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PClass: Protein Quaternary Structure Classification by Using Bootstrapping Strategy as Model Selection. Genes (Basel) 2018; 9:genes9020091. [PMID: 29443925 PMCID: PMC5852587 DOI: 10.3390/genes9020091] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2017] [Revised: 01/24/2018] [Accepted: 02/08/2018] [Indexed: 01/26/2023] Open
Abstract
Protein quaternary structure complex is also known as a multimer, which plays an important role in a cell. The dimer structure of transcription factors is involved in gene regulation, but the trimer structure of virus-infection-associated glycoproteins is related to the human immunodeficiency virus. The classification of the protein quaternary structure complex for the post-genome era of proteomics research will be of great help. Classification systems among protein quaternary structures have not been widely developed. Therefore, we designed the architecture of a two-layer machine learning technique in this study, and developed the classification system PClass. The protein quaternary structure of the complex is divided into five categories, namely, monomer, dimer, trimer, tetramer, and other subunit classes. In the framework of the bootstrap method with a support vector machine, we propose a new model selection method. Each type of complex is classified based on sequences, entropy, and accessible surface area, thereby generating a plurality of feature modules. Subsequently, the optimal model of effectiveness is selected as each kind of complex feature module. In this stage, the optimal performance can reach as high as 70% of Matthews correlation coefficient (MCC). The second layer of construction combines the first-layer module to integrate mechanisms and the use of six machine learning methods to improve the prediction performance. This system can be improved over 10% in MCC. Finally, we analyzed the performance of our classification system using transcription factors in dimer structure and virus-infection-associated glycoprotein in trimer structure. PClass is available via a web interface at http://predictor.nchu.edu.tw/PClass/.
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Karaglani M, Toumpoulis I, Goutas N, Poumpouridou N, Vlachodimitropoulos D, Vasilaros S, Rizos I, Kroupis C. Development of novel real-time PCR methodology for quantification of COL11A1 mRNA variants and evaluation in breast cancer tissue specimens. BMC Cancer 2015; 15:694. [PMID: 26466668 PMCID: PMC4606509 DOI: 10.1186/s12885-015-1725-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2014] [Accepted: 10/08/2015] [Indexed: 12/26/2022] Open
Abstract
Background Collagen XI is a key structural component of the extracellular matrix and consists of three alpha chains. One of these chains, the α1 (XI), is encoded by the COL11A1 gene and is transcribed to four different variants at least (A, B, C and E) that differ in the propensity to N-terminal domain proteolysis and potentially in the way the extracellular matrix is arranged. This could affect the ability of tumor cells to invade the remodeled stroma and metastasize. No study in the literature has so far investigated the expression of these four variants in breast cancer nor does a method for their accurate quantitative detection exist. Methods We developed a conventional PCR for the general detection of the general COL11A1 transcript and real-time qPCR methodologies with dual hybridization probes in the LightCycler platform for the quantitative determination of the variants. Data from 90 breast cancer tissues with known histopathological features were collected. Results The general COL11A1 transcript was detected in all samples. The developed methodologies for each variant were rapid as well as reproducible, sensitive and specific. Variant A was detected in 30 samples (33 %) and variant E in 62 samples (69 %). Variants B and C were not detected at all. A statistically significant correlation was observed between the presence of variant E and lymph nodes involvement (p = 0.037) and metastasis (p = 0.041). Conclusions With the newly developed tools, the possibility of inclusion of COL11A1 variants as prognostic biomarkers in emerging multiparameter technologies examining tissue RNA expression should be further explored. Electronic supplementary material The online version of this article (doi:10.1186/s12885-015-1725-8) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Makrina Karaglani
- Department of Clinical Biochemistry and Molecular Diagnostics, Attikon University General Hospital, University of Athens Medical School, Rimini 1 St., Haidari, 12462, Greece.
| | - Ioannis Toumpoulis
- Department of Cardiothoracic Surgery, Attikon University General Hospital, University of Athens Medical School, Athens, Greece.
| | - Nikolaos Goutas
- Pathologic Anatomy Laboratory, Evgenidio Hospital, University of Athens Medical School, Athens, Greece.
| | - Nikoleta Poumpouridou
- Department of Clinical Biochemistry and Molecular Diagnostics, Attikon University General Hospital, University of Athens Medical School, Rimini 1 St., Haidari, 12462, Greece.
| | | | | | - Ioannis Rizos
- Department of Cardiology, Attikon University General Hospital, University of Athens Medical School, Athens, Greece.
| | - Christos Kroupis
- Department of Clinical Biochemistry and Molecular Diagnostics, Attikon University General Hospital, University of Athens Medical School, Rimini 1 St., Haidari, 12462, Greece.
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Antunes JC, Tsaryk R, Gonçalves RM, Pereira CL, Landes C, Brochhausen C, Ghanaati S, Barbosa MA, Kirkpatrick CJ. Poly(γ-Glutamic Acid) as an Exogenous Promoter of Chondrogenic Differentiation of Human Mesenchymal Stem/Stromal Cells. Tissue Eng Part A 2015; 21:1869-85. [PMID: 25760236 DOI: 10.1089/ten.tea.2014.0386] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Cartilage damage and/or aging effects can cause constant pain, which limits the patient's quality of life. Although different strategies have been proposed to enhance the limited regenerative capacity of cartilage tissue, the full production of native and functional cartilaginous extracellular matrix (ECM) has not yet been achieved. Poly(γ-glutamic acid) (γ-PGA), a naturally occurring polyamino acid, biodegradable into glutamate residues, has been explored for tissue regeneration. In this work, γ-PGA's ability to support the production of cartilaginous ECM by human bone marrow mesenchymal stem/stromal cells (MSCs) and nasal chondrocytes (NCs) was investigated. MSC and NC pellets were cultured in basal medium (BM), chondrogenic medium (CM), and CM-γ-PGA-supplemented medium (CM+γ-PGA) over a period of 21 days. Pellet size/shape was monitored with time. At 14 and 21 days of culture, the presence of sulfated glycosaminoglycans (sGAGs), type II collagen (Col II), Sox-9, aggrecan, type XI collagen (Col XI), type X collagen (Col X), calcium deposits, and type I collagen (Col I) was analyzed. After excluding γ-PGA's cytotoxicity, earlier cell condensation, higher sGAG content, Col II, Sox-9 (day 14), aggrecan, and Col X (day 14) production was observed in γ-PGA-supplemented MSC cultures, with no signs of mineralization or Col I. These effects were not evident with NCs. However, Sox-9 (at day 14) and Col X (at days 14 and 21) were increased, decreased, or absent, respectively. Overall, γ-PGA improved chondrogenic differentiation of MSCs, increasing ECM production earlier in culture. It is proposed that γ-PGA incorporation in novel biomaterials has a beneficial impact on future approaches for cartilage regeneration.
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Affiliation(s)
- Joana C Antunes
- 1Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal.,2INEB-Instituto de Engenharia Biomédica, Universidade do Porto, Porto, Portugal.,3Faculdade de Engenharia, Universidade do Porto, Porto, Portugal
| | - Roman Tsaryk
- 3Faculdade de Engenharia, Universidade do Porto, Porto, Portugal.,4Max Planck Institute for Molecular Biomedicine, Münster, Germany
| | - Raquel M Gonçalves
- 1Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal.,2INEB-Instituto de Engenharia Biomédica, Universidade do Porto, Porto, Portugal
| | - Catarina Leite Pereira
- 1Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal.,2INEB-Instituto de Engenharia Biomédica, Universidade do Porto, Porto, Portugal.,5ICBAS-Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal
| | - Constantin Landes
- 6Department of Oral, Cranio-Maxillofacial and Facial Plastic Surgery, University Medical Center of the Goethe University, Frankfurt am Main, Germany.,7Sana Hospital Offenbach, Offenbach, Germany
| | - Christoph Brochhausen
- 8REPAIR Lab, Institute of Pathology, University Medical Center of the Johannes Gutenberg University, Mainz, Germany
| | - Shahram Ghanaati
- 6Department of Oral, Cranio-Maxillofacial and Facial Plastic Surgery, University Medical Center of the Goethe University, Frankfurt am Main, Germany.,7Sana Hospital Offenbach, Offenbach, Germany.,8REPAIR Lab, Institute of Pathology, University Medical Center of the Johannes Gutenberg University, Mainz, Germany
| | - Mário A Barbosa
- 1Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal.,2INEB-Instituto de Engenharia Biomédica, Universidade do Porto, Porto, Portugal.,5ICBAS-Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal
| | - C James Kirkpatrick
- 8REPAIR Lab, Institute of Pathology, University Medical Center of the Johannes Gutenberg University, Mainz, Germany
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McDougal OM, Warner LR, Mallory C, Oxford JT. PREDICTED STRUCTURE AND BINDING MOTIFS OF COLLAGEN α1(XI). GSTF INTERNATIONAL JOURNAL ON BIOINFORMATICS & BIOTECHNOLOGY 2011; 1:43-48. [PMID: 25309886 PMCID: PMC4193664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
The amino propeptide of collagen α1(XI) (NPP) has been shown to bind glycosaminoglycans and to form a dimer. While these are independent biochemical events, it is likely that dimerization facilitates the interaction with glycosaminoglycans or alternatively, that glycosaminoglycan interaction facilitates the formation of an NPP:NPP dimer. The computer program MODELLER was used to generate a homology model of the collagen α1(XI) NPP monomer using the crystal structure of the closely related noncollagenous-4 (NC4) domain of collagen α1(IX) (PDB:2UUR) as the template. Additionally, a dimer model of collagen α1(XI) NPP domain was created based upon the thrombospondin dimer template (PDB:1Z78). The structure of the dimer created in MODELLER was validated by comparison to a dimer model generated by docking two monomers of PDB:2UUR using ClusPro. Calculations of relative binding energy for the interaction between each collagen α1(XI) NPP model and glycosaminoglycans as ligands was performed using AutoDock4. Computational results support a higher affinity between heparan sulfate and a dimer compared to a monomer. These findings are supported by affinity chromatography experiments in which distinct monomer and dimer peaks were observed. Sequential point mutation studies of the putative binding site (147-KKKITK-152) indicated the importance of the basic lysine residue for binding to heparan sulfate. Two orders of magnitude change in binding affinity was predicted when comparing wild type to the mutation K152A. Experimental data supports the predicted change in affinity.
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Affiliation(s)
- Owen M. McDougal
- Department of Chemistry and Biochemistry, Boise State University, Boise, ID 83725
- Biomolecular Research Center, Boise State University, Boise, ID 83725
| | - Lisa R. Warner
- Biomolecular Research Center, Boise State University, Boise, ID 83725
- Department of Materials Science and Engineering, Boise State University, Boise, ID 83725
| | - Chris Mallory
- Department of Chemistry and Biochemistry, Boise State University, Boise, ID 83725
- Biomolecular Research Center, Boise State University, Boise, ID 83725
| | - Julia Thom Oxford
- Biomolecular Research Center, Boise State University, Boise, ID 83725
- Department of Biological Sciences, Boise State University, Boise, ID 83725
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Gerritsen M, Oxford JT, Frary M, Henderson J, Hampikian JM. Immuno-SEM characterization of developing bovine cartilage. MATERIALS SCIENCE & ENGINEERING. C, MATERIALS FOR BIOLOGICAL APPLICATIONS 2008. [DOI: 10.1016/j.msec.2007.04.018] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Bowen KB, Reimers AP, Luman S, Kronz JD, Fyffe WE, Oxford JT. Immunohistochemical localization of collagen type XI alpha1 and alpha2 chains in human colon tissue. J Histochem Cytochem 2007; 56:275-83. [PMID: 18040076 DOI: 10.1369/jhc.7a7310.2007] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023] Open
Abstract
In previous studies, collagen XI mRNA has been detected in colon cancer, but its location in human colon tissue has not been determined. The heterotrimeric collagen XI consists of three alpha chains. While it is known that collagen XI plays a regulatory role in collagen fibril formation, its function in the colon is unknown. The characterization of normal human colon tissue will allow a better understanding of the variance of collagen XI in abnormal tissues. Grossly normal and malignant human colon tissue was obtained from pathology archives. Immunohistochemical staining with a 58K Golgi marker and alpha1(XI) and alpha2(XI) antisera was used to specifically locate their presence in normal colon tissue. A comparative bright field microscopic analysis showed the presence of collagen XI in human colon. The juxtanuclear, dot-like collagen XI staining in the Golgi apparatus of goblet cells in normal tissue paralleled the staining of the 58K Golgi marker. Ultra light microscopy verified these results. Staining was also confirmed in malignant colon tissue. This study is the first to show that collagen XI is present in the Golgi apparatus of normal human colon goblet cells and localizes collagen XI in both normal and malignant tissue. Although the function of collagen XI in the colon is unknown, our immunohistochemical characterization provides the foundation for future immunohistopathology studies of the colon.
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Affiliation(s)
- Kara B Bowen
- Department of Biology, Northwest Narzarene University, Nampa, Idaho, USA
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Warner LR, Brown RJ, Yingst SMC, Oxford JT. Isoform-specific heparan sulfate binding within the amino-terminal noncollagenous domain of collagen alpha1(XI). J Biol Chem 2006; 281:39507-16. [PMID: 17062562 PMCID: PMC2948787 DOI: 10.1074/jbc.m608551200] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Collagen type XI is a constituent of the pericellular matrix of chondrocytes and plays a role in the regulation of fibrillogenesis. The amino-terminal domain of collagen type XI alpha1 chain is a noncollagenous structure that has been identified on the surface of cartilage collagen fibrils. The biochemical composition of the amino-terminal domain varies due to alternative splicing of the primary transcript. Recombinantly expressed alpha1(XI) aminoterminal domain isoforms were used in this study to investigate potential interactions. Purified products were analyzed for heparan sulfate binding properties. The results demonstrated that two additional binding sites exist within the alpha1(XI) aminoterminal domain, one within the amino propeptide and one within the variable region of the amino-terminal domain. Analysis of relative affinities indicated that the site located within the amino propeptide (site 1) was of similar affinity to sites that exist within the major triple helix of collagen type XI. Substitution of amino acid residues 147 to 152 within the amino propeptide by site-directed mutagenesis resulted in altered affinity for heparan sulfate. The binding site located within the variable region (site 2) demonstrated significantly higher affinity than other sites within the molecule. Displacement of collagen type XI within the pericellular matrix was observed in cell culture in the presence of excess heparan sulfate and by treatment with heparinase. These studies suggest two additional binding sites located within the noncollagenous amino-terminal domain that may play a role in the function of collagen type XI. The localization of collagen type XI within the pericellular matrix may be dependent upon interactions with heparan sulfate proteoglycans, and these are likely to take place in an isoform-specific manner.
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Affiliation(s)
- Lisa R. Warner
- Department of Biology and Biomolecular Research Center, Boise State University, Boise, Idaho 83725
- Materials Science and Engineering Program, Boise State University, Boise, Idaho 83725
| | - Raquel J. Brown
- Department of Biology and Biomolecular Research Center, Boise State University, Boise, Idaho 83725
| | - Sorcha M. C. Yingst
- Department of Biology and Biomolecular Research Center, Boise State University, Boise, Idaho 83725
| | - Julia Thom Oxford
- Department of Biology and Biomolecular Research Center, Boise State University, Boise, Idaho 83725
- Materials Science and Engineering Program, Boise State University, Boise, Idaho 83725
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Warner LR, Blasick CM, Brown RJ, Oxford JT. Expression, purification, and refolding of recombinant collagen alpha1(XI) amino terminal domain splice variants. Protein Expr Purif 2006; 52:403-9. [PMID: 17166742 PMCID: PMC2713663 DOI: 10.1016/j.pep.2006.10.016] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2006] [Revised: 10/21/2006] [Accepted: 10/24/2006] [Indexed: 11/30/2022]
Abstract
The amino terminal domain of collagen type XI alpha1 chain is a noncollagenous structure that is essential for the regulation of fibrillogenesis in developing cartilage. The amino terminal domain is alternatively spliced at the mRNA level, resulting in proteins expressed as splice variants. These splice variants, or isoforms, have unique distribution in growing tissues, alluding to distinct roles in development. We report here a rapid and straightforward method for expression, purification and in vitro folding of recombinant collagen XI isoforms alpha1(XI) NTD[p7] and alpha1(XI) NTD[p6b+7]. The recombinant isoforms were expressed in Escherichia coli as bacterial inclusion bodies. Unfolded carboxy terminal polyhistidine tagged proteins were purified via nickel affinity chromatography and refolded with specific protocols optimized for each isoform. Purity was assessed by SDS-PAGE and correct secondary structure by a comparison of circular dichroism data with that obtained for Npp. Protein expression and purification of the recombinant collagen XI splice variants will allow further studies to elucidate the structure and molecular interactions with components of the extracellular matrix. This research will clarify the mechanism of collagen XI mediated regulation of collagen fibrillogenesis.
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Affiliation(s)
- Lisa R. Warner
- Department of Materials Science and Engineering, Boise State University, Boise, Idaho
| | - Christina M. Blasick
- Department of Biology and Biomolecular Research Center, Boise State University, Boise, Idaho
| | - Raquel J. Brown
- Department of Biology and Biomolecular Research Center, Boise State University, Boise, Idaho
| | - Julia Thom Oxford
- Department of Materials Science and Engineering, Boise State University, Boise, Idaho
- Department of Biology and Biomolecular Research Center, Boise State University, Boise, Idaho
- To whom correspondence should be addressed, Corresponding author: Julia Thom Oxford, Ph.D, Department of Biology, Biomolecular Research Center, 1910 University Drive, MS 1515, Boise State University, Boise, Idaho 83725, Telephone: 208-426-2395, Fax: 208-426-4267,
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Inamasu J, Guiot BH, Sachs DC. Ossification of the Posterior Longitudinal Ligament: An Update on Its Biology, Epidemiology, and Natural History. Neurosurgery 2006; 58:1027-39; discussion 1027-39. [PMID: 16723881 DOI: 10.1227/01.neu.0000215867.87770.73] [Citation(s) in RCA: 152] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
Abstract
SIGNIFICANT PROGRESS HAS been achieved in basic research during the past decade on the pathogenesis of ossification of the posterior longitudinal ligament (OPLL), a multifactorial disease in which complex genetic and environmental factors interact. A review of the literature was conducted to update recent findings on the biology, epidemiology, natural history, and related diseases of OPLL. Gene analysis studies found specific polymorphisms that may be associated with OPLL in several collagen genes, which encode for extracellular matrix proteins. Polymorphisms in the nucleotide pyrophosphate gene, which is involved in regulation of calcification in chondrocytes, may also be associated with OPLL. However, the results of the gene analysis studies have not always been consistent. Involvement of many growth factors and cytokines, including bone morphogenic proteins and transforming growth factor-β, has been demonstrated in various histochemical and cytochemical analyses. Several transcription factors involved in cellular differentiation may also have a role. Recent epidemiological studies reaffirmed an earlier finding that diabetes mellitus is a distinct risk factor for OPLL. The long-term follow-up studies of OPLL patients are disclosing the natural history, as well as the frequency and rate of progression, of OPLL after surgical intervention. Further knowledge on the factors responsible for progression of OPLL may predict its behavior in each patient, and treatment may be tailored accordingly. The coexistence of OPLL with other diseases of ectopic ossification of the spine, such as ossification of the ligamentum flavum and diffuse idiopathic skeletal hyperostosis, is not uncommon. Scientific breakthrough in those diseases may, in turn, give insights into the pathogenesis of OPLL.
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Affiliation(s)
- Joji Inamasu
- Department of Neurosurgery, University of South Florida College of Medicine, Tampa, Florida 33606, USA.
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Lee NV, Rodriguez-Manzaneque JC, Thai SNM, Twal WO, Luque A, Lyons KM, Argraves WS, Iruela-Arispe ML. Fibulin-1 acts as a cofactor for the matrix metalloprotease ADAMTS-1. J Biol Chem 2005; 280:34796-804. [PMID: 16061471 DOI: 10.1074/jbc.m506980200] [Citation(s) in RCA: 77] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
ADAMTS-1 is a metalloprotease that has been implicated in the inhibition of angiogenesis and is a mediator of proteolytic cleavage of the hyaluronan binding proteoglycans, aggrecan and versican. In an attempt to further understand the biological function of ADAMTS-1, a yeast two-hybrid screen was performed using the carboxyl-terminal region of ADAMTS-1 as bait. As a result, the extracellular matrix protein fibulin-1 was identified as a potential interacting molecule. Through a series of analyses that included ligand affinity chromatography, co-immunoprecipitation, pulldown assays, and enzyme-linked immunosorbent assay, the ability of these two proteins to interact was substantiated. Additional studies showed that ADAMTS-1 and fibulin-1 colocalized in vivo. Furthermore, fibulin-1 was found to enhance the capacity of ADAMTS-1 to cleave aggrecan, a proteoglycan known to bind to fibulin-1. We confirmed that fibulin-1 was not a proteolytic substrate for ADAMTS-1. Together, these findings indicate that fibulin-1 is a new regulator of ADAMTS-1-mediated proteoglycan proteolysis and thus may play an important role in proteoglycan turnover in tissues where there is overlapping expression.
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Affiliation(s)
- Nathan V Lee
- Department of Molecular, Cell, and Developmental Biology and Molecular Biology Institute, University of California, Los Angeles, Los Angeles, California 90095, USA
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