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Wang J, Wu Y, Uddin MN, Chen R, Hao JP. Identification of Potential Key Genes and Regulatory Markers in Essential Thrombocythemia Through Integrated Bioinformatics Analysis and Clinical Validation. PHARMACOGENOMICS & PERSONALIZED MEDICINE 2021; 14:767-784. [PMID: 34267539 PMCID: PMC8275175 DOI: 10.2147/pgpm.s309166] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/04/2021] [Accepted: 06/16/2021] [Indexed: 12/11/2022]
Abstract
Introduction Essential thrombocytosis (ET) is a group of myeloproliferative neoplasms characterized by abnormal proliferation of platelet and megakaryocytes. Research on potential key genes and novel regulatory markers in essential thrombocythemia (ET) is still limited. Methods Downloading array profiles from the Gene Expression Omnibus database, we identified the differentially expressed genes (DEGs) through comprehensive bioinformatic analysis. GO, and REACTOME pathway enrichment analysis was used to predict the potential functions of DEGs. Besides, constructing a protein–protein interaction (PPI) network through the STRING database, we validated the expression level of hub genes in an independent cohort of ET, and the transcription factors (TFs) were detected in the regulatory networks of TFs and DEGs. And the candidate drugs that are targeting hub genes were identified using the DGIdb database. Results We identified 63 overlap DEGs that included 21 common up-regulated and 42 common down-regulated genes from two datasets. Functional enrichment analysis shows that the DEGs are mainly enriched in the immune system and inflammatory processes. Through PPI network analysis, ACTB, PTPRC, ACTR2, FYB, STAT1, ETS1, IL7R, IKZF1, FGL2, and CTSS were selected as hub genes. Interestingly, we found that the dysregulated hub genes are also aberrantly expressed in a bone marrow cohort of ET. Moreover, we found that the expression of CTSS, FGL2, IKZF1, STAT1, FYB, ACTR2, PTPRC, and ACTB genes were significantly under-expressed in ET (P<0.05), which is consistent with our bioinformatics analysis. The ROC curve analysis also shows that these hub genes have good diagnostic value. Besides, we identified 4 TFs (SPI1, IRF4, SRF, and AR) as master transcriptional regulators that were associated with regulating the DEGs in ET. Cyclophosphamide, prednisone, fluorouracil, ruxolitinib, and lenalidomide were predicted as potential candidate drugs for the treatment of ET. Discussion These dysregulated genes and predicted key regulators had a significant relationship with the occurrence of ET with affecting the immune system and inflammation of the processes. Some of the immunomodulatory drugs have potential value by targeting ACTB, PTPRC, IL7R, and IKZF1 genes in the treatment of ET.
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Affiliation(s)
- Jie Wang
- Department of Pharmacy, First Affiliated Hospital of Xinjiang Medical University, Urumqi, 830011, People's Republic of China.,School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, 211198, People's Republic of China
| | - Yun Wu
- Department of General Medicine, First Affiliated Hospital of Xinjiang Medical University, Urumqi, 830011, People's Republic of China
| | - Md Nazim Uddin
- School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, 211198, People's Republic of China.,Bangladesh Council of Scientific and Industrial Research (BCSIR), Dhaka, 1205, Bangladesh
| | - Rong Chen
- Department of Hematology, First Affiliated Hospital of Xinjiang Medical University, Urumqi, 830011, People's Republic of China
| | - Jian-Ping Hao
- Department of Hematology, First Affiliated Hospital of Xinjiang Medical University, Urumqi, 830011, People's Republic of China
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Francis WR, Ireland RE, Spear AM, Jenner D, Watts SA, Kirkman E, Pallister I. Flow Cytometric Analysis of Hematopoietic Populations in Rat Bone Marrow. Impact of Trauma and Hemorrhagic Shock. Cytometry A 2019; 95:1167-1177. [PMID: 31595661 PMCID: PMC6900111 DOI: 10.1002/cyto.a.23903] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2019] [Revised: 08/19/2019] [Accepted: 09/13/2019] [Indexed: 12/20/2022]
Abstract
Severe injury and hemorrhagic shock (HS) result in multiple changes to hematopoietic differentiation, which contribute to the development of immunosuppression and multiple organ failure (MOF). Understanding the changes that take place during the acute injury phase may help predict which patients will develop MOF and provide potential targets for therapy. Obtaining bone marrow from humans during the acute injury phase is difficult so published data are largely derived from peripheral blood samples, which infer bone marrow changes that reflect the sustained inflammatory response. This preliminary and opportunistic study investigated leucopoietic changes in rat bone marrow 6 h following traumatic injury and HS. Terminally anesthetized male Porton Wistar rats were allocated randomly to receive a sham operation (cannulation with no injury) or femoral fracture and HS. Bone marrow cells were flushed from rat femurs and immunophenotypically stained with specific antibody panels for lymphoid (CD45R, CD127, CD90, and IgM) or myeloid (CD11b, CD45, and RP-1) lineages. Subsequently, cell populations were fluorescence-activated cell sorted for morphological assessment. Stage-specific cell populations were identified using a limited number of antibodies, and leucopoietic changes were determined 6 h following trauma and HS. Myeloid subpopulations could be identified by varying levels CD11b expression, CD45, and RP-1. Trauma and HS resulted in a significant reduction in total CD11b + myeloid cells including both immature (RP-1(-)) and mature (RP-1+) granulocytes. Multiple B-cell lymphoid subsets were identified. The total percentage of CD90+ subsets remained unchanged following trauma and HS, but there was a reduction in the numbers of maturing CD90(-) cells suggesting movement into the periphery. © 2019 The Authors. Cytometry Part A published by Wiley Periodicals, Inc. on behalf of International Society for Advancement of Cytometry.
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Affiliation(s)
| | - Rachel E Ireland
- Defence Science and Technology Laboratory, Porton Down, England, UK
| | - Abigail M Spear
- Defence Science and Technology Laboratory, Porton Down, England, UK
| | - Dominic Jenner
- Defence Science and Technology Laboratory, Porton Down, England, UK
| | - Sarah A Watts
- Defence Science and Technology Laboratory, Porton Down, England, UK
| | - Emrys Kirkman
- Defence Science and Technology Laboratory, Porton Down, England, UK
| | - Ian Pallister
- Institute of Life Science, Swansea University, Wales, UK.,Department of Trauma & Orthopaedics, Morriston Hospital, Swansea, Wales, UK
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Fornari C, O'Connor LO, Yates JWT, Cheung SYA, Jodrell DI, Mettetal JT, Collins TA. Understanding Hematological Toxicities Using Mathematical Modeling. Clin Pharmacol Ther 2018; 104:644-654. [PMID: 29604045 DOI: 10.1002/cpt.1080] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2018] [Revised: 03/09/2018] [Accepted: 03/27/2018] [Indexed: 12/16/2022]
Abstract
Balancing antitumor efficacy with toxicity is a significant challenge, and drug-induced myelosuppression is a common dose-limiting toxicity of cancer treatments. Mathematical modeling has proven to be a powerful ally in this field, scaling results from animal models to humans, and designing optimized treatment regimens. Here we outline existing mathematical approaches for studying bone marrow toxicity, identify gaps in current understanding, and make future recommendations to advance this vital field of safety research further.
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Affiliation(s)
- Chiara Fornari
- Safety and ADME Translational Sciences, Drug Safety and Metabolism, IMED Biotech Unit, AstraZeneca, Cambridge, UK
| | | | - James W T Yates
- DMPK, Oncology, IMED Biotech Unit, AstraZeneca, Cambridge, UK
| | - S Y Amy Cheung
- Quantitative Clinical Pharmacology, Early Clinical Development, IMED Biotech Unit, Cambridge, UK
| | - Duncan I Jodrell
- CRUK Cambridge Institute, Li Ka Shing Centre, University of Cambridge, Cambridge, UK
| | - Jerome T Mettetal
- Safety and ADME Translational Sciences, Drug Safety and Metabolism, IMED Biotech Unit, AstraZeneca, Boston, Massachusetts, USA
| | - Teresa A Collins
- Safety and ADME Translational Sciences, Drug Safety and Metabolism, IMED Biotech Unit, AstraZeneca, Cambridge, UK
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Stephenson G, Morris K, O'Neil T, Bruce M, Strom A, Bean A. Characterisation of the porcine cytokines which activate the CD131βc common sub-unit, for potential immune-augmentation. Cytokine 2018; 102:131-140. [DOI: 10.1016/j.cyto.2017.07.021] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2017] [Revised: 07/26/2017] [Accepted: 07/27/2017] [Indexed: 01/21/2023]
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Richardson CL, Delehanty LL, Bullock GC, Rival CM, Tung KS, Kimpel DL, Gardenghi S, Rivella S, Goldfarb AN. Isocitrate ameliorates anemia by suppressing the erythroid iron restriction response. J Clin Invest 2013; 123:3614-23. [PMID: 23863711 DOI: 10.1172/jci68487] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2012] [Accepted: 05/09/2013] [Indexed: 12/22/2022] Open
Abstract
The unique sensitivity of early red cell progenitors to iron deprivation, known as the erythroid iron restriction response, serves as a basis for human anemias globally. This response impairs erythropoietin-driven erythropoiesis and underlies erythropoietic repression in iron deficiency anemia. Mechanistically, the erythroid iron restriction response results from inactivation of aconitase enzymes and can be suppressed by providing the aconitase product isocitrate. Recent studies have implicated the erythroid iron restriction response in anemia of chronic disease and inflammation (ACDI), offering new therapeutic avenues for a major clinical problem; however, inflammatory signals may also directly repress erythropoiesis in ACDI. Here, we show that suppression of the erythroid iron restriction response by isocitrate administration corrected anemia and erythropoietic defects in rats with ACDI. In vitro studies demonstrated that erythroid repression by inflammatory signaling is potently modulated by the erythroid iron restriction response in a kinase-dependent pathway involving induction of the erythroid-inhibitory transcription factor PU.1. These results reveal the integration of iron and inflammatory inputs in a therapeutically tractable erythropoietic regulatory circuit.
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Affiliation(s)
- Chanté L Richardson
- Department of Pathology, University of Virginia, School of Medicine, Charlottesville, Virginia, USA
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Reagan WJ, Irizarry-Rovira A, Poitout-Belissent F, Bolliger AP, Ramaiah SK, Travlos G, Walker D, Bounous D, Walter G. Best practices for evaluation of bone marrow in nonclinical toxicity studies. Toxicol Pathol 2011; 39:435-48. [PMID: 21300792 DOI: 10.1177/0192623310396907] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
This manuscript is intended to provide a best practice approach to accurately and consistently assess toxicant-induced bone marrow effects of test articles. In nonclinical toxicity studies, complete blood count data in conjunction with the histological examination of the bone marrow are recommended as the foundation for assessing the effect of test articles on the hematopoietic system. This approach alone can be used successfully in many studies. However, in some situations it may be necessary to further characterize effects on the different hematopoietic lineages, either by cytological or flow cytometric evaluation of the bone marrow. Both modalities can be used successfully, and which one is selected will depend on the expertise, preference of the facility, and the nature of the change in the bone marrow. Other specialized techniques such as clonogenic assays or electron microscopy are used rarely to further characterize hematotoxicity. The indications and techniques to successfully employ histological, cytological, or flow cytometric evaluation as well as clonogenic assays and electron microscopy are reviewed.
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Accumulation and persistence of Pig-A mutant peripheral red blood cells following treatment of rats with single and split doses of N-ethyl-N-nitrosourea. MUTATION RESEARCH-GENETIC TOXICOLOGY AND ENVIRONMENTAL MUTAGENESIS 2009; 677:86-92. [DOI: 10.1016/j.mrgentox.2009.05.014] [Citation(s) in RCA: 88] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/18/2009] [Revised: 05/21/2009] [Accepted: 05/22/2009] [Indexed: 11/20/2022]
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Kurata M, Iidaka T, Hamada Y, Horii I. SIMULTANEOUS MEASUREMENT OF NUCLEATED CELL COUNTS AND CELLULAR DIFFERENTIALS IN RAT BONE MARROW EXAMINATION USING FLOW CYTOMETER. J Toxicol Sci 2007; 32:289-99. [PMID: 17785944 DOI: 10.2131/jts.32.289] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
The purpose of this study was to establish the simultaneous measurement of nucleated cell counts and cellular differentials in rat bone marrow examination. The bone marrow cells were stained with an anthraquinone fluorescent DNA stain (DRAQ5) and fluorescence-labeled antibodies, and were analyzed quantitatively using a flow cytometer in the presence of internal standard beads. DRAQ5 distinguished populations of nucleated cells. The absolute counts of nucleated cells were determined using an internal standard, and were equivalent to that measured by the electrical resistance method. The population of nucleated cells was classified into myeloids and erythroids by labeling with CD11b/c and CD71 antibodies, respectively. In a separate examination, T- and B-lymphocytes were also classified by labeling with CD3 and CD45RA antibodies, respectively. The classification of each cell lineage was identical with that of the alternative flow-cytometric method in which cells were differentiated according to cellular size and the fluorescence of a peroxidase indicator, 2',7'-dichlorofluorescin. The ratios of cell lineage, together with myeloid/erythroid ratio (ME), were the same as those obtained by a manual microscopic method. The present flow cytometric method enables the simultaneous measurement of the total nucleated cell counts and cellular differentials of rat bone marrow cells, allowing for rapid and highly quantitative bone marrow examination in rats.
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Affiliation(s)
- Masaaki Kurata
- Drug Safety Research & Development, Pfizer Global Research & Development, Nagoya Laboratories, Pfizer Inc., 5-2 Taketoyo, Aichi 470-2393, Japan.
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Kakiuchi S, Kobayshi M, Satomi Y, Miura D, Kasahara Y, Kondo S. Flow cytometric analysis of erythropoietic abnormality: changes in the cell maturity index of reticulocytes and retic distribution index are useful as indicators of erythropoietic toxicity in non-clinical studies. J Toxicol Sci 2006; 31:111-22. [PMID: 16772701 DOI: 10.2131/jts.31.111] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
We performed a flow cytometric (FCM) analysis of the maturity of reticulocytes using peripheral blood obtained from rats administered 5-fluorouracil (5-FU) at 10, 50 and 100 mg/kg or acethylphenyl hydrazine (APHZ) at 1 and 3 mg/kg to clarify whether the FCM method is useful for assessing toxicity. In the 5-FU-administered rats, a decrease and recovery of the immature reticulocyte fraction (Cell Maturity Index, CMI; Retic Distribution Index, RDI) was observed more rapidly (several days prior to changes in the reticulocyte ratio), and sensitively regarding dose-dependency (clear changes were observed at 10 mg/kg, whereas the reticulocyte ratio was only slightly affected). In addition, there was good agreement between the microscopic results obtained by counting Heilmyer's reticulocyte maturation groups, especially for type I and II, and CMI/RDI assessed by the FCM method after the administration of 50 and 100 mg/kg of 5-FU, the dose at which clear changes were obtained with the microscopic method. In the APHZ-administered rats, a dose-dependent increase in CMI/RDI coinciding with the enhancement of reticulocyte production was observed. The results suggested that the automated FCM method could be a useful and valuable tool to assess and predict impairments of erythropoiesis, especially for CMI and RDI, and could help in the diagnosis of hematological disorders in experimental animals.
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Affiliation(s)
- Satoko Kakiuchi
- Pharmacology and Safety Research Department, Pharmaceutical Development Research Laboratories TEIJIN Pharma Limited, 4-3-2 Asahigaoka, Hino, Tokyo 191-8512, Japan
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