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Yan C, Li M, Ma J, Liao Y, Luo H, Wang J, Luo J. A Novel Feature Selection Method Based on MRMR and Enhanced Flower Pollination Algorithm for High Dimensional Biomedical Data. Curr Bioinform 2022. [DOI: 10.2174/1574893616666210624130124] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Background:
The massive amount of biomedical data accumulated in the past decades can
be utilized for diagnosing disease.
Objective:
However, the high dimensionality, small sample sizes, and irrelevant features of data often have
a negative influence on the accuracy and speed of disease prediction. Some existing machine learning
models cannot capture the patterns on these datasets accurately without utilizing feature selection.
Methods:
Filter and wrapper are two prevailing feature selection methods. The filter method is fast but
has low prediction accuracy, while the latter can obtain high accuracy but has a formidable computation
cost. Given the drawbacks of using filter or wrapper individually, a novel feature selection method,
called MRMR-EFPATS, is proposed, which hybridizes filter method Minimum Redundancy Maximum
Relevance (MRMR) and wrapper method based on an improved Flower Pollination Algorithm (FPA).
First, MRMR is employed to rank and screen out some important features quickly. These features are
further chosen for individual populations following the wrapper method for faster convergence and less
computational time. Then, due to its efficiency and flexibility, FPA is adopted to further discover an optimal
feature subset.
Result:
FPA still has some drawbacks, such as slow convergence rate, inadequacy in terms of searching
new solutions, and tends to be trapped in local optima. In our work, an elite strategy is adopted to
improve the convergence speed of the FPA. Tabu search and Adaptive Gaussian Mutation are employed
to improve the search capability of FPA and escape from local optima. Here, the KNN classifier with
the 5-fold-CV is utilized to evaluate the classification accuracy.
Conclusion:
Extensive experimental results on six public high dimensional biomedical datasets show
that the proposed MRMR-EFPATS has achieved superior performance compared to other state-of-theart
methods.
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Affiliation(s)
- Chaokun Yan
- School of Computer and Information Engineering, Henan University, Kaifeng, China
| | - Mengyuan Li
- School of Computer and Information Engineering, Henan University, Kaifeng, China
| | | | - Yi Liao
- Academy of Arts & Design, Tsinghua University, Beijing, China
| | - Huimin Luo
- School of Computer and Information Engineering, Henan University, Kaifeng, China
| | - Jianlin Wang
- School of Computer and Information Engineering, Henan University, Kaifeng, China
| | - Junwei Luo
- College of Computer Science
and Technology, Henan Polytechnic University, Jiaozuo, China
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2
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Zhu Y, Cheung ALM. Proteoglycans and their functions in esophageal squamous cell carcinoma. World J Clin Oncol 2021; 12:507-521. [PMID: 34367925 PMCID: PMC8317653 DOI: 10.5306/wjco.v12.i7.507] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/05/2021] [Revised: 04/13/2021] [Accepted: 06/02/2021] [Indexed: 02/06/2023] Open
Abstract
Esophageal squamous cell carcinoma (ESCC) is a highly malignant disease that has a poor prognosis. Its high lethality is mainly due to the lack of symptoms at early stages, which culminates in diagnosis at a late stage when the tumor has already metastasized. Unfortunately, the common cancer biomarkers have low sensitivity and specificity in esophageal cancer. Therefore, a better understanding of the molecular mechanisms underlying ESCC progression is needed to identify novel diagnostic markers and therapeutic targets for intervention. The invasion of cancer cells into the surrounding tissue is a crucial step for metastasis. During metastasis, tumor cells can interact with extracellular components and secrete proteolytic enzymes to remodel the surrounding tumor microenvironment. Proteoglycans are one of the major components of extracellular matrix. They are involved in multiple processes of cancer cell invasion and metastasis by interacting with soluble bioactive molecules, surrounding matrix, cell surface receptors, and enzymes. Apart from having diverse functions in tumor cells and their surrounding microenvironment, proteoglycans also have diagnostic and prognostic significance in cancer patients. However, the functional significance and underlying mechanisms of proteoglycans in ESCC are not well understood. This review summarizes the proteoglycans that have been studied in ESCC in order to provide a comprehensive view of the role of proteoglycans in the progression of this cancer type. A long term goal would be to exploit these molecules to provide new strategies for therapeutic intervention.
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Affiliation(s)
- Yun Zhu
- School of Biomedical Sciences, The University of Hong Kong, Hong Kong, China
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3
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Prieto-García A, Castells MC, Hansbro PM, Stevens RL. Mast cell-restricted tetramer-forming tryptases and their beneficial roles in hemostasis and blood coagulation. Immunol Allergy Clin North Am 2014; 34:263-81. [PMID: 24745673 DOI: 10.1016/j.iac.2014.01.001] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Tetramer-forming tryptase (hTryptase-β) was recently discovered to have a prominent role in preventing the internal accumulation of life-threatening fibrin deposits and fibrin-platelet clots. The anticoagulant activity of hTryptase-β is an explanation for the presence of hemorrhagic disorders in some patients with anaphylaxis or mastocytosis. The fragments of hFibrinogen formed by the proteolysis of this prominent protein by hTryptase-β could be used as biomarkers in the blood and/or urine for the identification and monitoring of patients with mast cell-dependent disorders. Recombinant hTryptase-β has potential to be used in clinical settings where it is desirable to inhibit blood coagulation.
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Affiliation(s)
- Alicia Prieto-García
- Allergy Service, Hospital Universitario Gregorio Marañón, Instituto de Investigación Sanitaria Gregorio Marañón, Dr Esquerdo 46, Madrid 28007, Spain.
| | - Mariana C Castells
- Division of Rheumatology, Immunology, and Allergy, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, 1 Jimmy Fund Way, Smith Building, Boston, MA 02115, USA
| | - Philip M Hansbro
- Priority Research Centre for Asthma and Respiratory Disease, Hunter Medical Research Institute and University of Newcastle, 1 Kookaburra Circuit, Newcastle, NSW 2300, Australia
| | - Richard L Stevens
- Division of Rheumatology, Immunology, and Allergy, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, 1 Jimmy Fund Way, Smith Building, Boston, MA 02115, USA
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4
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Abstract
Recently, it was discovered that serglycin, a hematopoietic cell proteoglycan, is the major proteoglycan expressed and constitutively secreted by multiple myeloma (MM) cells. High levels of serglycin are present in the bone marrow aspirates of at least 30% of newly diagnosed MM patients. However, its contribution to the pathophysiology of MM is unknown. Here, we show that serglycin knockdown (by ∼85% compared with normal levels), using lentiviral shRNA, dramatically attenuated MM tumor growth in mice with severe combined immunodeficiency. Tumors formed from cells deficient in serglycin exhibited diminished levels of hepatocyte growth factor expression and impaired development of blood vessels, indicating that serglycin may affect tumor angiogenesis. Furthermore, knockdown of serglycin significantly decreased MM cell adhesion to bone marrow stromal cells and collagen I. Even though serglycin proteoglycan does not have a transmembrane domain, flow cytometry showed that serglycin is present on the MM cell surface, and attachment to the cell surface is, at least in part, dependent on its chondroitin sulfate side chains. Co-precipitation of serglycin from conditioned medium of MM cells using a CD44-Fc chimera suggests that CD44 is the cell surface-binding partner for serglycin, which therefore may serve as a major ligand for CD44 at various stages during myeloma progression. Finally, we demonstrate that serglycin mRNA expression in MM cells is up-regulated by activin, a predominant cytokine among those increased in MM patients with osteolytic lesions. These studies provide direct evidence for a critical role for serglycin in MM pathogenesis and show that targeting serglycin may provide a novel therapeutic approach for MM.
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Affiliation(s)
- Anurag Purushothaman
- From the Department of Pathology and Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, Alabama 35294 and
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5
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Scully OJ, Chua PJ, Harve KS, Bay BH, Yip GW. Serglycin in Health and Diseases. Anat Rec (Hoboken) 2012; 295:1415-20. [DOI: 10.1002/ar.22536] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2012] [Revised: 06/17/2012] [Accepted: 06/23/2012] [Indexed: 11/08/2022]
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Laidlaw TM, Steinke JW, Tiñana AM, Feng C, Xing W, Lam BK, Paruchuri S, Boyce JA, Borish L. Characterization of a novel human mast cell line that responds to stem cell factor and expresses functional FcεRI. J Allergy Clin Immunol 2011; 127:815-22.e1-5. [PMID: 21281958 DOI: 10.1016/j.jaci.2010.12.1101] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2010] [Revised: 11/12/2010] [Accepted: 12/15/2010] [Indexed: 11/24/2022]
Abstract
BACKGROUND Studies of human mast cells (MCs) are constrained by the paucity of functional cell lines, the expense of maintaining MCs in culture, and technical complexities. OBJECTIVE We derived and characterized a human MC line that arose spontaneously from a culture of nontransformed hematopoietic progenitor cells. METHODS CD34(+) enriched mononuclear cells derived from a donor with aspirin-exacerbated respiratory disease were cultured for 8 weeks with stem cell factor and IL-6 and with IL-3 for the first week only. The cells (termed LUVA cells) survived and proliferated without further addition of any growth factors and have been maintained in culture for approximately 2 years. RESULTS LUVA cells possess metachromatic cytoplasmic granules that are immunoreactive for tryptase, cathepsin G, and carboxypeptidase A3. They express transcripts encoding FcεRI, c-kit, chymase, tryptase, histidine decarboxylase, carboxypeptidase A3, and the type 1 receptor for cysteinyl leukotrienes. Flow cytometry confirmed uniform expression of FcεRI, c-kit, and FcγRII. FcεRI cross-linkage induced the release of β-hexosaminidase, prostaglandin D(2), thromboxane A(2), and macrophage inflammatory protein 1β. Immortalization was not associated with either a known genomic mutation of c-kit in the donor or a somatic mutation of c-kit within the cells, and it was not associated with c-kit autophosphorylation. CONCLUSIONS LUVA cells are an immortalized human MC line that can be maintained without stem cell factor and display high levels of normally signaling c-kit and FcεRI. These cells will prove valuable for functional human MC studies.
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Affiliation(s)
- Tanya M Laidlaw
- Department of Medicine, Harvard Medical School, Boston, Mass, USA
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7
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Schick BP. Serglycin proteoglycan deletion in mouse platelets: physiological effects and their implications for platelet contributions to thrombosis, inflammation, atherosclerosis, and metastasis. Prog Mol Biol Transl Sci 2010; 93:235-87. [PMID: 20807648 DOI: 10.1016/s1877-1173(10)93011-1] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Serglycin is found in all nucleated hematopoietic cells and platelets, blood vessels, various reproductive and developmental tissues, and in chondrocytes. The serglycin knockout mouse has demonstrated that this proteoglycan is required for proper generation and function of secretory granules in several hematopoietic cells. The effects on platelets are profound, and include diminishing platelet aggregation responses and formation of platelet thrombi. This chapter will review cell-specific aspects of serglycin structure, its gene regulation, cell and tissue localization, and the effects of serglycin deletion on hematopoietic cell granule structure and function. The effects of serglycin knockout on platelets are described and discussed in detail. Rationales for further investigations into the contribution of serglycin to the known roles of platelets in thrombosis, inflammation, atherosclerosis, and tumor metastasis are presented.
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Affiliation(s)
- Barbara P Schick
- Department of Medicine, Cardeza Foundation for Hematologic Research, Thomas Jefferson University, Philadelphia, PA, USA
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8
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Stevens RL, Adachi R. Protease-proteoglycan complexes of mouse and human mast cells and importance of their beta-tryptase-heparin complexes in inflammation and innate immunity. Immunol Rev 2007; 217:155-67. [PMID: 17498058 DOI: 10.1111/j.1600-065x.2007.00525.x] [Citation(s) in RCA: 112] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Approximately 50% of the weight of a mature mast cell (MC) consists of varied neutral proteases stored in the cell's secretory granules ionically bound to serglycin proteoglycans that contain heparin and/or chondroitin sulfate E/diB chains. Mouse MCs express the exopeptidase carboxypeptidase A3 and at least 15 serine proteases [designated as mouse MC protease (mMCP) 1-11, transmembrane tryptase/tryptase gamma/protease serine member S (Prss) 31, cathepsin G, granzyme B, and neuropsin/Prss19]. mMCP-6, mMCP-7, mMCP-11/Prss34, and Prss31 are the four members of the chromosome 17A3.3 family of tryptases that are preferentially expressed in MCs. One of the challenges ahead is to understand why MCs express so many different protease-proteoglycan macromolecular complexes. MC-like cells that contain tryptase-heparin complexes in their secretory granules have been identified in the Ciona intestinalis and Styela plicata urochordates that appeared approximately 500 million years ago. Because sea squirts lack B cells and T cells, it is likely that MCs and their tryptase-proteoglycan granule mediators initially appeared in lower organisms as part of their innate immune system. The conservation of MCs throughout evolution suggests that some of these protease-proteoglycan complexes are essential to our survival. In support of this conclusion, no human has been identified that lacks MCs. Moreover, transgenic mice lacking the beta-tryptase mMCP-6 are unable to combat a Klebsiella pneumoniae infection effectively. Here we summarize the nature and function of some of the tryptase-serglycin proteoglycan complexes found in mouse and human MCs.
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Affiliation(s)
- Richard L Stevens
- Department of Medicine, Harvard Medical School, Brigham and Women's Hospital, Boston, MA, USA.
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9
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Abstract
Secretory lysosomes are specialized organelles that combine catabolic functions of conventional lysosomes with an inducible secretory potential. They are present in various hematopoietic cell types commonly characterized by the need for rapid mobilization and secretion of effector proteins. As an example, the cytotoxic effector function of T cells and natural killer cells strictly depends on the activation-dependent mobilization of such vesicles to the cytotoxic immunological synapse. This review focuses on some molecules that have been identified as cargo of secretory lysosomes and which play a major role in effector function of CTL and NK cells. We also briefly point to the fact that the dysregulation of formation and transport of secretory vesicles is causative for severe immunodeficiencies and autoimmunity observed in patients and also in mice that have been used as representative model systems to analyze the pathophysiological relevance of secretory vesicles in vivo.
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Affiliation(s)
- Marcus Lettau
- Institute of Immunology, Medical Center Schleswig-Holstein Campus Kiel, Michaelisstr. 5, D-24105 Kiel, Germany
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10
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Abstract
BACKGROUND The goal of most microarray studies is either the identification of genes that are most differentially expressed or the creation of a good classification rule. The disadvantage of the former is that it ignores the importance of gene interactions; the disadvantage of the latter is that it often does not provide a sufficient focus for further investigation because many genes may be included by chance. Our strategy is to search for classification rules that perform well with few genes and, if they are found, identify genes that occur relatively frequently under multiple random validation (random splits into training and test samples). RESULTS We analyzed data from four published studies related to cancer. For classification we used a filter with a nearest centroid rule that is easy to implement and has been previously shown to perform well. To comprehensively measure classification performance we used receiver operating characteristic curves. In the three data sets with good classification performance, the classification rules for 5 genes were only slightly worse than for 20 or 50 genes and somewhat better than for 1 gene. In two of these data sets, one or two genes had relatively high frequencies not noticeable with rules involving 20 or 50 genes: desmin for classifying colon cancer versus normal tissue; and zyxin and secretory granule proteoglycan genes for classifying two types of leukemia. CONCLUSION Using multiple random validation, investigators should look for classification rules that perform well with few genes and select, for further study, genes with relatively high frequencies of occurrence in these classification rules.
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Affiliation(s)
- Stuart G Baker
- Biometry Research Group, Division of Cancer Prevention, National Cancer Institute, Bethesda, MD 20892-7354, USA
| | - Barnett S Kramer
- Office of Disease Prevention, National Institutes of Health, Bethesda, MD 20892, USA
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11
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Abstract
Thyroid hormone is essential for normal skeletal development. Hypothyroidism is associated with growth arrest, failure of chondrocyte differentiation, and abnormal matrix synthesis. Thyroid hormone modulates the Indian hedgehog/PTHrP feedback loop and regulates fibroblast growth factor (FGF)/FGF receptor signaling. Because heparan sulfate (HS) proteoglycans (Prgs) (HSPGs) are absolutely required by these signaling pathways, we have investigated whether thyroid status affects HSPG expression within the growth plate. Tibial growth plate sections were obtained from 12-wk-old rats rendered euthyroid, thyrotoxic, or hypothyroid at 6 wk of age, 14-d-old congenitally hypothyroid Pax8-null mice, and TRalpha/TRbeta double-null mice lacking all thyroid hormone receptors. HS and chondroitin sulfate Prg expression was determined by immunohistochemistry using three monoclonal antibodies. There was increased HS staining in growth plates from hypothyroid animals predominantly within the extracellular matrix of reserve and proliferative zones. Cellular HS staining was also increased particularly in prehypertrophic chondrocytes. T3 regulation of HSPG core protein and HS synthetic and modification enzyme expression was studied in ATDC5 cells using semiquantitative RT-PCR. Thyroid hormone negatively regulated expression of the core protein Gpc6, the polymerase Ext1, and the modification enzyme Hs6st2. These studies demonstrate that the expression and distribution of growth plate Prgs are regulated by thyroid hormone, and the regulation of HSPG expression provides an important additional link between FGF and Indian hedgehog signaling and T3. These novel observations suggest that the cartilage matrix and especially HSPGs are critical mediators of the skeletal response to thyroid hormone.
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Affiliation(s)
- J H D Bassett
- Molecular Endocrinology Group, Division of Medicine and Medical Research Council Clinical Sciences Centre, Hammersmith Hospital, Du Cane Road, London W12 0NN, United Kingdom.
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12
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Affiliation(s)
- John M Whitelock
- Graduate School of Biomedical Engineering, University of New South Wales, Kensington, Sydney, New South Wales 2052, Australia.
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Castronuevo P, Thornton MA, McCarthy LE, Klimas J, Schick BP. DNase I hypersensitivity patterns of the serglycin proteoglycan gene in resting and phorbol 12-myristate 13-acetate-stimulated human erythroleukemia (HEL), CHRF 288-11, and HL-60 cells compared with neutrophils and human umbilical vein endothelial cells. J Biol Chem 2003; 278:48704-12. [PMID: 14506241 DOI: 10.1074/jbc.m310220200] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
We mapped the DNase I-hypersensitive sites (DHSS) of the serglycin gene in resting and phorbol 12-myristate 13-acetate (PMA)-stimulated human erythroleukemia (HEL) and CHRF 288-11 cells, which have megakaryocytic characteristics, and HL-60 promyelocytic leukemia cells. We compared these DHSS with those of normal primary neutrophils and human umbilical vein endothelial cells. Several DHSS appear to be involved in regulating the level of endogenous expression and in the PMA response of hematopoietic cell lines. A DHSS unique to resting HL-60 cells and induced in CHRF 288-11 by PMA may explain the high degree of endogenous expression in HL-60 relative to HEL and CHRF (Schick, B. P., Petrushina, I., Brodbeck, K. C., and Castronuevo, P. (2001) J. Biol. Chem. 276, 24726-24735). A total of 4 DHSS in intron 1 and 6 in intron 2 are associated with the PMA response in a cell-specific manner. A DHSS in the 5'-flanking region and another in intron 1 lie in areas that have high homology with the orthologous murine serglycin locus and are rich in potential transcription factor binding sites. One DHSS in intron 1 and one in intron 2 are located within Alu repeats. Two DHSS found in DNA of normal primary neutrophils were different from those of the cell lines. One DHSS in exon 2 unique to neutrophils correlated with a previously unrecognized alternative splicing that removes exon 2. Human umbilical vein endothelial cells had a DHSS in intron 1 that was common with the cell lines. The different patterns of DHSS exhibited by the cells studied suggest that cell- and differentiation-specific alterations in chromatin structure may control serglycin gene expression.
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Affiliation(s)
- Patria Castronuevo
- Department of Medicine, Jefferson Medical College of Thomas Jefferson University, University of Pennsylvania School of Medicine, Philadelphia, Pennsylvania 19107, USA
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14
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Schick BP, Petrushina I, Brodbeck KC, Castronuevo P. Promoter regulatory elements and DNase I-hypersensitive sites involved in serglycin proteoglycan gene expression in human erythroleukemia, CHRF 288-11, and HL-60 cells. J Biol Chem 2001; 276:24726-35. [PMID: 11333275 DOI: 10.1074/jbc.m102958200] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
We have compared regulation of the serglycin gene in human erythroleukemia (HEL) and CHRF 288-11 cells, which have megakaryocytic characteristics, with promyelocytic HL-60 cells. Deletion constructs were prepared from the region -1123/+42 to -20/+42, and putative regulatory sites were mutated. In all three cell lines, the two major regulatory elements for constitutive expression were the (-80)ets site and the cyclic AMP response element (CRE) half-site at -70. A protein from HEL and CHRF, but not HL60, nuclear extracts bound to the (-80)ets site. Another protein from all three cell lines bound to the (-70)CRE. Phorbol 12-myristate 13-acetate (PMA) and dibutyryl cyclic AMP (dbcAMP) increased expression of the reporter in HEL cells 2.5-3- and 4.5-fold, respectively, from all constructs except those with (-70)CRE mutations. PMA virtually eliminated expression of serglycin mRNA and promoter constructs, but dbcAMP increased expression in HL-60 cells. The effects of PMA and dbcAMP on promoter expression correlated with mRNA expression. The strengths of two DNase I-hypersensitive sites in the 5'-flanking region and the first intron in all three cells correlated with relative endogenous serglycin mRNA expression. An additional DNase I-hypersensitive site in HL60 DNA in the first intron may be related to the high serglycin expression in HL60 relative to HEL or CHRF cells.
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Affiliation(s)
- B P Schick
- Cardeza Foundation for Hematologic Research, Jefferson Medical College of Thomas Jefferson University, 1015 Walnut Street, Philadelphia, PA 19107, USA.
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15
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Abstract
The existence of proteoglycans in hematopoietic cells has been recognized for many years. However, elucidation of the structure and function of these molecules has only begun to be explored in recent years. This paper reviews the current status of knowledge of the structure, function and metabolism of the serglycin proteoglycan in megakaryocytes and megakaryocytic tumor cells. We have identified complex metabolic patterns of the serglycin proteoglycan in terms of regulation of overall hydrodynamic size, glycosaminoglycan chain length and disaccharide composition, and processing of the core protein in control cells or in the presence of phorbol 12-myristate 13-acetate or dimethylsulfoxide. We are currently studying the regulation of synthesis of this protein by analysis of promoter constructs in megakaryocytic and non-megakaryocytic hematopoietic cells. We have also tentatively identified a second proteoglycan, betaglycan, which is known also as the Type III transforming growth factor beta receptor. We have identified this molecule in human erythroleukemia and CHRF 288-11 cells by the presence of characteristic core proteins between 92-120 kDa, by its ability to adhere to Octyl Sepharose and by detection of mRNA. We hope to apply studies of proteoglycan metabolism in these cells to understanding the development of alpha granules and membrane elements in megakaryocytes.
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Affiliation(s)
- B P Schick
- Cardeza Foundation for Hematologic Research, Jefferson Medical College of Thomas Jefferson University, Philadelphia, Pennsylvania 19107, USA
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16
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Winberg JO, Kolset SO, Berg E, Uhlin-Hansen L. Macrophages secrete matrix metalloproteinase 9 covalently linked to the core protein of chondroitin sulphate proteoglycans. J Mol Biol 2000; 304:669-80. [PMID: 11099388 DOI: 10.1006/jmbi.2000.4235] [Citation(s) in RCA: 71] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Matrix metalloproteinases (MMPs) secreted from the leukemic macrophage cell-line THP-1 have been investigated. Under serum-free conditions, this cell-line synthesizes and secretes proMMP-9, which was detected in the culture medium as a monomer of 92 kDa, and in dimeric forms, including a homodimer of approximately 225 kDa. In addition, a new heterodimer complex is described, in which proMMP-9 is covalently linked to the core protein of chondroitin sulphate proteoglycan (CSPG) through one or more disulphide bridges. After SDS-PAGE electrophoresis, at least two forms of this complex were detected, a large form in the stacking gel and a smaller form with an estimated size of 300 kDa. When the CS chains were removed by chondroitin ABC lyase treatment, heterodimers of proMMP-9/CSPG core protein of approximately 145, 127 and 109 kDa were found, based on zymography and Western blots. Since as much as 10-15 % of the total proMMP-9 secreted from THP-1 cells was covalently linked to CSPG, this association may have important implications for transport, targetting and regulation of the enzyme activity.
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Affiliation(s)
- J O Winberg
- Department of Biochemistry Institute of Medical Biology, University of Tromso, Tromso, Norway.
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17
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Abstract
Proteoglycans are among the most complex and sophisticated molecules of mammalian systems in terms of their protein and carbohydrate moieties. These macromolecules are in a continuous interplay with each other and the cell surface signal-transducing pathways, some of which are beginning to be elucidated. Because of their domain structure, catalytic potential, and diversity, these molecules appear to be designed for integrating numerous signaling events. For example, some proteoglycans interact with hyaluronan and lectins, thereby linking cell surfaces and distant matrix molecules. Some interact with collagen during the complex process of fibrillogenesis and regulate this biological process fundamental to animal life. Others interact with growth factors and serve as depot available during growth or tissue remodeling. In this review, we center on the most recent developments of proteoglycan biology, focusing primarily on genomic organization and transcriptional and posttranscriptional control. We discuss only those proteoglycans whose gene and promoter elements have been characterized and proved to be functional. When possible, we correlate the effects of growth factors and cytokines on proteoglycan gene expression with the topology of cis-acting elements in their genomic control regions. The analysis leads to a comprehensive critical appraisal of the principles that underlie the regulation of proteoglycan gene expression and to the delineation of common regulatory mechanisms.
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Affiliation(s)
- R V Iozzo
- Department of Pathology, Anatomy, and Cell Biology, Jefferson Medical College, Thomas Jefferson University, Philadelphia, Pennsylvania 19107, USA
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18
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Abstract
Proteoglycans interact with soluble proteins such as growth factors and thereby regulate extracellular signals. During B lymphocyte maturation, secretion of proteoglycans may be functionally related to the different requirements of the respective maturation stage. In order to address this question we compared structures of proteoglycans released by three B lymphocyte lines which correspond to different maturation stages. Plasma-cell type U266 cells secreted the largest proteoglycans (150 kDa), followed by mature B cells JOK-1 (130 kDa) and pre-B cells Nalm 6 (90 kDa). On average, secreted proteoglycans carried four glycosaminoglycan chains with molecular masses ranging each from 32 kDa (U266) to 23 kDa (Nalm 6). All three cell lines secreted more than 90% of their proteoglycans possessing chondroitin sulfate chains having chondroitin-4-sulfate (delta Di-4S) as the prevalent disaccharide unit. In these proteochondroitin sulfates, unsulfated chondroitin (delta Di-0S) was present in smaller quantities and chondroitin-6-sulfate (delta Di-6S)-containing proteoglycan was released only by Nalm 6 and U266 cells. Cell line Nalm 6 exclusively produced proteochondroitin sulfate, whereas in culture medium of JOK-1 and U266 a small amount of proteoheparan sulfate was found also. In all three cell lines, treatment with chondroitinase ABC released a protein of 30 kDa and chemical deglycosylation resulted in a core protein of 21 kDa. In addition to pure proteochondroitin sulfate, a small portion of proteoheparan sulfate with a protein moiety of 30 kDa was detected after heparitinase treatment in supernatants of JOK-1 and U266. Thus, our results indicate that released proteoglycans may undergo modulations in their glycosaminoglycan moieties during B-cell differentiation. This may have functional consequences at the level of growth factor regulation.
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Affiliation(s)
- S Engelmann
- Tumor Immunology Program, German Cancer Research Center, Heidelberg, Germany
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Robinson L, Panayiotakis A, Papas TS, Kola I, Seth A. ETS target genes: identification of egr1 as a target by RNA differential display and whole genome PCR techniques. Proc Natl Acad Sci U S A 1997; 94:7170-5. [PMID: 9207063 PMCID: PMC23781 DOI: 10.1073/pnas.94.14.7170] [Citation(s) in RCA: 40] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
ETS transcription factors play important roles in hematopoiesis, angiogenesis, and organogenesis during murine development. The ETS genes also have a role in neoplasia, for example in Ewing's sarcomas and retrovirally induced cancers. The ETS genes encode transcription factors that bind to specific DNA sequences and activate transcription of various cellular and viral genes. To isolate novel ETS target genes, we used two approaches. In the first approach, we isolated genes by the RNA differential display technique. Previously, we have shown that the overexpression of ETS1 and ETS2 genes effects transformation of NIH 3T3 cells and specific transformants produce high levels of the ETS proteins. To isolate ETS1 and ETS2 responsive genes in these transformed cells, we prepared RNA from ETS1, ETS2 transformants, and normal NIH 3T3 cell lines and converted it into cDNA. This cDNA was amplified by PCR and displayed on sequencing gels. The differentially displayed bands were subcloned into plasmid vectors. By Northern blot analysis, several clones showed differential patterns of mRNA expression in the NIH 3T3-, ETS1-, and ETS2-expressing cell lines. Sixteen clones were analyzed by DNA sequence analysis, and 13 of them appeared to be unique because their DNA sequences did not match with any of the known genes present in the gene bank. Three known genes were found to be identical to the CArG box binding factor, phospholipase A2-activating protein, and early growth response 1 (Egr1) genes. In the second approach, to isolate ETS target promoters directly, we performed ETS1 binding with MboI-cleaved genomic DNA in the presence of a specific mAb followed by whole genome PCR. The immune complex-bound ETS binding sites containing DNA fragments were amplified and subcloned into pBluescript and subjected to DNA sequence and computer analysis. We found that, of a large number of clones isolated, 43 represented unique sequences not previously identified. Three clones turned out to contain regulatory sequences derived from human serglycin, preproapolipoprotein C II, and Egr1 genes. The ETS binding sites derived from these three regulatory sequences showed specific binding with recombinant ETS proteins. Of interest, Egr1 was identified by both of these techniques, suggesting strongly that it is indeed an ETS target gene.
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Affiliation(s)
- L Robinson
- Advanced BioScience Laboratories, National Cancer Institute-Frederick Cancer Research and Development Center, Frederick, MD 21702, USA
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Wu HK, Minden MD. Transcriptional activation of human LIM-HOX gene hLH-2 in chronic myelogenous leukemia is due to a cis-acting effect of Bcr-Abl. Biochem Biophys Res Commun 1997; 234:742-7. [PMID: 9175786 DOI: 10.1006/bbrc.1997.6592] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
DNA methylation plays an important role in gene regulation. A human LIM-HOX gene, namely hLH-2, was highly expressed in chronic myelogenous leukemia (CML) and located on chromosome 9q33-34.1, in the same region as the reciprocal translocation that creates the Bcr-Abl chimera of Philadelphia chromosome [Wu et al. (1996) Oncogene 12, 1205]. To elucidate the mechanism of hLH-2 transcriptional activation, we studied the methylation status of hLH-2 in normal bone marrow and CML cells. When blots containing genomic DNA digested with Hpa II or Msp I were hybridized with full-length cDNA probe, it was discovered that hLH-2 was methylated in normal bone marrow cells in which hLH-2 was not expressed; in contrast, both alleles of hLH-2 locus in CML cells were heavily hypomethylated. Furthermore, using the sensitive RT-PCR technique, we examined the expression of LH-2 in mouse x human hybrids and a wide array of mouse cell lines containing Abl or Bcr-Abl and failed to identify a consistent expression pattern in the cell lines tested. These results suggest that the transcriptional activation of hLH-2 in CML is likely due to a cis-acting effect, but not a trans-acting effect of the Bcr-Abl fusion protein. Because hypomethylated genes generally are transcribed more efficiently than hypermethylated genes, the high level of hLH-2 mRNA in CML cells probably is a consequence of the low level of methylation of the gene in the leukemic cells.
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Affiliation(s)
- H K Wu
- Department of Medicine, Ontario Cancer Institute/Princess Margaret Hospital, Faculty of Medicine, University of Toronto, Canada
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Wu HK, Minden MD. Transcriptional activation of human LIM-HOX gene, hLH-2, in chronic myelogenous leukemia is due to a cis-acting effect of Bcr-Abl. Biochem Biophys Res Commun 1997; 233:806-12. [PMID: 9168938 DOI: 10.1006/bbrc.1997.6546] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
DNA methylation plays an important role in gene regulation. A human LIM-HOX gene, namely hLH-2, was highly expressed in chronic myelogenous leukemia (CML) and located on chromosome 9q33-34.1, in the same region as the reciprocal translocation that creates the Bcr-Abl chimera of Philadelphia chromosome (H.-K. Wu et al., 1996, Oncogene 12, 1205-1212). To elucidate the mechanism of hLH-2 transcriptional activation, we studied the methylation status of hLH-2 in normal bone marrow and CML cells. When blots containing genomic DNA digested with Hpa II or Msp I were hybridized with full-length cDNA probe, it was discovered that hLH-2 was methylated in normal bone marrow cells in which hLH-2 was not expressed; in contrast, both alleles of the hLH-2 locus in CML cells were heavily hypomethylated. Furthermore, using a sensitive RT-PCR technique, we examined the expression of LH-2 in mouse x human hybrids and a wide array of mouse cell lines containing Abl or Bcr-Abl, and we failed to identify a consistent expression pattern in the cell lines tested. These results suggest that the transcriptional activation of hLH-2 in CML is likely due to a cis-acting effect, but not a trans-acting effect, of the Bcr-Abl fusion protein. Because hypomethylated genes generally are transcribed more efficiently than hypermethylated genes, the high level of hLH-2 mRNA in CML cells probably is a consequence of the low level of methylation of the gene in the leukemic cells.
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MESH Headings
- Animals
- Base Sequence
- Cell Line
- DNA Methylation
- DNA Primers/genetics
- DNA, Neoplasm/genetics
- DNA, Neoplasm/metabolism
- Fusion Proteins, bcr-abl/genetics
- Gene Expression Regulation, Neoplastic
- Genes, Homeobox
- Homeodomain Proteins/genetics
- Humans
- Hybrid Cells
- LIM-Homeodomain Proteins
- Leukemia, Myelogenous, Chronic, BCR-ABL Positive/genetics
- Leukemia, Myelogenous, Chronic, BCR-ABL Positive/metabolism
- Mice
- Oncogenes
- Polymerase Chain Reaction
- Transcription Factors/genetics
- Transcriptional Activation
- Transfection
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Affiliation(s)
- H K Wu
- Department of Medicine, Ontario Cancer Institute/Princess Margaret Hospital, Faculty of Medicine, University of Toronto, Canada
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Takai Y, Masuko T, Takeuchi H. Lipid structure of cytotoxic granules in living human killer T lymphocytes studied by Raman microspectroscopy. Biochim Biophys Acta 1997; 1335:199-208. [PMID: 9133657 DOI: 10.1016/s0304-4165(96)00138-9] [Citation(s) in RCA: 43] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
The structures of cytotoxic granules in interleukin-2-activated human killer T lymphocytes have been investigated by Raman microspectroscopy at a single cell level. The Raman spectra of granules share a common feature that lipid Raman bands are much stronger than the Raman bands due to protein, indicating that one of the main components of the granule is lipid. To analyze the lipid structures of individual granules, relationships between Raman spectra and structures have been examined for a series of triacylgycerols with varied degrees of acyl chain unsaturation. Analysis based on the relationships shows that the granulous lipid is characterized by a high content of cis C=C bond, which ranges from about 1.5 C=C bonds per acyl chain in isolated minor granules and to about 2.2 C=C bonds in clustering major granules. The highly unsaturated lipid of major cytotoxic granules is in sharp contrast to the moderately unsaturated (about one C=C bond per acyl chain) plasma membrane lipid. The large difference in lipid unsaturation between the granule and plasma membrane may have relevance to the role of granulous lipid in packaging cytotoxic proteins inside the granule and preventing them from attacking the killer lymphocyte itself.
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Affiliation(s)
- Y Takai
- Pharmaceutical Institute, Tohoku University, Aobayama, Japan
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Silbert JE, Bernfield M, Kokenyesi R. Proteoglycans: a special class of glycoproteins. Glycoproteins II. Elsevier; 1997. pp. 1-31. [DOI: 10.1016/s0167-7306(08)60614-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register]
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Schick BP, Jacoby JA. Serglycin and betaglycan proteoglycans are expressed in the megakaryocytic cell line CHRF 288-11 and normal human megakaryocytes. J Cell Physiol 1995; 165:96-106. [PMID: 7559813 DOI: 10.1002/jcp.1041650113] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
This study has characterized the proteoglycans from the megakaryocytic tumor cell line CHRF 288-11 and the effect of the differentiation-inducing agents phorbol-12-myristate-13-acetate (PMA) and dimethylsulfoxide (DMSO) on proteoglycan synthesis in these cells. There appeared to be two classes of proteoglycans. One, serglycin, was recognized to have a core protein of 31 kDa, an overall molecular mass of 200-300 kDa, and glycosaminoglycan chains of mean size < 25 kDa. The size of this proteoglycan was increased by both PMA and DMSO. Synthesis was increased by PMA and reduced by DMSO. mRNA for serglycin was increased at 24 to 72 hr following PMA treatment. In addition, the cells contained a core protein triplet at 96, 110, and 120 kDa, and the medium only the bands at 96 and 110 kDa, suggesting the presence of betaglycan. Synthesis of this proteoglycan was enhanced by PMA. This proteoglycan had an overall size of 130-150 kDa on sodium dodecyl sulfate-polyacrylamide gel electrophoresis (SDS-PAGE) in control cells, but in the presence of PMA, a component > 250 kDa was present. Probes for Northern blot analysis were prepared by polymerase chain reaction (PCR) based on the sequences of human serglycin and betaglycan. The serglycin probe recognized a 1.4 kb band, and the betaglycan probe recognized a 4.1 kb band, on blots prepared from RNA from CHRF cells and cultured normal human megakaryocytes. Both proteoglycans in their intact form adhered to peptides derived from fibronectin and collagen, but the free GAGs released by alkaline borohydride digestion did not adhere. Synthesis of two proteoglycans appears to be a part of the differentiation process of megakaryocytic tumor cells and normal megakaryocytes.
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Affiliation(s)
- B P Schick
- Cardeza Foundation for Hematologic Research, Department of Medicine, Jefferson Medical College of Thomas Jefferson University, Philadelphia, Pennsylvania 19107, USA
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Abstract
In this review the structure and functions of two non-related proteoglycan families are discussed. One family represents a group of extracellular matrix macromolecules characterized by core proteins with leucine-rich repeat motifs. Within this family special attention is given to those members which carry chondroitin or dermatan sulfate glycosaminoglycan chains. The second family is characterized by repeat sequences of serine and glycine. Their members are products of a single core protein gene and are characteristic constituents of secondary vesicles in cells of the haematopoietic lineage.
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Affiliation(s)
- H Kresse
- Institute of Physiological Chemistry and Pathobiochemistry, University of Münster, Germany
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Abstract
In this review the structure and functions of two non-related proteoglycan families are discussed. One family represents a group of extracellular matrix macromolecules characterized by core proteins with leucine-rich repeat motifs. Within this family special attention is given to those members which carry chondroitin or dermatan sulfate glycosaminoglycan chains. The second family is characterized by repeat sequences of serine and glycine. Their members are products of a single core protein gene and are characteristic constituents of secretory vesicles in cells of the haematopoietic lineage.
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Affiliation(s)
- H Kresse
- Institute of Physiological Chemistry and Pathobiochemistry, University of Münster, Germany
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