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Costa MC, Angelini C, Franzese M, Iside C, Salvatore M, Laezza L, Napolitano F, Ceccarelli M. Identification of therapeutic targets in osteoarthritis by combining heterogeneous transcriptional datasets, drug-induced expression profiles, and known drug-target interactions. J Transl Med 2024; 22:281. [PMID: 38491514 PMCID: PMC10941480 DOI: 10.1186/s12967-024-05006-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2023] [Accepted: 02/18/2024] [Indexed: 03/18/2024] Open
Abstract
BACKGROUND Osteoarthritis (OA) is a multifactorial, hypertrophic, and degenerative condition involving the whole joint and affecting a high percentage of middle-aged people. It is due to a combination of factors, although the pivotal mechanisms underlying the disease are still obscure. Moreover, current treatments are still poorly effective, and patients experience a painful and degenerative disease course. METHODS We used an integrative approach that led us to extract a consensus signature from a meta-analysis of three different OA cohorts. We performed a network-based drug prioritization to detect the most relevant drugs targeting these genes and validated in vitro the most promising candidates. We also proposed a risk score based on a minimal set of genes to predict the OA clinical stage from RNA-Seq data. RESULTS We derived a consensus signature of 44 genes that we validated on an independent dataset. Using network analysis, we identified Resveratrol, Tenoxicam, Benzbromarone, Pirinixic Acid, and Mesalazine as putative drugs of interest for therapeutics in OA for anti-inflammatory properties. We also derived a list of seven gene-targets validated with functional RT-qPCR assays, confirming the in silico predictions. Finally, we identified a predictive subset of genes composed of DNER, TNFSF11, THBS3, LOXL3, TSPAN2, DYSF, ASPN and HTRA1 to compute the patient's risk score. We validated this risk score on an independent dataset with a high AUC (0.875) and compared it with the same approach computed using the entire consensus signature (AUC 0.922). CONCLUSIONS The consensus signature highlights crucial mechanisms for disease progression. Moreover, these genes were associated with several candidate drugs that could represent potential innovative therapeutics. Furthermore, the patient's risk scores can be used in clinical settings.
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Affiliation(s)
- Maria Claudia Costa
- Biogem s.c.ar.l, Ariano Irpino, Italy
- Dipartimento di Ingegneria Elettrica e delle Tecnologie dell'Informazione, Università di Napoli Federico II, Napoli, Italy
| | - Claudia Angelini
- Istituto per le Applicazioni del Calcolo, Consiglio Nazionale delle Ricerche, Napoli, Italy
| | | | | | | | - Luigi Laezza
- Dipartimento di Ingegneria Elettrica e delle Tecnologie dell'Informazione, Università di Napoli Federico II, Napoli, Italy
- Department of Public Health Sciences, Miller School of Medicine, University of Miami, Miami, FL, USA
| | - Francesco Napolitano
- Dipartimento di Scienze e Tecnologie, Università degli Studi del Sannio, Benevento, Italy
| | - Michele Ceccarelli
- Dipartimento di Ingegneria Elettrica e delle Tecnologie dell'Informazione, Università di Napoli Federico II, Napoli, Italy.
- Department of Public Health Sciences, Miller School of Medicine, University of Miami, Miami, FL, USA.
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Lv Y, Zhang J, Li C, Wang L, Lei L, Huang X. Network pharmacological analysis to reveal the mechanism governing the effect of Qin Xi Tong on osteoarthritis and rheumatoid arthritis. Clin Rheumatol 2023:10.1007/s10067-023-06625-5. [PMID: 37162694 DOI: 10.1007/s10067-023-06625-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2022] [Revised: 04/03/2023] [Accepted: 05/03/2023] [Indexed: 05/11/2023]
Abstract
INTRODUCTION Qin Xi Tong (QXT), produced by water extracts of Caulis Sinomenii, is clinically effective in the therapy of rheumatoid arthritis (RA). It is also a complementary agent for osteoarthritis (OA). This study aimed to screen the candidate targets and identify the potential mechanisms of QXT against RA and OA. METHOD The active ingredients contained in QXT were queried from the TCMSP database. Their predicted targets were obtained through web-based databases, including TCMSP, BATMAN-TCM, CTD, and PharmMapper. The OA and RA targets were collected from the Genecards database and the GSE55235 dataset. Based on the DAVID database, GO and KEGG enrichment analyses of disease-drug common targets predicted potential signaling pathways for QXT. In addition, core targets were identified by mapping component-target-disease interaction networks with Cytoscape 3.9.1 and STRING. The Swissdock and Pymol tools further validate the predicted results. RESULTS A total of 161 genes were put forward as potential targets for treating RA and OA. These genes might be involved in joint inflammation, including the IL-17 signaling pathway, MAPK signaling pathway, and TNF signaling pathway. They also regulated the progression of joint injuries, such as apoptosis, Th17 cell differentiation, and osteoclast differentiation. In addition, we identified 12 core targets of QXT. Molecular docking results showed that QXT has a high affinity with these core targets. CONCLUSIONS This study reveals the mechanism governing the effect of QXT on RA and OA, predicts the direct target, and provides new ideas for clinical treatment. Key Points • Our study reveals the underlying mechanism of QXT in the treatment of RA and OA. • Further research into the effects of compounds in QXT alone would be of interest.
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Affiliation(s)
- Yanyan Lv
- Department of Rheumatology and Immunology, Xi'an No. 5 Hospital, No. 112 Xi Guan Zheng Jie, Xi'an, China
| | - Jie Zhang
- Department of Rheumatology and Immunology, Xi'an No. 5 Hospital, No. 112 Xi Guan Zheng Jie, Xi'an, China
| | - Chao Li
- Department of Rheumatology and Immunology, Xi'an No. 5 Hospital, No. 112 Xi Guan Zheng Jie, Xi'an, China
| | - Li Wang
- Department of Rheumatology and Immunology, Xi'an No. 5 Hospital, No. 112 Xi Guan Zheng Jie, Xi'an, China
| | - Lei Lei
- School of Life Sciences and Medicine, Northwest University, No. 229 Taibai North Road, Xi'an, China
| | - Xiaoqiang Huang
- Department of Orthopedics, Xi'an No.5 Hospital, No. 112 Xi Guan Zheng Jie, Xi'an, China.
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José Alcaraz M. New potential therapeutic approaches targeting synovial fibroblasts in rheumatoid arthritis. Biochem Pharmacol 2021; 194:114815. [PMID: 34715065 DOI: 10.1016/j.bcp.2021.114815] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 10/21/2021] [Accepted: 10/22/2021] [Indexed: 12/18/2022]
Abstract
Synovial cells play a key role in joint destruction during chronic inflammation. In particular, activated synovial fibroblasts (SFs) undergo intrinsic alterations leading to an aggressive phenotype mediating cartilage destruction and bone erosion in rheumatoid arthritis (RA). Recent research has revealed a number of targets to control arthritogenic changes in SFs. Therefore, identification of SF phenotypes, control of epigenetic changes, modulation of cellular functions, or regulation of the activity of cation channels and different signaling pathways has been investigated. Although many of these approaches have shown efficacy in vitro and in animal models of RA, further research is needed to select the most relevant targets for drug development. This review is focused on the role of SFs as a potential strategy to discover novel therapeutic targets in RA aimed at preserving joint architecture and function.
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Affiliation(s)
- María José Alcaraz
- Department of Pharmacology, University of Valencia, and Interuniversity Research Institute for Molecular Recognition and Technological Development (IDM), Polytechnic University of Valencia, University of Valencia, Av. Vicent A. Estellés s/n, 46100 Burjasot, Valencia, Spain.
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4
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Nayler S, Agarwal D, Curion F, Bowden R, Becker EBE. High-resolution transcriptional landscape of xeno-free human induced pluripotent stem cell-derived cerebellar organoids. Sci Rep 2021; 11:12959. [PMID: 34155230 PMCID: PMC8217544 DOI: 10.1038/s41598-021-91846-4] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2020] [Accepted: 05/26/2021] [Indexed: 01/22/2023] Open
Abstract
Current protocols for producing cerebellar neurons from human pluripotent stem cells (hPSCs) often rely on animal co-culture and mostly exist as monolayers, limiting their capability to recapitulate the complex processes in the developing cerebellum. Here, we employed a robust method, without the need for mouse co-culture to generate three-dimensional cerebellar organoids from hPSCs that display hallmarks of in vivo cerebellar development. Single-cell profiling followed by comparison to human and mouse cerebellar atlases revealed the presence and maturity of transcriptionally distinct populations encompassing major cerebellar cell types. Encapsulation with Matrigel aimed to provide more physiologically-relevant conditions through recapitulation of basement-membrane signalling, influenced both growth dynamics and cellular composition of the organoids, altering developmentally relevant gene expression programmes. We identified enrichment of cerebellar disease genes in distinct cell populations in the hPSC-derived cerebellar organoids. These findings ascertain xeno-free human cerebellar organoids as a unique model to gain insight into cerebellar development and its associated disorders.
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Affiliation(s)
- Samuel Nayler
- Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford, OX1 3PT, United Kingdom.
| | - Devika Agarwal
- Weatherall Institute for Molecular Medicine, University of Oxford, Oxford, OX3 7BN, United Kingdom
| | - Fabiola Curion
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, United Kingdom
| | - Rory Bowden
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, United Kingdom
- Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, 3052, Australia
| | - Esther B E Becker
- Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford, OX1 3PT, United Kingdom.
- Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, OX3 9DU, United Kingdom.
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Systematic identification of genetic systems associated with phenotypes in patients with rare genomic copy number variations. Hum Genet 2020; 140:457-475. [PMID: 32778951 DOI: 10.1007/s00439-020-02214-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2020] [Accepted: 07/30/2020] [Indexed: 01/02/2023]
Abstract
Copy number variation (CNV) related disorders tend to show complex phenotypic profiles that do not match known diseases. This makes it difficult to ascertain their underlying molecular basis. A potential solution is to compare the affected genomic regions for multiple patients that share a pathological phenotype, looking for commonalities. Here, we present a novel approach to associate phenotypes with functional systems, in terms of GO categories and KEGG and Reactome pathways, based on patient data. The approach uses genomic and phenomic data from the same patients, finding shared genomic regions between patients with similar phenotypes. These regions are mapped to genes to find associated functional systems. We applied the approach to analyse patients in the DECIPHER database with de novo CNVs, finding functional systems associated with most phenotypes, often due to mutations affecting related genes in the same genomic region. Manual inspection of the ten top-scoring phenotypes found multiple FunSys connections supported by the previous studies for seven of them. The workflow also produces reports focussed on the genes and FunSys connected to the different phenotypes, alongside patient-specific reports, which give details of the associated genes and FunSys for each individual in the cohort. These can be run in "confidential" mode, preserving patient confidentiality. The workflow presented here can be used to associate phenotypes with functional systems using data at the level of a whole cohort of patients, identifying important connections that could not be found when considering them individually. The full workflow is available for download, enabling it to be run on any patient cohort for which phenotypic and CNV data are available.
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Mosquera N, Rodriguez-Trillo A, Blanco FJ, Mera-Varela A, Gonzalez A, Conde C. All-Trans Retinoic Acid Inhibits Migration and Invasiveness of Rheumatoid Fibroblast-Like Synoviocytes. J Pharmacol Exp Ther 2019; 372:185-192. [PMID: 31801802 DOI: 10.1124/jpet.119.261370] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2019] [Accepted: 11/26/2019] [Indexed: 12/23/2022] Open
Abstract
Fibroblast-like synoviocytes (FLSs) are pivotal in inflammation and joint damage of rheumatoid arthritis (RA). They acquire an active and aggressive phenotype, displaying increased migration and invasiveness and contributing to perpetuate synovial inflammation and destruction of cartilage and bone. The main current therapies of RA are focused against inflammatory factors and immune cells; however, a significant percentage of patients do not successfully respond. Combined treatments with drugs that control inflammation and that reverse the pathogenic phenotype of FLS could improve the prognosis of these patients. An unexplored area includes the retinoic acid, the main biologic retinoid, which is a candidate drug for many diseases but has reached clinical use only for a few. Here, we explored the effect of all-trans retinoic acid (ATRA) on the aggressive phenotype of FLS from patients with RA. RA FLSs were treated with ATRA, tumor necrosis factor (TNF), or TNF+ATRA, and cell migration and invasion were analyzed. In addition, a microarray analysis of expression, followed by gene-set analysis and quantitative polymerase chain reaction validation, was performed. We showed that ATRA induced a notable decrease in FLS migration and invasion that was accompanied by complex changes in gene expression. At supraphysiological doses, many of these effects were overridden or reverted by the concomitant presence of TNF. In conclusion, these results have demonstrated the therapeutic potential of retinoic acid on RA FLS provided TNF could be counterbalanced, either with high ATRA doses or with TNF inhibitors. SIGNIFICANCE STATEMENT: All-trans retinoic acid (ATRA) reduced the rheumatoid arthritis (RA) fibroblast-like synoviocyte migration and invasiveness and down-regulated gene expression of cell motility and migration genes. At supraphysiological doses, some of these effects were reverted by tumor necrosis factor. Therefore, ATRA could be an RA drug candidate that would require high doses or combined treatment with anti-inflammatory drugs.
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Affiliation(s)
- Nerea Mosquera
- Laboratorio de Reumatología Experimental y Observacional, y Servicio de Reumatología, Instituto de Investigación Sanitaria de Santiago (IDIS), Hospital Clínico Universitario de Santiago de Compostela (CHUS), Servizo Galego de Saude (SERGAS), Travesía da Choupana s/n, Santiago de Compostela, Spain (N.M., A.R.-T., A.G., C.C.); Servicio de Reumatología, Instituto de Investigacion Biomedica de A Coruña (INIBIC)-Hospital Universitario A Coruña, A Xubias 84, A Coruña, Spain (F.J.B.); and Servicio de Reumatología, Instituto de Investigación Sanitaria de Santiago (IDIS), Hospital Clínico Universitario de Santiago de Compostela (CHUS), Servizo Galego de Saude (SERGAS), Travesía da Choupana s/n, Santiago de Compostela, Spain (A.M.-V.)
| | - Angela Rodriguez-Trillo
- Laboratorio de Reumatología Experimental y Observacional, y Servicio de Reumatología, Instituto de Investigación Sanitaria de Santiago (IDIS), Hospital Clínico Universitario de Santiago de Compostela (CHUS), Servizo Galego de Saude (SERGAS), Travesía da Choupana s/n, Santiago de Compostela, Spain (N.M., A.R.-T., A.G., C.C.); Servicio de Reumatología, Instituto de Investigacion Biomedica de A Coruña (INIBIC)-Hospital Universitario A Coruña, A Xubias 84, A Coruña, Spain (F.J.B.); and Servicio de Reumatología, Instituto de Investigación Sanitaria de Santiago (IDIS), Hospital Clínico Universitario de Santiago de Compostela (CHUS), Servizo Galego de Saude (SERGAS), Travesía da Choupana s/n, Santiago de Compostela, Spain (A.M.-V.)
| | - Francisco J Blanco
- Laboratorio de Reumatología Experimental y Observacional, y Servicio de Reumatología, Instituto de Investigación Sanitaria de Santiago (IDIS), Hospital Clínico Universitario de Santiago de Compostela (CHUS), Servizo Galego de Saude (SERGAS), Travesía da Choupana s/n, Santiago de Compostela, Spain (N.M., A.R.-T., A.G., C.C.); Servicio de Reumatología, Instituto de Investigacion Biomedica de A Coruña (INIBIC)-Hospital Universitario A Coruña, A Xubias 84, A Coruña, Spain (F.J.B.); and Servicio de Reumatología, Instituto de Investigación Sanitaria de Santiago (IDIS), Hospital Clínico Universitario de Santiago de Compostela (CHUS), Servizo Galego de Saude (SERGAS), Travesía da Choupana s/n, Santiago de Compostela, Spain (A.M.-V.)
| | - Antonio Mera-Varela
- Laboratorio de Reumatología Experimental y Observacional, y Servicio de Reumatología, Instituto de Investigación Sanitaria de Santiago (IDIS), Hospital Clínico Universitario de Santiago de Compostela (CHUS), Servizo Galego de Saude (SERGAS), Travesía da Choupana s/n, Santiago de Compostela, Spain (N.M., A.R.-T., A.G., C.C.); Servicio de Reumatología, Instituto de Investigacion Biomedica de A Coruña (INIBIC)-Hospital Universitario A Coruña, A Xubias 84, A Coruña, Spain (F.J.B.); and Servicio de Reumatología, Instituto de Investigación Sanitaria de Santiago (IDIS), Hospital Clínico Universitario de Santiago de Compostela (CHUS), Servizo Galego de Saude (SERGAS), Travesía da Choupana s/n, Santiago de Compostela, Spain (A.M.-V.)
| | - Antonio Gonzalez
- Laboratorio de Reumatología Experimental y Observacional, y Servicio de Reumatología, Instituto de Investigación Sanitaria de Santiago (IDIS), Hospital Clínico Universitario de Santiago de Compostela (CHUS), Servizo Galego de Saude (SERGAS), Travesía da Choupana s/n, Santiago de Compostela, Spain (N.M., A.R.-T., A.G., C.C.); Servicio de Reumatología, Instituto de Investigacion Biomedica de A Coruña (INIBIC)-Hospital Universitario A Coruña, A Xubias 84, A Coruña, Spain (F.J.B.); and Servicio de Reumatología, Instituto de Investigación Sanitaria de Santiago (IDIS), Hospital Clínico Universitario de Santiago de Compostela (CHUS), Servizo Galego de Saude (SERGAS), Travesía da Choupana s/n, Santiago de Compostela, Spain (A.M.-V.)
| | - Carmen Conde
- Laboratorio de Reumatología Experimental y Observacional, y Servicio de Reumatología, Instituto de Investigación Sanitaria de Santiago (IDIS), Hospital Clínico Universitario de Santiago de Compostela (CHUS), Servizo Galego de Saude (SERGAS), Travesía da Choupana s/n, Santiago de Compostela, Spain (N.M., A.R.-T., A.G., C.C.); Servicio de Reumatología, Instituto de Investigacion Biomedica de A Coruña (INIBIC)-Hospital Universitario A Coruña, A Xubias 84, A Coruña, Spain (F.J.B.); and Servicio de Reumatología, Instituto de Investigación Sanitaria de Santiago (IDIS), Hospital Clínico Universitario de Santiago de Compostela (CHUS), Servizo Galego de Saude (SERGAS), Travesía da Choupana s/n, Santiago de Compostela, Spain (A.M.-V.)
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Li Y, Xing Q, Wei Y, Zhao L, Zhang P, Han X, Wang J. Activation of RXR by bexarotene inhibits inflammatory conditions in human rheumatoid arthritis fibroblast‑like synoviocytes. Int J Mol Med 2019; 44:1963-1970. [PMID: 31545398 DOI: 10.3892/ijmm.2019.4336] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2019] [Accepted: 06/26/2019] [Indexed: 11/06/2022] Open
Abstract
Rheumatoid arthritis (RA) is a debilitating joint disease characterized by chronic inflammation, pathologic alteration of fibroblast‑like synoviocytes (FLS), destruction of cartilage and bone, and the formation of an invasive pannus. RA‑FLS exhibit increased proliferation and resistance to apoptosis. The retinoid X receptor (RXR) has a role in regulating cell cycle, differentiation and apoptosis, and agonism of RXR has been investigated as a treatment strategy in several types of cancer. However, there is little research on the effects of RXR agonism in other diseases. Bexarotene is a novel selective RXR ligand used in the treatment of T‑cell lymphoma. In the present study, bexarotene was used to investigate the involvement of RXR in tumor necrosis factor‑α (TNF‑α)‑induced RA conditions in human FLS. To the best of our knowledge, this is the first time that RXR has been demonstrated to be expressed in FLS and to be downregulated in response to TNF‑α stimulation. The present study also demonstrated that bexarotene exerted an anti‑inflammatory effect by downregulating expression of interleukin (IL)‑6, IL‑8, monocyte chemoattractant protein‑1, and high mobility group box‑1. Notably, bexarotene also rescued the TNF‑α‑induced downregulation of the anti‑inflammatory cytokines IL‑4 and transforming growth factor‑β1. Bexarotene treatment exhibited a potential protective effect against cartilage degradation by downregulating the expression of matrix metalloproteinase (MMP)‑1, MMP‑3 and MMP‑13. In addition, the present results demonstrated that the effects of bexarotene were mediated through the p38 mitogen‑activated protein kinase/nuclear factor‑κB pathway, via inhibition of p38 protein and the inhibitor α of κB phosphorylation. Taken together, the present findings demonstrated the potential of RXR agonism using bexarotene as a treatment against the development and progression of RA.
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Affiliation(s)
- Yu Li
- Ache Department, First Affiliated Hospital of Henan University of Science and Technology, Luoyang, Henan 471003, P.R. China
| | - Qunzhi Xing
- Department of Anesthesiology, First Affiliated Hospital of Henan University of Science and Technology, Luoyang, Henan 471003, P.R. China
| | - Yuanzhang Wei
- Ache Department, First Affiliated Hospital of Henan University of Science and Technology, Luoyang, Henan 471003, P.R. China
| | - Lei Zhao
- Ache Department, First Affiliated Hospital of Henan University of Science and Technology, Luoyang, Henan 471003, P.R. China
| | - Pei Zhang
- Ache Department, First Affiliated Hospital of Henan University of Science and Technology, Luoyang, Henan 471003, P.R. China
| | - Xuechang Han
- Department of Anesthesiology, First Affiliated Hospital of Henan University of Science and Technology, Luoyang, Henan 471003, P.R. China
| | - Jing Wang
- Ache Department, First Affiliated Hospital of Henan University of Science and Technology, Luoyang, Henan 471003, P.R. China
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