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Sun Y, Yang H, Guo J, Du J, Han S, Yang X. Identification of HTRA1, DPT and MXRA5 as potential biomarkers associated with osteoarthritis progression and immune infiltration. BMC Musculoskelet Disord 2024; 25:647. [PMID: 39148085 PMCID: PMC11325630 DOI: 10.1186/s12891-024-07758-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/05/2023] [Accepted: 08/05/2024] [Indexed: 08/17/2024] Open
Abstract
BACKGROUND Our study aimed to identify potential specific biomarkers for osteoarthritis (OA) and assess their relationship with immune infiltration. METHODS We utilized data from GSE117999, GSE51588, and GSE57218 as training sets, while GSE114007 served as a validation set, all obtained from the GEO database. First, weighted gene co-expression network analysis (WGCNA) and functional enrichment analysis were performed to identify hub modules and potential functions of genes. We subsequently screened for potential OA biomarkers within the differentially expressed genes (DEGs) of the hub module using machine learning methods. The diagnostic accuracy of the candidate genes was validated. Additionally, single gene analysis and ssGSEA was performed. Then, we explored the relationship between biomarkers and immune cells. Lastly, we employed RT-PCR to validate our results. RESULTS WGCNA results suggested that the blue module was the most associated with OA and was functionally associated with extracellular matrix (ECM)-related terms. Our analysis identified ALB, HTRA1, DPT, MXRA5, CILP, MPO, and PLAT as potential biomarkers. Notably, HTRA1, DPT, and MXRA5 consistently exhibited increased expression in OA across both training and validation cohorts, demonstrating robust diagnostic potential. The ssGSEA results revealed that abnormal infiltration of DCs, NK cells, Tfh, Th2, and Treg cells might contribute to OA progression. HTRA1, DPT, and MXRA5 showed significant correlation with immune cell infiltration. The RT-PCR results also confirmed these findings. CONCLUSIONS HTRA1, DPT, and MXRA5 are promising biomarkers for OA. Their overexpression strongly correlates with OA progression and immune cell infiltration.
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Affiliation(s)
- Yunchao Sun
- Hebei North University, Zhangjiakou, Hebei, 075000, China
- Department of orthopaedic surgery, Huabeiyiliao Jiankangjituan Fengfeng Zongyiyuan, Handan, Hebei, 056000, China
| | - Hui Yang
- Department of orthopaedic surgery, Huabeiyiliao Jiankangjituan Fengfeng Zongyiyuan, Handan, Hebei, 056000, China
| | - Jiaquan Guo
- Department of orthopaedic surgery, Huabeiyiliao Jiankangjituan Fengfeng Zongyiyuan, Handan, Hebei, 056000, China
| | - Jian Du
- Hebei North University, Zhangjiakou, Hebei, 075000, China
| | - Shoujiang Han
- Department of orthopaedic surgery, Huabeiyiliao Jiankangjituan Fengfeng Zongyiyuan, Handan, Hebei, 056000, China.
| | - Xinming Yang
- Hebei North University, Zhangjiakou, Hebei, 075000, China.
- Department of orthopaedic surgery, The first affiliated hospital of Hebei North University, Zhangjiakou, Hebei, 075000, China.
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Shi Y, Chen J, Cai L, Zhang X, Chen Z, Yang J, Jiang Y, Lu Y. Uncovering the Hidden World of Aqueous Humor Proteins for Discovery of Biomarkers for Marfan Syndrome. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2303161. [PMID: 38088571 PMCID: PMC10853735 DOI: 10.1002/advs.202303161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 10/23/2023] [Indexed: 12/19/2023]
Abstract
Ectopia lentis is a hallmark of Marfan syndrome (MFS), a genetic connective tissue disorder affecting 1/5000 to 1/10 000 individuals worldwide. Early detection in ophthalmology clinics and timely intervention of cardiovascular complications can be lifesaving. In this study, a modified proteomics workflow with liquid chromatography-tandem mass spectrometry (LC-MS/MS)-based data-independent acquisition (DIA) and field asymmetric ion mobility spectrometry (FAIMS) to profile the proteomes of aqueous humor (AH) and lens tissue from MFS children with ectopia lentis is utilized. Over 2300 and 2938 comparable proteins are identified in AH and the lens capsule, respectively. Functional enrichment analyses uncovered dysregulation of complement and coagulation-related pathways, collagen binding, and cell adhesion in MFS. Through weighted correlation network analysis (WGCNA) and machine learning, distinct modules associated with clinical traits are constructed and a unique biomarker panel (Q14376, Q99972, P02760, Q07507; gene names: GALE, MYOC, AMBP, DPT) is defined. These biomarkers are further validated using advanced parallel reaction monitoring (PRM) in an independent patient cohort. The results provide novel insights into the proteome characterization of ectopia lentis and offer a promising approach for developing a valuable biomarker panel to aid in the early diagnosis of Marfan syndrome via AH proteome.
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Affiliation(s)
- Yumeng Shi
- Eye Institute and Department of Ophthalmology, Eye and ENT HospitalFudan UniversityShanghai200031China
- NHC Key Laboratory of MyopiaFudan UniversityShanghai200031China
- Key Laboratory of MyopiaChinese Academy of Medical SciencesShanghai200031China
- Shanghai Key Laboratory of Visual Impairment and RestorationShanghai200031China
| | - Jiahui Chen
- Eye Institute and Department of Ophthalmology, Eye and ENT HospitalFudan UniversityShanghai200031China
- NHC Key Laboratory of MyopiaFudan UniversityShanghai200031China
- Key Laboratory of MyopiaChinese Academy of Medical SciencesShanghai200031China
- Shanghai Key Laboratory of Visual Impairment and RestorationShanghai200031China
| | - Lei Cai
- Eye Institute and Department of Ophthalmology, Eye and ENT HospitalFudan UniversityShanghai200031China
- NHC Key Laboratory of MyopiaFudan UniversityShanghai200031China
- Key Laboratory of MyopiaChinese Academy of Medical SciencesShanghai200031China
- Shanghai Key Laboratory of Visual Impairment and RestorationShanghai200031China
| | - Xueling Zhang
- Eye Institute and Department of Ophthalmology, Eye and ENT HospitalFudan UniversityShanghai200031China
- NHC Key Laboratory of MyopiaFudan UniversityShanghai200031China
- Key Laboratory of MyopiaChinese Academy of Medical SciencesShanghai200031China
- Shanghai Key Laboratory of Visual Impairment and RestorationShanghai200031China
| | - Zexu Chen
- Eye Institute and Department of Ophthalmology, Eye and ENT HospitalFudan UniversityShanghai200031China
- NHC Key Laboratory of MyopiaFudan UniversityShanghai200031China
- Key Laboratory of MyopiaChinese Academy of Medical SciencesShanghai200031China
- Shanghai Key Laboratory of Visual Impairment and RestorationShanghai200031China
| | - Jin Yang
- Eye Institute and Department of Ophthalmology, Eye and ENT HospitalFudan UniversityShanghai200031China
- NHC Key Laboratory of MyopiaFudan UniversityShanghai200031China
- Key Laboratory of MyopiaChinese Academy of Medical SciencesShanghai200031China
- Shanghai Key Laboratory of Visual Impairment and RestorationShanghai200031China
| | - Yongxiang Jiang
- Eye Institute and Department of Ophthalmology, Eye and ENT HospitalFudan UniversityShanghai200031China
- NHC Key Laboratory of MyopiaFudan UniversityShanghai200031China
- Key Laboratory of MyopiaChinese Academy of Medical SciencesShanghai200031China
- Shanghai Key Laboratory of Visual Impairment and RestorationShanghai200031China
| | - Yi Lu
- Eye Institute and Department of Ophthalmology, Eye and ENT HospitalFudan UniversityShanghai200031China
- NHC Key Laboratory of MyopiaFudan UniversityShanghai200031China
- Key Laboratory of MyopiaChinese Academy of Medical SciencesShanghai200031China
- Shanghai Key Laboratory of Visual Impairment and RestorationShanghai200031China
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Boudko SP, Konopka EH, Kim W, Taga Y, Mizuno K, Springer TA, Hudson BG, Moy TI, Lin FY. A recombinant technique for mapping functional sites of heterotrimeric collagen helices: Collagen IV CB3 fragment as a prototype for integrin binding. J Biol Chem 2023; 299:104901. [PMID: 37302550 PMCID: PMC10404678 DOI: 10.1016/j.jbc.2023.104901] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Revised: 06/01/2023] [Accepted: 06/05/2023] [Indexed: 06/13/2023] Open
Abstract
Collagen superfamily of proteins is a major component of the extracellular matrix. Defects in collagens underlie the cause of nearly 40 human genetic diseases in millions of people worldwide. Pathogenesis typically involves genetic alterations of the triple helix, a hallmark structural feature that bestows exceptional mechanical resistance to tensile forces and a capacity to bind a plethora of macromolecules. Yet, there is a paramount knowledge gap in understanding the functionality of distinct sites along the triple helix. Here, we present a recombinant technique to produce triple helical fragments for functional studies. The experimental strategy utilizes the unique capacity of the NC2 heterotrimerization domain of collagen IX to drive three α-chain selection and registering the triple helix stagger. For proof of principle, we produced and characterized long triple helical fragments of collagen IV that were expressed in a mammalian system. The heterotrimeric fragments encompassed the CB3 trimeric peptide of collagen IV, which harbors the binding motifs for α1β1 and α2β1 integrins. Fragments were characterized and shown to have a stable triple helix, post-translational modifications, and high affinity and specific binding of integrins. The NC2 technique is a universal tool for the high-yield production of heterotrimeric fragments of collagens. Fragments are suitable for mapping functional sites, determining coding sequences of binding sites, elucidating pathogenicity and pathogenic mechanisms of genetic mutations, and production of fragments for protein replacement therapy.
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Affiliation(s)
- Sergei P Boudko
- Division of Nephrology and Hypertension, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA; Center for Matrix Biology, Vanderbilt University Medical Center, Nashville, Tennessee, USA; Department of Biochemistry, Vanderbilt University, Nashville, Tennessee, USA.
| | | | - Woojin Kim
- Morphic Therapeutic, Inc, Waltham, Massachusetts, USA
| | - Yuki Taga
- Nippi Research Institute of Biomatrix, Toride, Ibaraki, Japan
| | - Kazunori Mizuno
- Nippi Research Institute of Biomatrix, Toride, Ibaraki, Japan
| | - Timothy A Springer
- Department of Biological Chemistry and Molecular Pharmacology, Program in Cellular and Molecular Medicine, Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Billy G Hudson
- Division of Nephrology and Hypertension, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA; Center for Matrix Biology, Vanderbilt University Medical Center, Nashville, Tennessee, USA; Department of Biochemistry, Vanderbilt University, Nashville, Tennessee, USA; Department of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee, USA; Department of Cell and Developmental Biology, Vanderbilt University Medical Center, Nashville, Tennessee, USA; Vanderbilt-Ingram Cancer Center, Vanderbilt University, Nashville, Tennessee, USA; Vanderbilt Institute of Chemical Biology, Vanderbilt University, Nashville, Tennessee, USA
| | - Terence I Moy
- Morphic Therapeutic, Inc, Waltham, Massachusetts, USA
| | - Fu-Yang Lin
- Morphic Therapeutic, Inc, Waltham, Massachusetts, USA.
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Zhao X, Xie Z, Rao N, Zhang S, Zhang Y. Effect of dermatopontin on osteogenic differentiation of periodontal ligament stem cells. Gene 2023; 858:147185. [PMID: 36632910 DOI: 10.1016/j.gene.2023.147185] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Revised: 01/03/2023] [Accepted: 01/05/2023] [Indexed: 01/11/2023]
Abstract
Human periodontal ligament stem cells (hPDLSCs) are promising seed cells for oral bone tissue engineering. Dermatopontin (DPT) is a small-molecule protein recognized as a non-collagenous component of the extracellular matrix and is associated with a variety of biological processes. In this study, we first determined that DPT was elevated during the osteogenic differentiation of hPDLSCs. HPDLSCs interfering with DPT expression were established by lentiviral infection. It was found that the proliferation and osteogenic differentiation ability of hPDLSCs were inhibited after interfering DPT with lentivirus. Exogenous recombinant DPT treatment could not alter the proliferation of hPDLSCs. Coincidentally, exogenous DPT can only enhance the osteogenic differentiation of hPDLSCs in the control lentivirus group, but had no significant effect on the DPT interference group. This study expands the understanding of DPT function and implicates DPT as an important target for enhancing osteogenic differentiation of hPDLSCs.
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Affiliation(s)
- Xuechun Zhao
- Department of Oral Implantology, School and Hospital of Stomatology, Kunming Medical University, Kunming, PR China; Yunnan Key Laboratory of Stomatology, Kunming, PR China
| | - Zhigang Xie
- Department of Oral Implantology, School and Hospital of Stomatology, Kunming Medical University, Kunming, PR China; Yunnan Key Laboratory of Stomatology, Kunming, PR China
| | - Nanquan Rao
- Department of Oral Implantology, School and Hospital of Stomatology, Kunming Medical University, Kunming, PR China; Yunnan Key Laboratory of Stomatology, Kunming, PR China
| | - Shu Zhang
- Department of Oral Implantology, School and Hospital of Stomatology, Kunming Medical University, Kunming, PR China; Yunnan Key Laboratory of Stomatology, Kunming, PR China
| | - Yunpeng Zhang
- Department of Oral Implantology, School and Hospital of Stomatology, Kunming Medical University, Kunming, PR China; Yunnan Key Laboratory of Stomatology, Kunming, PR China.
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