| Literature DB >> 35689293 |
Rebecca Mae Black1, Lisa L Flaman2, Karin Lindblom3, Susan Chubinskaya4, Alan J Grodzinsky2,5,6, Patrik Önnerfjord3.
Abstract
BACKGROUND: Post-traumatic osteoarthritis (PTOA) does not currently have clinical prognostic biomarkers or disease-modifying drugs, though promising candidates such as dexamethasone (Dex) exist. Many challenges in studying and treating this disease stem from tissue interactions that complicate understanding of drug effects. We present an ex vivo human osteochondral model of PTOA to investigate disease effects on cartilage and bone homeostasis and discover biomarkers for disease progression and drug efficacy.Entities:
Keywords: Biomarkers; Cartilage matrix; Cytokines; Dexamethasone; Mass spectrometry; Post-traumatic osteoarthritis; Proteomics
Mesh:
Substances:
Year: 2022 PMID: 35689293 PMCID: PMC9185927 DOI: 10.1186/s13075-022-02828-4
Source DB: PubMed Journal: Arthritis Res Ther ISSN: 1478-6354 Impact factor: 5.606
Fig. 1Methods overview and percent sGAG loss across all donors. A. Grade 0–1 osteochondral plugs containing full-thickness cartilage and 4-5 mm of the underlying bone were harvested from the talus joints of seven adult human donors. Plugs were left untreated, treated with 100 nM Dex, subjected to a single impact mechanical injury and cultured with 25 ng/mL TNF-α, 50 ng/mL IL-6, and 250 ng/mL sIL-6R, or treated with injury, cytokines, and Dex for 3 weeks. B. Summed total percent sGAG loss from the tissue to the medium over 3 weeks across all donors. N, no treatment; D, Dex alone treatment; IC, injury and cytokine treatment; ICD, injury, cytokines, and Dex. Error bars represent standard deviation. Bar: p < 0.05, day 21
Fig. 2Principal component analysis of media and tissue proteomes. PCA was performed on filtered and imputed proteomic data for batch-corrected media samples (A, B) and DNA-normalized tissue samples (C, D). N, no treatment; D, Dex alone treatment; IC, injury and cytokine treatment; ICD, injury, cytokines, and Dex. Percentages on axes represent percent variance explained by that principal component
Biological process and molecular function enrichment for media proteins significantly affected by Dex/injury treatment. Proteins with a significant effect (either increased or decreased, p < 0.05) of Dex versus control (D/N), mechanical injury and cytokine treatment versus control (IC/N), or injury, cytokines, and Dex versus injury and cytokines (ICD/IC) were analyzed with STRING protein association network analysis, and the five biological processes and molecular functions with the strongest enrichment (log10(number of observed proteins/number of expected proteins)) were selected
| Biological process | FDR | Molecular function | FDR | |
|---|---|---|---|---|
| Increased | Cellular response to vitamin k | 0.0282 | Fibronectin binding | 0.00012 |
| Negative regulation of smooth muscle cell-matrix adhesion | 0.0282 | Proteoglycan binding | 2.03E−06 | |
| UDP-glucuronate biosynthetic process | 0.0418 | Collagen binding | 1.08E−06 | |
| Positive regulation of substrate-dependent cell migration, cell attachment to substrate | 0.0418 | Laminin binding | 0.04 | |
| Negative regulation of plasminogen activation | 0.005 | Lipoprotein particle binding | 0.04 | |
| Decreased | Positive regulation of cell proliferation by vegf-activated pdgf receptor signaling pathway | 0.0029 | Procollagen-lysine 5-dioxygenase activity | 0.0066 |
| Esophagus smooth muscle contraction | 0.0383 | Phosphodiesterase i activity | 0.0213 | |
| Hydroxylysine biosynthetic process | 0.0383 | Platelet-derived growth factor binding | 0.00028 | |
| Glomerular capillary formation | 0.0093 | Extracellular matrix structural constituent conferring tensile strength | 2.89E−10 | |
| Peptidyl-lysine hydroxylation | 0.0153 | Low-density lipoprotein particle binding | 0.0159 | |
| Increased | Actin filament fragmentation | 0.0023 | Peroxiredoxin activity | 0.00033 |
| Helper t cell extravasation | 0.0151 | Thioredoxin peroxidase activity | 0.0108 | |
| Cellular hyperosmotic salinity response | 0.0151 | Copper chaperone activity | 0.0108 | |
| Positive regulation of establishment of protein localization to telomere | 2.99E−06 | Extracellular matrix constituent conferring elasticity | 0.0027 | |
| CRD-mediated mRNA stabilization | 0.0037 | Threonine-type endopeptidase activity | 1.35E−06 | |
| Decreased | Collagen fibril organization | 4.85E−05 | Extracellular matrix structural constituent conferring tensile strength | 1.31E−07 |
| Chondroitin sulfate proteoglycan biosynthetic process | 0.0053 | Heparan sulfate proteoglycan binding | 0.0126 | |
| Chondroitin sulfate biosynthetic process | 0.0275 | Insulin-like growth factor binding | 0.00021 | |
| Protein hydroxylation | 0.0301 | Extracellular matrix structural constituent | 3.48E−09 | |
| Chondroitin sulfate proteoglycan metabolic process | 0.0025 | Proteoglycan binding | 0.0131 | |
| Increased | Actin filament fragmentation | 0.0031 | Peroxiredoxin activity | 0.00041 |
| Fumarate metabolic process | 0.0188 | Threonine-type endopeptidase activity | 5.16E−12 | |
| Helper t cell extravasation | 0.0188 | Thioredoxin peroxidase activity | 0.0143 | |
| Protein unfolding | 0.0188 | Copper chaperone activity | 0.0143 | |
| Cellular hyperosmotic salinity response | 0.0188 | Extracellular matrix constituent conferring elasticity | 0.004 | |
| Decreased | Hydroxylysine biosynthetic process | 0.0346 | Procollagen-lysine 5-dioxygenase activity | 0.0021 |
| Peptidyl-lysine hydroxylation | 0.0112 | Insulin-like growth factor ii binding | 0.0145 | |
| pdgf receptor-beta signaling pathway | 0.0112 | Extracellular matrix structural constituent conferring tensile strength | 3.20E−08 | |
| Type b pancreatic cell proliferation | 0.0137 | Insulin-like growth factor i binding | 0.0242 | |
| Basement membrane assembly | 0.0137 | Platelet-derived growth factor binding | 0.0291 | |
| Increased | Negative regulation of plasminogen activation | 0.0011 | Threonine-type endopeptidase activity | 1.11E−07 |
| Viral translational termination-reinitiation | 0.0126 | Peptide disulfide oxidoreductase activity | 0.0031 | |
| Proteasomal ubiquitin-independent protein catabolic process | 4.16E−08 | S100 protein binding | 0.0041 | |
| Modulation of age-related behavioral decline | 0.0033 | Fibroblast growth factor binding | 0.0136 | |
| Negative regulation of dendritic cell apoptotic process | 0.0224 | Low-density lipoprotein particle receptor binding | 0.0153 | |
| Decreased | Hydroxylysine biosynthetic process | 0.0235 | Heparan sulfate proteoglycan binding | 0.0021 |
| Gonadotrophin-releasing hormone neuronal migration to the hypothalamus | 0.0345 | CXCR chemokine receptor binding | 0.0478 | |
| Positive regulation of cell proliferation by vegf-activated platelet-derived growth factor receptor signaling pathway | 0.0345 | Fibronectin binding | 0.0088 | |
| Formaldehyde catabolic process | 0.0345 | Extracellular matrix structural constituent conferring tensile strength | 0.0096 | |
| Facioacoustic ganglion development | 0.0345 | Laminin binding | 0.0105 | |
FDR: False discovery rate
Biological process and molecular function enrichment for tissue proteins significantly affected by Dex/injury treatment. Proteins with a significant effect (either increased or decreased, p < 0.05) of mechanical injury and cytokine treatment versus control (IC/N), or injury, cytokines, and Dex versus injury and cytokines (ICD/IC) were analyzed with STRING protein association network analysis, and the five biological processes and molecular functions with the strongest enrichment (log10(number of observed proteins/number of expected proteins)) were selected
| Biological process | FDR | Molecular function | FDR | |
|---|---|---|---|---|
| Increased | Negative regulation of plasminogen activation | 0.0409 | Protease binding | 0.0064 |
| Negative regulation of metallopeptidase activity | 0.049 | Endopeptidase inhibitor activity | 0.0182 | |
| Extracellular matrix disassembly | 4.33E−06 | Enzyme inhibitor activity | 0.0483 | |
| Collagen catabolic process | 0.0033 | Signaling receptor binding | 7.85E−05 | |
| Regulation of cellular senescence | 0.0495 | Binding | 0.0182 | |
| Decreased | Hydroxylysine biosynthetic process | 0.0491 | Procollagen-lysine 5-dioxygenase activity | 0.0042 |
| Isocitrate metabolic process | 0.0092 | Procollagen-proline dioxygenase activity | 0.0164 | |
| Valine metabolic process | 0.0092 | Peptide disulfide oxidoreductase activity | 0.0042 | |
| Peptidyl-lysine hydroxylation | 0.016 | Racemase and epimerase activity, acting on carbohydrates and derivatives | 0.0404 | |
| Positive regulation of rna polymerase ii transcription preinitiation complex assembly | 0.0252 | L-ascorbic acid binding | 0.0011 | |
| Decreased | Telomerase holoenzyme complex assembly | 0.0074 | Procollagen-lysine 5-dioxygenase activity | 0.0075 |
| Isocitrate metabolic process | 0.00088 | Proteasome-activating atpase activity | 0.0075 | |
| Positive regulation of rna polymerase ii transcription preinitiation complex assembly | 0.00022 | Isocitrate dehydrogenase activity | 0.0168 | |
| Valine metabolic process | 0.0153 | Procollagen-proline dioxygenase activity | 0.0313 | |
| Positive regulation of establishment of protein localization to telomere | 0.0032 | Peptide disulfide oxidoreductase activity | 0.001 | |
FDR: False discovery rate
Fig. 3Effects of disease on cartilage tissue and biomarkers of bone homeostasis. A. To compare changes in the tissue proteome with IC treatment to the behavior of those same proteins in the media, the log2 fold changes (FC) of proteins with a significant effect with injury and cytokine (IC) treatment versus control (N) in cartilage tissue were plotted against their media log2 FC of IC/N. Colors represent significance and direction of effect in media. B. Log2 fold change of media levels for selected biomarkers of bone health across all treatment conditions. N, no treatment; D, Dex alone treatment; IC, injury and cytokine treatment; ICD, injury, cytokines, and Dex; ALPL, alkaline phosphatase; OMD, osteomodulin; SPARC, osteonectin; SPPI, osteopontin; SOST, sclerostin; TNFRSF11B, osteoprotegerin. *: p < 0.05
Fig. 4Effects of disease and Dex on individual tryptic and semitryptic peptides from aggrecan and collagen II. Log2 fold change of injury and cytokine treatment versus control (A–D) or Dex versus control (E, F) abundances of peptides identified in aggrecan (ACAN; A, C, E) and collagen II (COL2A1l; B, D, E). Peptides identified in media (A, B, E, F) or tissue (C, D). x-axis: residue position of first amino acid for each peptide. Orange: significant (p < 0.05) increase compared to control. Blue: significant (p < 0.05) decrease compared to control. Gray: no significant change compared to control (N.S.) Positions of globular domains for aggrecan (G1, G2, G3) and collagen II N- and C-terminal regions (N-term. and C-term., respectively) are highlighted
Fig. 5Semitryptic peptides associated with increased sGAG loss. Semitryptic peptide abundance data across all media samples were regressed against sGAG loss for each donor and treatment condition. Selected peptides from among the top 50 highest associated peptides are displayed on their corresponding position in their master protein. Gray areas represent notable domains for each protein; ACAN: globular domains; COMP: N-terminal domain, FBN1: N- and C-terminal domains; FMOD: leucine-rich repeats; LUM: leucine-rich repeats; MMP1: propeptide; MMP3: propeptide. • : Carbamidomethylation of cysteine residue
Fig. 6Partial least squares regression of Dex attenuation of sGAG loss. A. Protein loadings after PLSR of all batch-corrected media proteomic data against the percent of increased sGAG loss caused by IC treatment that was reduced by Dex for each donor. Enriched biological processes were determined with Gene Set Enrichment Analysis. XL: predictor loading values. B. PLSR of only untreated control media against the percent Dex attenuation of increased sGAG loss with IC treatment