1
|
Knepp B, Navi BB, Rodriguez F, DeAngelis LM, Elkind MSV, Iadecola C, Sherman CP, Tagawa ST, Saxena A, Ocean AJ, Hull H, Jickling G, Sharp FR, Ander BP, Stamova B. Ischemic Stroke with Comorbid Cancer Has Specific miRNA-mRNA Networks in Blood That Vary by Ischemic Stroke Mechanism. Ann Neurol 2024. [PMID: 38874304 DOI: 10.1002/ana.26997] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2023] [Revised: 05/22/2024] [Accepted: 05/24/2024] [Indexed: 06/15/2024]
Abstract
OBJECTIVE Approximately half of ischemic strokes (IS) in cancer patients are cryptogenic, with many presumed cardioembolic. We evaluated whether there were specific miRNA and mRNA transcriptome architectures in peripheral blood of IS patients with and without comorbid cancer, and between cardioembolic versus noncardioembolic IS etiologies in comorbid cancer. METHODS We studied patients with cancer and IS (CS; n = 42), stroke only (SO; n = 41), and cancer only (n = 28), and vascular risk factor-matched controls (n = 30). mRNA-Seq and miRNA-Seq data, analyzed with linear regression models, identified differentially expressed genes in CS versus SO and in cardioembolic versus noncardioembolic CS, and miRNA-mRNA regulatory pairs. Network-level analyses identified stroke etiology-specific responses in CS. RESULTS A total of 2,085 mRNAs and 31 miRNAs were differentially expressed between CS and SO. In CS, 122 and 35 miRNA-mRNA regulatory pairs, and 5 and 3 coexpressed gene modules, were associated with cardioembolic and noncardioembolic CS, respectively. Complement, growth factor, and immune/inflammatory pathways showed differences between IS etiologies in CS. A 15-gene biomarker panel assembled from a derivation cohort (n = 50) correctly classified 81% of CS and 71% of SO participants in a validation cohort (n = 33). Another 15-gene panel correctly identified etiologies for 13 of 13 CS-cardioembolic and 11 of 11 CS-noncardioembolic participants upon cross-validation; 11 of 16 CS-cryptogenic participants were predicted cardioembolic. INTERPRETATION We discovered unique mRNA and miRNA transcriptome architecture in CS and SO, and in CS with different IS etiologies. Cardioembolic and noncardioembolic etiologies in CS showed unique coexpression networks and potential master regulators. These may help distinguish CS from SO and identify IS etiology in cryptogenic CS patients. ANN NEUROL 2024.
Collapse
Affiliation(s)
- Bodie Knepp
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
| | - Babak B Navi
- Clinical and Translational Neuroscience Unit, Department of Neurology, Weill Cornell Medicine, Feil Family Brain and Mind Research Institute, New York, NY, USA
- Department of Neurology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Fernando Rodriguez
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
| | - Lisa M DeAngelis
- Department of Neurology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Mitchell S V Elkind
- Department of Neurology, Vagelos College of Physicians and Surgeons and Epidemiology, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Costantino Iadecola
- Clinical and Translational Neuroscience Unit, Department of Neurology, Weill Cornell Medicine, Feil Family Brain and Mind Research Institute, New York, NY, USA
| | - Carla P Sherman
- Clinical and Translational Neuroscience Unit, Department of Neurology, Weill Cornell Medicine, Feil Family Brain and Mind Research Institute, New York, NY, USA
| | - Scott T Tagawa
- Division of Hematology and Oncology, Department of Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Ashish Saxena
- Division of Hematology and Oncology, Department of Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Allyson J Ocean
- Division of Hematology and Oncology, Department of Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Heather Hull
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
| | - Glen Jickling
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
- Division of Neurology, Department of Medicine, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, Canada
| | - Frank R Sharp
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
| | - Bradley P Ander
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
| | - Boryana Stamova
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
| |
Collapse
|
2
|
Ghinea FS, Ionică MV, Liliac IM, Pătru S, Olaru DG, Popa-Wagner A. The Impact of Juvenile Microglia Transcriptomics on the Adult Brain Regeneration after Cerebral Ischemia. CURRENT HEALTH SCIENCES JOURNAL 2024; 50:133-150. [PMID: 38846476 PMCID: PMC11151955 DOI: 10.12865/chsj.50.01.17] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Figures] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Accepted: 02/22/2024] [Indexed: 06/09/2024]
Abstract
Microglial cells play a pivotal role in the brain's health and operation through all stages of life and in the face of illness. The contributions of microglia during the developmental phase of the brain markedly contrast with their contributions in the brain of adults after injury. Enhancing our understanding of the pathological mechanisms that involve microglial activity in brains as they age and in cerebrovascular conditions is crucial for informing the creation of novel therapeutic approaches. In this work we provide results on microglia transcriptomics in the juvenile vs injured adult brain and its impact on adult brain regeneration after cerebral ischemia. During fetal brain development, microglia cells are involved in gliogenesis, angiogenesis, axonal outgrowth, synaptogenesis, neurogenesis and synaptic reorganization by engulfing neuronal extensions. Within the mature, intact brain, microglial cells exhibit reduced movement of their processes in response to minimal neuronal activity, while they continuously monitor their surroundings and clear away cellular debris. Following a stroke in the adult brain, inflammation, neurodegeneration, or disruptions in neural equilibrium trigger alterations in both the genetic blueprint and the structure and roles of microglia, a state often described as "activated" microglia. Such genetic shifts include a notable increase in the pathways related to phagosomes, lysosomes, and the presentation of antigens, coupled with a rise in the expression of genes linked to cell surface receptors. We conclude that a comparison of microglia transcriptomic activity during brain development and post-stroke adult brain might provide us with new clues about how neurodegeneration occurs in the adult brain. This information could very useful to develop drugs to slow down or limit the post-stroke pathology and improve clinical outcome.
Collapse
Affiliation(s)
- Flavia Semida Ghinea
- Experimental Research Center for Normal and Pathological Aging, University of Medicine and Medicine Craiova, Romania
| | - Marius Viorel Ionică
- Experimental Research Center for Normal and Pathological Aging, University of Medicine and Medicine Craiova, Romania
| | | | - Simion Pătru
- Experimental Research Center for Normal and Pathological Aging, University of Medicine and Medicine Craiova, Romania
| | - Denisa Greta Olaru
- Experimental Research Center for Normal and Pathological Aging, University of Medicine and Medicine Craiova, Romania
| | - Aurel Popa-Wagner
- Experimental Research Center for Normal and Pathological Aging, University of Medicine and Medicine Craiova, Romania
| |
Collapse
|
3
|
Doty RT, Lausted CG, Munday AD, Yang Z, Yan X, Meng C, Tian Q, Abkowitz JL. The transcriptomic landscape of normal and ineffective erythropoiesis at single-cell resolution. Blood Adv 2023; 7:4848-4868. [PMID: 37352261 PMCID: PMC10469080 DOI: 10.1182/bloodadvances.2023010382] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Revised: 05/15/2023] [Accepted: 06/07/2023] [Indexed: 06/25/2023] Open
Abstract
The anemias of myelodysplastic syndrome (MDS) and Diamond Blackfan anemia (DBA) are generally macrocytic and always reflect ineffective erythropoiesis yet result from diverse genetic mutations. To delineate shared mechanisms that lead to cell death, we studied the fate of single erythroid marrow cells from individuals with DBA or MDS-5q. We defined an unhealthy (vs healthy) differentiation trajectory using transcriptional pseudotime and cell surface proteins. The pseudotime trajectories diverge immediately after cells upregulate transferrin receptor (CD71), import iron, and initiate heme synthesis, although cell death occurs much later. Cells destined to die express high levels of heme-responsive genes, including ribosomal protein and globin genes, whereas surviving cells downregulate heme synthesis and upregulate DNA damage response, hypoxia, and HIF1 pathways. Surprisingly, 24% ± 12% of cells from control subjects follow the unhealthy trajectory, implying that heme might serve as a rheostat directing cells to live or die. When heme synthesis was inhibited with succinylacetone, more DBA cells followed the healthy trajectory and survived. We also noted high numbers of messages with retained introns that increased as erythroid cells matured, confirmed the rapid cycling of colony forming unit-erythroid, and demonstrated that cell cycle timing is an invariant property of differentiation stage. Including unspliced RNA in pseudotime determinations allowed us to reliably align independent data sets and accurately query stage-specific transcriptomic changes. MDS-5q (unlike DBA) results from somatic mutation, so many normal (unmutated) erythroid cells persist. By independently tracking erythroid differentiation of cells with and without chromosome 5q deletions, we gained insight into why 5q+ cells cannot expand to prevent anemia.
Collapse
Affiliation(s)
- Raymond T. Doty
- Division of Hematology, Department of Medicine, University of Washington, Seattle, WA
| | | | - Adam D. Munday
- Division of Hematology, Department of Medicine, University of Washington, Seattle, WA
| | - Zhantao Yang
- Division of Hematology, Department of Medicine, University of Washington, Seattle, WA
| | | | | | - Qiang Tian
- Institute for Systems Biology, Seattle, WA
| | - Janis L. Abkowitz
- Division of Hematology, Department of Medicine, University of Washington, Seattle, WA
| |
Collapse
|
4
|
Shetty SV, Mazzucco MR, Winokur P, Haigh SV, Rumah KR, Fischetti VA, Vartanian T, Linden JR. Clostridium perfringens Epsilon Toxin Binds to and Kills Primary Human Lymphocytes. Toxins (Basel) 2023; 15:423. [PMID: 37505692 PMCID: PMC10467094 DOI: 10.3390/toxins15070423] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Revised: 05/30/2023] [Accepted: 06/07/2023] [Indexed: 07/29/2023] Open
Abstract
Clostridium perfringens epsilon toxin (ETX) is the third most lethal bacterial toxin and has been suggested to be an environmental trigger of multiple sclerosis, an immune-mediated disease of the human central nervous system. However, ETX cytotoxicity on primary human cells has not been investigated. In this article, we demonstrate that ETX preferentially binds to and kills human lymphocytes expressing increased levels of the myelin and lymphocyte protein MAL. Using flow cytometry, ETX binding was determined to be time and dose dependent and was highest for CD4+ cells, followed by CD8+ and then CD19+ cells. Similar results were seen with ETX-induced cytotoxicity. To determine if ETX preference for CD4+ cells was related to MAL expression, MAL gene expression was determined by RT-qPCR. CD4+ cells had the highest amount of Mal gene expression followed by CD8+ and CD19+ cells. These data indicate that primary human cells are susceptible to ETX and support the hypothesis that MAL is a main receptor for ETX. Interestingly, ETX bindings to human lymphocytes suggest that ETX may influence immune response in multiple sclerosis.
Collapse
Affiliation(s)
- Samantha V. Shetty
- Feil Family Brain and Mind Research Institute, Weill Cornell Medical College, New York, NY 10065, USA (T.V.)
| | - Michael R. Mazzucco
- Feil Family Brain and Mind Research Institute, Weill Cornell Medical College, New York, NY 10065, USA (T.V.)
| | - Paige Winokur
- Harold and Margaret Milliken Hatch Laboratory of Neuro-Endocrinology Rockefeller University, New York, NY 10065, USA
| | - Sylvia V. Haigh
- Feil Family Brain and Mind Research Institute, Weill Cornell Medical College, New York, NY 10065, USA (T.V.)
| | - Kareem Rashid Rumah
- Laboratory of Bacterial Pathogenesis and Immunology, Rockefeller University, New York, NY 10065, USA
| | - Vincent A. Fischetti
- Laboratory of Bacterial Pathogenesis and Immunology, Rockefeller University, New York, NY 10065, USA
| | - Timothy Vartanian
- Feil Family Brain and Mind Research Institute, Weill Cornell Medical College, New York, NY 10065, USA (T.V.)
| | - Jennifer R. Linden
- Feil Family Brain and Mind Research Institute, Weill Cornell Medical College, New York, NY 10065, USA (T.V.)
| |
Collapse
|
5
|
Carmona-Mora P, Knepp B, Jickling GC, Zhan X, Hakoupian M, Hull H, Alomar N, Amini H, Sharp FR, Stamova B, Ander BP. Monocyte, neutrophil, and whole blood transcriptome dynamics following ischemic stroke. BMC Med 2023; 21:65. [PMID: 36803375 PMCID: PMC9942321 DOI: 10.1186/s12916-023-02766-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Accepted: 12/21/2022] [Indexed: 02/22/2023] Open
Abstract
BACKGROUND After ischemic stroke (IS), peripheral leukocytes infiltrate the damaged region and modulate the response to injury. Peripheral blood cells display distinctive gene expression signatures post-IS and these transcriptional programs reflect changes in immune responses to IS. Dissecting the temporal dynamics of gene expression after IS improves our understanding of immune and clotting responses at the molecular and cellular level that are involved in acute brain injury and may assist with time-targeted, cell-specific therapy. METHODS The transcriptomic profiles from peripheral monocytes, neutrophils, and whole blood from 38 ischemic stroke patients and 18 controls were analyzed with RNA-seq as a function of time and etiology after stroke. Differential expression analyses were performed at 0-24 h, 24-48 h, and >48 h following stroke. RESULTS Unique patterns of temporal gene expression and pathways were distinguished for monocytes, neutrophils, and whole blood with enrichment of interleukin signaling pathways for different time points and stroke etiologies. Compared to control subjects, gene expression was generally upregulated in neutrophils and generally downregulated in monocytes over all times for cardioembolic, large vessel, and small vessel strokes. Self-organizing maps identified gene clusters with similar trajectories of gene expression over time for different stroke causes and sample types. Weighted Gene Co-expression Network Analyses identified modules of co-expressed genes that significantly varied with time after stroke and included hub genes of immunoglobulin genes in whole blood. CONCLUSIONS Altogether, the identified genes and pathways are critical for understanding how the immune and clotting systems change over time after stroke. This study identifies potential time- and cell-specific biomarkers and treatment targets.
Collapse
Affiliation(s)
- Paulina Carmona-Mora
- Department of Neurology and M.I.N.D, Institute, M.I.N.D. Institute Bioscience Labs, School of Medicine, University of California at Davis, 2805 50th St, Room 2434, Sacramento, CA, 95817, USA.
| | - Bodie Knepp
- Department of Neurology and M.I.N.D, Institute, M.I.N.D. Institute Bioscience Labs, School of Medicine, University of California at Davis, 2805 50th St, Room 2434, Sacramento, CA, 95817, USA
| | - Glen C Jickling
- Division of Neurology, Department of Medicine, Faculty of Medicine and Dentistry, University of Alberta, 87 Avenue & 114 Street, Edmonton, AB, T6G 2J7, Canada
| | - Xinhua Zhan
- Department of Neurology and M.I.N.D, Institute, M.I.N.D. Institute Bioscience Labs, School of Medicine, University of California at Davis, 2805 50th St, Room 2434, Sacramento, CA, 95817, USA
| | - Marisa Hakoupian
- Department of Neurology and M.I.N.D, Institute, M.I.N.D. Institute Bioscience Labs, School of Medicine, University of California at Davis, 2805 50th St, Room 2434, Sacramento, CA, 95817, USA
| | - Heather Hull
- Department of Neurology and M.I.N.D, Institute, M.I.N.D. Institute Bioscience Labs, School of Medicine, University of California at Davis, 2805 50th St, Room 2434, Sacramento, CA, 95817, USA
| | - Noor Alomar
- Department of Neurology and M.I.N.D, Institute, M.I.N.D. Institute Bioscience Labs, School of Medicine, University of California at Davis, 2805 50th St, Room 2434, Sacramento, CA, 95817, USA
| | - Hajar Amini
- Department of Neurology and M.I.N.D, Institute, M.I.N.D. Institute Bioscience Labs, School of Medicine, University of California at Davis, 2805 50th St, Room 2434, Sacramento, CA, 95817, USA
| | - Frank R Sharp
- Department of Neurology and M.I.N.D, Institute, M.I.N.D. Institute Bioscience Labs, School of Medicine, University of California at Davis, 2805 50th St, Room 2434, Sacramento, CA, 95817, USA
| | - Boryana Stamova
- Department of Neurology and M.I.N.D, Institute, M.I.N.D. Institute Bioscience Labs, School of Medicine, University of California at Davis, 2805 50th St, Room 2434, Sacramento, CA, 95817, USA
| | - Bradley P Ander
- Department of Neurology and M.I.N.D, Institute, M.I.N.D. Institute Bioscience Labs, School of Medicine, University of California at Davis, 2805 50th St, Room 2434, Sacramento, CA, 95817, USA
| |
Collapse
|
6
|
Pinosanu LR, Capitanescu B, Glavan D, Godeanu S, Cadenas IF, Doeppner TR, Hermann DM, Balseanu AT, Bogdan C, Popa-Wagner A. Neuroglia Cells Transcriptomic in Brain Development, Aging and Neurodegenerative Diseases. Aging Dis 2023; 14:63-83. [PMID: 36818562 PMCID: PMC9937697 DOI: 10.14336/ad.2022.0621] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Accepted: 06/21/2022] [Indexed: 11/18/2022] Open
Abstract
Glia cells are essential for brain functioning during development, aging and disease. However, the role of astroglia plays during brain development is quite different from the role played in the adult lesioned brain. Therefore, a deeper understanding of pathomechanisms underlying astroglia activity in the aging brain and cerebrovascular diseases is essential to guide the development of new therapeutic strategies. To this end, this review provides a comparison between the transcriptomic activity of astroglia cells during development, aging and neurodegenerative diseases, including cerebral ischemia. During fetal brain development, astrocytes and microglia often affect the same developmental processes such as neuro-/gliogenesis, angiogenesis, axonal outgrowth, synaptogenesis, and synaptic pruning. In the adult brain astrocytes are a critical player in the synapse remodeling by mediating synapse elimination while microglia activity has been associated with changes in synaptic plasticity and remove cell debris by constantly sensing the environment. However, in the lesioned brain astrocytes proliferate and play essential functions with regard to energy supply to the neurons, neurotransmission and buildup of a protective scar isolating the lesion site from the surroundings. Inflammation, neurodegeneration, or loss of brain homeostasis induce changes in microglia gene expression, morphology, and function, generally referred to as "primed" microglia. These changes in gene expression are characterized by an enrichment of phagosome, lysosome, and antigen presentation signaling pathways and is associated with an up-regulation of genes encoding cell surface receptors. In addition, primed microglia are characterized by upregulation of a network of genes in response to interferon gamma. Conclusion. A comparison of astroglia cells transcriptomic activity during brain development, aging and neurodegenerative disorders might provide us with new therapeutic strategies with which to protect the aging brain and improve clinical outcome.
Collapse
Affiliation(s)
- Leonard Radu Pinosanu
- Experimental Research Center for Normal and Pathological Aging (ARES), University of Medicine and Pharmacy of Craiova, Craiova, Romania.
| | - Bogdan Capitanescu
- Experimental Research Center for Normal and Pathological Aging (ARES), University of Medicine and Pharmacy of Craiova, Craiova, Romania.
| | - Daniela Glavan
- Psychiatric clinic, University of Medicine and Pharmacy Craiova, Craiova, Romania.
| | - Sanziana Godeanu
- Experimental Research Center for Normal and Pathological Aging (ARES), University of Medicine and Pharmacy of Craiova, Craiova, Romania.
| | - Israel Ferna´ndez Cadenas
- Stroke Pharmacogenomics and Genetics group, Sant Pau Hospital Institute of Research, Barcelona, Spain.
| | - Thorsten R. Doeppner
- Department of Neurology, University Hospital Giessen, Giessen, Germany.,University of Göttingen Medical School, Department of Neurology, Göttingen, Germany.
| | - Dirk M. Hermann
- Vascular Neurology, Dementia and Ageing Research, Department of Neurology, University Hospital Essen, University of Duisburg-Essen, Hufelandstrasse 55, Germany.
| | - Adrian-Tudor Balseanu
- Experimental Research Center for Normal and Pathological Aging (ARES), University of Medicine and Pharmacy of Craiova, Craiova, Romania.
| | - Catalin Bogdan
- Experimental Research Center for Normal and Pathological Aging (ARES), University of Medicine and Pharmacy of Craiova, Craiova, Romania.,Vascular Neurology, Dementia and Ageing Research, Department of Neurology, University Hospital Essen, University of Duisburg-Essen, Hufelandstrasse 55, Germany.,Correspondence should be addressed to: Dr. Aurel Popa-Wagner () and Dr. Catalin Bogdan (), University Hospital Essen, University of Duisburg-Essen, Hufelandstrasse 55, 45147 Essen, Germany
| | - Aurel Popa-Wagner
- Experimental Research Center for Normal and Pathological Aging (ARES), University of Medicine and Pharmacy of Craiova, Craiova, Romania.,Vascular Neurology, Dementia and Ageing Research, Department of Neurology, University Hospital Essen, University of Duisburg-Essen, Hufelandstrasse 55, Germany.,Correspondence should be addressed to: Dr. Aurel Popa-Wagner () and Dr. Catalin Bogdan (), University Hospital Essen, University of Duisburg-Essen, Hufelandstrasse 55, 45147 Essen, Germany
| |
Collapse
|
7
|
Amini H, Knepp B, Rodriguez F, Jickling GC, Hull H, Carmona-Mora P, Bushnell C, Ander BP, Sharp FR, Stamova B. Early peripheral blood gene expression associated with good and poor 90-day ischemic stroke outcomes. J Neuroinflammation 2023; 20:13. [PMID: 36691064 PMCID: PMC9869610 DOI: 10.1186/s12974-022-02680-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Accepted: 12/21/2022] [Indexed: 01/24/2023] Open
Abstract
BACKGROUND This study identified early immune gene responses in peripheral blood associated with 90-day ischemic stroke (IS) outcomes. METHODS Peripheral blood samples from the CLEAR trial IS patients at ≤ 3 h, 5 h, and 24 h after stroke were compared to vascular risk factor matched controls. Whole-transcriptome analyses identified genes and networks associated with 90-day IS outcome assessed using the modified Rankin Scale (mRS) and the NIH Stroke Scale (NIHSS). RESULTS The expression of 467, 526, and 571 genes measured at ≤ 3, 5 and 24 h after IS, respectively, were associated with poor 90-day mRS outcome (mRS ≥ 3), while 49, 100 and 35 genes at ≤ 3, 5 and 24 h after IS were associated with good mRS 90-day outcome (mRS ≤ 2). Poor outcomes were associated with up-regulated genes or pathways such as IL-6, IL-7, IL-1, STAT3, S100A12, acute phase response, P38/MAPK, FGF, TGFA, MMP9, NF-kB, Toll-like receptor, iNOS, and PI3K/AKT. There were 94 probe sets shared for poor outcomes vs. controls at all three time-points that correlated with 90-day mRS; 13 probe sets were shared for good outcomes vs. controls at all three time-points; and 46 probe sets were shared for poor vs. good outcomes at all three time-points that correlated with 90-day mRS. Weighted Gene Co-Expression Network Analysis (WGCNA) revealed modules significantly associated with 90-day outcome for mRS and NIHSS. Poor outcome modules were enriched with up-regulated neutrophil genes and with down-regulated T cell, B cell and monocyte-specific genes; and good outcome modules were associated with erythroblasts and megakaryocytes. Finally, genes identified by genome-wide association studies (GWAS) to contain significant stroke risk loci or loci associated with stroke outcome including ATP2B, GRK5, SH3PXD2A, CENPQ, HOXC4, HDAC9, BNC2, PTPN11, PIK3CG, CDK6, and PDE4DIP were significantly differentially expressed as a function of stroke outcome in the current study. CONCLUSIONS This study suggests the immune response after stroke may impact functional outcomes and that some of the early post-stroke gene expression markers associated with outcome could be useful for predicting outcomes and could be targets for improving outcomes.
Collapse
Affiliation(s)
- Hajar Amini
- grid.413079.80000 0000 9752 8549Department of Neurology, University of California at Davis, MIND Institute Biosciences Building Room 2417, 2805 50th Street, Sacramento, CA USA
| | - Bodie Knepp
- grid.413079.80000 0000 9752 8549Department of Neurology, University of California at Davis, MIND Institute Biosciences Building Room 2417, 2805 50th Street, Sacramento, CA USA
| | - Fernando Rodriguez
- grid.413079.80000 0000 9752 8549Department of Neurology, University of California at Davis, MIND Institute Biosciences Building Room 2417, 2805 50th Street, Sacramento, CA USA
| | - Glen C. Jickling
- grid.17089.370000 0001 2190 316XDivision of Neurology, University of Alberta, Edmonton, AB Canada
| | - Heather Hull
- grid.413079.80000 0000 9752 8549Department of Neurology, University of California at Davis, MIND Institute Biosciences Building Room 2417, 2805 50th Street, Sacramento, CA USA
| | - Paulina Carmona-Mora
- grid.413079.80000 0000 9752 8549Department of Neurology, University of California at Davis, MIND Institute Biosciences Building Room 2417, 2805 50th Street, Sacramento, CA USA
| | - Cheryl Bushnell
- grid.241167.70000 0001 2185 3318Wake Forest University School of Medicine, Winston Salem, NC USA
| | - Bradley P. Ander
- grid.413079.80000 0000 9752 8549Department of Neurology, University of California at Davis, MIND Institute Biosciences Building Room 2417, 2805 50th Street, Sacramento, CA USA
| | - Frank R. Sharp
- grid.413079.80000 0000 9752 8549Department of Neurology, University of California at Davis, MIND Institute Biosciences Building Room 2417, 2805 50th Street, Sacramento, CA USA
| | - Boryana Stamova
- grid.413079.80000 0000 9752 8549Department of Neurology, University of California at Davis, MIND Institute Biosciences Building Room 2417, 2805 50th Street, Sacramento, CA USA
| |
Collapse
|
8
|
Sadler MC, Auwerx C, Lepik K, Porcu E, Kutalik Z. Quantifying the role of transcript levels in mediating DNA methylation effects on complex traits and diseases. Nat Commun 2022; 13:7559. [PMID: 36477627 PMCID: PMC9729239 DOI: 10.1038/s41467-022-35196-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Accepted: 11/22/2022] [Indexed: 12/12/2022] Open
Abstract
High-dimensional omics datasets provide valuable resources to determine the causal role of molecular traits in mediating the path from genotype to phenotype. Making use of molecular quantitative trait loci (QTL) and genome-wide association study (GWAS) summary statistics, we propose a multivariable Mendelian randomization (MVMR) framework to quantify the proportion of the impact of the DNA methylome (DNAm) on complex traits that is propagated through the assayed transcriptome. Evaluating 50 complex traits, we find that on average at least 28.3% (95% CI: [26.9%-29.8%]) of DNAm-to-trait effects are mediated through (typically multiple) transcripts in the cis-region. Several regulatory mechanisms are hypothesized, including methylation of the promoter probe cg10385390 (chr1:8'022'505) increasing the risk for inflammatory bowel disease by reducing PARK7 expression. The proposed integrative framework can be extended to other omics layers to identify causal molecular chains, providing a powerful tool to map and interpret GWAS signals.
Collapse
Affiliation(s)
- Marie C Sadler
- University Center for Primary Care and Public Health, Lausanne, Switzerland.
- Swiss Institute of Bioinformatics, Lausanne, Switzerland.
- Department of Computational Biology, University of Lausanne, Lausanne, Switzerland.
| | - Chiara Auwerx
- University Center for Primary Care and Public Health, Lausanne, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
- Department of Computational Biology, University of Lausanne, Lausanne, Switzerland
- Center for Integrative Genomics, University of Lausanne, Lausanne, Switzerland
| | - Kaido Lepik
- University Center for Primary Care and Public Health, Lausanne, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
- Department of Computational Biology, University of Lausanne, Lausanne, Switzerland
| | - Eleonora Porcu
- University Center for Primary Care and Public Health, Lausanne, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
- Department of Computational Biology, University of Lausanne, Lausanne, Switzerland
- Center for Integrative Genomics, University of Lausanne, Lausanne, Switzerland
| | - Zoltán Kutalik
- University Center for Primary Care and Public Health, Lausanne, Switzerland.
- Swiss Institute of Bioinformatics, Lausanne, Switzerland.
- Department of Computational Biology, University of Lausanne, Lausanne, Switzerland.
| |
Collapse
|
9
|
Knepp B, Ander BP, Jickling GC, Hull H, Yee AH, Ng K, Rodriguez F, Carmona-Mora P, Amini H, Zhan X, Hakoupian M, Alomar N, Sharp FR, Stamova B. Gene expression changes implicate specific peripheral immune responses to Deep and Lobar Intracerebral Hemorrhages in humans. BRAIN HEMORRHAGES 2022; 3:155-176. [PMID: 36936603 PMCID: PMC10019834 DOI: 10.1016/j.hest.2022.04.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
The peripheral immune system response to Intracerebral Hemorrhage (ICH) may differ with ICH in different brain locations. Thus, we investigated peripheral blood mRNA expression of Deep ICH, Lobar ICH, and vascular risk factor-matched control subjects (n = 59). Deep ICH subjects usually had hypertension. Some Lobar ICH subjects had cerebral amyloid angiopathy (CAA). Genes and gene networks in Deep ICH and Lobar ICH were compared to controls. We found 774 differentially expressed genes (DEGs) and 2 co-expressed gene modules associated with Deep ICH, and 441 DEGs and 5 modules associated with Lobar ICH. Pathway enrichment showed some common immune/inflammatory responses between locations including Autophagy, T Cell Receptor, Inflammasome, and Neuroinflammation Signaling. Th2, Interferon, GP6, and BEX2 Signaling were unique to Deep ICH. Necroptosis Signaling, Protein Ubiquitination, Amyloid Processing, and various RNA Processing terms were unique to Lobar ICH. Finding amyloid processing pathways in blood of Lobar ICH patients suggests peripheral immune cells may participate in processes leading to perivascular/vascular amyloid in CAA vessels and/or are involved in its removal. This study identifies distinct peripheral blood transcriptome architectures in Deep and Lobar ICH, emphasizes the need for considering location in ICH studies/clinical trials, and presents potential location-specific treatment targets.
Collapse
Affiliation(s)
- Bodie Knepp
- Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Bradley P. Ander
- Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Glen C. Jickling
- Department of Medicine, Division of Neurology, University of Alberta, Edmonton, Canada
| | - Heather Hull
- Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Alan H. Yee
- Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Kwan Ng
- Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Fernando Rodriguez
- Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Paulina Carmona-Mora
- Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Hajar Amini
- Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Xinhua Zhan
- Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Marisa Hakoupian
- Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Noor Alomar
- Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Frank R. Sharp
- Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Boryana Stamova
- Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| |
Collapse
|
10
|
Bogusławska DM, Skulski M, Bartoszewski R, Machnicka B, Heger E, Kuliczkowski K, Sikorski AF. A rare mutation (p.F149del) of the NT5C3A gene is associated with pyrimidine 5'-nucleotidase deficiency. Cell Mol Biol Lett 2022; 27:104. [PMID: 36434495 PMCID: PMC9700897 DOI: 10.1186/s11658-022-00405-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Accepted: 11/04/2022] [Indexed: 11/27/2022] Open
Abstract
Pyrimidine 5'-nucleotidase deficiency is a rare erythrocyte enzymopathy. Here we report two cases of hemolytic anemia in brothers of Polish origin that are associated with a very rare mutation. Heterozygous deletion in the NT5C3A gene (c.444_446delGTT), inherited most likely from their asymptomatic mother, resulted in a single amino acid residue deletion (p.F149del) in cytosolic pyrimidine 5'-nucleotidase. However, only the mutated transcript was present in the reticulocyte transcriptome of both patients. Only residual activity of pyrimidine 5'-nucleotidase in the brothers' erythrocytes could be observed when compared with the controls, including their asymptomatic father and sister. Western blot showed no sign of the presence of 5'-nucleotidase protein in the erythrocytes of both studied patients. The 2.5-fold reduction of the purine/pyrimidine ratio observed only in the brothers' erythrocytes confirms the correlation of the results of molecular analysis, including whole-exome sequencing, with the phenotype of the pyrimidine 5'-nucleotidase deficiency. Altogether, our results may substantiate the hypothesis of the heterogeneity of the molecular basis of the defect involving both the mutation presented here and negative regulation of expression of the "normal" allele.
Collapse
Affiliation(s)
- Dżamila M. Bogusławska
- grid.28048.360000 0001 0711 4236Department of Biotechnology, Institute of Biological Sciences, University of Zielona Góra, Prof. Z. Szafrana 1 St., 65-516 Zielona Góra, Poland
| | - Michał Skulski
- grid.8505.80000 0001 1010 5103Department of Cytobiochemistry, Faculty of Biotechnology, University of Wrocław, F. Joliot-Curie 14a St., 50-383 Wrocław, Poland
| | - Rafał Bartoszewski
- grid.8505.80000 0001 1010 5103Department of Biophysics, Faculty of Biotechnology, University of Wrocław, F. Joliot-Curie 14a St., 50-383 Wrocław, Poland
| | - Beata Machnicka
- grid.28048.360000 0001 0711 4236Department of Biotechnology, Institute of Biological Sciences, University of Zielona Góra, Prof. Z. Szafrana 1 St., 65-516 Zielona Góra, Poland
| | - Elżbieta Heger
- grid.28048.360000 0001 0711 4236Department of Biotechnology, Institute of Biological Sciences, University of Zielona Góra, Prof. Z. Szafrana 1 St., 65-516 Zielona Góra, Poland
| | - Kazimierz Kuliczkowski
- grid.498904.8Silesian Park of Medical Technology Kardio-Med Silesia, M. Curie-Skłodowskiej 10C St., 41-800 Zabrze, Poland
| | - Aleksander F. Sikorski
- Research and Development Centre, Regional Specialist Hospital, Kamieńskiego 73a St., 51-154 Wrocław, Poland
| |
Collapse
|
11
|
Protein tyrosine phosphatase PTPN22 negatively modulates platelet function and thrombus formation. Blood 2022; 140:1038-1051. [PMID: 35767715 DOI: 10.1182/blood.2022015554] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Accepted: 05/21/2022] [Indexed: 11/20/2022] Open
Abstract
Protein tyrosine phosphatase nonreceptor type 22 (PTPN22) is a protein tyrosine phosphatase that negatively regulates T-cell signaling. However, whether it is expressed and functions in platelets remains unknown. Here we investigated the expression and role of PTPN22 in platelet function. We reported PTPN22 expression in both human and mouse platelets. Using PTPN22-/- mice, we showed that PTPN22 deficiency significantly shortened tail-bleeding time and accelerated arterial thrombus formation without affecting venous thrombosis and the coagulation factors VIII and IX. Consistently, PTPN22-deficient platelets exhibited enhanced platelet aggregation, granule secretion, calcium mobilization, lamellipodia formation, spreading, and clot retraction. Quantitative phosphoproteomic analysis revealed the significant difference of phosphodiesterase 5A (PDE5A) phosphorylation in PTPN22-deficient platelets compared with wild-type platelets after collagen-related peptide stimulation, which was confirmed by increased PDE5A phosphorylation (Ser92) in collagen-related peptide-treated PTPN22-deficient platelets, concomitant with reduced level and vasodilator-stimulated phosphoprotein phosphorylation (Ser157/239). In addition, PTPN22 interacted with phosphorylated PDE5A (Ser92) and dephosphorylated it in activated platelets. Moreover, purified PTPN22 but not the mutant form (C227S) possesses intrinsic serine phosphatase activity. Furthermore, inhibition of PTPN22 enhanced human platelet aggregation, spreading, clot retraction, and increased PDE5A phosphorylation (Ser92). In conclusion, our study shows a novel role of PTPN22 in platelet function and arterial thrombosis, identifying new potential targets for future prevention of thrombotic or cardiovascular diseases.
Collapse
|
12
|
Anggraini D, Ota N, Shen Y, Tang T, Tanaka Y, Hosokawa Y, Li M, Yalikun Y. Recent advances in microfluidic devices for single-cell cultivation: methods and applications. LAB ON A CHIP 2022; 22:1438-1468. [PMID: 35274649 DOI: 10.1039/d1lc01030a] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Single-cell analysis is essential to improve our understanding of cell functionality from cellular and subcellular aspects for diagnosis and therapy. Single-cell cultivation is one of the most important processes in single-cell analysis, which allows the monitoring of actual information of individual cells and provides sufficient single-cell clones and cell-derived products for further analysis. The microfluidic device is a fast-rising system that offers efficient, effective, and sensitive single-cell cultivation and real-time single-cell analysis conducted either on-chip or off-chip. Here, we introduce the importance of single-cell cultivation from the aspects of cellular and subcellular studies. We highlight the materials and structures utilized in microfluidic devices for single-cell cultivation. We further discuss biological applications utilizing single-cell cultivation-based microfluidics, such as cellular phenotyping, cell-cell interactions, and omics profiling. Finally, present limitations and future prospects of microfluidics for single-cell cultivation are also discussed.
Collapse
Affiliation(s)
- Dian Anggraini
- Division of Materials Science, Nara Institute of Science and Technology, Nara 630-0192, Japan.
| | - Nobutoshi Ota
- Center for Biosystems Dynamics Research (BDR), RIKEN, 1-3 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Yigang Shen
- Center for Biosystems Dynamics Research (BDR), RIKEN, 1-3 Yamadaoka, Suita, Osaka 565-0871, Japan
- College of Chemistry and Chemical Engineering, Xiamen University, Xiamen 361005, China
| | - Tao Tang
- Division of Materials Science, Nara Institute of Science and Technology, Nara 630-0192, Japan.
| | - Yo Tanaka
- Center for Biosystems Dynamics Research (BDR), RIKEN, 1-3 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Yoichiroh Hosokawa
- Division of Materials Science, Nara Institute of Science and Technology, Nara 630-0192, Japan.
| | - Ming Li
- School of Engineering, Macquarie University, Sydney 2122, Australia.
| | - Yaxiaer Yalikun
- Division of Materials Science, Nara Institute of Science and Technology, Nara 630-0192, Japan.
- Center for Biosystems Dynamics Research (BDR), RIKEN, 1-3 Yamadaoka, Suita, Osaka 565-0871, Japan
| |
Collapse
|
13
|
Lak NS, Voormanns TL, Zappeij-Kannegieter L, van Zogchel LM, Fiocco M, van Noesel MM, Merks JH, van der Schoot CE, Tytgat GA, Stutterheim J. Improving Risk Stratification for Pediatric Patients with Rhabdomyosarcoma by Molecular Detection of Disseminated Disease. Clin Cancer Res 2021; 27:5576-5585. [PMID: 34285060 PMCID: PMC9401561 DOI: 10.1158/1078-0432.ccr-21-1083] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Revised: 05/20/2021] [Accepted: 07/15/2021] [Indexed: 01/07/2023]
Abstract
PURPOSE Survival of children with rhabdomyosarcoma that suffer from recurrent or progressive disease is poor. Identifying these patients upfront remains challenging, indicating a need for improvement of risk stratification. Detection of tumor-derived mRNA in bone marrow (BM) and peripheral blood (PB) using reverse-transcriptase qPCR (RT-qPCR) is a more sensitive method to detect disseminated disease. We identified a panel of genes to optimize risk stratification by RT-qPCR. EXPERIMENTAL DESIGN Candidate genes were selected using gene expression data from rhabdomyosarcoma and healthy hematologic tissues, and a multiplexed RT-qPCR was developed. Significance of molecular disease was determined in a cohort of 99 Dutch patients with rhabdomyosarcoma (72 localized and 27 metastasized) treated according to the European pediatric Soft tissue sarcoma Study Group (EpSSG) RMS2005 protocol. RESULTS We identified the following 11 rhabdomyosarcoma markers: ZIC1, ACTC1, MEGF10, PDLIM3, SNAI2, CDH11, TMEM47, MYOD1, MYOG, and PAX3/7-FOXO1. RT-qPCR was performed for this 11-marker panel on BM and PB samples from the patient cohort. Five-year event-free survival (EFS) was 35.5% [95% confidence interval (CI), 17.5%-53.5%] for the 33/99 RNA-positive patients, versus 88.0% (95% CI, 78.9%-97.2%) for the 66/99 RNA-negative patients (P < 0.0001). Five-year overall survival (OS) was 54.8% (95% CI, 36.2%-73.4%) and 93.7% (95% CI, 86.6%-100.0%), respectively (P < 0.0001). RNA panel positivity was negatively associated with EFS (Hazard Ratio = 9.52; 95% CI, 3.23-28.02), whereas the RMS2005 risk group stratification was not, in the multivariate Cox regression model. CONCLUSIONS This study shows a strong association between PCR-based detection of disseminated disease at diagnosis with clinical outcome in pediatric patients with rhabdomyosarcoma, also compared with conventional risk stratification. This warrants further validation in prospective trials as additional technique for risk stratification.
Collapse
Affiliation(s)
- Nathalie S.M. Lak
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands.,Sanquin Research, Amsterdam, the Netherlands
| | | | | | - Lieke M.J. van Zogchel
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands.,Sanquin Research, Amsterdam, the Netherlands
| | - Marta Fiocco
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands.,Mathematical Institute, University of Leiden, Leiden, the Netherlands.,Department of Data Science, Medical Statistics Section, Leiden University Medical Centre, University of Leiden, Leiden, the Netherlands
| | - Max M. van Noesel
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | | | | | - Godelieve A.M. Tytgat
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands.,Sanquin Research, Amsterdam, the Netherlands
| | - Janine Stutterheim
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands.,Sanquin Research, Amsterdam, the Netherlands.,Corresponding Author: Janine Stutterheim, Pediatric Oncology/Hematology, Princess Máxima Center for Pediatric Oncology/Hematology, Utrecht, Utrecht, 3584 CS, the Netherlands. E-mail:
| |
Collapse
|
14
|
Zinghirino F, Pappalardo XG, Messina A, Nicosia G, De Pinto V, Guarino F. VDAC Genes Expression and Regulation in Mammals. Front Physiol 2021; 12:708695. [PMID: 34421651 PMCID: PMC8374620 DOI: 10.3389/fphys.2021.708695] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Accepted: 07/02/2021] [Indexed: 11/13/2022] Open
Abstract
VDACs are pore-forming proteins, coating the mitochondrial outer membrane, and playing the role of main regulators for metabolites exchange between cytosol and mitochondria. In mammals, three isoforms have evolutionary originated, VDAC1, VDAC2, and VDAC3. Despite similarity in sequence and structure, evidence suggests different biological roles in normal and pathological conditions for each isoform. We compared Homo sapiens and Mus musculus VDAC genes and their regulatory elements. RNA-seq transcriptome analysis shows that VDAC isoforms are expressed in human and mouse tissues at different levels with a predominance of VDAC1 and VDAC2 over VDAC3, with the exception of reproductive system. Numerous transcript variants for each isoform suggest specific context-dependent regulatory mechanisms. Analysis of VDAC core promoters has highlighted that, both in a human and a mouse, VDAC genes show features of TATA-less ones. The level of CG methylation of the human VDAC genes revealed that VDAC1 promoter is less methylated than other two isoforms. We found that expression of VDAC genes is mainly regulated by transcription factors involved in controlling cell growth, proliferation and differentiation, apoptosis, and bioenergetic metabolism. A non-canonical initiation site termed "the TCT/TOP motif," the target for translation regulation by the mTOR pathway, was identified in human VDAC2 and VDAC3 and in every murine VDACs promoter. In addition, specific TFBSs have been identified in each VDAC promoter, supporting the hypothesis that there is a partial functional divergence. These data corroborate our experimental results and reinforce the idea that gene regulation could be the key to understanding the evolutionary specialization of VDAC isoforms.
Collapse
Affiliation(s)
- Federica Zinghirino
- Department of Biomedical and Biotechnological Sciences, University of Catania, Catania, Italy
| | - Xena Giada Pappalardo
- Department of Biomedical and Biotechnological Sciences, University of Catania, Catania, Italy
| | - Angela Messina
- Section of Molecular Biology, Department of Biological, Geological and Environmental Sciences, University of Catania, Catania, Italy
- we.MitoBiotech.srl, Catania, Italy
| | - Giuseppe Nicosia
- Department of Biomedical and Biotechnological Sciences, University of Catania, Catania, Italy
| | - Vito De Pinto
- Department of Biomedical and Biotechnological Sciences, University of Catania, Catania, Italy
- we.MitoBiotech.srl, Catania, Italy
- Section of Catania, National Institute of Biostructures and Biosystems, Catania, Italy
| | - Francesca Guarino
- Department of Biomedical and Biotechnological Sciences, University of Catania, Catania, Italy
- we.MitoBiotech.srl, Catania, Italy
- Section of Catania, National Institute of Biostructures and Biosystems, Catania, Italy
| |
Collapse
|
15
|
Kammers K, Taub MA, Mathias RA, Yanek LR, Kanchan K, Venkatraman V, Sundararaman N, Martin J, Liu S, Hoyle D, Raedschelders K, Holewinski R, Parker S, Dardov V, Faraday N, Becker DM, Cheng L, Wang ZZ, Leek JT, Van Eyk JE, Becker LC. Gene and protein expression in human megakaryocytes derived from induced pluripotent stem cells. J Thromb Haemost 2021; 19:1783-1799. [PMID: 33829634 DOI: 10.1111/jth.15334] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Revised: 01/25/2021] [Accepted: 02/19/2021] [Indexed: 01/26/2023]
Abstract
BACKGROUND There is interest in deriving megakaryocytes (MKs) from pluripotent stem cells (iPSC) for biological studies. We previously found that genomic structural integrity and genotype concordance is maintained in iPSC-derived MKs. OBJECTIVE To establish a comprehensive dataset of genes and proteins expressed in iPSC-derived MKs. METHODS iPSCs were reprogrammed from peripheral blood mononuclear cells (MNCs) and MKs were derived from the iPSCs in 194 healthy European American and African American subjects. mRNA was isolated and gene expression measured by RNA sequencing. Protein expression was measured in 62 of the subjects using mass spectrometry. RESULTS AND CONCLUSIONS MKs expressed genes and proteins known to be important in MK and platelet function and demonstrated good agreement with previous studies in human MKs derived from CD34+ progenitor cells. The percent of cells expressing the MK markers CD41 and CD42a was consistent in biological replicates, but variable across subjects, suggesting that unidentified subject-specific factors determine differentiation of MKs from iPSCs. Gene and protein sets important in platelet function were associated with increasing expression of CD41/42a, while those related to more basic cellular functions were associated with lower CD41/42a expression. There was differential gene expression by the sex and race (but not age) of the subject. Numerous genes and proteins were highly expressed in MKs but not known to play a role in MK or platelet function; these represent excellent candidates for future study of hematopoiesis, platelet formation, and/or platelet function.
Collapse
Affiliation(s)
- Kai Kammers
- Division of Biostatistics and Bioinformatics, Department of Oncology, Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Margaret A Taub
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Rasika A Mathias
- The GeneSTAR Program, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- Division of Allergy and Clinical Immunology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Lisa R Yanek
- The GeneSTAR Program, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Kanika Kanchan
- Division of Allergy and Clinical Immunology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Vidya Venkatraman
- Advanced Clinical Biosystems Research Institute, Barbra Streisand Woman's Heart Center, The Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Niveda Sundararaman
- Advanced Clinical Biosystems Research Institute, Barbra Streisand Woman's Heart Center, The Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Joshua Martin
- The GeneSTAR Program, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Senquan Liu
- Division of Hematology and Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Dixie Hoyle
- Division of Hematology and Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Koen Raedschelders
- Advanced Clinical Biosystems Research Institute, Barbra Streisand Woman's Heart Center, The Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Ronald Holewinski
- Advanced Clinical Biosystems Research Institute, Barbra Streisand Woman's Heart Center, The Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Sarah Parker
- Advanced Clinical Biosystems Research Institute, Barbra Streisand Woman's Heart Center, The Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Victoria Dardov
- Advanced Clinical Biosystems Research Institute, Barbra Streisand Woman's Heart Center, The Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Nauder Faraday
- The GeneSTAR Program, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Diane M Becker
- The GeneSTAR Program, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Linzhao Cheng
- Division of Hematology and Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Zack Z Wang
- Division of Hematology and Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Jeffrey T Leek
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Jennifer E Van Eyk
- Advanced Clinical Biosystems Research Institute, Barbra Streisand Woman's Heart Center, The Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Lewis C Becker
- The GeneSTAR Program, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| |
Collapse
|
16
|
Unsworth AJ, Bye AP, Sage T, Gaspar RS, Eaton N, Drew C, Stainer A, Kriek N, Volberding PJ, Hutchinson JL, Riley R, Jones S, Mundell SJ, Cui W, Falet H, Gibbins JM. Antiplatelet properties of Pim kinase inhibition are mediated through disruption of thromboxane A2 receptor signaling. Haematologica 2021; 106:1968-1978. [PMID: 32467143 PMCID: PMC8252961 DOI: 10.3324/haematol.2019.223529] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2019] [Indexed: 12/17/2022] Open
Abstract
Pim kinases are upregulated in several forms of cancer, contributing to cell survival and tumor development, but their role in platelet function and thrombotic disease has not been explored. We report for the first time that Pim-1 kinase is expressed in human and mouse platelets. Genetic deletion or pharmacological inhibition of Pim kinase results in reduced thrombus formation but is not associated with impaired hemostasis. Attenuation of thrombus formation was found to be due to inhibition of the thromboxane A2 receptor as effects on platelet function were non-additive to inhibition caused by the cyclo-oxygenase inhibitor indomethacin or the thromboxane A2 receptor antagonist GR32191. Treatment with Pim kinase inhibitors caused reduced surface expression of the thromboxane A2 receptor and resulted in reduced responses to thromboxane A2 receptor agonists, indicating a role for Pim kinase in the regulation of thromboxane A2 receptor function. Our research identifies a novel, Pim kinase-dependent regulatory mechanism for the thromboxane A2 receptor and represents a new targeting strategy that is independent of cyclo-oxygenase-1 inhibition or direct antagonism of the thromboxane A2 receptor that, while attenuating thrombosis, does not increase bleeding.
Collapse
Affiliation(s)
- Amanda J Unsworth
- University of Reading and Dept. of Life Sciences, Manchester Metropolitan University Manchester, UK
| | - Alexander P Bye
- Institute for Cardiovascular, Metabolic Research, University of Reading, Reading, UK
| | - Tanya Sage
- Institute for Cardiovascular and Metabolic Research, University of Reading, Reading, UK
| | - Renato S Gaspar
- Institute for Cardiovascular and Metabolic Research, University of Reading, Reading, UK
| | - Nathan Eaton
- Blood Research Institute and Medical College of Wisconsin, Versiti, Milwaukee, WI, USA
| | - Caleb Drew
- Blood Research Institute, Versiti, Milwaukee, WI, USA
| | - Alexander Stainer
- Institute for Cardiovascular and Metabolic Research, University of Reading, Reading, UK
| | - Neline Kriek
- Institute for Cardiovascular and Metabolic Research, University of Reading, Reading, UK
| | - Peter J Volberding
- Blood Research Institute and Medical College of Wisconsin, Versiti, Milwaukee, WI, USA
| | - James L Hutchinson
- School of Physiology, Pharmacology and Neuroscience, University of Bristol, Bristol, UK
| | - Ryan Riley
- Department of Life Sciences, Manchester Metropolitan University, Manchester, UK
| | - Sarah Jones
- Department of Life Sciences, Manchester Metropolitan University, Manchester, UK
| | - Stuart J Mundell
- School of Physiology, Pharmacology and Neuroscience, University of Bristol, Bristol, UK
| | - Weiguo Cui
- Blood Research Institute, Versiti and Medical College of Wisconsin, Milwaukee, WI, USA
| | - Hervé Falet
- Blood Research Institute, Versiti and Medical College of Wisconsin, Milwaukee, WI, USA
| | - Jonathan M Gibbins
- Institute for Cardiovascular and Metabolic Research, University of Reading, Reading, UK
| |
Collapse
|
17
|
Abbonante V, Di Buduo CA, Balduini A. iPSC diversity: A key for better use and improved targeting. J Thromb Haemost 2021; 19:1641-1643. [PMID: 34176219 PMCID: PMC8362123 DOI: 10.1111/jth.15328] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Accepted: 04/01/2021] [Indexed: 11/27/2022]
Affiliation(s)
| | | | - Alessandra Balduini
- Department of Molecular MedicineUniversity of PaviaPaviaItaly
- Department of Biomedical EngineeringTufts UniversityMedfordMassachusettsUSA
| |
Collapse
|
18
|
Carmona-Mora P, Ander BP, Jickling GC, Dykstra-Aiello C, Zhan X, Ferino E, Hamade F, Amini H, Hull H, Sharp FR, Stamova B. Distinct peripheral blood monocyte and neutrophil transcriptional programs following intracerebral hemorrhage and different etiologies of ischemic stroke. J Cereb Blood Flow Metab 2021; 41:1398-1416. [PMID: 32960689 PMCID: PMC8142129 DOI: 10.1177/0271678x20953912] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/10/2020] [Revised: 07/07/2020] [Accepted: 07/29/2020] [Indexed: 12/25/2022]
Abstract
Understanding cell-specific transcriptome responses following intracerebral hemorrhage (ICH) and ischemic stroke (IS) will improve knowledge of the immune response to brain injury. Transcriptomic profiles of 141 samples from 48 subjects with ICH, different IS etiologies, and vascular risk factor controls were characterized using RNA-seq in isolated neutrophils, monocytes and whole blood. In both IS and ICH, monocyte genes were down-regulated, whereas neutrophil gene expression changes were generally up-regulated. The monocyte down-regulated response to ICH included innate, adaptive immune, dendritic, NK cell and atherosclerosis signaling. Neutrophil responses to ICH included tRNA charging, mitochondrial dysfunction, and ER stress pathways. Common monocyte and neutrophil responses to ICH included interferon signaling, neuroinflammation, death receptor signaling, and NFAT pathways. Suppressed monocyte responses to IS included interferon and dendritic cell maturation signaling, phagosome formation, and IL-15 signaling. Activated neutrophil responses to IS included oxidative phosphorylation, mTOR, BMP, growth factor signaling, and calpain proteases-mediated blood-brain barrier (BBB) dysfunction. Common monocyte and neutrophil responses to IS included JAK1, JAK3, STAT3, and thrombopoietin signaling. Cell-type and cause-specific approaches will assist the search for future IS and ICH biomarkers and treatments.
Collapse
Affiliation(s)
- Paulina Carmona-Mora
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
| | - Bradley P Ander
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
| | - Glen C Jickling
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
- Department of Medicine, University of Alberta, Edmonton, Canada
| | - Cheryl Dykstra-Aiello
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
| | - Xinhua Zhan
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
| | - Eva Ferino
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
| | - Farah Hamade
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
| | - Hajar Amini
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
| | - Heather Hull
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
| | - Frank R Sharp
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
| | - Boryana Stamova
- Department of Neurology, School of Medicine, University of California, Davis, Sacramento, CA, USA
| |
Collapse
|
19
|
An integrated analysis of human myeloid cells identifies gaps in in vitro models of in vivo biology. Stem Cell Reports 2021; 16:1629-1643. [PMID: 33989517 PMCID: PMC8190595 DOI: 10.1016/j.stemcr.2021.04.010] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Revised: 04/15/2021] [Accepted: 04/15/2021] [Indexed: 12/13/2022] Open
Abstract
The Stemformatics myeloid atlas is an integrated transcriptome atlas of human macrophages and dendritic cells that systematically compares freshly isolated tissue-resident, cultured, and pluripotent stem cell–derived myeloid cells. Three classes of tissue-resident macrophage were identified: Kupffer cells and microglia; monocyte-associated; and tumor-associated macrophages. Culture had a major impact on all primary cell phenotypes. Pluripotent stem cell–derived macrophages were characterized by atypical expression of collagen and a highly efferocytotic phenotype. Myeloid subsets, and phenotypes associated with derivation, were reproducible across experimental series including data projected from single-cell studies, demonstrating that the atlas provides a robust reference for myeloid phenotypes. Implementation in Stemformatics.org allows users to visualize patterns of sample grouping or gene expression for user-selected conditions and supports temporary upload of your own microarray or RNA sequencing samples, including single-cell data, to benchmark against the atlas. A reference transcriptome atlas for human macrophage biology Culture alters primary myeloid phenotypes Pluripotent stem cell–derived macrophages retain a common stromal signature FLT3L-derived cord blood DCs lack expression of key pattern recognition receptors
Collapse
|
20
|
Kyritsis N, Torres-Espín A, Schupp PG, Huie JR, Chou A, Duong-Fernandez X, Thomas LH, Tsolinas RE, Hemmerle DD, Pascual LU, Singh V, Pan JZ, Talbott JF, Whetstone WD, Burke JF, DiGiorgio AM, Weinstein PR, Manley GT, Dhall SS, Ferguson AR, Oldham MC, Bresnahan JC, Beattie MS. Diagnostic blood RNA profiles for human acute spinal cord injury. J Exp Med 2021; 218:e20201795. [PMID: 33512429 PMCID: PMC7852457 DOI: 10.1084/jem.20201795] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2020] [Revised: 11/18/2020] [Accepted: 12/22/2020] [Indexed: 12/14/2022] Open
Abstract
Diagnosis of spinal cord injury (SCI) severity at the ultra-acute stage is of great importance for emergency clinical care of patients as well as for potential enrollment into clinical trials. The lack of a diagnostic biomarker for SCI has played a major role in the poor results of clinical trials. We analyzed global gene expression in peripheral white blood cells during the acute injury phase and identified 197 genes whose expression changed after SCI compared with healthy and trauma controls and in direct relation to SCI severity. Unsupervised coexpression network analysis identified several gene modules that predicted injury severity (AIS grades) with an overall accuracy of 72.7% and included signatures of immune cell subtypes. Specifically, for complete SCIs (AIS A), ROC analysis showed impressive specificity and sensitivity (AUC: 0.865). Similar precision was also shown for AIS D SCIs (AUC: 0.938). Our findings indicate that global transcriptomic changes in peripheral blood cells have diagnostic and potentially prognostic value for SCI severity.
Collapse
Affiliation(s)
- Nikos Kyritsis
- Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco, San Francisco, CA
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
- Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, CA
| | - Abel Torres-Espín
- Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco, San Francisco, CA
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
- Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, CA
| | - Patrick G. Schupp
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
- Brain Tumor Center, University of California, San Francisco, San Francisco, CA
| | - J. Russell Huie
- Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco, San Francisco, CA
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
- Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, CA
| | - Austin Chou
- Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco, San Francisco, CA
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
- Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, CA
| | - Xuan Duong-Fernandez
- Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco, San Francisco, CA
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
- Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, CA
| | - Leigh H. Thomas
- Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco, San Francisco, CA
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
- Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, CA
| | - Rachel E. Tsolinas
- Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco, San Francisco, CA
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
- Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, CA
| | - Debra D. Hemmerle
- Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco, San Francisco, CA
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
- Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, CA
| | - Lisa U. Pascual
- Orthopaedic Trauma Institute, Department of Orthopaedic Surgery, University of California, San Francisco, San Francisco, CA
| | - Vineeta Singh
- Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco, San Francisco, CA
- Department of Neurology, University of California, San Francisco, San Francisco, CA
| | - Jonathan Z. Pan
- Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco, San Francisco, CA
- Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco, CA
| | - Jason F. Talbott
- Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, CA
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA
| | - William D. Whetstone
- Department of Emergency Medicine, University of California, San Francisco, San Francisco, CA
| | - John F. Burke
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
| | - Anthony M. DiGiorgio
- Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco, San Francisco, CA
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
- Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, CA
| | - Philip R. Weinstein
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
- Department of Neurology, University of California, San Francisco, San Francisco, CA
- Weill Institute for Neurosciences, Institute for Neurodegenerative Diseases, Spine Center, University of California, San Francisco, San Francisco, CA
| | - Geoffrey T. Manley
- Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco, San Francisco, CA
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
- Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, CA
| | - Sanjay S. Dhall
- Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco, San Francisco, CA
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
- Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, CA
| | - Adam R. Ferguson
- Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco, San Francisco, CA
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
- Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, CA
- San Francisco Veterans Affairs Healthcare System, San Francisco, CA
| | - Michael C. Oldham
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
- Brain Tumor Center, University of California, San Francisco, San Francisco, CA
| | - Jacqueline C. Bresnahan
- Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco, San Francisco, CA
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
- Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, CA
| | - Michael S. Beattie
- Weill Institute for Neurosciences, Brain and Spinal Injury Center, University of California, San Francisco, San Francisco, CA
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA
- Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, CA
- San Francisco Veterans Affairs Healthcare System, San Francisco, CA
| |
Collapse
|
21
|
Turner CT, Brown J, Shaw E, Uddin I, Tsaliki E, Roe JK, Pollara G, Sun Y, Heather JM, Lipman M, Chain B, Noursadeghi M. Persistent T Cell Repertoire Perturbation and T Cell Activation in HIV After Long Term Treatment. Front Immunol 2021; 12:634489. [PMID: 33732256 PMCID: PMC7959740 DOI: 10.3389/fimmu.2021.634489] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2020] [Accepted: 01/11/2021] [Indexed: 12/11/2022] Open
Abstract
Objective In people living with HIV (PLHIV), we sought to test the hypothesis that long term anti-retroviral therapy restores the normal T cell repertoire, and investigate the functional relationship of residual repertoire abnormalities to persistent immune system dysregulation. Methods We conducted a case-control study in PLHIV and HIV-negative volunteers, of circulating T cell receptor repertoires and whole blood transcriptomes by RNA sequencing, complemented by metadata from routinely collected health care records. Results T cell receptor sequencing revealed persistent abnormalities in the clonal T cell repertoire of PLHIV, characterized by reduced repertoire diversity and oligoclonal T cell expansion correlated with elevated CD8 T cell counts. We found no evidence that these expansions were driven by cytomegalovirus or another common antigen. Increased frequency of long CDR3 sequences and reduced frequency of public sequences among the expanded clones implicated abnormal thymic selection as a contributing factor. These abnormalities in the repertoire correlated with systems level evidence of persistent T cell activation in genome-wide blood transcriptomes. Conclusions The diversity of T cell receptor repertoires in PLHIV on long term anti-retroviral therapy remains significantly depleted, and skewed by idiosyncratic clones, partly attributable to altered thymic output and associated with T cell mediated chronic immune activation. Further investigation of thymic function and the antigenic drivers of T cell clonal selection in PLHIV are critical to efforts to fully re-establish normal immune function.
Collapse
Affiliation(s)
- Carolin T. Turner
- Division of Infection and Immunity, University College London, London, United Kingdom
| | - James Brown
- Departments of HIV and Respiratory Medicine, Royal Free London NHS Foundation Trust, London, United Kingdom
- UCL Respiratory, Division of Medicine, University College London, London, United Kingdom
| | - Emily Shaw
- Division of Infection and Immunity, University College London, London, United Kingdom
| | - Imran Uddin
- Division of Infection and Immunity, University College London, London, United Kingdom
| | - Evdokia Tsaliki
- Division of Infection and Immunity, University College London, London, United Kingdom
| | - Jennifer K. Roe
- Division of Infection and Immunity, University College London, London, United Kingdom
| | - Gabriele Pollara
- Division of Infection and Immunity, University College London, London, United Kingdom
| | - Yuxin Sun
- Division of Infection and Immunity, University College London, London, United Kingdom
| | - James M. Heather
- Division of Infection and Immunity, University College London, London, United Kingdom
| | - Marc Lipman
- Departments of HIV and Respiratory Medicine, Royal Free London NHS Foundation Trust, London, United Kingdom
- UCL Respiratory, Division of Medicine, University College London, London, United Kingdom
| | - Benny Chain
- Division of Infection and Immunity, University College London, London, United Kingdom
| | - Mahdad Noursadeghi
- Division of Infection and Immunity, University College London, London, United Kingdom
| |
Collapse
|
22
|
Liu CH, Chen Z, Chen K, Liao FT, Chung CE, Liu X, Lin YC, Keohavong P, Leikauf GD, Di YP. Lipopolysaccharide-Mediated Chronic Inflammation Promotes Tobacco Carcinogen-Induced Lung Cancer and Determines the Efficacy of Immunotherapy. Cancer Res 2021; 81:144-157. [PMID: 33122306 PMCID: PMC7878420 DOI: 10.1158/0008-5472.can-20-1994] [Citation(s) in RCA: 55] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Revised: 09/10/2020] [Accepted: 10/26/2020] [Indexed: 11/16/2022]
Abstract
Chronic obstructive pulmonary disease (COPD) is an inflammatory disease that is associated with increased risk of lung cancer. Pseudomonas aeruginosa (PA) infections are frequent in patients with COPD, which increase lung inflammation and acute exacerbations. However, the influences of PA-induced inflammation on lung tumorigenesis and the efficacy of immune checkpoint blockade remain unknown. In this study, we initiated a murine model of lung cancer by treating FVB/NJ female mice with tobacco carcinogen nitrosamine 4-(methylnitrosamino)-1-(3-pyridyl)-1-butanone (NNK) alone or in combination with PA-lipopolysaccharide (LPS). LPS-mediated chronic inflammation induced T-cell exhaustion, increased the programmed cell death-1 (PD-1)/programmed cell death ligand-1 (PD-L1) axis, and enhanced NNK-induced lung tumorigenesis through an immunosuppressive microenvironment characterized by accumulation of myeloid-derived suppressive cells (MDSC) and regulatory T cells. Anti-PD-1 antibody treatment reduced tumors in NNK/LPS-treated mice with a 10-week LPS treatment but failed to inhibit tumor growth when LPS exposure was prolonged to 16 weeks. Anti-Ly6G antibody treatment coupled with depletion of MDSC alone reduced tumor growth; when combined with anti-PD-1 antibody, this treatment further enhanced antitumor activity in 16-week NNK/LPS-treated mice. Immune gene signatures from a human lung cancer dataset of PD-1 blockade were identified, which predicted treatment responses and survival outcome and overlapped with those from the mouse model. This study demonstrated that LPS-mediated chronic inflammation creates a favorable immunosuppressive microenvironment for tumor progression and correlates with the efficacy of anti-PD-1 treatment in mice. Immune gene signatures overlap with human and mouse lung tumors, providing potentially predictive markers for patients undergoing immunotherapy. SIGNIFICANCE: This study identifies an immune gene signature that predicts treatment responses and survival in patients with tobacco carcinogen-induced lung cancer receiving immune checkpoint blockade therapy.
Collapse
Affiliation(s)
- Chia-Hsin Liu
- Department of Environmental and Occupational Health, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan
| | - Zhong Chen
- Tumor Biology Section and Clinical Genomics Unit, Head and Neck Surgery Branch, National Institute on Deafness and Other Communication Disorders, National Institutes of Health, Bethesda, Maryland
| | - Kong Chen
- Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Fu-Tien Liao
- Department of Environmental and Occupational Health, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Chia-En Chung
- Department of Environmental and Occupational Health, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Xiaoping Liu
- Department of Environmental and Occupational Health, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania
- Medical College of Qingdao University, Shandong Province, China
| | - Yu-Chun Lin
- Department of Pathology, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan
| | - Phouthone Keohavong
- Department of Environmental and Occupational Health, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - George D Leikauf
- Department of Environmental and Occupational Health, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Yuanpu Peter Di
- Department of Environmental and Occupational Health, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania.
| |
Collapse
|
23
|
Molecular Correlates of Hemorrhage and Edema Volumes Following Human Intracerebral Hemorrhage Implicate Inflammation, Autophagy, mRNA Splicing, and T Cell Receptor Signaling. Transl Stroke Res 2020; 12:754-777. [PMID: 33206327 PMCID: PMC8421315 DOI: 10.1007/s12975-020-00869-y] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2020] [Revised: 10/02/2020] [Accepted: 10/18/2020] [Indexed: 12/16/2022]
Abstract
Intracerebral hemorrhage (ICH) and perihematomal edema (PHE) volumes are major determinants of ICH outcomes as is the immune system which plays a significant role in damage and repair. Thus, we performed whole-transcriptome analyses of 18 ICH patients to delineate peripheral blood genes and networks associated with ICH volume, absolute perihematomal edema (aPHE) volume, and relative PHE (aPHE/ICH; rPHE). We found 440, 266, and 391 genes correlated with ICH and aPHE volumes and rPHE, respectively (p < 0.005, partial-correlation > |0.6|). These mainly represented inflammatory pathways including NF-κB, TREM1, and Neuroinflammation Signaling-most activated with larger volumes. Weighted Gene Co-Expression Network Analysis identified seven modules significantly correlated with these measures (p < 0.05). Most modules were enriched in neutrophil, monocyte, erythroblast, and/or T cell-specific genes. Autophagy, apoptosis, HIF-1α, inflammatory and neuroinflammatory response (including Toll-like receptors), cell adhesion (including MMP9), platelet activation, T cell receptor signaling, and mRNA splicing were represented in these modules (FDR p < 0.05). Module hub genes, potential master regulators, were enriched in neutrophil-specific genes in three modules. Hub genes included NCF2, NCF4, STX3, and CSF3R, and involved immune response, autophagy, and neutrophil chemotaxis. One module that correlated negatively with ICH volume correlated positively with rPHE. Its genes and hubs were enriched in T cell-specific genes including hubs LCK and ITK, Src family tyrosine kinases whose modulation improved outcomes and reduced BBB dysfunction following experimental ICH. This study uncovers molecular underpinnings associated with ICH and PHE volumes and pathophysiology in human ICH, where knowledge is scarce. The identified pathways and hub genes may represent novel therapeutic targets.
Collapse
|
24
|
Biedzinski S, Agsu G, Vianay B, Delord M, Blanchoin L, Larghero J, Faivre L, Théry M, Brunet S. Microtubules control nuclear shape and gene expression during early stages of hematopoietic differentiation. EMBO J 2020; 39:e103957. [PMID: 33089509 DOI: 10.15252/embj.2019103957] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2019] [Revised: 09/17/2020] [Accepted: 09/24/2020] [Indexed: 12/27/2022] Open
Abstract
Hematopoietic stem and progenitor cells (HSPC) can differentiate into all hematopoietic lineages to support hematopoiesis. Cells from the myeloid and lymphoid lineages fulfill distinct functions with specific shapes and intra-cellular architectures. The role of cytokines in the regulation of HSPC differentiation has been intensively studied but our understanding of the potential contribution of inner cell architecture is relatively poor. Here, we show that large invaginations are generated by microtubule constraints on the swelling nucleus of human HSPC during early commitment toward the myeloid lineage. These invaginations are associated with a local reduction of lamin B density, local loss of heterochromatin H3K9me3 and H3K27me3 marks, and changes in expression of specific hematopoietic genes. This establishes the role of microtubules in defining the unique lobulated nuclear shape observed in myeloid progenitor cells and suggests that this shape is important to establish the gene expression profile specific to this hematopoietic lineage. It opens new perspectives on the implications of microtubule-generated forces, in the early commitment to the myeloid lineage.
Collapse
Affiliation(s)
- Stefan Biedzinski
- INSERM, CEA, U976 - HIPI, Institut de Recherche Saint Louis, Université de Paris, Paris, France.,CEA, INRA, CNRS, UMR5168 - LPCV, Interdisciplinary Research Institute of Grenoble, Université Grenoble-Alpes, Grenoble, France
| | - Gökçe Agsu
- INSERM, CEA, U976 - HIPI, Institut de Recherche Saint Louis, Université de Paris, Paris, France.,CEA, INRA, CNRS, UMR5168 - LPCV, Interdisciplinary Research Institute of Grenoble, Université Grenoble-Alpes, Grenoble, France
| | - Benoit Vianay
- INSERM, CEA, U976 - HIPI, Institut de Recherche Saint Louis, Université de Paris, Paris, France.,CEA, INRA, CNRS, UMR5168 - LPCV, Interdisciplinary Research Institute of Grenoble, Université Grenoble-Alpes, Grenoble, France
| | - Marc Delord
- Recherche Clinique et Investigation, Centre Hospitalier de Versailles, Le Chesnay, France
| | - Laurent Blanchoin
- INSERM, CEA, U976 - HIPI, Institut de Recherche Saint Louis, Université de Paris, Paris, France.,CEA, INRA, CNRS, UMR5168 - LPCV, Interdisciplinary Research Institute of Grenoble, Université Grenoble-Alpes, Grenoble, France
| | - Jerome Larghero
- INSERM, CEA, U976 - HIPI, Institut de Recherche Saint Louis, Université de Paris, Paris, France.,Unité de Thérapie Cellulaire, AP-HP, Hôpital Saint-Louis, Paris, France
| | - Lionel Faivre
- INSERM, CEA, U976 - HIPI, Institut de Recherche Saint Louis, Université de Paris, Paris, France.,Unité de Thérapie Cellulaire, AP-HP, Hôpital Saint-Louis, Paris, France
| | - Manuel Théry
- INSERM, CEA, U976 - HIPI, Institut de Recherche Saint Louis, Université de Paris, Paris, France.,CEA, INRA, CNRS, UMR5168 - LPCV, Interdisciplinary Research Institute of Grenoble, Université Grenoble-Alpes, Grenoble, France
| | - Stéphane Brunet
- INSERM, CEA, U976 - HIPI, Institut de Recherche Saint Louis, Université de Paris, Paris, France.,CEA, INRA, CNRS, UMR5168 - LPCV, Interdisciplinary Research Institute of Grenoble, Université Grenoble-Alpes, Grenoble, France
| |
Collapse
|
25
|
Teschendorff AE, Zhu T, Breeze CE, Beck S. EPISCORE: cell type deconvolution of bulk tissue DNA methylomes from single-cell RNA-Seq data. Genome Biol 2020; 21:221. [PMID: 32883324 PMCID: PMC7650528 DOI: 10.1186/s13059-020-02126-9] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Accepted: 07/29/2020] [Indexed: 12/19/2022] Open
Abstract
Cell type heterogeneity presents a challenge to the interpretation of epigenome data, compounded by the difficulty in generating reliable single-cell DNA methylomes for large numbers of cells and samples. We present EPISCORE, a computational algorithm that performs virtual microdissection of bulk tissue DNA methylation data at single cell-type resolution for any solid tissue. EPISCORE applies a probabilistic epigenetic model of gene regulation to a single-cell RNA-seq tissue atlas to generate a tissue-specific DNA methylation reference matrix, allowing quantification of cell-type proportions and cell-type-specific differential methylation signals in bulk tissue data. We validate EPISCORE in multiple epigenome studies and tissue types.
Collapse
Affiliation(s)
- Andrew E Teschendorff
- CAS Key Laboratory of Computational Biology, CAS-MPG Partner Institute for Computational Biology, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, 320 Yue Yang Road, Shanghai, 200031, China.
- UCL Cancer Institute, Paul O'Gorman Building, University College London, 72 Huntley Street, London, WC1E 6BT, UK.
| | - Tianyu Zhu
- CAS Key Laboratory of Computational Biology, CAS-MPG Partner Institute for Computational Biology, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, 320 Yue Yang Road, Shanghai, 200031, China
| | - Charles E Breeze
- Altius Institute for Biomedical Sciences, 2211 Elliott Avenue, Seattle, USA
| | - Stephan Beck
- UCL Cancer Institute, Paul O'Gorman Building, University College London, 72 Huntley Street, London, WC1E 6BT, UK
| |
Collapse
|
26
|
Angel PW, Rajab N, Deng Y, Pacheco CM, Chen T, Lê Cao KA, Choi J, Wells CA. A simple, scalable approach to building a cross-platform transcriptome atlas. PLoS Comput Biol 2020; 16:e1008219. [PMID: 32986694 PMCID: PMC7544119 DOI: 10.1371/journal.pcbi.1008219] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2020] [Revised: 10/08/2020] [Accepted: 08/04/2020] [Indexed: 12/21/2022] Open
Abstract
Gene expression atlases have transformed our understanding of the development, composition and function of human tissues. New technologies promise improved cellular or molecular resolution, and have led to the identification of new cell types, or better defined cell states. But as new technologies emerge, information derived on old platforms becomes obsolete. We demonstrate that it is possible to combine a large number of different profiling experiments summarised from dozens of laboratories and representing hundreds of donors, to create an integrated molecular map of human tissue. As an example, we combine 850 samples from 38 platforms to build an integrated atlas of human blood cells. We achieve robust and unbiased cell type clustering using a variance partitioning method, selecting genes with low platform bias relative to biological variation. Other than an initial rescaling, no other transformation to the primary data is applied through batch correction or renormalisation. Additional data, including single-cell datasets, can be projected for comparison, classification and annotation. The resulting atlas provides a multi-scaled approach to visualise and analyse the relationships between sets of genes and blood cell lineages, including the maturation and activation of leukocytes in vivo and in vitro. In allowing for data integration across hundreds of studies, we address a key reproduciblity challenge which is faced by any new technology. This allows us to draw on the deep phenotypes and functional annotations that accompany traditional profiling methods, and provide important context to the high cellular resolution of single cell profiling. Here, we have implemented the blood atlas in the open access Stemformatics.org platform, drawing on its extensive collection of curated transcriptome data. The method is simple, scalable and amenable for rapid deployment in other biological systems or computational workflows.
Collapse
Affiliation(s)
- Paul W. Angel
- Centre for Stem Cell Systems, The University of Melbourne, Melbourne, Victoria, Australia
| | - Nadia Rajab
- Centre for Stem Cell Systems, The University of Melbourne, Melbourne, Victoria, Australia
| | - Yidi Deng
- Melbourne Integrative Genomics, School of Mathematics and Statistics, The University of Melbourne, Melbourne, Victoria, Australia
| | - Chris M. Pacheco
- Centre for Stem Cell Systems, The University of Melbourne, Melbourne, Victoria, Australia
| | - Tyrone Chen
- Centre for Stem Cell Systems, The University of Melbourne, Melbourne, Victoria, Australia
| | - Kim-Anh Lê Cao
- Melbourne Integrative Genomics, School of Mathematics and Statistics, The University of Melbourne, Melbourne, Victoria, Australia
| | - Jarny Choi
- Centre for Stem Cell Systems, The University of Melbourne, Melbourne, Victoria, Australia
| | - Christine A. Wells
- Centre for Stem Cell Systems, The University of Melbourne, Melbourne, Victoria, Australia
| |
Collapse
|
27
|
Hu X, Wu T, Wang C, Li J, Ying C. CD248+CD8+ T lymphocytes suppress pathological vascular remodeling in human thoracic aortic aneurysms. Exp Biol Med (Maywood) 2020; 246:121-129. [PMID: 32867546 DOI: 10.1177/1535370220953386] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Aortic aneurysms are characterized by vascular inflammation, neovascularization, and extracellular matrix destruction of the aortic wall. Although experimental studies indicate a potential role of CD248 in microvessel remodeling, the functions of CD248 in human vascular pathologies remain unexplored. Here we aimed to study how CD248 interferes with pathological vascular remodeling of human aortic aneurysms. Immunofluorescent staining showed that CD248 expression was mainly localized in the CD8+ T cells infiltrating in the adventitia and media of aortic walls of patients with ascending thoracic aortic aneurysms. qPCR and immunofluorescent staining analyses revealed increased aortic CD248 expression and infiltrating CD248+CD8+ T cells in aortic aneurysms than in nonaneurysmal aortas. Flow cytometry analysis of human peripheral blood further identified a fraction of circulating CD248+ cells which was confined in the CD8+ T-cell compartment. The increased infiltrating of CD248+CD8+ T cells was coincident with reduced circulating CD248+CD8+ T cells in patients with ascending TAA when compared with patients with coronary artery diseases and healthy donors. The CD248+CD8+ T cells were characterized by upregulated IL-10 and downregulated IL-1β/INF-γ expression when compared with CD248-CD8+ T cells. Moreover, when co-cultured with human aortic endothelial cells, the CD248+CD8+ T cells not only downregulated endothelial expression of ICAM1/VCAM1 and MMP2/3 but also suppressed endothelial migration. This study shows that CD248 reduces pathological vascular remodeling via anti-inflammatory CD248+CD8+ T cells, revealing a CD248-mediated cellular mechanism against human aortic aneurysms.
Collapse
Affiliation(s)
- Xiaojuan Hu
- Department of Clinical Laboratory, Obstetrics and Gynecology Hospital of Fudan University, Shanghai 200090, China
| | - Ting Wu
- Renji Clinical Stem Cell Research Center, Shanghai 200127, China
| | - Chenxi Wang
- Department of Cardiovascular Surgery, School of Medicine, Shanghai Jiao Tong University, Ren Ji Hospital, Shanghai 200127, China
| | - Jun Li
- Renji Clinical Stem Cell Research Center, Shanghai 200127, China
| | - Chunmei Ying
- Department of Clinical Laboratory, Obstetrics and Gynecology Hospital of Fudan University, Shanghai 200090, China
| |
Collapse
|
28
|
Choi J, Baldwin TM, Wong M, Bolden JE, Fairfax KA, Lucas EC, Cole R, Biben C, Morgan C, Ramsay KA, Ng AP, Kauppi M, Corcoran LM, Shi W, Wilson N, Wilson MJ, Alexander WS, Hilton DJ, de Graaf CA. Haemopedia RNA-seq: a database of gene expression during haematopoiesis in mice and humans. Nucleic Acids Res 2020; 47:D780-D785. [PMID: 30395284 PMCID: PMC6324085 DOI: 10.1093/nar/gky1020] [Citation(s) in RCA: 82] [Impact Index Per Article: 20.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2018] [Accepted: 10/12/2018] [Indexed: 11/24/2022] Open
Abstract
During haematopoiesis, haematopoietic stem cells differentiate into restricted potential progenitors before maturing into the many lineages required for oxygen transport, wound healing and immune response. We have updated Haemopedia, a database of gene-expression profiles from a broad spectrum of haematopoietic cells, to include RNA-seq gene-expression data from both mice and humans. The Haemopedia RNA-seq data set covers a wide range of lineages and progenitors, with 57 mouse blood cell types (flow sorted populations from healthy mice) and 12 human blood cell types. This data set has been made accessible for exploration and analysis, to researchers and clinicians with limited bioinformatics experience, on our online portal Haemosphere: https://www.haemosphere.org. Haemosphere also includes nine other publicly available high-quality data sets relevant to haematopoiesis. We have added the ability to compare gene expression across data sets and species by curating data sets with shared lineage designations or to view expression gene vs gene, with all plots available for download by the user.
Collapse
Affiliation(s)
- Jarny Choi
- Molecular Medicine Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia.,Centre for Stem Cell Systems, Anatomy and Neuroscience Department, The University of Melbourne, Parkville, Victoria, Australia
| | - Tracey M Baldwin
- Molecular Medicine Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Mae Wong
- CSL Limited, Parkville, Victoria, Australia
| | - Jessica E Bolden
- Molecular Medicine Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia.,Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
| | - Kirsten A Fairfax
- Molecular Medicine Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia.,Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
| | - Erin C Lucas
- Molecular Medicine Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Rebecca Cole
- Molecular Medicine Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Christine Biben
- Molecular Medicine Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia.,Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
| | - Clare Morgan
- Molecular Medicine Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia.,Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
| | - Kerry A Ramsay
- Molecular Medicine Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Ashley P Ng
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia.,Cancer and Haematology Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Maria Kauppi
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia.,Cancer and Haematology Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Lynn M Corcoran
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia.,Molecular Immunology Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Wei Shi
- Bioinformatics Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia.,Department of Computing and Information Systems, The University of Melbourne, Parkville, Victoria, Australia
| | | | | | - Warren S Alexander
- Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia.,Cancer and Haematology Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Douglas J Hilton
- Molecular Medicine Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia.,Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
| | - Carolyn A de Graaf
- Molecular Medicine Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia.,Department of Medical Biology, The University of Melbourne, Parkville, Victoria, Australia
| |
Collapse
|
29
|
Hansen M, Zeddies S, Meinders M, di Summa F, Rollmann E, van Alphen FP, Hoogendijk AJ, Moore KS, Halbach M, Gutiérrez L, van den Biggelaar M, Thijssen-Timmer DC, Auburger GW, van den Akker E, von Lindern M. The RNA-Binding Protein ATXN2 is Expressed during Megakaryopoiesis and May Control Timing of Gene Expression. Int J Mol Sci 2020; 21:ijms21030967. [PMID: 32024018 PMCID: PMC7037754 DOI: 10.3390/ijms21030967] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2019] [Revised: 01/21/2020] [Accepted: 01/30/2020] [Indexed: 12/13/2022] Open
Abstract
Megakaryopoiesis is the process during which megakaryoblasts differentiate to polyploid megakaryocytes that can subsequently shed thousands of platelets in the circulation. Megakaryocytes accumulate mRNA during their maturation, which is required for the correct spatio-temporal production of cytoskeletal proteins, membranes and platelet-specific granules, and for the subsequent shedding of thousands of platelets per cell. Gene expression profiling identified the RNA binding protein ATAXIN2 (ATXN2) as a putative novel regulator of megakaryopoiesis. ATXN2 expression is high in CD34+/CD41+ megakaryoblasts and sharply decreases upon maturation to megakaryocytes. ATXN2 associates with DDX6 suggesting that it may mediate repression of mRNA translation during early megakaryopoiesis. Comparative transcriptome and proteome analysis on megakaryoid cells (MEG-01) with differential ATXN2 expression identified ATXN2 dependent gene expression of mRNA and protein involved in processes linked to hemostasis. Mice deficient for Atxn2 did not display differences in bleeding times, but the expression of key surface receptors on platelets, such as ITGB3 (carries the CD61 antigen) and CD31 (PECAM1), was deregulated and platelet aggregation upon specific triggers was reduced.
Collapse
Affiliation(s)
- Marten Hansen
- Department Hematopoiesis, Sanquin Research, and Landsteiner Laboratory, Amsterdam University Medical Centre, 1066CX Amsterdam, The Netherlands; (M.H.); (S.Z.); (F.d.S.); (K.S.M.); (D.C.T.-T.); (E.v.d.A.)
| | - Sabrina Zeddies
- Department Hematopoiesis, Sanquin Research, and Landsteiner Laboratory, Amsterdam University Medical Centre, 1066CX Amsterdam, The Netherlands; (M.H.); (S.Z.); (F.d.S.); (K.S.M.); (D.C.T.-T.); (E.v.d.A.)
| | - Marjolein Meinders
- Department Blood Cell Research, Sanquin Research and Landsteiner Laboratory, Academic Medical Centre, University of Amsterdam,1066CX Amsterdam, The Netherlands; (M.M.); (L.G.)
| | - Franca di Summa
- Department Hematopoiesis, Sanquin Research, and Landsteiner Laboratory, Amsterdam University Medical Centre, 1066CX Amsterdam, The Netherlands; (M.H.); (S.Z.); (F.d.S.); (K.S.M.); (D.C.T.-T.); (E.v.d.A.)
| | - Ewa Rollmann
- Experimental Neurology, Goethe University Medical School, 60528 Frankfurt am Main, Germany; (E.R.); (M.H.)
| | - Floris P.J. van Alphen
- Department of Molecular and Cellular Hemostasis, Sanquin Research, 1066CX Amsterdam, The Netherlands (A.J.H.); (M.v.d.B.)
| | - Arjan J. Hoogendijk
- Department of Molecular and Cellular Hemostasis, Sanquin Research, 1066CX Amsterdam, The Netherlands (A.J.H.); (M.v.d.B.)
| | - Kat S. Moore
- Department Hematopoiesis, Sanquin Research, and Landsteiner Laboratory, Amsterdam University Medical Centre, 1066CX Amsterdam, The Netherlands; (M.H.); (S.Z.); (F.d.S.); (K.S.M.); (D.C.T.-T.); (E.v.d.A.)
| | - Melanie Halbach
- Experimental Neurology, Goethe University Medical School, 60528 Frankfurt am Main, Germany; (E.R.); (M.H.)
| | - Laura Gutiérrez
- Department Blood Cell Research, Sanquin Research and Landsteiner Laboratory, Academic Medical Centre, University of Amsterdam,1066CX Amsterdam, The Netherlands; (M.M.); (L.G.)
| | - Maartje van den Biggelaar
- Department of Molecular and Cellular Hemostasis, Sanquin Research, 1066CX Amsterdam, The Netherlands (A.J.H.); (M.v.d.B.)
| | - Daphne C. Thijssen-Timmer
- Department Hematopoiesis, Sanquin Research, and Landsteiner Laboratory, Amsterdam University Medical Centre, 1066CX Amsterdam, The Netherlands; (M.H.); (S.Z.); (F.d.S.); (K.S.M.); (D.C.T.-T.); (E.v.d.A.)
| | - Georg W.J. Auburger
- Experimental Neurology, Goethe University Medical School, 60528 Frankfurt am Main, Germany; (E.R.); (M.H.)
| | - Emile van den Akker
- Department Hematopoiesis, Sanquin Research, and Landsteiner Laboratory, Amsterdam University Medical Centre, 1066CX Amsterdam, The Netherlands; (M.H.); (S.Z.); (F.d.S.); (K.S.M.); (D.C.T.-T.); (E.v.d.A.)
| | - Marieke von Lindern
- Department Hematopoiesis, Sanquin Research, and Landsteiner Laboratory, Amsterdam University Medical Centre, 1066CX Amsterdam, The Netherlands; (M.H.); (S.Z.); (F.d.S.); (K.S.M.); (D.C.T.-T.); (E.v.d.A.)
- Correspondence: ; Tel.: +31-6-1203-7801
| |
Collapse
|
30
|
Crawley JTB, Zalli A, Monkman JH, Petri A, Lane DA, Ahnstrӧm J, Salles‐Crawley II. Defective fibrin deposition and thrombus stability in Bambi -/- mice are mediated by elevated anticoagulant function. J Thromb Haemost 2019; 17:1935-1949. [PMID: 31351019 PMCID: PMC6899896 DOI: 10.1111/jth.14593] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2019] [Accepted: 07/22/2019] [Indexed: 01/22/2023]
Abstract
BACKGROUND Bone morphogenetic and activin membrane-bound inhibitor (BAMBI) is a transmembrane protein related to the type I transforming growth factor- β (TGF-β) receptor family that is present on both platelets and endothelial cells (ECs). Bambi-deficient mice exhibit reduced hemostatic function and thrombus stability characterized by an increased embolization. OBJECTIVE We aimed to delineate how BAMBI influences endothelial function and thrombus stability. METHODS Bambi-deficient mice were subjected to the laser-induced thrombosis model where platelet and fibrin accumulation was evaluated. Expression of thrombomodulin and tissue factor pathway inhibitor (TFPI) was also assessed in these mice. RESULTS Thrombus instability in Bambi-/- mice was associated with a profound defect in fibrin deposition. Injection of hirudin into Bambi+/+ mice prior to thrombus formation recapitulated the Bambi-/- thrombus instability phenotype. In contrast, hirudin had no additional effect upon thrombus formation in Bambi-/- mice. Deletion of Bambi in ECs resulted in mice with defective thrombus stability caused by decreased fibrin accumulation. Increased levels of the anticoagulant proteins TFPI and thrombomodulin were detected in Bambi-/- mouse lung homogenates. Endothelial cells isolated from Bambi-/- mouse lungs exhibited enhanced ability to activate protein C due to elevated thrombomodulin levels. Blocking thrombomodulin and TFPI in vivo fully restored fibrin accumulation and thrombus stability in Bambi-/- mice. CONCLUSIONS We demonstrate that endothelial BAMBI influences fibrin generation and thrombus stability by modulating thrombomodulin and TFPI anticoagulant function of the endothelium; we also highlight the importance of these anticoagulant proteins in the laser-induced thrombosis model.
Collapse
Affiliation(s)
- James T. B. Crawley
- Centre for HaematologyHammersmith Hospital CampusImperial College LondonLondonUK
| | - Argita Zalli
- Centre for HaematologyHammersmith Hospital CampusImperial College LondonLondonUK
| | - James H. Monkman
- Centre for HaematologyHammersmith Hospital CampusImperial College LondonLondonUK
| | - Anastasis Petri
- Centre for HaematologyHammersmith Hospital CampusImperial College LondonLondonUK
| | - David A. Lane
- Centre for HaematologyHammersmith Hospital CampusImperial College LondonLondonUK
| | - Josefin Ahnstrӧm
- Centre for HaematologyHammersmith Hospital CampusImperial College LondonLondonUK
| | | |
Collapse
|
31
|
Järviaho T, Bang B, Zachariadis V, Taylan F, Moilanen J, Möttönen M, Smith CIE, Harila-Saari A, Niinimäki R, Nordgren A. Predisposition to childhood acute lymphoblastic leukemia caused by a constitutional translocation disrupting ETV6. Blood Adv 2019; 3:2722-2731. [PMID: 31519648 PMCID: PMC6759729 DOI: 10.1182/bloodadvances.2018028795] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2018] [Accepted: 06/17/2019] [Indexed: 12/31/2022] Open
Abstract
Pathogenic germline variants in ETV6 have been associated with familial predisposition to thrombocytopenia and hematological malignancies, predominantly childhood B-cell precursor acute lymphoblastic leukemia (BCP-ALL). In addition, overrepresentation of a high hyperdiploid subtype and older age at diagnosis have been reported among sporadic BCP-ALL cases with germline variants in ETV6 We studied a family with 2 second-degree relatives who developed childhood high hyperdiploid BCP-ALL at ages 8 and 12 years, respectively. A constitutional balanced reciprocal translocation t(12;14)(p13.2;q23.1) was discovered in both patients by routine karyotyping at diagnosis and, subsequently, in 7 healthy family members who had not experienced hematological malignancies. No carriers had thrombocytopenia. Whole-genome sequencing confirmed the translocation, resulting in 2 actively transcribed but nonfunctional fusion genes, causing heterozygous loss and consequently monoallelic expression of ETV6 Whole-genome sequencing analysis of the affected female subjects' leukemia excluded additional somatic aberrations in ETV6 and RTN1 as well as shared somatic variants in other genes. Expression studies, performed to confirm decreased expression of ETV6, were not conclusive. We suggest that germline aberrations resulting in monoallelic expression of ETV6 contribute to leukemia susceptibility, whereas more severe functional deficiency of ETV6 is required for developing THC5. To our knowledge, this report is the first of a constitutional translocation disrupting ETV6 causing predisposition to childhood ALL.
Collapse
Affiliation(s)
- Tekla Järviaho
- PEDEGO Research Unit, University of Oulu, Oulu, Finland
- Medical Research Center, University of Oulu and Oulu University Hospital, Oulu, Finland
- Biocenter Oulu, University of Oulu, Oulu, Finland
| | - Benedicte Bang
- Department of Molecular Medicine and Surgery, Center of Molecular Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Vasilios Zachariadis
- Department of Molecular Medicine and Surgery, Center of Molecular Medicine, Karolinska Institutet, Stockholm, Sweden
- Department of Clinical Genetics, Karolinska University Hospital, Stockholm, Sweden
| | - Fulya Taylan
- Department of Molecular Medicine and Surgery, Center of Molecular Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Jukka Moilanen
- PEDEGO Research Unit, University of Oulu, Oulu, Finland
- Medical Research Center, University of Oulu and Oulu University Hospital, Oulu, Finland
- Department of Clinical Genetics and
| | - Merja Möttönen
- PEDEGO Research Unit, University of Oulu, Oulu, Finland
- Department of Children and Adolescents, Oulu University Hospital, Oulu, Finland
| | - C I Edvard Smith
- Clinical Research Center, Department of Laboratory Medicine, Karolinska Institutet, Huddinge, Sweden; and
| | - Arja Harila-Saari
- Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Riitta Niinimäki
- PEDEGO Research Unit, University of Oulu, Oulu, Finland
- Department of Children and Adolescents, Oulu University Hospital, Oulu, Finland
| | - Ann Nordgren
- Department of Molecular Medicine and Surgery, Center of Molecular Medicine, Karolinska Institutet, Stockholm, Sweden
- Department of Clinical Genetics, Karolinska University Hospital, Stockholm, Sweden
| |
Collapse
|
32
|
Xu J, Wu W, Tang Y, Lin Y, Xue Y, Hu J, Lin D. PRL-3 exerts oncogenic functions in myeloid leukemia cells via aberrant dephosphorylation of stathmin and activation of STAT3 signaling. Aging (Albany NY) 2019; 11:7817-7829. [PMID: 31546234 PMCID: PMC6781976 DOI: 10.18632/aging.102290] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2019] [Accepted: 09/14/2019] [Indexed: 04/28/2023]
Abstract
PRL-3, an oncogenic dual-specificity phosphatase, is overexpressed in 50% of acute myeloid leukemia patients. Stathmin has been identified as a downstream target of PRL-3 in colorectal cancer. However, the correlation between PRL-3 and stathmin in myeloid leukemia is unclear. In this study, we revealed the positive correlation between PRL-3 and stathmin in myeloid leukemia. Knockdown of the PRL-3 gene by shRNA reduced the expression of downstream stathmin, suppressed cell proliferation, induced G2/M arrest and cell apoptosis, and inhibited migration and invasion in myeloid leukemia cells. Moreover, our study was the first to provide evidence that silencing PRL-3 increased the phosphorylation level in Ser16, Ser25, Ser38, and Ser63 of stathmin, and in turn inhibited the STAT3 and STAT5 signaling in myeloid leukemia cells. This evidence points to a promoted role for PRL-3 in the progression of myeloid leukemia, and PRL-3 could be a possible new treatment target.
Collapse
Affiliation(s)
- Jianping Xu
- Department of Laboratory Medicine, School of Medical Technology and Engineering, Fujian Medical University, Fuzhou 350004, Fujian, China
| | - Wei Wu
- Department of Laboratory Medicine, Quanzhou Medical College, Quanzhou 362011, Fujian, China
| | - Yao Tang
- Department of Laboratory Medicine, School of Medical Technology and Engineering, Fujian Medical University, Fuzhou 350004, Fujian, China
| | - Yanfeng Lin
- Department of Laboratory Medicine, School of Medical Technology and Engineering, Fujian Medical University, Fuzhou 350004, Fujian, China
| | - Yan Xue
- Department of Laboratory Medicine, School of Medical Technology and Engineering, Fujian Medical University, Fuzhou 350004, Fujian, China
| | - Jianda Hu
- Fujian Institute of Hematology, Fujian Medical University Union Hospital, Fuzhou 350001, Fujian, China
| | - Donghong Lin
- Department of Laboratory Medicine, School of Medical Technology and Engineering, Fujian Medical University, Fuzhou 350004, Fujian, China
| |
Collapse
|
33
|
Karim MR, Wang YF. Phenotypic identification of CD19 +CD5 +CD1d + regulatory B cells that produce interleukin 10 and transforming growth factor β 1 in human peripheral blood. Arch Med Sci 2019; 15:1176-1183. [PMID: 31572462 PMCID: PMC6764295 DOI: 10.5114/aoms.2018.77772] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/17/2018] [Accepted: 07/30/2018] [Indexed: 12/11/2022] Open
Abstract
INTRODUCTION Regulatory B cells (Bregs), a novel subpopulation of B cells, are a significant area of research due to their immune regulatory function in the immunological response. Bregs have been reported to regulate acute inflammation and immunity through the production of anti-inflammatory cytokines. MATERIAL AND METHODS A B cell subpopulation was identified using flow cytometric analysis in two different processes: 1) after preparation and storage of peripheral blood mononuclear cells (PBMCs) using Ficoll density gradient centrifugation from a human blood sample, 2) followed by isolation and storage of B cells through magnetic separation using a B cell isolation kit and MS column. ELISA assays were performed to observe the cytokine production of interkleukin 10 (IL-10) and transforming growth factor β1 (TGF-β1) by this novel B cell subpopulation. RESULTS Double positive staining of CD5+CD1d+ Bregs represents (19.27 ±1.52) from PBMCs, (33.32 ±2.95) from B cells accordingly (n = 40). Through ELISA assays, it has been found that B cell subpopulation produces IL-10 (0.56 ±0.08) and TGF-β1 (0.90 ±0.12) (n = 40). CONCLUSIONS These methods should be able to facilitate progress in research on Bregs through the following steps: 1) the regulatory role may be observed in comparison with particular autoimmune diseases, inflammation, cancer, and immunologic responses to find out whether Breg alteration and/or cytokine production is altered as well in these disorders or conditions. 2) If the alteration of Bregs and cytokine production is significant along with the clinical correlation, a further in vitro study can be initiated with exposure of certain drugs to overcome the alteration of the cytokine production; then, an in vivo study can be initiated.
Collapse
Affiliation(s)
- Md Rezaul Karim
- Department of Neurology, Taihe Hospital of Hubei University of Medicine, Shiyan, China
- Biomedical Research Institute of Hubei University of Medicine, Shiyan, China
| | - Yun-Fu Wang
- Department of Neurology, Taihe Hospital of Hubei University of Medicine, Shiyan, China
- Biomedical Research Institute of Hubei University of Medicine, Shiyan, China
| |
Collapse
|
34
|
Stamova B, Ander BP, Jickling G, Hamade F, Durocher M, Zhan X, Liu DZ, Cheng X, Hull H, Yee A, Ng K, Shroff N, Sharp FR. The intracerebral hemorrhage blood transcriptome in humans differs from the ischemic stroke and vascular risk factor control blood transcriptomes. J Cereb Blood Flow Metab 2019; 39:1818-1835. [PMID: 29651892 PMCID: PMC6727143 DOI: 10.1177/0271678x18769513] [Citation(s) in RCA: 40] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Understanding how the blood transcriptome of human intracerebral hemorrhage (ICH) differs from ischemic stroke (IS) and matched controls (CTRL) will improve understanding of immune and coagulation pathways in both disorders. This study examined RNA from 99 human whole-blood samples using GeneChip® HTA 2.0 arrays to assess differentially expressed transcripts of alternatively spliced genes between ICH, IS and CTRL. We used a mixed regression model with FDR-corrected p(Dx) < 0.2 and p < 0.005 and |FC| > 1.2 for individual comparisons. For time-dependent analyses, subjects were divided into four time-points: 0(CTRL), <24 h, 24-48 h, >48 h; 489 transcripts were differentially expressed between ICH and CTRL, and 63 between IS and CTRL. ICH had differentially expressed T-cell receptor and CD36 genes, and iNOS, TLR, macrophage, and T-helper pathways. IS had more non-coding RNA. ICH and IS both had angiogenesis, CTLA4 in T lymphocytes, CD28 in T helper cells, NFAT regulation of immune response, and glucocorticoid receptor signaling pathways. Self-organizing maps revealed 4357 transcripts changing expression over time in ICH, and 1136 in IS. Understanding ICH and IS transcriptomes will be useful for biomarker development, treatment and prevention strategies, and for evaluating how well animal models recapitulate human ICH and IS.
Collapse
Affiliation(s)
- Boryana Stamova
- 1 Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Bradley P Ander
- 1 Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Glen Jickling
- 1 Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA.,2 Department of Medicine, University of Alberta, Edmonton, Canada
| | - Farah Hamade
- 1 Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Marc Durocher
- 1 Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Xinhua Zhan
- 1 Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Da Zhi Liu
- 1 Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Xiyuan Cheng
- 1 Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Heather Hull
- 1 Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Alan Yee
- 1 Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Kwan Ng
- 1 Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Natasha Shroff
- 1 Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| | - Frank R Sharp
- 1 Department of Neurology, School of Medicine, University of California at Davis, Sacramento, CA, USA
| |
Collapse
|
35
|
Pinto JP, Machado RSR, Magno R, Oliveira DV, Machado S, Andrade RP, Bragança J, Duarte I, Futschik ME. StemMapper: a curated gene expression database for stem cell lineage analysis. Nucleic Acids Res 2019; 46:D788-D793. [PMID: 29045725 PMCID: PMC5753294 DOI: 10.1093/nar/gkx921] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2017] [Accepted: 10/05/2017] [Indexed: 12/14/2022] Open
Abstract
Transcriptomic data have become a fundamental resource for stem cell (SC) biologists as well as for a wider research audience studying SC-related processes such as aging, embryonic development and prevalent diseases including cancer, diabetes and neurodegenerative diseases. Access and analysis of the growing amount of freely available transcriptomics datasets for SCs, however, are not trivial tasks. Here, we present StemMapper, a manually curated gene expression database and comprehensive resource for SC research, built on integrated data for different lineages of human and mouse SCs. It is based on careful selection, standardized processing and stringent quality control of relevant transcriptomics datasets to minimize artefacts, and includes currently over 960 transcriptomes covering a broad range of SC types. Each of the integrated datasets was individually inspected and manually curated. StemMapper's user-friendly interface enables fast querying, comparison, and interactive visualization of quality-controlled SC gene expression data in a comprehensive manner. A proof-of-principle analysis discovering novel putative astrocyte/neural SC lineage markers exemplifies the utility of the integrated data resource. We believe that StemMapper can open the way for new insights and advances in SC research by greatly simplifying the access and analysis of SC transcriptomic data. StemMapper is freely accessible at http://stemmapper.sysbiolab.eu.
Collapse
Affiliation(s)
- José P Pinto
- Systems Biology and Bioinformatics Laboratory (SysBioLab), Universidade do Algarve, Faro, 8005-139, Portugal.,Center for Biomedical Research (CBMR), Universidade do Algarve, Faro, 8005-139, Portugal
| | - Rui S R Machado
- Systems Biology and Bioinformatics Laboratory (SysBioLab), Universidade do Algarve, Faro, 8005-139, Portugal.,Center for Biomedical Research (CBMR), Universidade do Algarve, Faro, 8005-139, Portugal
| | - Ramiro Magno
- Center for Biomedical Research (CBMR), Universidade do Algarve, Faro, 8005-139, Portugal.,Algarve Biomedical Center (ABC), Campus Gambelas, Ed. 2 - Ala Norte 8005-139, Faro, Portugal
| | - Daniel V Oliveira
- Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm 14157, Sweden
| | - Susana Machado
- Center for Biomedical Research (CBMR), Universidade do Algarve, Faro, 8005-139, Portugal.,Algarve Biomedical Center (ABC), Campus Gambelas, Ed. 2 - Ala Norte 8005-139, Faro, Portugal
| | - Raquel P Andrade
- Center for Biomedical Research (CBMR), Universidade do Algarve, Faro, 8005-139, Portugal.,Algarve Biomedical Center (ABC), Campus Gambelas, Ed. 2 - Ala Norte 8005-139, Faro, Portugal.,Department of Medicine and Biomedical Sciences, Universidade do Algarve 8005-139, Faro, Portugal
| | - José Bragança
- Center for Biomedical Research (CBMR), Universidade do Algarve, Faro, 8005-139, Portugal.,Algarve Biomedical Center (ABC), Campus Gambelas, Ed. 2 - Ala Norte 8005-139, Faro, Portugal.,Department of Medicine and Biomedical Sciences, Universidade do Algarve 8005-139, Faro, Portugal
| | - Isabel Duarte
- Center for Biomedical Research (CBMR), Universidade do Algarve, Faro, 8005-139, Portugal.,Algarve Biomedical Center (ABC), Campus Gambelas, Ed. 2 - Ala Norte 8005-139, Faro, Portugal
| | - Matthias E Futschik
- Systems Biology and Bioinformatics Laboratory (SysBioLab), Universidade do Algarve, Faro, 8005-139, Portugal.,Center for Biomedical Research (CBMR), Universidade do Algarve, Faro, 8005-139, Portugal.,Centre of Marine Sciences (CCMAR), Universidade do Algarve, Faro 8005-139, Portugal.,School of Biomedical & Healthcare Sciences, Plymouth University Peninsula Schools of Medicine and Dentistry, Plymouth, Devon PL4 8AA, UK
| |
Collapse
|
36
|
H22954, a novel long non-coding RNA down-regulated in AML, inhibits cancer growth in a BCL-2-dependent mechanism. Cancer Lett 2019; 454:26-36. [DOI: 10.1016/j.canlet.2019.03.055] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2019] [Revised: 03/27/2019] [Accepted: 03/28/2019] [Indexed: 01/08/2023]
|
37
|
Vermeersch E, Nuyttens BP, Tersteeg C, Broos K, De Meyer SF, Vanhoorelbeke K, Deckmyn H. Functional Genomics for the Identification of Modulators of Platelet-Dependent Thrombus Formation. TH OPEN 2019; 2:e272-e279. [PMID: 31249951 PMCID: PMC6524883 DOI: 10.1055/s-0038-1670630] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2018] [Accepted: 08/06/2018] [Indexed: 11/17/2022] Open
Abstract
Despite the absence of the genome in platelets, transcription profiling provides important insights into platelet function and can help clarify abnormalities in platelet disorders. The Bloodomics Consortium performed whole-genome expression analysis comparing in vitro–differentiated megakaryocytes (MKs) with in vitro–differentiated erythroblasts and different blood cell types. This allowed the identification of genes with upregulated expression in MKs compared with all other cell lineages, among the receptors BAMBI, LRRC32, ESAM, and DCBLD2. In a later correlative analysis of genome-wide platelet RNA expression with interindividual human platelet reactivity, LLRFIP and COMMD7 were additionally identified. A functional genomics approach using morpholino-based silencing in zebrafish identified various roles for all of these selected genes in thrombus formation. In this review, we summarize the role of the six identified genes in zebrafish and discuss how they correlate with subsequently performed mouse experiments.
Collapse
Affiliation(s)
- Elien Vermeersch
- Laboratory for Thrombosis Research, KU Leuven Campus Kulak, Kortrijk, Belgium
| | | | - Claudia Tersteeg
- Laboratory for Thrombosis Research, KU Leuven Campus Kulak, Kortrijk, Belgium
| | - Katleen Broos
- Laboratory for Thrombosis Research, KU Leuven Campus Kulak, Kortrijk, Belgium
| | - Simon F De Meyer
- Laboratory for Thrombosis Research, KU Leuven Campus Kulak, Kortrijk, Belgium
| | - Karen Vanhoorelbeke
- Laboratory for Thrombosis Research, KU Leuven Campus Kulak, Kortrijk, Belgium
| | - Hans Deckmyn
- Laboratory for Thrombosis Research, KU Leuven Campus Kulak, Kortrijk, Belgium
| |
Collapse
|
38
|
Durocher M, Ander BP, Jickling G, Hamade F, Hull H, Knepp B, Liu DZ, Zhan X, Tran A, Cheng X, Ng K, Yee A, Sharp FR, Stamova B. Inflammatory, regulatory, and autophagy co-expression modules and hub genes underlie the peripheral immune response to human intracerebral hemorrhage. J Neuroinflammation 2019; 16:56. [PMID: 30836997 PMCID: PMC6399982 DOI: 10.1186/s12974-019-1433-4] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2018] [Accepted: 02/12/2019] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Intracerebral hemorrhage (ICH) has a high morbidity and mortality. The peripheral immune system and cross-talk between peripheral blood and brain have been implicated in the ICH immune response. Thus, we delineated the gene networks associated with human ICH in the peripheral blood transcriptome. We also compared the differentially expressed genes in blood following ICH to a prior human study of perihematomal brain tissue. METHODS We performed peripheral blood whole-transcriptome analysis of ICH and matched vascular risk factor control subjects (n = 66). Gene co-expression network analysis identified groups of co-expressed genes (modules) associated with ICH and their most interconnected genes (hubs). Mixed-effects regression identified differentially expressed genes in ICH compared to controls. RESULTS Of seven ICH-associated modules, six were enriched with cell-specific genes: one neutrophil module, one neutrophil plus monocyte module, one T cell module, one Natural Killer cell module, and two erythroblast modules. The neutrophil/monocyte modules were enriched in inflammatory/immune pathways; the T cell module in T cell receptor signaling genes; and the Natural Killer cell module in genes regulating alternative splicing, epigenetic, and post-translational modifications. One erythroblast module was enriched in autophagy pathways implicated in experimental ICH, and NRF2 signaling implicated in hematoma clearance. Many hub genes or module members, such as IARS, mTOR, S1PR1, LCK, FYN, SKAP1, ITK, AMBRA1, NLRC4, IL6R, IL17RA, GAB2, MXD1, PIK3CD, NUMB, MAPK14, DDX24, EVL, TDP1, ATG3, WDFY3, GSK3B, STAT3, STX3, CSF3R, PIP4K2A, ANXA3, DGAT2, LRP10, FLOT2, ANK1, CR1, SLC4A1, and DYSF, have been implicated in neuroinflammation, cell death, transcriptional regulation, and some as experimental ICH therapeutic targets. Gene-level analysis revealed 1225 genes (FDR p < 0.05, fold-change > |1.2|) have altered expression in ICH in peripheral blood. There was significant overlap of the 1225 genes with dysregulated genes in human perihematomal brain tissue (p = 7 × 10-3). Overlapping genes were enriched for neutrophil-specific genes (p = 6.4 × 10-08) involved in interleukin, neuroinflammation, apoptosis, and PPAR signaling. CONCLUSIONS This study delineates key processes underlying ICH pathophysiology, complements experimental ICH findings, and the hub genes significantly expand the list of novel ICH therapeutic targets. The overlap between blood and brain gene responses underscores the importance of examining blood-brain interactions in human ICH.
Collapse
Affiliation(s)
- Marc Durocher
- Department of Neurology, University of California Davis School of Medicine, Sacramento, CA 95817 USA
| | - Bradley P. Ander
- Department of Neurology, University of California Davis School of Medicine, Sacramento, CA 95817 USA
| | - Glen Jickling
- Department of Neurology, University of California Davis School of Medicine, Sacramento, CA 95817 USA
| | - Farah Hamade
- Department of Neurology, University of California Davis School of Medicine, Sacramento, CA 95817 USA
| | - Heather Hull
- Department of Neurology, University of California Davis School of Medicine, Sacramento, CA 95817 USA
| | - Bodie Knepp
- Department of Neurology, University of California Davis School of Medicine, Sacramento, CA 95817 USA
| | - Da Zhi Liu
- Department of Neurology, University of California Davis School of Medicine, Sacramento, CA 95817 USA
| | - Xinhua Zhan
- Department of Neurology, University of California Davis School of Medicine, Sacramento, CA 95817 USA
| | - Anh Tran
- Department of Neurology, University of California Davis School of Medicine, Sacramento, CA 95817 USA
| | - Xiyuan Cheng
- Department of Neurology, University of California Davis School of Medicine, Sacramento, CA 95817 USA
| | - Kwan Ng
- Department of Neurology, University of California Davis School of Medicine, Sacramento, CA 95817 USA
| | - Alan Yee
- Department of Neurology, University of California Davis School of Medicine, Sacramento, CA 95817 USA
| | - Frank R. Sharp
- Department of Neurology, University of California Davis School of Medicine, Sacramento, CA 95817 USA
| | - Boryana Stamova
- Department of Neurology, University of California Davis School of Medicine, Sacramento, CA 95817 USA
- MIND Institute Biosciences Building, 2805 50th Street, Sacramento, CA 95817 USA
| |
Collapse
|
39
|
Lee YH, Seo JW, Kim YG, Moon JY, Kim JS, Jeong KH, Kim BM, Kim KW, Yang CW, Kim CD, Park JB, Kim YH, Chung BH, Lee SH. Validation Study of an Operational Tolerance Signature in Korean Kidney Transplant Recipients. Immune Netw 2018; 18:e36. [PMID: 30402331 PMCID: PMC6215901 DOI: 10.4110/in.2018.18.e36] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2018] [Revised: 10/16/2018] [Accepted: 10/17/2018] [Indexed: 12/21/2022] Open
Abstract
Operational tolerance (OT), defined as maintaining stable graft function without immunosuppression after transplant surgery, is an ideal goal for kidney transplant recipients (KTRs). Recent investigations have demonstrated the distinctive features of B cells, T cells, and dendritic cell-related gene signatures and the distributions of circulating lymphocytes in these patients; nonetheless, substantial heterogeneities exist across studies. This study was conducted to determine whether previously reported candidate gene biomarkers and the profiles of lymphocyte subsets of OT could be applied in Korean KTRs. Peripheral blood samples were collected from 153 patients, including 7 operationally tolerant patients. Quantitative real-time PCR and flow cytometry were performed to evaluate gene expression and lymphocyte subsets, respectively. Patients with OT showed significantly higher levels of B cell-related gene signatures (IGKV1D-13 and IGKV4-1), while T cell-related genes (TOAG-1) and dendritic cell-related genes (BNC2, KLF6, and CYP1B1) were not differentially expressed across groups. Lymphocyte subset analyses also revealed a higher proportion of immature B cells in this group. In contrast, the distributions of CD4+ T cells, CD8+ T cells, mature B cells, and memory B cells showed no differences across diagnostic groups. An OT signature, generated by the integration of IGKV1D-13, IGKV4-1, and immature B cells, effectively discriminated patients with OT from those in other diagnostic groups. Finally, the OT signature was observed among 5.6% of patients who had stable graft function for more than 10 years while on immunosuppression. In conclusion, we validated an association of B cells and their related signature with OT in Korean KTRs.
Collapse
Affiliation(s)
- Yu Ho Lee
- Division of Nephrology, Department of Internal Medicine, Kyung Hee University, Seoul 02447, Korea
| | - Jung-Woo Seo
- Division of Nephrology, Department of Internal Medicine, Kyung Hee University, Seoul 02447, Korea
| | - Yang Gyun Kim
- Division of Nephrology, Department of Internal Medicine, Kyung Hee University, Seoul 02447, Korea
| | - Ju-Young Moon
- Division of Nephrology, Department of Internal Medicine, Kyung Hee University, Seoul 02447, Korea
| | - Jin Sug Kim
- Division of Nephrology, Department of Internal Medicine, Kyung Hee University, Seoul 02447, Korea
| | - Kyung-Hwan Jeong
- Division of Nephrology, Department of Internal Medicine, Kyung Hee University, Seoul 02447, Korea
| | - Bo-Mi Kim
- Transplant Research Center, Division of Nephrology, Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea
| | - Kyoung Woon Kim
- Transplant Research Center, Division of Nephrology, Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea
| | - Chul Woo Yang
- Transplant Research Center, Division of Nephrology, Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea
| | - Chan-Duck Kim
- Division of Nephrology, Department of Internal Medicine, Kyungpook National University Hospital, Daegu 41404, Korea
| | - Jae Berm Park
- Department of Surgery, Samsung Medical Center, Seoul 06351, Korea
| | - Yeong Hoon Kim
- Division of Nephrology, Department of Internal Medicine, Inje University College of Medicine, Busan 47392, Korea
| | - Byung Ha Chung
- Transplant Research Center, Division of Nephrology, Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea
| | - Sang-Ho Lee
- Division of Nephrology, Department of Internal Medicine, Kyung Hee University, Seoul 02447, Korea
| |
Collapse
|
40
|
Chang WA, Sheu CC, Liu KT, Shen JH, Yen MC, Kuo PL. Identification of mutations in SLC4A1, GP1BA and HFE in a family with venous thrombosis of unknown cause by next-generation sequencing. Exp Ther Med 2018; 16:4172-4180. [PMID: 30344693 DOI: 10.3892/etm.2018.6693] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2018] [Accepted: 05/17/2018] [Indexed: 12/28/2022] Open
Abstract
Various risk factors, including high age, female gender, obesity and certain genetic defects have been linked to venous thrombosis. A Taiwanese family with venous thrombosis of unknown cause were enrolled in the present study. In this pedigree, two women without any specific underlying diseases suffered from venous thrombotic events at the same age. No specific risk factors or coagulation abnormalities were identified. The main proband's younger brother also had intestinal arterial thrombosis at 54 years of age. Therefore, it was hypothesized that familial genetic defects may be the cause of venous thrombosis within this family. Blood samples collected from certain members of this pedigree were subjected to whole-exome sequencing, and three genetic variants were identified, including a missense variant of solute carrier family 4 member 1 (SLC4A1) (c.388G>A), a deletion on glycoprotein Ib platelet α subunit (GP1BA) (c.1322_1344del23) and an insertion in the splice site of homeostatic iron regulator (HFE). To date, none of these three genetic variants have been reported to be associated with venous thrombosis, to the best of our knowledge. The present study suggests that these genetic variants of SLC4A1, GP1BA and HFE may be associated with venous thrombosis in an Asian pedigree.
Collapse
Affiliation(s)
- Wei-An Chang
- Graduate Institute of Clinical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan, R.O.C.,Division of Pulmonary and Critical Care Medicine, Kaohsiung Medical University Hospital, Kaohsiung 807, Taiwan, R.O.C
| | - Chau-Chyun Sheu
- Graduate Institute of Clinical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan, R.O.C.,Division of Pulmonary and Critical Care Medicine, Kaohsiung Medical University Hospital, Kaohsiung 807, Taiwan, R.O.C.,School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan, R.O.C
| | - Kuan-Ting Liu
- Graduate Institute of Clinical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan, R.O.C.,School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan, R.O.C.,Department of Emergency Medicine, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung 807, Taiwan, R.O.C
| | - Jheng-Heng Shen
- Graduate Institute of Clinical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan, R.O.C.,Department of Emergency Medicine, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung 807, Taiwan, R.O.C
| | - Meng-Chi Yen
- Graduate Institute of Clinical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan, R.O.C.,Department of Emergency Medicine, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung 807, Taiwan, R.O.C
| | - Po-Lin Kuo
- Graduate Institute of Clinical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan, R.O.C
| |
Collapse
|
41
|
Functional redundancy between RAP1 isoforms in murine platelet production and function. Blood 2018; 132:1951-1962. [PMID: 30131434 DOI: 10.1182/blood-2018-03-838714] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2018] [Accepted: 08/11/2018] [Indexed: 01/14/2023] Open
Abstract
RAP GTPases, important regulators of cellular adhesion, are abundant signaling molecules in the platelet/megakaryocytic lineage. However, mice lacking the predominant isoform, RAP1B, display a partial platelet integrin activation defect and have a normal platelet count, suggesting the existence of a RAP1-independent pathway to integrin activation in platelets and a negligible role for RAP GTPases in megakaryocyte biology. To determine the importance of individual RAP isoforms on platelet production and on platelet activation at sites of mechanical injury or vascular leakage, we generated mice with megakaryocyte-specific deletion (mKO) of Rap1a and/or Rap1b Interestingly, Rap1a/b-mKO mice displayed a marked macrothrombocytopenia due to impaired proplatelet formation by megakaryocytes. In platelets, RAP isoforms had redundant and isoform-specific functions. Deletion of RAP1B, but not RAP1A, significantly reduced α-granule secretion and activation of the cytoskeleton regulator RAC1. Both isoforms significantly contributed to thromboxane A2 generation and the inside-out activation of platelet integrins. Combined deficiency of RAP1A and RAP1B markedly impaired platelet aggregation, spreading, and clot retraction. Consistently, thrombus formation in physiological flow conditions was abolished in Rap1a/b-mKO, but not Rap1a-mKO or Rap1b-mKO, platelets. Rap1a/b-mKO mice were strongly protected from experimental thrombosis and exhibited a severe defect in hemostasis after mechanical injury. Surprisingly, Rap1a/b-mKO platelets were indistinguishable from controls in their ability to prevent blood-lymphatic mixing during development and hemorrhage at sites of inflammation. In summary, our studies demonstrate an essential role for RAP1 signaling in platelet integrin activation and a critical role in platelet production. Although important for hemostatic/thrombotic plug formation, platelet RAP1 signaling is dispensable for vascular integrity during development and inflammation.
Collapse
|
42
|
Herman P, Stein A, Gibbs K, Korsunsky I, Gregersen P, Bloom O. Persons with Chronic Spinal Cord Injury Have Decreased Natural Killer Cell and Increased Toll-Like Receptor/Inflammatory Gene Expression. J Neurotrauma 2018; 35:1819-1829. [PMID: 29310515 PMCID: PMC6033303 DOI: 10.1089/neu.2017.5519] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
Infections are the leading cause of death for individuals with traumatic spinal cord injury (SCI). Along with increased infection rates, inflammation is often also observed in persons with chronic SCI. Together, immunological changes post-SCI are also poised to impede neurological recovery and mediate common medical consequences of SCI, including atherogenesis and neuropathic pain. The molecular mechanisms contributing to increased infection susceptibility and inflammation in persons living with SCI are poorly understood. Here, we used tools of functional genomics to perform a pilot study to compare whole-blood gene expression in individuals with chronic SCI (≥1 year from initial injury; N = 31) and uninjured individuals (N = 26). We identified 1815 differentially expressed genes in all SCI participants and 2226 differentially expressed genes in persons with SCI rostral to thoracic level 5, compared to uninjured participants. This included marked downregulation of natural killer cell genes and upregulation of the proinflammatory Toll-like receptor signaling pathway. These data provide novel mechanistic insights into the causes underlying the symptoms of immune dysfunction in individuals living with SCI.
Collapse
Affiliation(s)
- Paige Herman
- 1 The Feinstein Institute for Medical Research , Northwell Health
| | - Adam Stein
- 2 Department of Physical Medicine and Rehabilitation, Zucker School of Medicine at Hofstra Northwell
| | - Katie Gibbs
- 1 The Feinstein Institute for Medical Research , Northwell Health.,2 Department of Physical Medicine and Rehabilitation, Zucker School of Medicine at Hofstra Northwell
| | - Ilya Korsunsky
- 3 Robert S. Boas Center for Genomics & Human Genetics , The Feinstein Institute for Medical Research
| | - Peter Gregersen
- 3 Robert S. Boas Center for Genomics & Human Genetics , The Feinstein Institute for Medical Research.,4 Department of Molecular Medicine, Donald and Barbara Zucker School of Medicine at Hofstra Northwell , Northwell Health, Hempstead, NewYork
| | - Ona Bloom
- 1 The Feinstein Institute for Medical Research , Northwell Health.,2 Department of Physical Medicine and Rehabilitation, Zucker School of Medicine at Hofstra Northwell .,4 Department of Molecular Medicine, Donald and Barbara Zucker School of Medicine at Hofstra Northwell , Northwell Health, Hempstead, NewYork
| |
Collapse
|
43
|
Slørdahl TS, Abdollahi P, Vandsemb EN, Rampa C, Misund K, Baranowska KA, Westhrin M, Waage A, Rø TB, Børset M. The phosphatase of regenerating liver-3 (PRL-3) is important for IL-6-mediated survival of myeloma cells. Oncotarget 2017; 7:27295-306. [PMID: 27036022 PMCID: PMC5053650 DOI: 10.18632/oncotarget.8422] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2015] [Accepted: 03/14/2016] [Indexed: 12/21/2022] Open
Abstract
Multiple myeloma (MM) is a neoplastic proliferation of bone marrow plasma cells. PRL-3 is a phosphatase induced by interleukin (IL)-6 and other growth factors in MM cells and promotes MM-cell migration. PRL-3 has also been identified as a marker gene for a subgroup of patients with MM. In this study we found that forced expression of PRL-3 in the MM cell line INA-6 led to increased survival of cells that were depleted of IL-6. It also caused redistribution of cells in cell cycle, with an increased number of cells in G2M-phase. Furthermore, forced PRL-3 expression significantly increased phosphorylation of Signal transducer and activator of transcription (STAT) 3 both in the presence and the absence of IL-6. Knockdown of PRL-3 with shRNA reduced survival in MM cell line INA-6. A pharmacological inhibitor of PRL-3 reduced survival in the MM cell lines INA-6, ANBL-6, IH-1, OH-2 and RPMI8226. The inhibitor also reduced survival in 9 of 9 consecutive samples of purified primary myeloma cells. Treatment with the inhibitor down-regulated the anti-apoptotic protein Mcl-1 and led to activation of the intrinsic apoptotic pathway. Inhibition of PRL-3 also reduced IL-6-induced phosphorylation of STAT3. In conclusion, our study shows that PRL-3 is an important mediator of growth factor signaling in MM cells and hence possibly a good target for treatment of MM.
Collapse
Affiliation(s)
- Tobias S Slørdahl
- K. G. Jebsen Center for Myeloma Research, Trondheim, Norway.,Department of Cancer Research and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway.,Clinic of Medicine, St Olavs University Hospital, Trondheim, Norway
| | - Pegah Abdollahi
- K. G. Jebsen Center for Myeloma Research, Trondheim, Norway.,Department of Cancer Research and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
| | - Esten N Vandsemb
- K. G. Jebsen Center for Myeloma Research, Trondheim, Norway.,Department of Cancer Research and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
| | - Christoph Rampa
- K. G. Jebsen Center for Myeloma Research, Trondheim, Norway.,Department of Cancer Research and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
| | - Kristine Misund
- K. G. Jebsen Center for Myeloma Research, Trondheim, Norway.,Department of Cancer Research and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
| | - Katarzyna A Baranowska
- K. G. Jebsen Center for Myeloma Research, Trondheim, Norway.,Department of Cancer Research and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway.,Department of Hematology, St Olavs University Hospital, Trondheim, Norway
| | - Marita Westhrin
- K. G. Jebsen Center for Myeloma Research, Trondheim, Norway.,Department of Cancer Research and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
| | - Anders Waage
- K. G. Jebsen Center for Myeloma Research, Trondheim, Norway.,Department of Cancer Research and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway.,Department of Hematology, St Olavs University Hospital, Trondheim, Norway
| | - Torstein B Rø
- K. G. Jebsen Center for Myeloma Research, Trondheim, Norway.,Department of Cancer Research and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway.,Department of Pediatrics, St Olavs University Hospital, Trondheim, Norway
| | - Magne Børset
- K. G. Jebsen Center for Myeloma Research, Trondheim, Norway.,Department of Cancer Research and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway.,Department of Immunology and Transfusion Medicine, St Olavs University Hospital, Trondheim, Norway
| |
Collapse
|
44
|
Mediator Kinase Phosphorylation of STAT1 S727 Promotes Growth of Neoplasms With JAK-STAT Activation. EBioMedicine 2017; 26:112-125. [PMID: 29239838 PMCID: PMC5832629 DOI: 10.1016/j.ebiom.2017.11.013] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2017] [Revised: 11/14/2017] [Accepted: 11/16/2017] [Indexed: 01/01/2023] Open
Abstract
Constitutive JAK-STAT signaling drives the proliferation of most myeloproliferative neoplasms (MPN) and a subset of acute myeloid leukemia (AML), but persistence emerges with chronic exposure to JAK inhibitors. MPN and post-MPN AML are dependent on tyrosine phosphorylation of STATs, but the role of serine STAT1 phosphorylation remains unclear. We previously demonstrated that Mediator kinase inhibitor cortistatin A (CA) reduced proliferation of JAK2-mutant AML in vitro and in vivo and also suppressed CDK8-dependent phosphorylation of STAT1 at serine 727. Here we report that phosphorylation of STAT1 S727 promotes the proliferation of AML cells with JAK-STAT pathway activation. Inhibition of serine phosphorylation by CA promotes growth arrest and differentiation, inhibits colony formation in MPN patient samples and reduces allele burden in MPN mouse models. These results reveal that STAT1 pS727 regulates growth and differentiation in JAK-STAT activated neoplasms and suggest that Mediator kinase inhibition represents a therapeutic strategy to regulate JAK-STAT signaling. CDK8/19 inhibitor cortistatin A synergizes with FDA-approved JAK1/2 ruxolitinib and inhibits ruxolitinib-persistent cells. CDK8/19 phosphorylation of STAT1 S727 promotes growth and suppresses differentiation. Cortistatin A upregulates expression of STAT1 pS727- and SE-associated genes.
Previously, it was known that cancer cells with activated JAK-STAT signaling are driven by oncogenic actions of JAK2 and tyrosine-phosphorylated STAT3 and STAT5. The FDA-approved JAK inhibitor ruxolitinib targets these dependencies, but significant challenges remain in the clinic, especially for leukemia patients. We show here that JAK2-mutant leukemia cells that become resistant to ruxolitinib are sensitive to CDK8/19 inhibitor CA and that CA synergizes with ruxolitinib, indicating that CDK8/19 inhibitors may be an effective therapeutic strategy for these cancers. Further, our studies provide insights into the mechanistic role of STAT1 serine phosphorylation by CDK8/19 in JAK2-activated leukemia.
Collapse
|
45
|
Newman JRB, Conesa A, Mika M, New FN, Onengut-Gumuscu S, Atkinson MA, Rich SS, McIntyre LM, Concannon P. Disease-specific biases in alternative splicing and tissue-specific dysregulation revealed by multitissue profiling of lymphocyte gene expression in type 1 diabetes. Genome Res 2017; 27:1807-1815. [PMID: 29025893 PMCID: PMC5668939 DOI: 10.1101/gr.217984.116] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2016] [Accepted: 09/13/2017] [Indexed: 12/22/2022]
Abstract
Genome-wide association studies (GWAS) have identified multiple, shared allelic associations with many autoimmune diseases. However, the pathogenic contributions of variants residing in risk loci remain unresolved. The location of the majority of shared disease-associated variants in noncoding regions suggests they contribute to risk of autoimmunity through effects on gene expression in the immune system. In the current study, we test this hypothesis by applying RNA sequencing to CD4+, CD8+, and CD19+ lymphocyte populations isolated from 81 subjects with type 1 diabetes (T1D). We characterize and compare the expression patterns across these cell types for three gene sets: all genes, the set of genes implicated in autoimmune disease risk by GWAS, and the subset of these genes specifically implicated in T1D. We performed RNA sequencing and aligned the reads to both the human reference genome and a catalog of all possible splicing events developed from the genome, thereby providing a comprehensive evaluation of the roles of gene expression and alternative splicing (AS) in autoimmunity. Autoimmune candidate genes displayed greater expression specificity in the three lymphocyte populations relative to other genes, with significantly increased levels of splicing events, particularly those predicted to have substantial effects on protein isoform structure and function (e.g., intron retention, exon skipping). The majority of single-nucleotide polymorphisms within T1D-associated loci were also associated with one or more cis-expression quantitative trait loci (cis-eQTLs) and/or splicing eQTLs. Our findings highlight a substantial, and previously underrecognized, role for AS in the pathogenesis of autoimmune disorders and particularly for T1D.
Collapse
Affiliation(s)
- Jeremy R B Newman
- Department of Molecular Genetics and Microbiology, University of Florida, Gainesville, Florida 32610, USA
| | - Ana Conesa
- Department of Microbiology and Cell Science, Institute for Food and Agricultural Sciences, University of Florida, Gainesville, Florida 32610, USA
- Genetics Institute, University of Florida, Gainesville, Florida 32610, USA
| | - Matthew Mika
- Center for Public Health Genomics and Department of Public Health Sciences, University of Virginia, Charlottesville, Virginia 22908, USA
| | - Felicia N New
- Department of Molecular Genetics and Microbiology, University of Florida, Gainesville, Florida 32610, USA
| | - Suna Onengut-Gumuscu
- Center for Public Health Genomics and Department of Public Health Sciences, University of Virginia, Charlottesville, Virginia 22908, USA
| | - Mark A Atkinson
- Diabetes Institute, University of Florida, Gainesville, Florida 32610, USA
- Department of Pathology, Immunology and Laboratory Medicine, University of Florida, Gainesville, Florida 32610, USA
| | - Stephen S Rich
- Center for Public Health Genomics and Department of Public Health Sciences, University of Virginia, Charlottesville, Virginia 22908, USA
| | - Lauren M McIntyre
- Department of Molecular Genetics and Microbiology, University of Florida, Gainesville, Florida 32610, USA
- Genetics Institute, University of Florida, Gainesville, Florida 32610, USA
| | - Patrick Concannon
- Genetics Institute, University of Florida, Gainesville, Florida 32610, USA
- Department of Pathology, Immunology and Laboratory Medicine, University of Florida, Gainesville, Florida 32610, USA
| |
Collapse
|
46
|
Gusnanto A, Gosling JP, Pope C. Identification of transcript regulatory patterns in cell differentiation. Bioinformatics 2017; 33:3235-3242. [PMID: 28655167 DOI: 10.1093/bioinformatics/btx406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2016] [Accepted: 06/21/2017] [Indexed: 11/13/2022] Open
Abstract
Motivation Studying transcript regulatory patterns in cell differentiation is critical in understanding its complex nature of the formation and function of different cell types. This is done usually by measuring gene expression at different stages of the cell differentiation. However, if the gene expression data available are only from the mature cells, we have some challenges in identifying transcript regulatory patterns that govern the cell differentiation. Results We propose to exploit the information of the lineage of cell differentiation in terms of correlation structure between cell types. We assume that two different cell types that are close in the lineage will exhibit many common genes that are co-expressed relative to those that are far in the lineage. Current analysis methods tend to ignore this correlation by testing for differential expression assuming some sort of independence between cell types. We employ a Bayesian approach to estimate the posterior distribution of the mean of expression in each cell type, by taking into account the cell formation path in the lineage. This enables us to infer genes that are specific in each cell type, indicating the genes are involved in directing the cell differentiation to that particular cell type. We illustrate the method using gene expression data from a study of haematopoiesis. Availability and implementation R codes to perform the analysis are available in http://www1.maths.leeds.ac.uk/∼arief/R/CellDiff/. Contact a.gusnanto@leeds.ac.uk. Supplementary information Supplementary data are available at Bioinformatics online.
Collapse
Affiliation(s)
- Arief Gusnanto
- Department of Statistics, University of Leeds, Leeds LS2 9JT, UK
| | | | - Christopher Pope
- Department of Statistics, University of Leeds, Leeds LS2 9JT, UK
| |
Collapse
|
47
|
Genetic Evidence for Erythrocyte Receptor Glycophorin B Expression Levels Defining a Dominant Plasmodium falciparum Invasion Pathway into Human Erythrocytes. Infect Immun 2017; 85:IAI.00074-17. [PMID: 28760933 PMCID: PMC5607420 DOI: 10.1128/iai.00074-17] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2017] [Accepted: 07/17/2017] [Indexed: 01/18/2023] Open
Abstract
Plasmodium falciparum, the parasite that causes the deadliest form of malaria, has evolved multiple proteins known as invasion ligands that bind to specific erythrocyte receptors to facilitate invasion of human erythrocytes. The EBA-175/glycophorin A (GPA) and Rh5/basigin ligand-receptor interactions, referred to as invasion pathways, have been the subject of intense study. In this study, we focused on the less-characterized sialic acid-containing receptors glycophorin B (GPB) and glycophorin C (GPC). Through bioinformatic analysis, we identified extensive variation in glycophorin B (GYPB) transcript levels in individuals from Benin, suggesting selection from malaria pressure. To elucidate the importance of the GPB and GPC receptors relative to the well-described EBA-175/GPA invasion pathway, we used an ex vivo erythrocyte culture system to decrease expression of GPA, GPB, or GPC via lentiviral short hairpin RNA transduction of erythroid progenitor cells, with global surface proteomic profiling. We assessed the efficiency of parasite invasion into knockdown cells using a panel of wild-type P. falciparum laboratory strains and invasion ligand knockout lines, as well as P. falciparum Senegalese clinical isolates and a short-term-culture-adapted strain. For this, we optimized an invasion assay suitable for use with small numbers of erythrocytes. We found that all laboratory strains and the majority of field strains tested were dependent on GPB expression level for invasion. The collective data suggest that the GPA and GPB receptors are of greater importance than the GPC receptor, supporting a hierarchy of erythrocyte receptor usage in P. falciparum.
Collapse
|
48
|
Belsky DW, Snyder-Mackler N. Invited Commentary: Integrating Genomics and Social Epidemiology-Analysis of Late-Life Low Socioeconomic Status and the Conserved Transcriptional Response to Adversity. Am J Epidemiol 2017; 186:510-513. [PMID: 28911013 DOI: 10.1093/aje/kwx145] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2017] [Accepted: 02/16/2017] [Indexed: 12/16/2022] Open
Abstract
Socially disadvantaged children face increased morbidity and mortality as they age. Understanding mechanisms through which social disadvantage becomes biologically embedded and devising measurements that can track this embedding are critical priorities for research to address social gradients in health. The analysis by Levine et al. (Am J Epidemiol. 2017;186(5):503-509) of genome-wide gene expression in a subsample of US Health and Retirement Study participants suggests important new directions for the field. Specifically, findings suggest promise in integrating gene expression data into population studies and provide further evidence for the conserved transcriptional response to adversity as a marker of biological embedding of social disadvantage. The study also highlights methodological issues related to the analysis of gene expression data and social gradients in health and a need to examine the conserved transcriptional response to adversity alongside other proposed measurements of biological embedding. Looking to the future, advances in genome science are opening new opportunities for sociogenomic epidemiology.
Collapse
|
49
|
Van Pelt DW, Guth LM, Horowitz JF. Aerobic exercise elevates markers of angiogenesis and macrophage IL-6 gene expression in the subcutaneous adipose tissue of overweight-to-obese adults. J Appl Physiol (1985) 2017; 123:1150-1159. [PMID: 28798202 DOI: 10.1152/japplphysiol.00614.2017] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2017] [Revised: 07/28/2017] [Accepted: 08/07/2017] [Indexed: 01/04/2023] Open
Abstract
Alterations in the inflammatory state, metabolic function, and structure of subcutaneous adipose tissue (SAT) can impact the development of insulin resistance in obesity. Exercise can improve metabolic health in obesity, but the effects of exercise on SAT are not well known. The purpose of this study was to examine the effects of acute exercise and habitual exercise training on mRNA expression of markers of lipid metabolism, inflammation, fibrosis, and hypoxia/angiogenesis in SAT, as well as adipocyte cell size. We recruited overweight-to-obese adults who exercised regularly (ACTIVE: n = 8) or were sedentary (SED: n = 12). The groups were well matched for age (27 ± 1 vs. 24 ± 2 yr), body mass index (29 ± 1 vs. 27 ± 1 kg/m2), and body composition (30 ± 1 vs. 29 ± 1% body fat), but as expected, cardiorespiratory fitness was greater in ACTIVE vs. SED (V̇o2peak: 51 ± 3 vs. 42 ± 1 ml·kg fat-free mass-1·min-1; P = 0.01). Abdominal SAT biopsy samples were obtained before and 1 h after a single session of aerobic exercise (60 min at ~65% V̇o2peak). The exercise session increased SAT mRNA expression of VEGFA, an important regulator of angiogenic processes, in both groups. In addition, SAT from ACTIVE subjects had greater mRNA expression of the endothelial cell marker CD31 compared with SED, which may be a cumulative effect of the transient increases in VEGFA with regular exercise. We also magnetically sorted CD14+ immune cells from SAT samples and found that IL-6 expression was elevated in ACTIVE compared with SED. In conclusion, exercise initiates increases in factors related to angiogenic processes and may promote alterations in macrophage inflammation in SAT.NEW & NOTEWORTHY Acute exercise in overweight/obese adults increased subcutaneous adipose tissue (SAT) mRNA expression of VEGFA, an important regulator of angiogenesis and capillary growth. In addition, subjects that regularly exercise had elevated SAT CD31 mRNA expression and elevated IL-6 mRNA in adipose tissue macrophages compared with nonexercisers. This study demonstrates that aerobic exercise may alter processes related to whole body metabolic outcomes in obesity, such as angiogenesis and immune response, in the SAT of overweight/obese adults.
Collapse
Affiliation(s)
- Douglas W Van Pelt
- Substrate Metabolism Laboratory, School of Kinesiology, University of Michigan, Ann Arbor, Michigan
| | - Lisa M Guth
- Substrate Metabolism Laboratory, School of Kinesiology, University of Michigan, Ann Arbor, Michigan
| | - Jeffrey F Horowitz
- Substrate Metabolism Laboratory, School of Kinesiology, University of Michigan, Ann Arbor, Michigan
| |
Collapse
|
50
|
Lea AJ, Vilgalys TP, Durst PAP, Tung J. Maximizing ecological and evolutionary insight in bisulfite sequencing data sets. Nat Ecol Evol 2017; 1:1074-1083. [PMID: 29046582 PMCID: PMC5656403 DOI: 10.1038/s41559-017-0229-0] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2016] [Accepted: 05/31/2017] [Indexed: 12/12/2022]
Abstract
Genome-scale bisulfite sequencing approaches have opened the door to ecological and evolutionary studies of DNA methylation in many organisms. These approaches can be powerful. However, they introduce new methodological and statistical considerations, some of which are particularly relevant to non-model systems. Here, we highlight how these considerations influence a study's power to link methylation variation with a predictor variable of interest. Relative to current practice, we argue that sample sizes will need to increase to provide robust insights. We also provide recommendations for overcoming common challenges and an R Shiny app to aid in study design.
Collapse
Affiliation(s)
- Amanda J Lea
- Department of Biology, Duke University, Durham, NC, 27708, USA.
- Lewis-Sigler Institute for Integrative Genomics, Carl Icahn Laboratory, Washington Road, Princeton University, Princeton, NJ, 08540, USA.
| | - Tauras P Vilgalys
- Department of Evolutionary Anthropology, Duke University, Durham, NC, 27708, USA
| | - Paul A P Durst
- Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Jenny Tung
- Department of Biology, Duke University, Durham, NC, 27708, USA.
- Department of Evolutionary Anthropology, Duke University, Durham, NC, 27708, USA.
- Institute of Primate Research, National Museums of Kenya, Nairobi, 00502, Kenya.
- Duke University Population Research Institute, Duke University, Durham, NC, 27708, USA.
| |
Collapse
|