1
|
Chen X, Li C, Wang Z, Zhou Y, Chu M. Computational screening of biomarkers and potential drugs for arthrofibrosis based on combination of sequencing and large nature language model. J Orthop Translat 2024; 44:102-113. [PMID: 38304615 PMCID: PMC10831815 DOI: 10.1016/j.jot.2023.11.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 10/31/2023] [Accepted: 11/06/2023] [Indexed: 02/03/2024] Open
Abstract
Background Arthrofibrosis (AF) is a fibrotic joint disease resulting from excessive collagen production and fibrous scar formation after total knee arthroplasty (TKA). This devastating complication may cause consistent pain and dramatically reduction of functionality. Unfortunately, the conservative treatments to prevent the AF in the early stage are largely unknown due to the lack of specific biomarkers and reliable therapeutic targets. Methods In this study, we extracted1782 fibrosis related genes (FRGs) from 373,461published literature based on the large natural language processing models (ChatGPT) and intersected with the 2750 differential expressed genes (DEGs) from mRNA microarray (GSE135854). A total of 311 potential AF biomarker genes (PABGs) were obtained and functional analysis were performed including gene ontology (GO) annotation and the Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses. Subsequently, we accomplished validation in AF animal models with immobilization of the unilateral knee joints of 16 rabbits for 1-week, 2-weeks, 3-weeks and 4-weeks. Finally, we tested the biomarkers in a retrospective cohort enrolled 35 AF patients and 35 control group patients. Results We identified G-protein-coupled receptor 17 (GPR17) as a reliable therapeutic biomarker for AF diagnosis with higher AUC (0.819) in the ROC curve. A total of 21 potential drugs targeted to GPR17 were screened. Among them, pranlukast and montelukast have achieved therapeutic effect in animal models. In addition, we established an online AF database for data integration (https://chenxi2023.shinyapps.io/afdbv1). Conclusions These results unveiling therapeutic biomarkers for AF diagnosis, and provide potential drugs for clinical treatment. The translational potential of this article Our study demonstrated that GPR17 holds significant promise as a potential biomarker and therapeutic target for arthrofibrosis. Moreover, pranlukast and montelukast targeted to GPR17 that could be instrumental in the treatment of AF.
Collapse
Affiliation(s)
- Xi Chen
- Department of Adult Joint Reconstructive Surgery, Beijing Jishuitan Hospital, Capital Medical University, 31 East Xinjiekou Street, Beijing, 100035, China
- Department of Immunology, School of Basic Medical Sciences, Peking University, Beijing, 100191, China
- NHC Key Laboratory of Medical Immunology (Peking University), Beijing, 100191, China
| | - Cheng Li
- Department of Adult Joint Reconstructive Surgery, Beijing Jishuitan Hospital, Capital Medical University, 31 East Xinjiekou Street, Beijing, 100035, China
| | - Ziyuan Wang
- Department of Immunology, School of Basic Medical Sciences, Peking University, Beijing, 100191, China
- NHC Key Laboratory of Medical Immunology (Peking University), Beijing, 100191, China
| | - Yixin Zhou
- Department of Adult Joint Reconstructive Surgery, Beijing Jishuitan Hospital, Capital Medical University, 31 East Xinjiekou Street, Beijing, 100035, China
| | - Ming Chu
- Department of Immunology, School of Basic Medical Sciences, Peking University, Beijing, 100191, China
- NHC Key Laboratory of Medical Immunology (Peking University), Beijing, 100191, China
| |
Collapse
|
2
|
Ramos MS, Pasqualini I, Surace PA, Molloy RM, Deren ME, Piuzzi NS. Arthrofibrosis After Total Knee Arthroplasty: A Critical Analysis Review. JBJS Rev 2023; 11:01874474-202312000-00001. [PMID: 38079496 DOI: 10.2106/jbjs.rvw.23.00140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2023]
Abstract
» Arthrofibrosis after total knee arthroplasty (TKA) is the new formation of excessive scar tissue that results in limited ROM, pain, and functional deficits.» The diagnosis of arthrofibrosis is based on the patient's history, clinical examination, absence of alternative diagnoses from diagnostic testing, and operative findings. Imaging is helpful in ruling out specific causes of stiffness after TKA. A biopsy is not indicated, and no biomarkers of arthrofibrosis exist.» Arthrofibrosis pathophysiology is multifactorial and related to aberrant activation and proliferation of myofibroblasts that primarily deposit type I collagen in response to a proinflammatory environment. Transforming growth factor-beta signaling is the best established pathway involved in arthrofibrosis after TKA.» Management includes both nonoperative and operative modalities. Physical therapy is most used while revision arthroplasty is typically reserved as a last resort. Additional investigation into specific pathophysiologic mechanisms can better inform targeted therapeutics.
Collapse
Affiliation(s)
- Michael S Ramos
- Department of Orthopaedic Surgery, Orthopaedic and Rheumatologic Institute, Cleveland Clinic Foundation, Cleveland, Ohio
| | | | | | | | | | | |
Collapse
|
3
|
Dolivo DM, Rodrigues AE, Galiano RD, Mustoe TA, Hong SJ. Prediction and Demonstration of Retinoic Acid Receptor Agonist Ch55 as an Antifibrotic Agent in the Dermis. J Invest Dermatol 2023; 143:1724-1734.e15. [PMID: 36804965 PMCID: PMC10432574 DOI: 10.1016/j.jid.2023.01.024] [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: 09/30/2022] [Revised: 01/27/2023] [Accepted: 01/31/2023] [Indexed: 02/18/2023]
Abstract
The prevalence of fibrotic diseases and the lack of pharmacologic modalities to effectively treat them impart particular importance to the discovery of novel antifibrotic therapies. The repurposing of drugs with existing mechanisms of action and/or clinical data is a promising approach for the treatment of fibrotic diseases. One paradigm that pervades all fibrotic diseases is the pathological myofibroblast, a collagen-secreting, contractile mesenchymal cell that is responsible for the deposition of fibrotic tissue. In this study, we use a gene expression paradigm characteristic of activated myofibroblasts in combination with the Connectivity Map to select compounds that are predicted to reverse the pathological gene expression signature associated with the myofibroblast and thus contain the potential for use as antifibrotic compounds. We tested a small list of these compounds in a first-pass screen, applying them to fibroblasts, and identified the retinoic acid receptor agonist Ch55 as a potential hit. Further investigation exhibited and elucidated the antifibrotic effects of Ch55 in vitro as well as showing antiscarring activity upon intradermal application in a preclinical rabbit ear hypertrophic scar model. We hope that similar predictions to uncover antiscarring compounds may yield further preclinical and ultimately clinical success.
Collapse
Affiliation(s)
- David M Dolivo
- Department of Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Adrian E Rodrigues
- Department of Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Robert D Galiano
- Department of Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Thomas A Mustoe
- Department of Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Seok Jong Hong
- Department of Surgery, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA.
| |
Collapse
|
4
|
Wang W, Li Z, Xie G, Li X, Wu Z, Li M, Liu A, Xiong Y, Wang Y. Convergent Genomic Signatures of Cashmere Traits: Evidence for Natural and Artificial Selection. Int J Mol Sci 2023; 24:ijms24021165. [PMID: 36674681 PMCID: PMC9860930 DOI: 10.3390/ijms24021165] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2022] [Revised: 12/27/2022] [Accepted: 01/03/2023] [Indexed: 01/10/2023] Open
Abstract
Convergent evolution provides powerful opportunities to investigate the genetic basis of complex traits. The Tibetan antelope (Pantholops hodgsonii) and Siberian ibex (Capra sibirica) belong to different subfamilies in Bovidae, but both have evolved similar superfine cashmere characteristics to meet the cold temperature in plateau environments. The cashmere traits of cashmere goats underwent strong artificial selection, and some traces of domestication also remained in the genome. Hence, we investigated the convergent genomic signatures of cashmere traits between natural and artificial selection. We compared the patterns of convergent molecular evolution between Tibetan antelope and Siberian ibex by testing positively selected genes, rapidly evolving genes and convergent amino acid substitutions. In addition, we analyzed the selected genomic features of cashmere goats under artificial selection using whole-genome resequencing data, and skin transcriptome data of cashmere goats were also used to focus on the genes involved in regulating cashmere traits. We found that molecular convergent events were very rare, but natural and artificial selection genes were convergent enriched in similar functional pathways (e.g., ECM-receptor interaction, focal adhesion, PI3K-Akt signaling pathway) in a variety of gene sets. Type IV collagen family genes (COL4A2, COL4A4, COL4A5, COL6A5, COL6A6) and integrin family genes (ITGA2, ITGA4, ITGA9, ITGB8) may be important candidate genes for cashmere formation and development. Our results provide a comprehensive approach and perspective for exploring cashmere traits and offer a valuable reference for subsequent in-depth research on the molecular mechanisms regulating cashmere development and fineness.
Collapse
Affiliation(s)
- Wei Wang
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China
| | - Zhuohui Li
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China
| | - Guoxiang Xie
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China
| | - Xinmei Li
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China
| | - Zhipei Wu
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China
| | - Manman Li
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China
| | - Anguo Liu
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China
| | - Yan Xiong
- College of Animal & Veterinary Sciences, Southwest Minzu University, Chengdu 610041, China
| | - Yu Wang
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China
- Correspondence:
| |
Collapse
|
5
|
Wyatt PB, Satalich J, Cyrus J, O'Neill C, O'Connell R. Biochemical markers of postsurgical knee arthrofibrosis: A systematic review. J Orthop 2023; 35:1-6. [PMID: 36325249 PMCID: PMC9619298 DOI: 10.1016/j.jor.2022.10.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/06/2022] [Revised: 10/09/2022] [Accepted: 10/19/2022] [Indexed: 12/15/2022] Open
Abstract
Introduction Postsurgical knee arthrofibrosis is a common complication associated with pain and limited range of motion. Although the mechanism is unclear, many biochemical and genetic markers have been identified within arthrofibrotic knees. The purpose of this systematic review is to synthesize the many biochemical and genetic markers that have been associated with surgery-induced knee arthrofibrosis in order to better guide future therapeutic endeavors. Methods A thorough search of literature was conducted on April 27, 2022. Seventeen studies met inclusion criteria for this systematic review. Inclusion criteria for this study were as follows: title or abstract discussed biochemical and genetic markers associated with postoperative knee arthrofibrosis, study design included human and/or animal subjects. Results A wide variety of genetic biomarkers (mRNA), proteins/enzymes, and cytokines were identified in both animal models and human subjects with postsurgical knee arthrofibrosis. These included various extracellular matrix-encoding mRNA sequences, matrix metalloproteinases, proteins and mRNA sequences involved in Transforming Growth Factor-β signaling, and interleukin-family cytokines to name just a few. Conclusion There are many biomarkers found in postsurgical arthrofibrotic knees. TGF-β, and mRNA/proteins that participate in TGF-β signaling (i.e., LOX, SERPINE1, PAI-1/Akt/mTOR, BMP-2), appear to be particularly common. Future comparative studies should aim to determine which of these are most relevant, and therefore, worthwhile therapeutic targets.
Collapse
Affiliation(s)
- Phillip B. Wyatt
- Virginia Commonwealth University School of Medicine, Richmond, VA, USA
| | - James Satalich
- Virginia Commonwealth University School of Medicine, Richmond, VA, USA
| | - John Cyrus
- Virginia Commonwealth University School of Medicine, Richmond, VA, USA
| | - Conor O'Neill
- Virginia Commonwealth University School of Medicine, Richmond, VA, USA
| | - Robert O'Connell
- Virginia Commonwealth University School of Medicine, Richmond, VA, USA
| |
Collapse
|
6
|
Bayram B, Thaler R, Bettencourt JW, Limberg AK, Sheehan KP, Owen AR, Berry DJ, Morrey ME, Sanchez‐Sotelo J, Wijnen AJ, Dudakovic A, Abdel MP. Human outgrowth knee fibroblasts from patients undergoing total knee arthroplasty exhibit a unique gene expression profile and undergo myofibroblastogenesis upon TGFβ1 stimulation. J Cell Biochem 2022; 123:878-892. [PMID: 35224764 PMCID: PMC9133128 DOI: 10.1002/jcb.30230] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Revised: 01/24/2022] [Accepted: 02/15/2022] [Indexed: 11/11/2022]
Abstract
Arthrofibrosis is characterized by excessive extracellular matrix (ECM) deposition that results in restricted joint motion after total knee arthroplasties (TKAs). Currently, treatment options are limited. Therefore, an in vitro model of knee-related myofibroblastogenesis is valuable to facilitate investigation of the arthrofibrotic process, diagnostic and therapeutic options. In this study, we obtained intraoperative posterior capsule (PC), quadriceps tendon (QT), and suprapatellar pouch (SP) tissues from the knees of four patients undergoing primary TKAs for osteoarthritis. From these tissues, we isolated primary cells by the outgrowth method and subsequently characterized these cells in the absence and presence of the pro-myofibroblastic cytokine, transforming growth factor beta 1 (TGFβ1). Light microscopy of knee outgrowth cells revealed spindle-shaped cells, and immunofluorescence (IF) analysis demonstrated staining for the fibroblast-specific markers TE-7 and vimentin (VIM). These knee outgrowth fibroblasts differentiated readily into myofibroblasts as reflected by enhanced α-smooth muscle actin (ACTA2) mRNA and protein expression and increased mRNA expression of collagen type 1 (COL1A1) and type 3 (COL3A1) with collagenous matrix deposition in the presence of TGFβ1. Outgrowth knee fibroblasts were more sensitive to TGFβ1-mediated myofibroblastogenesis than adipose-derived mesenchymal stromal/stem cells (MSCs). While outgrowth knee fibroblasts isolated from three anatomical regions in four patients exhibited similar gene expression, these cells are distinct from other fibroblastic cell types (i.e., Dupuytren's fibroblasts) as revealed by RNA-sequencing. In conclusion, our study provides an in vitro myofibroblastic model of outgrowth knee fibroblasts derived from patients undergoing primary TKA that can be utilized to study myofibroblastogenesis and assess therapeutic strategies for arthrofibrosis.
Collapse
Affiliation(s)
- Banu Bayram
- Department of Orthopedic Surgery Mayo Clinic Rochester Minnesota USA
| | - Roman Thaler
- Department of Orthopedic Surgery Mayo Clinic Rochester Minnesota USA
| | | | - Afton K. Limberg
- Department of Orthopedic Surgery Mayo Clinic Rochester Minnesota USA
| | - Kevin P. Sheehan
- Department of Orthopedic Surgery Mayo Clinic Rochester Minnesota USA
| | - Aaron R. Owen
- Department of Orthopedic Surgery Mayo Clinic Rochester Minnesota USA
| | - Daniel J. Berry
- Department of Orthopedic Surgery Mayo Clinic Rochester Minnesota USA
| | - Mark E. Morrey
- Department of Orthopedic Surgery Mayo Clinic Rochester Minnesota USA
| | | | - Andre J. Wijnen
- Department of Biochemistry University of Vermont Burlington Vermont USA
- Department of Internal Medicine Erasmus University Medical Center Rotterdam the Netherlands
| | - Amel Dudakovic
- Department of Orthopedic Surgery Mayo Clinic Rochester Minnesota USA
- Department of Biochemistry & Molecular Biology Mayo Clinic Rochester Minnesota USA
| | - Matthew P. Abdel
- Department of Orthopedic Surgery Mayo Clinic Rochester Minnesota USA
| |
Collapse
|
7
|
Kapetanaki S, Kumawat AK, Persson K, Demirel I. The Fibrotic Effects of TMAO on Human Renal Fibroblasts Is Mediated by NLRP3, Caspase-1 and the PERK/Akt/mTOR Pathway. Int J Mol Sci 2021; 22:ijms222111864. [PMID: 34769294 PMCID: PMC8584593 DOI: 10.3390/ijms222111864] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2021] [Revised: 10/24/2021] [Accepted: 10/30/2021] [Indexed: 02/06/2023] Open
Abstract
Trimethylamine N-oxide (TMAO), a product of gut microbiota metabolism, has previously been shown to be implicated in chronic kidney disease. A high TMAO-containing diet has been found to cause tubulointerstitial renal fibrosis in mice. However, today there are no data linking specific molecular pathways with the effect of TMAO on human renal fibrosis. The aim of this study was to investigate the fibrotic effects of TMAO on renal fibroblasts and to elucidate the molecular pathways involved. We found that TMAO promoted renal fibroblast activation and fibroblast proliferation via the PERK/Akt/mTOR pathway, NLRP3, and caspase-1 signaling. We also found that TMAO increased the total collagen production from renal fibroblasts via the PERK/Akt/mTOR pathway. However, TMAO did not induce fibronectin or TGF-β1 release from renal fibroblasts. We have unraveled that the PERK/Akt/mTOR pathway, NLRP3, and caspase-1 mediates TMAO’s fibrotic effect on human renal fibroblasts. Our results can pave the way for future research to further clarify the molecular mechanism behind TMAO’s effects and to identify novel therapeutic targets in the context of chronic kidney disease.
Collapse
Affiliation(s)
- Stefania Kapetanaki
- School of Medical Sciences, Campus USÖ, Örebro University, 701 82 Örebro, Sweden; (A.K.K.); (K.P.); (I.D.)
- Nephrology Department, Karolinska University Hospital, 171 76 Solna, Sweden
- Nephrology Department, Karolinska University Hospital, 141 86 Huddinge, Sweden
- Correspondence: ; Tel.: +46-1930-3000
| | - Ashok Kumar Kumawat
- School of Medical Sciences, Campus USÖ, Örebro University, 701 82 Örebro, Sweden; (A.K.K.); (K.P.); (I.D.)
- Cardiovascular Research Center, School of Medical Sciences, Örebro University, 701 82 Örebro, Sweden
| | - Katarina Persson
- School of Medical Sciences, Campus USÖ, Örebro University, 701 82 Örebro, Sweden; (A.K.K.); (K.P.); (I.D.)
- iRiSC—Inflammatory Response and Infection Susceptibility Center, Faculty of Medicine and Health, Örebro University, 701 82 Örebro, Sweden
| | - Isak Demirel
- School of Medical Sciences, Campus USÖ, Örebro University, 701 82 Örebro, Sweden; (A.K.K.); (K.P.); (I.D.)
- iRiSC—Inflammatory Response and Infection Susceptibility Center, Faculty of Medicine and Health, Örebro University, 701 82 Örebro, Sweden
| |
Collapse
|