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He J, Wang B, Chen M, Song L, Li H. Machine learning-based metabolism-related genes signature, single-cell RNA sequencing, and experimental validation in hypersensitivity pneumonitis. Medicine (Baltimore) 2023; 102:e34940. [PMID: 37800807 PMCID: PMC10553120 DOI: 10.1097/md.0000000000034940] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Accepted: 08/04/2023] [Indexed: 10/07/2023] Open
Abstract
Metabolism is involved in the pathogenesis of hypersensitivity pneumonitis. To identify diagnostic feature biomarkers based on metabolism-related genes (MRGs) and determine the correlation between MRGs and M2 macrophages in patients with hypersensitivity pneumonitis (HP). We retrieved the gene expression matrix from the Gene Expression Omnibus database. The differentially expressed MRGs (DE-MRGs) between healthy control (HC) and patients with HP were identified using the "DESeq2" R package. The "clusterProfiler" R package was used to perform "Gene Ontology and Kyoto Encyclopedia of Genes and Genomes pathway enrichment analyses" on DE-MRGs. We used machine learning algorithms for screening diagnostic feature biomarkers for HP. The "receiver operating characteristic curve" was used to evaluate diagnostic feature biomarkers' discriminating ability. Next, we used the "Cell-type Identification by Estimating Relative Subsets of RNA Transcripts" algorithm to determine the infiltration status of 22 types of immune cells in the HC and HP groups. Single-cell sequencing and qRT-PCR were used to validate the diagnostic feature biomarkers. Furthermore, the status of macrophage polarization in the peripheral blood of patients with HP was determined using flow cytometry. Finally, the correlation between the proportion of M2 macrophages in peripheral blood and the diagnostic biomarker expression profile in HP patients was determined using Spearman analysis. We identified a total of 311 DE-MRGs. Gene Ontology and Kyoto Encyclopedia of Genes and Genomes pathway enrichment analysis showed that DE-MRGs were primarily enriched in processes like steroid hormone biosynthesis, drug metabolism, retinol metabolism, etc. Finally, we identified NPR3, GPX3, and SULF1 as diagnostic feature biomarkers for HP using machine learning algorithms. The bioinformatic results were validated using the experimental results. The CIERSORT algorithm and flow cytometry showed a significant difference in the proportion of M2 macrophages in the HC and HP groups. The expression of SULF1 was positively correlated with the proportion of M2-type macrophages. In addition, a positive correlation was observed between SULF1 expression and M2 macrophage proportion. Finally, we identified NPR3, GPX3, and SULF1 as diagnostic feature biomarkers for HP. Further, a correlation between SULF1 and M2 macrophages was observed, providing a novel perspective for treating patients with HP and future studies.
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Affiliation(s)
- Jie He
- Clinical Medical College of Chengdu Medical College, Chengdu, China
- Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Chengdu Medical College, Chengdu, China
- Key Laboratory of Geriatric Respiratory Diseases of Sichuan Higher Education Institutes, Chengdu, China
| | - Bo Wang
- Clinical Medical College of Chengdu Medical College, Chengdu, China
- Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Chengdu Medical College, Chengdu, China
- Key Laboratory of Geriatric Respiratory Diseases of Sichuan Higher Education Institutes, Chengdu, China
| | - Meifeng Chen
- Clinical Medical College of Chengdu Medical College, Chengdu, China
- Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Chengdu Medical College, Chengdu, China
- Key Laboratory of Geriatric Respiratory Diseases of Sichuan Higher Education Institutes, Chengdu, China
| | - Lingmeng Song
- Clinical Medical College of Chengdu Medical College, Chengdu, China
- Medical Department, The First Affiliated Hospital of Chengdu Medical College, Chengdu, China
| | - Hezhi Li
- Clinical Medical College of Chengdu Medical College, Chengdu, China
- Department of Anesthesiology, The First Affiliated Hospital of Chengdu Medical College, Chengdu, China
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Duarte-Olivenza C, Hurle JM, Montero JA, Lorda-Diez CI. Modeling the Differentiation of Embryonic Limb Chondroprogenitors by Cell Death and Cell Senescence in High Density Micromass Cultures and Their Regulation by FGF Signaling. Cells 2022; 12:cells12010175. [PMID: 36611968 PMCID: PMC9818968 DOI: 10.3390/cells12010175] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Revised: 12/20/2022] [Accepted: 12/28/2022] [Indexed: 01/04/2023] Open
Abstract
Considering the importance of programmed cell death in the formation of the skeleton during embryonic development, the aim of the present study was to analyze whether regulated cell degeneration also accompanies the differentiation of embryonic limb skeletal progenitors in high-density tridimensional cultures (micromass cultures). Our results show that the formation of primary cartilage nodules in the micromass culture assay involves a patterned process of cell death and cell senescence, complementary to the pattern of chondrogenesis. As occurs in vivo, the degenerative events were preceded by DNA damage detectable by γH2AX immunolabeling and proceeded via apoptosis and cell senescence. Combined treatments of the cultures with growth factors active during limb skeletogenesis, including FGF, BMP, and WNT revealed that FGF signaling modulates the response of progenitors to signaling pathways implicated in cell death. Transcriptional changes induced by FGF treatments suggested that this function is mediated by the positive regulation of the genetic machinery responsible for apoptosis and cell senescence together with hypomethylation of the Sox9 gene promoter. We propose that FGF signaling exerts a primordial function in the embryonic limb conferring chondroprogenitors with their biological properties.
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Affiliation(s)
| | | | - Juan A. Montero
- Correspondence: (J.A.M.); (C.I.L.-D.); Fax: +34-942201923 (J.A.M. and C.I.L.-D.)
| | - Carlos I. Lorda-Diez
- Correspondence: (J.A.M.); (C.I.L.-D.); Fax: +34-942201923 (J.A.M. and C.I.L.-D.)
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Perkins TN, Peeters PM, Albrecht C, Schins RPF, Dentener MA, Mossman BT, Wouters EFM, Reynaert NL. Crystalline silica alters Sulfatase-1 expression in rat lungs which influences hyper-proliferative and fibrogenic effects in human lung epithelial cells. Toxicol Appl Pharmacol 2018; 348:43-53. [PMID: 29673857 DOI: 10.1016/j.taap.2018.04.011] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2018] [Revised: 04/06/2018] [Accepted: 04/10/2018] [Indexed: 12/27/2022]
Abstract
Lung epithelial cells are the first cell-type to come in contact with hazardous dust materials. Upon deposition, they invoke complex reactions in attempt to eradicate particles from the airways, and repair damage. The cell surface is composed of a heterogeneous network of matrix proteins and proteoglycans, which act as scaffold and control cell-signaling networks. These functions are controlled, in part, by the sulfation patterns of heparin-sulfate proteoglycans (HSPGs), which are enzymatically regulated. Although there is evidence of altered HSPG-sulfation in idiopathic pulmonary fibrosis (IPF), this is not investigated in silicosis. Our previous studies revealed down-regulation of Sulfatase-1 (SULF1) in human bronchial epithelial cells (BECs) by crystalline silica (CS). In this study, CS-induced down-regulation of SULF1, and increases in Sulfated-HSPGs, were determined in human BECs, and in rat lungs. By siRNA and plasmid transfection techniques the effects of SULF1 expression on silica-induced fibrogenic and proliferative gene expression were determined. These studies confirmed down-regulation of SULF1 and subsequent increases in sulfated-HSPGs in vitro. Moreover, short-term exposure of rats to CS resulted in similar changes in vivo. Conversely, effects were reversed after long term CS exposure of rats. SULF1 knockdown, and overexpression alleviated and exacerbated silica-induced decrease in cell viability, respectively. Furthermore, overexpression of SULF1 promoted silica-induced proliferative and fibrogenic gene expression, and collagen production. These findings demonstrate that the HSPG modification enzyme SULF1 and HSPG sulfation are altered by CS in vitro and in vivo. Furthermore, these changes may contribute to CS-induced lung pathogenicity by affecting injury tolerance, hyperproliferation, and fibrotic effects.
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Affiliation(s)
- Timothy N Perkins
- Department of Respiratory Medicine, Maastricht University, Medical Centre, Maastricht, The Netherlands; Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.
| | - Paul M Peeters
- Department of Respiratory Medicine, Maastricht University, Medical Centre, Maastricht, The Netherlands; IUF, Leibniz Research Institute for Environmental Medicine, Düsseldorf, Germany.
| | - Catrin Albrecht
- IUF, Leibniz Research Institute for Environmental Medicine, Düsseldorf, Germany.
| | - Roel P F Schins
- IUF, Leibniz Research Institute for Environmental Medicine, Düsseldorf, Germany.
| | - Mieke A Dentener
- Department of Respiratory Medicine, Maastricht University, Medical Centre, Maastricht, The Netherlands.
| | - Brooke T Mossman
- Department of Pathology, University of Vermont College of Medicine, Burlington, VT, USA.
| | - Emiel F M Wouters
- Department of Respiratory Medicine, Maastricht University, Medical Centre, Maastricht, The Netherlands.
| | - Niki L Reynaert
- Department of Respiratory Medicine, Maastricht University, Medical Centre, Maastricht, The Netherlands.
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Yamada T, Kerever A, Yoshimura Y, Suzuki Y, Nonaka R, Higashi K, Toida T, Mercier F, Arikawa-Hirasawa E. Heparan sulfate alterations in extracellular matrix structures and fibroblast growth factor-2 signaling impairment in the aged neurogenic niche. J Neurochem 2017; 142:534-544. [PMID: 28547849 DOI: 10.1111/jnc.14081] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2017] [Revised: 05/13/2017] [Accepted: 05/16/2017] [Indexed: 01/06/2023]
Abstract
Adult neurogenesis in the subventricular zone of the lateral ventricle decreases with age. In the subventricular zone, the specialized extracellular matrix structures, known as fractones, contact neural stem cells and regulate neurogenesis. Fractones are composed of extracellular matrix components, such as heparan sulfate proteoglycans. We previously found that fractones capture and store fibroblast growth factor 2 (FGF-2) via heparan sulfate binding, and may deliver FGF-2 to neural stem cells in a timely manner. The heparan sulfate (HS) chains in the fractones of the aged subventricular zone are modified based on immunohistochemistry. However, how aging affects fractone composition and subsequent FGF-2 signaling and neurogenesis remains unknown. The formation of the FGF-fibroblast growth factor receptor-HS complex is necessary to activate FGF-2 signaling and induce the phosphorylation of extracellular signal-regulated kinase (Erk1/2). In this study, we observed a reduction in HS 6-O-sulfation, which is critical for FGF-2 signal transduction, and failure of the FGF-2-induced phosphorylation of Erk1/2 in the aged subventricular zone. In addition, we observed increased HS 6-O-endo-sulfatase, an enzyme that may be responsible for the HS modifications in aged fractones. In conclusion, the data revealed that heparan sulfate 6-O-sulfation is reduced and FGF-2-dependent Erk1/2 signaling is impaired in the aged subventricular zone. HS modifications in fractones might play a role in the reduced neurogenic activity in aging brains.
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Affiliation(s)
- Taihei Yamada
- Research Institute for Diseases of Old Age, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Aurelien Kerever
- Research Institute for Diseases of Old Age, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Yusuke Yoshimura
- Research Institute for Diseases of Old Age, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Yuji Suzuki
- Research Institute for Diseases of Old Age, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Risa Nonaka
- Research Institute for Diseases of Old Age, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Kyohei Higashi
- Graduate School of Pharmaceutical Sciences, Chiba University, Chiba, Japan
| | - Toshihiko Toida
- Graduate School of Pharmaceutical Sciences, Chiba University, Chiba, Japan
| | - Frederic Mercier
- Department of Tropical Medicine and Infectious Diseases, John A. Burns School of Medicine, University of Hawaii, Honolulu, Hawaii, USA
| | - Eri Arikawa-Hirasawa
- Research Institute for Diseases of Old Age, Juntendo University Graduate School of Medicine, Tokyo, Japan.,Department of Neurology, Juntendo University School of Medicine, Tokyo, Japan
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Huang Y, Mao Y, Buczek-Thomas JA, Nugent MA, Zaia J. Oligosaccharide substrate preferences of human extracellular sulfatase Sulf2 using liquid chromatography-mass spectrometry based glycomics approaches. PLoS One 2014; 9:e105143. [PMID: 25127119 PMCID: PMC4134258 DOI: 10.1371/journal.pone.0105143] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2014] [Accepted: 07/09/2014] [Indexed: 12/25/2022] Open
Abstract
Sulfs are extracellular endosulfatases that selectively remove the 6-O-sulfate groups from cell surface heparan sulfate (HS) chain. By altering the sulfation at these particular sites, Sulfs function to remodel HS chains. As a result of the remodeling activity, HSulf2 regulates a multitude of cell-signaling events that depend on interactions between proteins and HS. Previous efforts to characterize the substrate specificity of human Sulfs (HSulfs) focused on the analysis of HS disaccharides and synthetic repeating units. In this study, we characterized the substrate preferences of human HSulf2 using HS oligosaccharides with various lengths and sulfation degrees from several naturally occurring HS sources by applying liquid chromatography mass spectrometry based glycomics methods. The results showed that HSulf2 preferentially digests highly sulfated HS oligosaccharides with zero acetyl groups and this preference is length dependent. In terms of length of oligosaccharides, HSulf2 digestion induced more sulfation decrease on DP6 (DP: degree of polymerization) compared to DP2, DP4 and DP8. In addition, the HSulf2 preferentially digests the oligosaccharide domain located at the non-reducing end (NRE) of the HS and heparin chain. In addition, the HSulf2 digestion products were altered only for specific isomers. HSulf2 treated NRE oligosaccharides also showed greater decrease in cell proliferation than those from internal domains of the HS chain. After further chromatographic separation, we identified the three most preferred unsaturated hexasaccharide for HSulf2.
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Affiliation(s)
- Yu Huang
- Center for Biomedical Mass Spectrometry, Department of Biochemistry, Boston University School of Medicine, Boston, Massachusetts, United States of America
| | - Yang Mao
- Center for Biomedical Mass Spectrometry, Department of Biochemistry, Boston University School of Medicine, Boston, Massachusetts, United States of America
| | - Jo Ann Buczek-Thomas
- Department of Biochemistry, Boston University School of Medicine, Boston, Massachusetts, United States of America
| | - Matthew A. Nugent
- Department of Biochemistry, Boston University School of Medicine, Boston, Massachusetts, United States of America
| | - Joseph Zaia
- Center for Biomedical Mass Spectrometry, Department of Biochemistry, Boston University School of Medicine, Boston, Massachusetts, United States of America
- * E-mail:
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Javier AL, Doan LT, Luong M, Reyes de Mochel NS, Sun A, Monuki ES, Cho KWY. Bmp indicator mice reveal dynamic regulation of transcriptional response. PLoS One 2012; 7:e42566. [PMID: 22984405 PMCID: PMC3439458 DOI: 10.1371/journal.pone.0042566] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2012] [Accepted: 07/09/2012] [Indexed: 11/19/2022] Open
Abstract
Cellular responses to Bmp ligands are regulated at multiple levels, both extracellularly and intracellularly. Therefore, the presence of these growth factors is not an accurate indicator of Bmp signaling activity. While a common approach to detect Bmp signaling activity is to determine the presence of phosphorylated forms of Smad1, 5 and 8 by immunostaining, this approach is time consuming and not quantitative. In order to provide a simpler readout system to examine the presence of Bmp signaling in developing animals, we developed BRE-gal mouse embryonic stem cells and a transgenic mouse line that specifically respond to Bmp ligand stimulation. Our reporter identifies specific transcriptional responses that are mediated by Smad1 and Smad4 with the Schnurri transcription factor complex binding to a conserved Bmp-Responsive Element (BRE), originally identified among Drosophila, Xenopus and human Bmp targets. Our BRE-gal mES cells specifically respond to Bmp ligands at concentrations as low as 5 ng/ml; and BRE-gal reporter mice, derived from the BRE-gal mES cells, show dynamic activity in many cellular sites, including extraembryonic structures and mammary glands, thereby making this a useful scientific tool.
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Affiliation(s)
- Anna L. Javier
- Department of Developmental and Cell Biology, School of Biological Sciences, University of California Irvine, Irvine, California, United States of America
| | - Linda T. Doan
- Department of Developmental and Cell Biology, School of Biological Sciences, University of California Irvine, Irvine, California, United States of America
- Department of Pathology and Laboratory Medicine, School of Medicine, University of California Irvine, Irvine, California, United States of America
| | - Mui Luong
- Department of Developmental and Cell Biology, School of Biological Sciences, University of California Irvine, Irvine, California, United States of America
| | - N. Soledad Reyes de Mochel
- Department of Developmental and Cell Biology, School of Biological Sciences, University of California Irvine, Irvine, California, United States of America
| | - Aixu Sun
- Department of Developmental and Cell Biology, School of Biological Sciences, University of California Irvine, Irvine, California, United States of America
| | - Edwin S. Monuki
- Department of Developmental and Cell Biology, School of Biological Sciences, University of California Irvine, Irvine, California, United States of America
- Department of Pathology and Laboratory Medicine, School of Medicine, University of California Irvine, Irvine, California, United States of America
| | - Ken W. Y. Cho
- Department of Developmental and Cell Biology, School of Biological Sciences, University of California Irvine, Irvine, California, United States of America
- * E-mail:
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