate cancer outcomes might be in part due to racial differences in tumor biology that drive structural chromosomal changes shared across these common tumor types. Our ability to derive SCNA defined patient groups associated with survival based on race-differentiated genomic aberrations demonstrates both their clinical relevance and the need to understand the biologic mechanisms that give rise to them.
Citation Format: Yalei Chen, Sudha M Sadasivan, Ruicong She, Indrani Datta, Kanika Taneja, Chitale Dhananjay, Nilesh Gupta, Melissa B Davis, Lisa A Newman, Craig G Rogers, Pamela L Paris, Jia Li, Benjamin A Rybicki, Albert M Levin. Breast and prostate cancers harbor common somatic copy number alterations that consistently differ by race and are associated with survival [abstract]. In: Proceedings of the Twelfth AACR Conference on the Science of Cancer Health Disparities in Racial/Ethnic Minorities and the Medically Underserved; 2019 Sep 20-23; San Francisco, CA. Philadelphia (PA): AACR; Cancer Epidemiol Biomarkers Prev 2020;29(6 Suppl_2):Abstract nr B066.
Collapse
Affiliation(s)
- Yalei Chen
- 1Henry Ford Health System, Detroit, MI, USA,
| | | | - Ruicong She
- 1Henry Ford Health System, Detroit, MI, USA,
| | | | | | | | | | | | | | | | - Pamela L Paris
- 3University of California, San Francisco, San Francisco, CA, USA
| | - Jia Li
- 1Henry Ford Health System, Detroit, MI, USA,
| | | | | |
Collapse
|
39
|
Zhou L, Adrianto I, Wang J, Wu X, Datta I, Mi QS. Single-Cell RNA-Seq Analysis Uncovers Distinct Functional Human NKT Cell Sub-Populations in Peripheral Blood. Front Cell Dev Biol 2020; 8:384. [PMID: 32528956 PMCID: PMC7264113 DOI: 10.3389/fcell.2020.00384] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2020] [Accepted: 04/29/2020] [Indexed: 12/13/2022] Open
Abstract
Vα24-invariant human natural killer T (NKT) cells comprise a unique subset of CD1d-restricted T cells with potent immune regulatory function and are involved in the development of a variety of human diseases. However, the lack of comprehensive molecular subset identities limits their objective classification and clinical application. Using unbiased single-cell RNA sequencing (scRNA-seq) of over 4000 unstimulated and 7000 stimulated human peripheral blood NKT cells, we identified four and five clusters of NKT cells from each NKT group, respectively. Our study uncovers multiple previously unrecognized NKT subsets with potential functional specificities, including a cluster of NKT cells with regulatory T cell property. Flow cytometry and Ingenuity Pathway Analysis confirmed the existence of these NKT populations and indicated the related functional capacities. Our study provides the unbiased and more comprehensive molecular identities of human NKT subsets, which will eventually lead the way to tailored therapies targeting selected NKT subsets.
Collapse
Affiliation(s)
- Li Zhou
- Center for Cutaneous Biology and Immunology Research, Department of Dermatology, Henry Ford Health System, Detroit, MI, United States
- Immunology Research Program, Henry Ford Cancer Institute, Henry Ford Health System, Detroit, MI, United States
| | - Indra Adrianto
- Center for Bioinformatics, Department of Public Health Sciences, Henry Ford Health System, Detroit, MI, United States
| | - Jie Wang
- Center for Cutaneous Biology and Immunology Research, Department of Dermatology, Henry Ford Health System, Detroit, MI, United States
- Immunology Research Program, Henry Ford Cancer Institute, Henry Ford Health System, Detroit, MI, United States
| | - Xiaojun Wu
- Center for Cutaneous Biology and Immunology Research, Department of Dermatology, Henry Ford Health System, Detroit, MI, United States
- Immunology Research Program, Henry Ford Cancer Institute, Henry Ford Health System, Detroit, MI, United States
| | - Indrani Datta
- Center for Bioinformatics, Department of Public Health Sciences, Henry Ford Health System, Detroit, MI, United States
| | - Qing-Sheng Mi
- Center for Cutaneous Biology and Immunology Research, Department of Dermatology, Henry Ford Health System, Detroit, MI, United States
- Immunology Research Program, Henry Ford Cancer Institute, Henry Ford Health System, Detroit, MI, United States
| |
Collapse
|
40
|
Davis M, Martini R, Newman L, Elemento O, White J, Verma A, Datta I, Adrianto I, Chen Y, Gardner K, Kim HG, Colomb WD, Eltoum IE, Frost AR, Grizzle WE, Sboner A, Manne U, Yates C. Identification of Distinct Heterogenic Subtypes and Molecular Signatures Associated with African Ancestry in Triple Negative Breast Cancer Using Quantified Genetic Ancestry Models in Admixed Race Populations. Cancers (Basel) 2020; 12:E1220. [PMID: 32414099 PMCID: PMC7281131 DOI: 10.3390/cancers12051220] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2020] [Revised: 05/07/2020] [Accepted: 05/11/2020] [Indexed: 12/12/2022] Open
Abstract
Triple negative breast cancers (TNBCs) are molecularly heterogeneous, and the link between their aggressiveness with African ancestry is not established. We investigated primary TNBCs for gene expression among self-reported race (SRR) groups of African American (AA, n = 42) and European American (EA, n = 33) women. RNA sequencing data were analyzed to measure changes in genome-wide expression, and we utilized logistic regressions to identify ancestry-associated gene expression signatures. Using SNVs identified from our RNA sequencing data, global ancestry was estimated. We identified 156 African ancestry-associated genes and found that, compared to SRR, quantitative genetic analysis was a more robust method to identify racial/ethnic-specific genes that were differentially expressed. A subset of African ancestry-specific genes that were upregulated in TNBCs of our AA patients were validated in TCGA data. In AA patients, there was a higher incidence of basal-like two tumors and altered TP53, NFB1, and AKT pathways. The distinct distribution of TNBC subtypes and altered oncologic pathways show that the ethnic variations in TNBCs are driven by shared genetic ancestry. Thus, to appreciate the molecular diversity of TNBCs, tumors from patients of various ancestral origins should be evaluated.
Collapse
Affiliation(s)
- Melissa Davis
- Department of Surgery, Weill Cornell Medicine, New York, NY 10065, USA; (M.D.); (R.M.); (L.N.)
| | - Rachel Martini
- Department of Surgery, Weill Cornell Medicine, New York, NY 10065, USA; (M.D.); (R.M.); (L.N.)
| | - Lisa Newman
- Department of Surgery, Weill Cornell Medicine, New York, NY 10065, USA; (M.D.); (R.M.); (L.N.)
| | - Olivier Elemento
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY 10065, USA;
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY 10065, USA;
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY 10065, USA
| | - Jason White
- Department of Biology and Center for Cancer Research, Tuskegee University, Tuskegee, AL 36088, USA; (J.W.); (W.D.C.)
| | - Akanksha Verma
- Department of Computational Biology, Weill Cornell Medicine, New York, NY 10065, USA;
| | - Indrani Datta
- Department of Public Health Sciences, Henry Ford Health System, Detroit, MI 48202, USA; (I.D.); (I.A.); (Y.C.)
| | - Indra Adrianto
- Department of Public Health Sciences, Henry Ford Health System, Detroit, MI 48202, USA; (I.D.); (I.A.); (Y.C.)
| | - Yalei Chen
- Department of Public Health Sciences, Henry Ford Health System, Detroit, MI 48202, USA; (I.D.); (I.A.); (Y.C.)
| | - Kevin Gardner
- Department of Pathology and Cell Biology, Columbia University, New York, NY 10027, USA;
| | - Hyung-Gyoon Kim
- Department of Pathology, University of Alabama at Birmingham, Birmingham, AL 35233, USA; (H.-G.K.); (I.-E.E.); (A.R.F.); (W.E.G.)
| | - Windy D. Colomb
- Department of Biology and Center for Cancer Research, Tuskegee University, Tuskegee, AL 36088, USA; (J.W.); (W.D.C.)
- Department of Hematology and Oncology, Our Lady of Lourdes JD Moncus Cancer Center, Lafayette, LA 70508, USA
| | - Isam-Eldin Eltoum
- Department of Pathology, University of Alabama at Birmingham, Birmingham, AL 35233, USA; (H.-G.K.); (I.-E.E.); (A.R.F.); (W.E.G.)
- O’Neal Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL 35233, USA
| | - Andra R. Frost
- Department of Pathology, University of Alabama at Birmingham, Birmingham, AL 35233, USA; (H.-G.K.); (I.-E.E.); (A.R.F.); (W.E.G.)
- O’Neal Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL 35233, USA
| | - William E. Grizzle
- Department of Pathology, University of Alabama at Birmingham, Birmingham, AL 35233, USA; (H.-G.K.); (I.-E.E.); (A.R.F.); (W.E.G.)
- O’Neal Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL 35233, USA
- Department of Surgery, University of Alabama at Birmingham, Birmingham, AL 35233, USA
| | - Andrea Sboner
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY 10065, USA;
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY 10065, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY 10062, USA
| | - Upender Manne
- Department of Pathology, University of Alabama at Birmingham, Birmingham, AL 35233, USA; (H.-G.K.); (I.-E.E.); (A.R.F.); (W.E.G.)
- O’Neal Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL 35233, USA
| | - Clayton Yates
- Department of Biology and Center for Cancer Research, Tuskegee University, Tuskegee, AL 36088, USA; (J.W.); (W.D.C.)
| |
Collapse
|
41
|
Datta I, Sowmithra, Jagtap S, Potdar C, Yadav R, Pal P. Generation of induced pluripotent stem cells (NIMHi001-A) from a Parkinson's disease patient of East Indian ethnicity carrying LRRK2 I1371V variant. Stem Cell Res 2020; 44:101768. [PMID: 32244201 DOI: 10.1016/j.scr.2020.101768] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Revised: 03/04/2020] [Accepted: 03/10/2020] [Indexed: 11/25/2022] Open
Abstract
Mutations in the Leucine Repeat Rich Kinase-2 (LRRK2) gene have been reported in familial Parkinson's disease (PD) cases. We have generated induced pluripotent stem cells (iPSCs) using Sendai-virus reprogramming-method from peripheral blood mononuclear cells of PD-patient of East-Indian ethnicity carrying the I1371V mutation in LRRK2 gene. PD diagnosis was performed using Unified Parkinson's Disease rating scale (UPDRS) score and confirmed by [18F]fluoro-l-dopa [F-DOPA] positron emission tomography (F-DOPA PET). The iPSC line was characterized for self-renewal and pluripotency. This cellular model will provide a valuable resource not only for drug-screening platform but also to understand the pathophysiology of this disease.
Collapse
Affiliation(s)
- Indrani Datta
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Bengaluru 560029, Karnataka, India.
| | - Sowmithra
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Bengaluru 560029, Karnataka, India
| | - Soham Jagtap
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Bengaluru 560029, Karnataka, India
| | - Chandrakanta Potdar
- Department of Biophysics, National Institute of Mental Health and Neurosciences, Bengaluru 560029, Karnataka, India
| | - Ravi Yadav
- Department of Neurology, National Institute of Mental Health and Neurosciences, Bengaluru 560029, Karnataka, India
| | - Pramod Pal
- Department of Neurology, National Institute of Mental Health and Neurosciences, Bengaluru 560029, Karnataka, India
| |
Collapse
|
42
|
Shree N, Venkategowda S, Venkatranganna MV, Datta I, Bhonde RR. Human adipose tissue mesenchymal stem cells as a novel treatment modality for correcting obesity induced metabolic dysregulation. Int J Obes (Lond) 2019; 43:2107-2118. [PMID: 31462691 DOI: 10.1038/s41366-019-0438-5] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2018] [Revised: 07/06/2019] [Accepted: 07/22/2019] [Indexed: 01/05/2023]
Abstract
OBJECTIVE Obesity induced metabolic dysregulation results in cluster of chronic conditions mainly hyperglycemia, hyperinsulinemia, dyslipidemia, diabetes, cardiovascular complications and insulin resistance. To investigate the effect of i.m. injection of human adipose tissue derived mesenchymal stem cells and its secretome in correcting obesity induced metabolic dysregulation in high fat diet fed obese model of mice and understand its mechanism of action. SUBJECTS We injected human adipose tissue derived mesenchymal stem cells (ADMSCs) suspension (CS), conditioned medium (CM) and the cell lysate (CL) intramuscularly in high fat diet (HFD)-induced C57BL/6 mice. Metformin was used as a positive control. ADMSCs were traced in vivo for its bio distribution after injection at different time points. RESULTS ADMSCs-treated mice exhibited remarkable decrease in insulin resistance as quantified by HOMA-IR and triglyceride glucose index with concomitant decrease in oxidized LDL and IL6 as compared with the untreated control. CS injection showed improvement in glucose tolerance and reduction in fatty infiltration in the liver, macrophage infiltration in adipose and hypertrophy of the islets resulting from HFD. Upregulation of miRNA-206, MyoD and increase in protein content of the skeletal muscle in CS-treated mice indicates plausible mechanism of action of ADMSCs treatment in ameliorating IR in HFD mice. CONCLUSION Of all the three treatments, CS was found to be the best. ADMSCs were found to have migrated to different organs in order to bring about the correction in dysregulated metabolism induced by obesity. Our results open up a novel treatment modality for possible therapeutic usage in human subjects by employing autologous or allogeneic ADMSCs for the better management of obesity induced metabolic dysregulation.
Collapse
Affiliation(s)
- Nitya Shree
- School of Regenerative Medicine, Manipal Academy of Higher Education, Bangalore, India
| | | | | | | | - Ramesh R Bhonde
- School of Regenerative Medicine, Manipal Academy of Higher Education, Bangalore, India. .,Dr. D.Y. Patil Vidyapeeth, Pune, India.
| |
Collapse
|
43
|
Shyamsundar P, Springer NP, Tallis H, Polasky S, Jat ML, Sidhu HS, Krishnapriya PP, Skiba N, Ginn W, Ahuja V, Cummins J, Datta I, Dholakia HH, Dixon J, Gerard B, Gupta R, Hellmann J, Jadhav A, Jat HS, Keil A, Ladha JK, Lopez-Ridaura S, Nandrajog SP, Paul S, Ritter A, Sharma PC, Singh R, Singh D, Somanathan R. Fields on fire: Alternatives to crop residue burning in India. Science 2019; 365:536-538. [DOI: 10.1126/science.aaw4085] [Citation(s) in RCA: 68] [Impact Index Per Article: 13.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
|
44
|
Nuga O, deCarvalho A, Ruden D, Brown S, Datta I, Malta T. Abstract 4742: The influence of cellular developmental state on response to therapeutics in glioblastoma. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-4742] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Glioblastoma (GBM) is an aggressive tumor treated with ionizing radiation (IR) and temozolomide (TMZ). Here we investigate how developmental state of glioblastoma cells: cancer stem cells (CSC) or differentiated cells, influences cellular response to treatment. Tissue from untreated primary GBM tumors representing diverse genotype were dissociated and cultured in conditions selective for CSCs, which were subsequently differentiated into an astrocytic phenotype by culturing in media supplemented with 2% FBS. Stemness index was evaluated using a machine learning predictive algorithm. Sensitivity of both isogenic CSC and serum differentiated cell (SDC) populations to TMZ and IR was determined by non-linear fitting of dose-response curves, using CellTiterGlo to measure cell viability (n=5) . CSCs and SDCs were then subjected to sub-lethal TMZ, IR (4 Gy), or control treatments, in triplicate. Cells were harvested, and DNA was isolated and Illumina 450k DNA methylation array data was analyzed by using the Methylumi package in R software. RNA was isolated for sequencing, and differentially expressed genes were determined by NOISeq R package. Our results show that GBM CSCs are more vulnerable to both TMZ and IR treatment than the isogenic SDCs. Transcriptome profiling show that IR leads to increase in p53 mediated expression of pro-apoptotic genes such as MDM2, PUMA and BCL2 binding protein relative to control in CSCs. In differentiated cells, IR lead to an increase in WNT signaling, DNA-repair activity and histone modification /remodeling proteins. Enrichment analysis using Fisher’s exact test identified significant enrichment in lipid, fatty acid and metabolic processes as well as receptor tyrosine signaling. Globally, CSCs exhibited a decrease in protein coding genes and increase in regulatory RNA expression. DNA methylation show a global increase in CpG promoter methylation in differentiated cells relative to isogenic stem-like counterparts. We recovered significant differentially methylated probes between treatment groups (Wilcoxon signed rank test) as well as a global increase in CpG promoter methylation in IR treated cells relative to control. These findings underscore the challenge of treating a highly heterogeneous tumor and challenge a strategy of inducing differentiation to increase GBM sensitivity to treatment.
Citation Format: Oluwademilade Nuga, Ana deCarvalho, Douglas Ruden, Stephen Brown, Indrani Datta, Tathianne Malta. The influence of cellular developmental state on response to therapeutics in glioblastoma [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 4742.
Collapse
Affiliation(s)
- Oluwademilade Nuga
- 1Wayne State University School of Medicine /Henry Ford Health System, Detroit, MI
| | | | - Douglas Ruden
- 3Wayne State University School of Medicine, Detroit, MI
| | | | | | | |
Collapse
|
45
|
Jaykumar AB, Caceres PS, King-Medina KN, Liao TD, Datta I, Maskey D, Naggert JK, Mendez M, Beierwaltes WH, Ortiz PA. Role of Alström syndrome 1 in the regulation of blood pressure and renal function. JCI Insight 2018; 3:95076. [PMID: 30385718 DOI: 10.1172/jci.insight.95076] [Citation(s) in RCA: 18] [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: 06/28/2017] [Accepted: 09/26/2018] [Indexed: 01/22/2023] Open
Abstract
Elevated blood pressure (BP) and renal dysfunction are complex traits representing major global health problems. Single nucleotide polymorphisms identified by genome-wide association studies have identified the Alström syndrome 1 (ALMS1) gene locus to render susceptibility for renal dysfunction, hypertension, and chronic kidney disease (CKD). Mutations in the ALMS1 gene in humans causes Alström syndrome, characterized by progressive metabolic alterations including hypertension and CKD. Despite compelling genetic evidence, the underlying biological mechanism by which mutations in the ALMS1 gene lead to the above-mentioned pathophysiology is not understood. We modeled this effect in a KO rat model and showed that ALMS1 genetic deletion leads to hypertension. We demonstrate that the link between ALMS1 and hypertension involves the activation of the renal Na+/K+/2Cl- cotransporter NKCC2, mediated by regulation of its endocytosis. Our findings establish a link between the genetic susceptibility to hypertension, CKD, and the expression of ALMS1 through its role in a salt-reabsorbing tubular segment of the kidney. These data point to ALMS1 as a potentially novel gene involved in BP and renal function regulation.
Collapse
Affiliation(s)
- Ankita Bachhawat Jaykumar
- Hypertension and Vascular Research Division, Department of Internal Medicine, Henry Ford Hospital, Detroit, Michigan, USA.,Department of Physiology, Wayne State University School of Medicine, Detroit, Michigan, USA
| | - Paulo S Caceres
- Hypertension and Vascular Research Division, Department of Internal Medicine, Henry Ford Hospital, Detroit, Michigan, USA.,Department of Physiology, Wayne State University School of Medicine, Detroit, Michigan, USA
| | - Keyona N King-Medina
- Hypertension and Vascular Research Division, Department of Internal Medicine, Henry Ford Hospital, Detroit, Michigan, USA.,Department of Physiology, Wayne State University School of Medicine, Detroit, Michigan, USA
| | - Tang-Dong Liao
- Hypertension and Vascular Research Division, Department of Internal Medicine, Henry Ford Hospital, Detroit, Michigan, USA
| | - Indrani Datta
- Department of Public Health Sciences and.,Center for Bioinformatics, Henry Ford Health System, Detroit, Michigan, USA
| | - Dipak Maskey
- Hypertension and Vascular Research Division, Department of Internal Medicine, Henry Ford Hospital, Detroit, Michigan, USA
| | | | - Mariela Mendez
- Hypertension and Vascular Research Division, Department of Internal Medicine, Henry Ford Hospital, Detroit, Michigan, USA
| | - William H Beierwaltes
- Hypertension and Vascular Research Division, Department of Internal Medicine, Henry Ford Hospital, Detroit, Michigan, USA.,Department of Physiology, Wayne State University School of Medicine, Detroit, Michigan, USA
| | - Pablo A Ortiz
- Hypertension and Vascular Research Division, Department of Internal Medicine, Henry Ford Hospital, Detroit, Michigan, USA.,Department of Physiology, Wayne State University School of Medicine, Detroit, Michigan, USA
| |
Collapse
|
46
|
Ganapathy K, Datta I, Bhonde R. Astrocyte-Like Cells Differentiated from Dental Pulp Stem Cells Protect Dopaminergic Neurons Against 6-Hydroxydopamine Toxicity. Mol Neurobiol 2018; 56:4395-4413. [PMID: 30327976 DOI: 10.1007/s12035-018-1367-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [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: 08/23/2018] [Accepted: 09/25/2018] [Indexed: 12/20/2022]
Abstract
Dental pulp stem cells (DPSCs) are promising for use in neurodegenerative-diseases because of their neural crest origin. While neuronal differentiation of DPSCs has been shown, their plasticity towards astrocyte-like cells remains to be studied. We aimed to examine differentiation potential of DPSCs to astrocytes and their consequent neuroprotective role towards dopaminergic (DA) neurons under 6-hydroxydopamine (6-OHDA) toxicity. Induction of DPSCs to astrocytes with differentiation factors showed definitive increase in astrocyte-specific markers glial fibrillary acidic protein (GFAP), and excitatory amino acid transporter 2 along with glial calcium-binding protein S100β through FACS and immunofluorescence assays. RT-PCR and ELISA showed significant increase in BDNF and GDNF expression and secretion in astrocyte-differentiated DPSCs over naïve DPSCs. Neuroprotective role of these cells on DA neurons under 6-OHDA stress was evaluated by both contact and non-contact methods. FACS analysis of PKH26-stained SH-SY5Y homogenous cells in contact method and of TH immunopositive cells in primary midbrain culture in non-contact method both indicated higher survival of DA neurons in astrocyte-differentiated DPSCs over naïve DPSCs. Recovery of β-tubulin III and TH immunopositive cells was reduced in the presence of TrkB inhibitor, suggesting a key neuroprotective role of BDNF secretion by DPSCs. When nitric oxide (NO) release was inhibited by L-NAME in primary midbrain culture, BDNF release in co-culture under 6-OHDA stress reduced further in naïve DPSCs than in astrocyte-differentiated DPSCs, suggesting that BDNF release in naïve DPSCs is primarily regulated by paracrine signaling while for differentiated DPSCs, it is equally through autocrine and paracrine signaling with NO being the mediator. In conclusion, we suggest that DPSCs exposed to glial commitment cues exhibit substantial differentiation towards astrocyte-like cells with better neuroprotective activity against 6-OHDA toxicity than naïve DPSCs.
Collapse
Affiliation(s)
- Kavina Ganapathy
- Department of Biophysics, National Institute of Mental Health and Neurosciences, P.B. No - 2900, Hosur Road, Bengaluru, Karnataka, 560029, India.,School of Regenerative Medicine, Manipal University, Bengaluru, Karnataka, 560065, India
| | - Indrani Datta
- Department of Biophysics, National Institute of Mental Health and Neurosciences, P.B. No - 2900, Hosur Road, Bengaluru, Karnataka, 560029, India.
| | - Ramesh Bhonde
- School of Regenerative Medicine, Manipal University, Bengaluru, Karnataka, 560065, India.,Dr. D. Y. Patil Vidyapeeth, Pimpri, Pune, Maharashtra, 411018, India
| |
Collapse
|
47
|
Harding P, Bryson TD, Datta I, Wang Y, Levin AM. Abstract 410: Prostaglandin E2 Reduces Carnitine Palmitoyltransferase 2 in Adult Mouse Cardiomyocytes. Circ Res 2018. [DOI: 10.1161/res.123.suppl_1.410] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Prostaglandin E2 (PGE2) signals differently through its 4 receptor subtypes (EP1-EP4) to elicit diverse physiologic/pathologic effects. We previously reported that PGE2 via its EP3 receptor reduces cardiac contractility and male mice with cardiomyocyte-specific deletion of the EP4 receptor develop dilated cardiomyopathy. To determine pathway(s) responsible for the phenotype, we performed gene array on left ventricles from these mice followed by Ingenuity Pathway Analysis (IPA) which demonstrated that genes differentiating WT mice and EP4 KO mice were significantly overrepresented in mitochondrial (p=2.51x10
-28
) and oxidative phosphorylation (p=3.16 x10
-30
) pathways. Importantly, carnitine palmitoyltransferase 2 (cpt 2), an enzyme that transports fatty acids across the inner mitochondrial membrane was down-regulated in EP4 KO mice. We therefore hypothesized that PGE2 via EP3 decreases cpt 2 to impair mitochondrial function. To test this hypothesis, we used isolated mouse cardiomyocytes (AVM) from 16-18 week old male C57Bl/6 mice and treated them with either 1 μM of the EP3 agonist sulprostone (sulp), or PGE2. Treatment of AVM with sulp for 24 hrs. decreased cpt 2 levels from a control level of 1.0 to 0.57 ± 0.15, p < 0.05 and treatment with PGE2 decreased cpt 2 levels to 0.74 ± 0.27. Since cpt 2 is regulated by the transcription factor NR4A2 in other cell types, we investigated whether NR4A2 was regulated by PGE2 or sulp. NR4A2 levels were reduced after 4 hr. treatment with either PGE2 or by treatment with sulp; from a control value of 1.0 to 0.70 ± 0.16 and to 0.86 ± 0.01 respectively, p< 0.05 for sulp, n = 3. To associate these changes with mitochondrial function, we measured complex I activity with a spectrophotometric assay. Complex I activity was reduced by 50% (p < 0.05) by 4 hr. treatment with PGE2, from 1.32 ± 0.36 to 0.66 ± 0.08 mOD/min, and this was associated with reduced expression of multiple genes from mitochondrial pathways including sub units of mitochondrial NADH dehydrogenase ubiquinone flavoprotein (Nduf), a component of complex I. In conclusion, these results suggest that increased PGE2 and its EP3 receptor in heart disease may contribute to impaired mitochondrial function and provide yet another link between inflammation and cardiac dysfunction.
Collapse
Affiliation(s)
| | | | | | - Yun Wang
- Henry Ford Health System, Detroit, MI
| | | |
Collapse
|
48
|
Chen Y, Li J, Sadasivan S, She R, Datta I, Chitale D, Gupta N, Davis MB, Rogers CG, Newman LA, Paris PL, Rybicki BA, Levin AM. Abstract 4231: Breast and prostate cancers harbor common somatic copy number alterations that consistently differ by race-ethnicity. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-4231] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Pan-cancer studies of somatic copy number alterations (SCNAs) have demonstrated shared SCNAs across cancer types, but whether these shared SCNAs vary by race-ethnicity has not been explored. Utilizing data from The Cancer Genome Atlas (TCGA), we identified SCNAs in breast and prostate tumors, two cancers with racially-disparate outcomes, and then tested for differences in SCNA magnitude by self-reported African American and European American race-ethnicity, as well as by regional chromosomal African ancestry within African Americans. GISTIC2 was applied to high density SNP array data to map SCNA regions in 712 European and 174 African American female breast tumors and 267 European and 42 African American prostate tumors derived from the TCGA dataset. For each tumor, SCNA magnitude was quantified by the area under the logarithm-base 2 copy number curve, and the germline ancestral origin of SCNAs was inferred using RFMix. A linear model was used to assess the association between SCNA magnitude and race-ethnicity (or regional African ancestry) while adjusting age-at-diagnosis and tumor severity. Race-differentiated SCNAs common to breast and prostate were found at chromosomes 5q11-21, 6q12-14, 6q16-22, 8q21-24, 11q22, 13q12-21, and 16q21-24, with 8q21-24 being the only amplification. African American breast and prostate tumors had higher magnitude alterations in the regions on 5q11-21, 8q21-24, 11q22, and 13q12-21, and among African Americans, this higher magnitude at 8q21-24 and 13q12-21 was consistent with increasing regional African ancestry. Within these regions with higher magnitude SCNAs in African Americans, expression analysis revealed 18 cancer genes, including RB1 and PVT1, differentially expressed by race-ethnicity in both tumors types that were consistent with the observed SCNA differences. While differences in SCNAs by race-ethnicity have been studied in single cancers, this is the first study to identify race-differentiated SCNAs shared by two hormonally-driven cancers and to explore the potential of germline genetic ancestry as a mechanism leading to this differentiation. The differentially expressed genes within SCNAs common to both tumor types could provide further insight into the racially disparate outcomes in breast and prostate cancers.
Citation Format: Yalei Chen, Jia Li, Sudha Sadasivan, Ruicong She, Indrani Datta, Dhananjay Chitale, Nilesh Gupta, Melissa B. Davis, Craig G. Rogers, Lisa A. Newman, Pamela L. Paris, Benjamin A. Rybicki, Albert M. Levin. Breast and prostate cancers harbor common somatic copy number alterations that consistently differ by race-ethnicity [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 4231.
Collapse
Affiliation(s)
| | - Jia Li
- 1Henry Ford Health System, Detroit, MI
| | | | | | | | | | | | | | | | | | - Pamela L. Paris
- 2University of California at San Francisco, San Francisco, CA
| | | | | |
Collapse
|
49
|
Giri S, poisson L, Singh J, Datta I, Suhail H, Mangalam AK, Cerghet M, Elias SB, Rattan R. Blood-based untargeted metabolomics in Relapsing-Remitting Multiple Sclerosis revealed testable therapeutic target. The Journal of Immunology 2018. [DOI: 10.4049/jimmunol.200.supp.45.24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Abstract
Relapsing-remitting (RRMS), a most common form of MS, is characterized by acute attacks alternated by partial or complete recovery periods. The major focus of our research is to identify the therapeutic target using metabolomics. Metabolomics is a fast emerging field which can provide a direct “functional readout of the physiological state” of an organism. Identification of blood-based metabolic pathway(s) in relapsing-remitting form of MS (RRMS) which could be used for therapy. Using untargeted ultra-performance liquid and gas mass spectrometry, we measured serum metabolites from 33 RRMS patients, and 14 healthy subjects (HS). A total of 621 known metabolites were detected and 60 metabolites were significantly altered in the serum of RRMS compared to HS. Bioinformatics analysis revealed four metabolic pathways altered in RRMS including glycerophospholipid, citrate cycle, sphingolipids, and pyruvate metabolism. PBMCs isolated from RRMS patients exhibited higher glycolysis suggesting altered metabolic state of immune cells. EAE mice treated with glycolytic inhibitor 2-deoxyglucose (2-DG; once daily), resulted in a significantly delayed (P<0.001) the disease progression. 2DG inhibited (P<0.01) interleukin 17 production by reducing glycolysis (P<0.01) in monocytes of treated EAE group. Using untargeted metabolomic and Seahorse bioanalyzer approaches, we document that RRMS patients showed altered metabolic state “metabotype”. Targeting glycolysis, upstream of metabolic pathways altered in RRMS, using pharmacological inhibitor ameliorated the disease progression and pathology in a preclinical model of MS.
Collapse
|
50
|
Worsham MJ, Chen KM, Datta I, Stephen JK, Chitale D, Ghanem T, Jones L, Garcia-Rodriquez L, Divine G. Abstract A26: Network integration of epigenomic data in HPV-associated head and neck cancer. Cancer Res 2017. [DOI: 10.1158/1538-7445.newfront17-a26] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
The majority of published studies investigating driver genes have focused primarily on genomic mutations which have led to novel study designs (basket trials) where patients with a rare mutation, regardless of tumor histology, are matched to a drug expected to work through the mutated pathway. This dominant focus on genomic mutations has overshadowed consideration of inclusion of epigenetic information. Epigenetic silencing of driver genes leads to various genomic alterations, including mismatch repair deficiency, altered DNA repair and loss of chromosomal stability. In human papilloma virus (HPV) positive head and neck squamous cell carcinoma (HNSCC), recent studies are beginning to establish a mechanistic role for DNA methylation with potential to impact improved survival outcomes. The purpose of this study was to illustrate network integration of epigenomic data in head and neck cancer to prioritize elements that drive biological states. Causal Networks are small hierarchical networks of regulators whose activity can be modulated by the expression of downstream target genes to enhance understanding of the effect of upstream master regulators on disease or function. To further establish the driver potential of 11 genes: C14orf162/ CCDC177, CDH8, CRMP1, ELMO1, HTR1E, MEI1, MSX2, PCDH10, PCDHB11, PITX2, SYN2 previously reported as significantly differentially methylated between HPV positive and HPV negative HNSCC tumor samples, and subsequently validated by our group in two independent sample sets, their master regulatory networks were identified utilizing Causal Network Analysis (CNA) software from Ingenuity Pathway Analysis. To reflect expected gene expression direction implied by methylation changes, the inverse of the methylation ratio from HPV positive vs. HPV negative HNSCC was used for CNA. CNA identified 23 top hierarchical networks (significant z score of absolute 2) associated with HNSCC and their corresponding master regulatory molecules characterized as transcription regulators and kinase inhibitors among others. Of the 11 target genes, 7 had representation in multiple networks; CRMP1 in 21/23, MSX2 and SYN2 in 20/23, CDH8 and PITX2 in 17/23, PCDH10 in 10/23, and ELMO1 in 5/23 networks. Of the 23 networks, 12 indicated activation and 11 inhibition by at least 4 or more of the 7 target genes. Master regulators were within 2 or 3 hops (intermediate regulators) to the target genes. CNA raised the profile of CDH8, CRMP1, ELMO1, MSX2, PCDH10, SYN2, and PITX2 (7/11 target genes) for further consideration as epigenetic drivers of HPV-associated HNSCC.
Support: Komen Foundation: KG110218
Citation Format: Maria J. Worsham, Kang Mei Chen, Indrani Datta, Josena K. Stephen, Dhananjay Chitale, Tamer Ghanem, Lamont Jones, Laura Garcia-Rodriquez, George Divine. Network integration of epigenomic data in HPV-associated head and neck cancer [abstract]. In: Proceedings of the AACR International Conference: New Frontiers in Cancer Research; 2017 Jan 18-22; Cape Town, South Africa. Philadelphia (PA): AACR; Cancer Res 2017;77(22 Suppl):Abstract nr A26.
Collapse
|