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Shahbaz S, Rosero EP, Syed H, Hnatiuk M, Bozorgmehr N, Rahmati A, Zia S, Plemel J, Osman M, Elahi S. Bipotential B-neutrophil progenitors are present in human and mouse bone marrow and emerge in the periphery upon stress hematopoiesis. mBio 2024; 15:e0159924. [PMID: 39012145 PMCID: PMC11323571 DOI: 10.1128/mbio.01599-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Accepted: 06/30/2024] [Indexed: 07/17/2024] Open
Abstract
Hematopoiesis is a tightly regulated process that gets skewed toward myelopoiesis. This restrains lymphopoiesis, but the role of lymphocytes in this process is not well defined. To unravel the intricacies of neutrophil responses in COVID-19, we performed bulk RNAseq on neutrophils from healthy controls and COVID-19 patients. Principal component analysis revealed distinguishing neutrophil gene expression alterations in COVID-19 patients. ICU and ward patients displayed substantial transcriptional changes, with ICU patients exhibiting a more pronounced response. Intriguingly, neutrophils from COVID-19 patients, notably ICU patients, exhibited an enrichment of immunoglobulin (Ig) and B cell lineage-associated genes, suggesting potential lineage plasticity. We validated our RNAseq findings in a larger cohort. Moreover, by reanalyzing single-cell RNA sequencing (scRNAseq) data on human bone marrow (BM) granulocytes, we identified the cluster of granulocyte-monocyte progenitors (GMP) enriched with Ig and B cell lineage-associated genes. These cells with lineage plasticity may serve as a resource depending on the host's needs during severe systemic infection. This distinct B cell subset may play a pivotal role in promoting myelopoiesis in response to infection. The scRNAseq analysis of BM neutrophils in infected mice further supported our observations in humans. Finally, our studies using an animal model of acute infection implicate IL-7/GM-CSF in influencing neutrophil and B cell dynamics. Elevated GM-CSF and reduced IL-7 receptor expression in COVID-19 patients imply altered hematopoiesis favoring myeloid cells over B cells. Our findings provide novel insights into the relationship between the B-neutrophil lineages during severe infection, hinting at potential implications for disease pathogenesis. IMPORTANCE This study investigates the dynamics of hematopoiesis in COVID-19, focusing on neutrophil responses. Through RNA sequencing of neutrophils from healthy controls and COVID-19 patients, distinct gene expression alterations are identified, particularly in ICU patients. Notably, neutrophils from COVID-19 patients, especially in the ICU, exhibit enrichment of immunoglobulin and B cell lineage-associated genes, suggesting potential lineage plasticity. Validation in a larger patient cohort and single-cell analysis of bone marrow granulocytes support the presence of granulocyte-monocyte progenitors with B cell lineage-associated genes. The findings propose a link between B-neutrophil lineages during severe infection, implicating a potential role for these cells in altered hematopoiesis favoring myeloid cells over B cells. Elevated GM-CSF and reduced IL-7 receptor expression in stress hematopoiesis suggest cytokine involvement in these dynamics, providing novel insights into disease pathogenesis.
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Affiliation(s)
- Shima Shahbaz
- School of Dentistry, Division of Foundational Sciences, University of Alberta, Edmonton, Canada
| | - Eliana Perez Rosero
- School of Dentistry, Division of Foundational Sciences, University of Alberta, Edmonton, Canada
| | - Hussain Syed
- Department of Medicine, Division of Gastroenterology, University of Alberta, Edmonton, Canada
| | - Mark Hnatiuk
- Division of Hematology, University of Alberta, Edmonton, Canada
| | - Najmeh Bozorgmehr
- School of Dentistry, Division of Foundational Sciences, University of Alberta, Edmonton, Canada
| | - Amirhossein Rahmati
- School of Dentistry, Division of Foundational Sciences, University of Alberta, Edmonton, Canada
| | - Sameera Zia
- Neuroscience and Mental Health Institute, University of Alberta, Edmonton, Canada
| | - Jason Plemel
- Neuroscience and Mental Health Institute, University of Alberta, Edmonton, Canada
- Division of Neurology, Department of Medicine, University of Alberta, Edmonton, Canada
- Department of Medical Microbiology and Immunology, University of Alberta, Edmonton, Canada
| | - Mohammed Osman
- Department of Medicine, Division of Rheumatology, University of Alberta, Edmonton, Canada
| | - Shokrollah Elahi
- School of Dentistry, Division of Foundational Sciences, University of Alberta, Edmonton, Canada
- Li Ka Shing Institute of Virology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Canada
- Cancer Research Institute of Northern Alberta, University of Alberta, Edmonton, Canada
- Glycomics Institute of Alberta, University of Alberta, Edmonton, Canada
- Women and Children Health Research Institute, University of Alberta, Edmonton, Canada
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Joyce T, Tasci E, Jagasia S, Shephard J, Chappidi S, Zhuge Y, Zhang L, Cooley Zgela T, Sproull M, Mackey M, Camphausen K, Krauze AV. Serum CD133-Associated Proteins Identified by Machine Learning Are Connected to Neural Development, Cancer Pathways, and 12-Month Survival in Glioblastoma. Cancers (Basel) 2024; 16:2740. [PMID: 39123468 PMCID: PMC11311306 DOI: 10.3390/cancers16152740] [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] [Received: 06/17/2024] [Revised: 07/24/2024] [Accepted: 07/26/2024] [Indexed: 08/12/2024] Open
Abstract
Glioma is the most prevalent type of primary central nervous system cancer, while glioblastoma (GBM) is its most aggressive variant, with a median survival of only 15 months when treated with maximal surgical resection followed by chemoradiation therapy (CRT). CD133 is a potentially significant GBM biomarker. However, current clinical biomarker studies rely on invasive tissue samples. These make prolonged data acquisition impossible, resulting in increased interest in the use of liquid biopsies. Our study, analyzed 7289 serum proteins from 109 patients with pathology-proven GBM obtained prior to CRT using the aptamer-based SOMAScan® proteomic assay technology. We developed a novel methodology that identified 24 proteins linked to both serum CD133 and 12-month overall survival (OS) through a multi-step machine learning (ML) analysis. These identified proteins were subsequently subjected to survival and clustering evaluations, categorizing patients into five risk groups that accurately predicted 12-month OS based on their protein profiles. Most of these proteins are involved in brain function, neural development, and/or cancer biology signaling, highlighting their significance and potential predictive value. Identifying these proteins provides a valuable foundation for future serum investigations as validation of clinically applicable GBM biomarkers can unlock immense potential for diagnostics and treatment monitoring.
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Affiliation(s)
- Thomas Joyce
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA; (T.J.); (S.J.); (J.S.); (S.C.); (Y.Z.); (L.Z.); (T.C.Z.); (M.S.); (M.M.); (K.C.)
| | - Erdal Tasci
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA; (T.J.); (S.J.); (J.S.); (S.C.); (Y.Z.); (L.Z.); (T.C.Z.); (M.S.); (M.M.); (K.C.)
| | - Sarisha Jagasia
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA; (T.J.); (S.J.); (J.S.); (S.C.); (Y.Z.); (L.Z.); (T.C.Z.); (M.S.); (M.M.); (K.C.)
| | - Jason Shephard
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA; (T.J.); (S.J.); (J.S.); (S.C.); (Y.Z.); (L.Z.); (T.C.Z.); (M.S.); (M.M.); (K.C.)
| | - Shreya Chappidi
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA; (T.J.); (S.J.); (J.S.); (S.C.); (Y.Z.); (L.Z.); (T.C.Z.); (M.S.); (M.M.); (K.C.)
- Department of Computer Science and Technology, University of Cambridge, 15 JJ Thomson Ave, Cambridge CB3 0FD, UK
| | - Ying Zhuge
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA; (T.J.); (S.J.); (J.S.); (S.C.); (Y.Z.); (L.Z.); (T.C.Z.); (M.S.); (M.M.); (K.C.)
| | - Longze Zhang
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA; (T.J.); (S.J.); (J.S.); (S.C.); (Y.Z.); (L.Z.); (T.C.Z.); (M.S.); (M.M.); (K.C.)
| | - Theresa Cooley Zgela
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA; (T.J.); (S.J.); (J.S.); (S.C.); (Y.Z.); (L.Z.); (T.C.Z.); (M.S.); (M.M.); (K.C.)
| | - Mary Sproull
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA; (T.J.); (S.J.); (J.S.); (S.C.); (Y.Z.); (L.Z.); (T.C.Z.); (M.S.); (M.M.); (K.C.)
| | - Megan Mackey
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA; (T.J.); (S.J.); (J.S.); (S.C.); (Y.Z.); (L.Z.); (T.C.Z.); (M.S.); (M.M.); (K.C.)
| | - Kevin Camphausen
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA; (T.J.); (S.J.); (J.S.); (S.C.); (Y.Z.); (L.Z.); (T.C.Z.); (M.S.); (M.M.); (K.C.)
| | - Andra V. Krauze
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA; (T.J.); (S.J.); (J.S.); (S.C.); (Y.Z.); (L.Z.); (T.C.Z.); (M.S.); (M.M.); (K.C.)
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Kitao Y, Saito T, Watanabe S, Ohe Y, Takahashi K, Akaki T, Adachi T, Doi S, Yamanaka K, Murai Y, Oba M, Suzuki T. The discovery of 3,3-dimethyl-1,2,3,4-tetrahydroquinoxaline-1-carboxamides as AMPD2 inhibitors with a novel mechanism of action. Bioorg Med Chem Lett 2023; 80:129110. [PMID: 36563792 DOI: 10.1016/j.bmcl.2022.129110] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Revised: 12/06/2022] [Accepted: 12/15/2022] [Indexed: 12/24/2022]
Abstract
AMP deaminase 2 (AMPD2) has been thought to play an important role in energy homeostasis and immuno-oncology, while selective AMPD2 inhibitors are highly demanded to clarify the physiological function of AMPD2. In this report, we describe selective AMPD2 inhibitors inducing allosteric modulation. Based on hypothesis that compounds that exhibit increased inhibition by preincubation would cause conformational change of the enzyme, starting from HTS hit compound 4, we discovered compound 8 through the SAR study. From X-ray structural information of 8, this chemical series has a novel mechanism of action that changes the substrate pocket to prevent AMP from binding. Further elaboration of compound 8 led to the tool compound 21 which exhibited potent inhibitory activity of AMPD2 in ex vivo evaluation of mouse liver.
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Affiliation(s)
- Yuki Kitao
- Chemical Research Laboratories, Central Pharmaceutical Research Institute, Japan Tobacco Inc, 1-1, Murasaki-cho, Takatsuki, Osaka 569-1125, Japan; Graduate School of Medical Science, Kyoto Prefectural University of Medicine, 1-5 Shimogamohangi-cho, Sakyo-ku, Kyoto 606-0823, Japan.
| | - Tadataka Saito
- Chemical Research Laboratories, Central Pharmaceutical Research Institute, Japan Tobacco Inc, 1-1, Murasaki-cho, Takatsuki, Osaka 569-1125, Japan
| | - Satoshi Watanabe
- Chemical Research Laboratories, Central Pharmaceutical Research Institute, Japan Tobacco Inc, 1-1, Murasaki-cho, Takatsuki, Osaka 569-1125, Japan
| | - Yasuhiro Ohe
- Chemical Research Laboratories, Central Pharmaceutical Research Institute, Japan Tobacco Inc, 1-1, Murasaki-cho, Takatsuki, Osaka 569-1125, Japan
| | - Koichi Takahashi
- Chemical Research Laboratories, Central Pharmaceutical Research Institute, Japan Tobacco Inc, 1-1, Murasaki-cho, Takatsuki, Osaka 569-1125, Japan
| | - Tatsuo Akaki
- Chemical Research Laboratories, Central Pharmaceutical Research Institute, Japan Tobacco Inc, 1-1, Murasaki-cho, Takatsuki, Osaka 569-1125, Japan
| | - Tsuyoshi Adachi
- Chemical Research Laboratories, Central Pharmaceutical Research Institute, Japan Tobacco Inc, 1-1, Murasaki-cho, Takatsuki, Osaka 569-1125, Japan
| | - Satoki Doi
- Chemical Research Laboratories, Central Pharmaceutical Research Institute, Japan Tobacco Inc, 1-1, Murasaki-cho, Takatsuki, Osaka 569-1125, Japan
| | - Kenji Yamanaka
- Biological/Pharmacological Research Laboratories, Central Pharmaceutical Research Institute, Japan Tobacco Inc, 1-1, Murasaki-cho, Takatsuki, Osaka 569-1125, Japan
| | - Yasutaka Murai
- Biological/Pharmacological Research Laboratories, Central Pharmaceutical Research Institute, Japan Tobacco Inc, 1-1, Murasaki-cho, Takatsuki, Osaka 569-1125, Japan
| | - Makoto Oba
- Graduate School of Medical Science, Kyoto Prefectural University of Medicine, 1-5 Shimogamohangi-cho, Sakyo-ku, Kyoto 606-0823, Japan
| | - Takayoshi Suzuki
- Graduate School of Medical Science, Kyoto Prefectural University of Medicine, 1-5 Shimogamohangi-cho, Sakyo-ku, Kyoto 606-0823, Japan; The Institute of Scientific and Industrial Research Osaka University, 8-1 Mihogaoka, Ibaraki, Osaka 567-0047, Japan
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Murugesan G, Davidson L, Jannetti L, Crocker PR, Weigle B. Quantitative Proteomics of Polarised Macrophages Derived from Induced Pluripotent Stem Cells. Biomedicines 2022; 10:biomedicines10020239. [PMID: 35203449 PMCID: PMC8869710 DOI: 10.3390/biomedicines10020239] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Revised: 01/19/2022] [Accepted: 01/20/2022] [Indexed: 02/01/2023] Open
Abstract
Macrophages (MΦ) are highly heterogenous and versatile innate immune cells involved in homeostatic and immune responses. Activated MΦ can exist in two extreme phenotypes: pro-inflammatory (M1) MΦ and anti-inflammatory (M2) MΦ. These phenotypes can be recapitulated in vitro by using ligands of toll-like receptors (TLRs) and cytokines such as IFNγ and IL-4. In recent years, human induced pluripotent stem cells (iPSC)-derived MΦ have gained major attention, as they are functionally similar to human monocyte-derived MΦ and are receptive to genome editing. In this study, we polarised iPSC-derived MΦ to M1 or M2 and analysed their proteome and secretome profiles using quantitative proteomics. These comprehensive proteomic data sets provide new insights into functions of polarised MΦ.
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Affiliation(s)
- Gavuthami Murugesan
- Division of Cell Signalling and Immunology, School of Life Sciences, University of Dundee, Dundee DD1 5EH, UK; (G.M.); (P.R.C.)
| | - Lindsay Davidson
- Human Pluripotent Stem Cell Facility, School of Life Sciences, University of Dundee, Dow Street, Dundee DD1 5EH, UK;
| | - Linda Jannetti
- Division of Cancer Immunology and Immune Modulation, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach an der Riss, Germany;
| | - Paul R. Crocker
- Division of Cell Signalling and Immunology, School of Life Sciences, University of Dundee, Dundee DD1 5EH, UK; (G.M.); (P.R.C.)
| | - Bernd Weigle
- Division of Cancer Immunology and Immune Modulation, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach an der Riss, Germany;
- Correspondence:
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