| Literature DB >> 27088242 |
Jiun C Chang1,2, Aimy Sebastian1,2, Deepa K Murugesh1, Sarah Hatsell3, Aris N Economides3, Blaine A Christiansen4, Gabriela G Loots1,2.
Abstract
Joint injury causes post-traumatic osteoarthritis (PTOA). About ∼50% of patients rupturing their anterior cruciate ligament (ACL) will develop PTOA within 1-2 decades of the injury, yet the mechanisms responsible for the development of PTOA after joint injury are not well understood. In this study, we examined whole joint gene expression by RNA sequencing (RNAseq) at 1 day, 1-, 6-, and 12 weeks post injury, in a non-invasive tibial compression (TC) overload mouse model of PTOA that mimics ACL rupture in humans. We identified 1446 genes differentially regulated between injured and contralateral joints. This includes known regulators of osteoarthritis such as MMP3, FN1, and COMP, and several new genes including Suco, Sorcs2, and Medag. We also identified 18 long noncoding RNAs that are differentially expressed in the injured joints. By comparing our data to gene expression data generated using the surgical destabilization of the medial meniscus (DMM) PTOA model, we identified several common genes and shared mechanisms. Our study highlights several differences between these two models and suggests that the TC model may be a more rapidly progressing model of PTOA. This study provides the first account of gene expression changes associated with PTOA development and progression in a TC model.Entities:
Keywords: ACL; RNA sequencing; osteoarthritis; tibial compression
Mesh:
Year: 2016 PMID: 27088242 PMCID: PMC5363336 DOI: 10.1002/jor.23263
Source DB: PubMed Journal: J Orthop Res ISSN: 0736-0266 Impact factor: 3.494
Figure 1Histological evaluations of tibial compression (TC) OA injury. (A) TC overload leads to joint destabilization though ACL dislocation. The direction of joint displacement is indicated by the red arrow. (B) Time line where mice were injured and joints were collected at 1 day, 1‐, 6‐, and 12 weeks for either histology or RNA sequencing. Histological assessment of uninjured (C) and injured joints at various time points post injury (D–F) by Safranin‐O and Fast Green staining. Micro‐CT highlight regions (dark gray) of osteophyte formation in 6‐ (G) and 12‐ (H) weeks injured joints. (I) Micro‐CT quantification of osteophyte formation in injured joints. (J) Quantification of femoral subchondral trabecular bone formation between injured and uninjured joints. All histological images were presents were taken at 10× magnification. Scale bar is 1 mm; ** p < 0.01.
Figure 2RNA sequencing analysis methodology and differentially expressed transcripts. (A) Flowchart of RNAseq data analysis. All of the differentially regulated genes presented were identified by both the FPKM based method and the count based method as significantly differentially expressed (p < 0.05). Common differentially up (B) and down (C) regulated genes between every time point post TC injury. The total number of genes per category is in brackets beneath each time point.
Transcripts That Were Up‐Regulated in Injured Joints, at All Time Points Examined
| No. | Gene Name | 1 Day | 1 Week | 6 Weeks | 12 Weeks |
|---|---|---|---|---|---|
| 1 |
| 4.46 | 5.68 | 11.74 | 6.14 |
| 2 |
| 4.10 | 5.74 | 4.05 | 3.93 |
| 3 |
| 3.83 | 5.05 | 1.86 | 2.92 |
| 4 |
| 3.41 | 4.61 | 3.18 | 3.03 |
| 5 |
| 3.08 | 2.67 | 1.81 | 2.67 |
| 6 |
| 2.69 | 4.22 | 3.17 | 3.02 |
| 7 |
| 2.52 | 3.80 | 2.43 | 2.17 |
| 8 |
| 2.24 | 4.39 | 3.14 | 2.39 |
| 9 |
| 2.21 | 2.94 | 2.53 | 2.48 |
| 10 |
| 2.11 | 2.50 | 2.18 | 2.52 |
| 11 |
| 2.10 | 4.31 | 2.41 | 2.81 |
| 12 |
| 2.07 | 4.17 | 2.29 | 2.44 |
| 13 |
| 2.05 | 2.89 | 2.70 | 2.65 |
| 14 |
| 1.80 | 3.95 | 4.10 | 2.50 |
| 15 |
| 1.58 | 3.02 | 4.46 | 2.93 |
Values represent the fold changes between injured and uninjured joints (p < 0.05).
Long Noncoding RNAs Differentially Expressed in Injured Joints
| No. |
| 1 Day | 1 Week | 6 Weeks | 12 Weeks |
|---|---|---|---|---|---|
| 1 |
| 0.672 | 1.324 | ns | ns |
| 2 |
| 0.942 | 2.002 | ns | ns |
| 3 |
| 1.022 | ns | ns | ns |
| 4 |
| ns | 0.98 | ns | ns |
| 5 |
| ns | 0.777 | ns | 1.028 |
| 6 |
| ns | 0.892 | ns | ns |
| 7 |
| ns | ns | 1.706 | ns |
| 8 |
| ns | ns | 1.807 | ns |
| 9 |
| ns | ns | 0.942 | ns |
| 10 |
| ns | ns | ns | 0.981 |
| 11 |
| −1.044 | ns | ns | ns |
| 12 |
| −2.921 | ns | ns | ns |
| 13 |
| ns | −1.007 | ns | ns |
| 14 |
| ns | −0.988 | ns | ns |
| 15 |
| ns | ns | −0.616 | ns |
| 16 |
| ns | ns | −1.647 | ns |
| 17 |
| ns | ns | −1.04 | ns |
| 18 |
| ns | ns | −0.87 | ns |
lncRNAs previously shown to function during skeletal development;
or be dysregulated in OA cartilage.
Values represent the log2 fold changes between injured and uninjured joints (p < 0.05)
Geneo Ontology Enriched Categories for Differentially Expressed Genes, at All Time Points Examined
| 1 Day | 1 Week | 6 Weeks | 12 Weeks | ||||||
|---|---|---|---|---|---|---|---|---|---|
| GO ID | GO Category | No. Genes |
| No. Genes |
| No. Genes |
| No. Genes |
|
| Up‐regulated genes | |||||||||
| GO:0001944 | Vasculature development | 29 | 5.08E‐11 | 25 | 2.59E‐08 | 14 | 6.20E‐04 | 8 | 0.00671 |
| GO:0007155 | Cell adhesion | 41 | 4.26E‐09 | 63 | 3.16E‐23 | 41 | 6.48E‐14 | 17 | 3.33E‐05 |
| GO:0030198 | Extracellular matrix organization | 17 | 5.39E‐09 | 25 | 4.35E‐17 | 17 | 3.13E‐11 | 8 | 3.04E‐05 |
| GO:0030199 | Collagen fibril organization | 7 | 1.06E‐05 | 7 | 1.04E‐05 | 9 | 1.66E‐09 | 5 | 3.08E‐05 |
| GO:0043062 | Extracellular structure organization | 18 | 2.64E‐07 | 29 | 7.22E‐17 | 19 | 1.87E‐10 | 8 | 3.50E‐04 |
| GO:0042127 | Regulation of cell proliferation | 25 | 0.00604 | 26 | 0.00291 | 23 | 2.98E‐04 | ns | ns |
| GO:0050654 | Chondroitin sulfate proteoglycan metabolic process | 4 | 0.00728 | 5 | 5.96E‐04 | 5 | 1.58E‐04 | ns | ns |
| GO:0009611 | Response to wounding | 27 | 9.91E‐07 | 18 | 0.00789 | ns | ns | 12 | 2.49E‐04 |
| GO:0001525 | Angiogenesis | 14 | 3.66E‐05 | 12 | 6.04E‐04 | ns | ns | ns | ns |
| GO:0001666 | Response to hypoxia | 7 | 0.00581 | 8 | 0.00119 | ns | ns | ns | ns |
| GO:0006954 | Inflammatory response | 23 | 7.64E‐08 | ns | ns | ns | ns | 10 | 1.70E‐04 |
| GO:0006955 | Immune response | 33 | 4.93E‐07 | ns | ns | 18 | 0.00523 | 16 | 1.68E‐05 |
| GO:0060348 | Bone development | ns | ns | 15 | 1.83E‐06 | 14 | 2.01E‐07 | ns | ns |
| GO:0051216 | Cartilage development | ns | ns | 10 | 1.61E‐04 | 11 | 1.30E‐06 | ns | ns |
| GO:0001501 | Skeletal system development | ns | ns | 30 | 2.19E‐10 | 22 | 4.84E‐08 | ns | ns |
| GO:0001503 | Ossification | ns | ns | 14 | 2.94E‐06 | 14 | 5.57E‐08 | ns | ns |
| GO:0030574 | Collagen catabolic process | ns | ns | 4 | 0.00860 | 5 | 2.04E‐04 | ns | ns |
| GO:0001558 | Regulation of cell growth | ns | ns | 13 | 3.69E‐06 | ns | ns | 5 | 0.00890 |
| GO:0006508 | Proteolysis | ns | ns | ns | ns | ns | ns | 19 | 0.00414 |
| GO:0006956 | Complement activation | ns | ns | ns | ns | ns | ns | 4 | 0.00388 |
| GO:0016477 | Cell migration | ns | ns | 18 | 1.47E‐04 | ns | ns | 8 | 0.00540 |
| GO:0002062 | Chondrocyte differentiation | ns | ns | ns | ns | 6 | 2.94E‐05 | ns | ns |
| GO:0002063 | Chondrocyte development | ns | ns | ns | ns | 3 | 0.00844 | ns | ns |
| GO:0002694 | Regulation of leukocyte activation | ns | ns | ns | ns | 11 | 4.79E‐04 | ns | ns |
| GO:0006029 | Proteoglycan metabolic process | ns | ns | 6 | 0.00139 | 8 | 1.63E‐06 | ns | ns |
| GO:0006260 | DNA replication | ns | ns | ns | ns | 10 | 0.00174 | ns | ns |
| GO:0006790 | Sulfur metabolic process | ns | ns | ns | ns | 7 | 0.00703 | ns | ns |
| GO:0007017 | Microtubule‐based process | ns | ns | ns | ns | 12 | 0.00157 | ns | ns |
| GO:0007049 | Cell cycle | ns | ns | ns | ns | 29 | 5.47E‐06 | ns | ns |
| GO:0008630 | DNA damage response, signal transduction resulting in induction of apoptosis | ns | ns | ns | ns | 4 | 0.00785 | ns | ns |
| GO:0009100 | Glycoprotein metabolic process | ns | ns | ns | ns | 11 | 3.31E‐04 | ns | ns |
| GO:0030203 | Glycosaminoglycan metabolic process | ns | ns | ns | ns | 6 | 7.19E‐04 | ns | ns |
| GO:0031214 | Biomineral formation | ns | ns | ns | ns | 7 | 3.38E‐05 | ns | ns |
| GO:0006928 | Cell motion | ns | ns | 22 | 4.97E‐04 | ns | ns | ns | ns |
| GO:0016055 | Wnt receptor signaling pathway | ns | ns | 12 | 4.98E‐04 | ns | ns | ns | ns |
| GO:0048870 | Cell motility | ns | ns | 18 | 0.00103 | ns | ns | ns | ns |
| GO:0051674 | Localization of cell | ns | ns | 18 | 0.00103 | ns | ns | ns | ns |
| GO:0000904 | Cell morphogenesis involved in differentiation | ns | ns | 15 | 0.00111 | ns | ns | ns | ns |
| GO:0007169 | Transmembrane receptor protein tyrosine kinase signaling pathway | ns | ns | 13 | 0.00386 | ns | ns | ns | ns |
| GO:0007167 | Enzyme linked receptor protein signaling pathway | ns | ns | 16 | 0.00453 | ns | ns | ns | ns |
| GO:0001649 | Osteoblast differentiation | ns | ns | 6 | 0.00672 | ns | ns | ns | ns |
| GO:0048771 | Tissue remodeling | ns | ns | 6 | 0.00672 | ns | ns | ns | ns |
| GO:0006897 | Endocytosis | ns | ns | 12 | 0.00911 | ns | ns | ns | ns |
| GO:0030036 | Actin cytoskeleton organization | ns | ns | 11 | 0.00987 | ns | ns | ns | ns |
| GO:0006935 | Chemotaxis | 11 | 4.81E‐04 | ns | ns | ns | ns | ns | ns |
| GO:0010876 | Lipid localization | 10 | 0.00565 | ns | ns | ns | ns | ns | ns |
| GO:0022604 | Regulation of cell morphogenesis | 9 | 0.00341 | ns | ns | ns | ns | ns | ns |
| GO:0030029 | Actin filament‐based process | 13 | 0.00193 | ns | ns | ns | ns | ns | ns |
| GO:0045597 | Positive regulation of cell differentiation | 13 | 0.00184 | ns | ns | ns | ns | ns | ns |
| Down‐regulated genes | |||||||||
| GO:0005996 | Monosaccharide metabolic process | 8 | 5.51E‐05 | 9 | 2.11E‐05 | 6 | 0.00834 | ||
| GO:0046164 | Alcohol catabolic process | 4 | 0.00455 | 4 | 0.00731 | 4 | 0.00886 | ||
| GO:0006096 | Glycolysis | ns | ns | 4 | 2.43E‐03 | 4 | 2.96E‐03 | ||
| GO:0006091 | Generation of precursor metabolites and energy | ns | ns | 10 | 2.95E‐05 | 16 | 1.28E‐10 | ||
| GO:0014706 | Striated muscle tissue development | ns | ns | 6 | 0.00107 | 5 | 0.00965 | ||
| GO:0045668 | Negative regulation of osteoblast differentiation | 3 | 0.00167 | ns | ns | ns | ns | ||
| GO:0006071 | Glycerol metabolic process | 3 | 6.17E‐03 | ns | ns | ns | ns | ||
| GO:0006094 | Gluconeogenesis | 4 | 1.40E‐04 | ns | ns | ns | ns | ||
| GO:0006641 | Triglyceride metabolic process | 4 | 8.28E‐04 | ns | ns | ns | ns | ||
| GO:0030278 | Regulation of ossification | 4 | 0.00255 | ns | ns | ns | ns | ||
| GO:0016051 | Carbohydrate biosynthetic process | 4 | 8.97E‐03 | ns | ns | ns | ns | ||
| GO:0016052 | Carbohydrate catabolic process | 5 | 7.97E‐04 | ns | ns | ns | ns | ||
| GO:0008610 | Lipid biosynthetic process | 8 | 6.43E‐04 | ns | ns | ns | ns | ||
| GO:0007517 | Muscle organ development | ns | ns | 9 | 1.17E‐05 | ns | ns | ||
| GO:0003012 | Muscle system process | ns | ns | 6 | 5.40E‐05 | ns | ns | ||
| GO:0009408 | Response to heat | ns | ns | 4 | 9.59E‐04 | ns | ns | ||
| GO:0046034 | ATP metabolic process | ns | ns | ns | ns | 8 | 1.96E‐06 | ||
| GO:0006119 | Oxidative phosphorylation | ns | ns | ns | ns | 6 | 3.16E‐05 | ||
| GO:0022900 | Electron transport chain | ns | ns | ns | ns | 7 | 9.14E‐05 | ||
| GO:0015992 | Proton transport | ns | ns | ns | ns | 5 | 3.66E‐04 | ||
Figure 3Enriched phenotypes associated with genes up‐regulated at 1 day (D1), 1‐ (W1), 6‐ (W6), and 12 weeks (W12) post injury. Up‐regulated genes associated with Arthritis phenotypes are highlighted at the bottom, left side.
Gene Expression Similarities Between TC (Tibial Compression) and DMM (Destabilization of Medial Meniscus) at Various Time Points Post Injury
| Time Point | TC | |||||||
|---|---|---|---|---|---|---|---|---|
| 1 Day (496) | 1 Week (514) | 6 Weeks (370) | 12 Weeks (174) | |||||
| No. Genes | % Genes | No. Genes | % Genes | No. Genes | % Genes | No. Genes | % Genes | |
| DMM up‐regulated transcripts | ||||||||
| 1 week (C) | n/c | 67 | 13.04 | n/c | n/c | |||
| 2 weeks (C) | n/c | 139 | 27.04 | n/c | n/c | |||
| 2 weeks (WJ) | 168 | 33.87 | 228 | 44.36 | 68 | 18.38 | 26 | 14.94 |
| 4 weeks (WJ) | 262 | 52.82 | 382 | 74.32 | 125 | 33.78 | 36 | 20.69 |
| 6 weeks (C) | n/c | n/c | 32 | 8.65 | n/c | |||
| 16 weeks (WJ) | 21 | 4.23 | 41 | 7.98 | 28 | 7.57 | 14 | 8.05 |
C, cartilage (Bateman et al.)17; WJ, whole joint (Loeser et al.)18; n/c comparison was not conducted.
Number of overlapping genes are presented as the net number of genes up‐ (a) or down‐ (b) regulated in both the TC and DMM datasets, as well as percentage of the entire gene expression data set described for the TC time points.