Abstract
Background: Chondrocyte hypertrophy has been implicated in endochondral ossification and osteoarthritis (OA). In OA, hypertrophic chondrocytes contribute to the destruction and focal calcification of the joint cartilage. Although studies in this field have remarkably developed the modulation of joint inflammation using gene therapy and regeneration of damaged articular cartilage using cell therapy, studies that can modulate or prevent hypertrophic changes in articular chondrocytes are still lacking.
Methods: In vitro hypertrophic differentiation and inflammation assays were conducted using human normal chondrocyte cell lines, TC28a2 cells. Human cartilage tissues and primary articular chondrocytes were obtained from OA patients undergoing total knee arthroplasty. Long non-coding RNAs (lncRNAs), LINC02035 and LOC100130207, were selected through RNA-sequencing analysis using RNAs extracted from TC28a2 cells cultured in hypertrophic medium. The regulatory mechanism was evaluated using western blotting, real-time quantitative polymerase chain reaction, osteocalcin reporter assay, RNA-immunoprecipitation (RNA-IP), RNA-in situ hybridization, and IP.
Results: LncRNAs are crucial regulators of various biological processes. In this study, we identified two important lncRNAs, LINC02035 and LOC100130207, which play important roles in hypertrophic changes in normal chondrocytes, through RNA sequencing. Interestingly, the expression level of RUNX2, a master regulator of chondrocyte hypertrophy, was regulated at the post-translational level during hypertrophic differentiation of the normal human chondrocyte cell line, TC28a2. RNA-immunoprecipitation proved the potential interaction between RUNX2 protein and both lncRNAs. Knockdown (KD) of LINC02035 or LOC100130207 promoted ubiquitin-mediated proteasomal degradation of RUNX2 and prevented hypertrophic differentiation of normal chondrocyte cell lines, whereas overexpression of both lncRNAs stabilized RUNX2 protein and generated hypertrophic changes. Furthermore, the KD of the two lncRNAs mitigated the destruction of important cartilage matrix proteins, COL2A1 and ACAN, by hypertrophic differentiation or inflammatory conditions. We also confirmed that the phenotypic changes raised by the two lncRNAs could be rescued by modulating RUNX2 expression. In addition, the KD of these two lncRNAs suppressed hypertrophic changes during chondrogenic differentiation of mesenchymal stem cells.
Conclusion: Therefore, this study suggests that LINC02035 and LOC100130207 contribute to hypertrophic changes in normal chondrocytes by regulating RUNX2, suggesting that these two novel lncRNAs could be potential therapeutic targets for delaying or preventing OA development, especially for preventing chondrocyte hypertrophy.
Keywords: Chondrocyte hypertrophy, mesenchymal stem cells, RUNX2, long non-coding RNAs, osteoarthritis
Introduction
Osteoarthritis (OA) is characterized by substantial loss of articular cartilage due to multiple changes that occur within the tissue, such as dysfunction of chondrocytes and inflammation of synovial tissue 1, 2. Articular cartilage is largely divided into two layers, calcified and non-calcified zones, which can be divided by the tidemark. The non-calcified zone in the articular cartilage includes a superficial region that can determine the dynamic properties of tissue homeostasis 3. In general, chondrocytes present in non-calcified regions release cartilage matrix proteins, such as COL2A1 and ACGN, whereas chondrocytes residing in the calcified zone display a hypertrophic morphology distinguishable in the expression of RUNX2 and COL10A14. However, chondrocytes in non-calcified regions can also be positive for hypertrophic markers such as RUNX2, COL10A1, and MMP13 in the osteoarthritic environment, suggesting that hypertrophic changes in chondrocytes residing in non-calcified regions are largely involved in OA progression 5. Therefore, hypertrophic differentiation of chondrocytes within the superficial region of the articular cartilage could be one of the major phenotypic changes in OA development.
Multiple factors such as transcription factors, cytokines, and matrix proteins are involved in chondrocyte hypertrophy 6. RUNX2 is a major regulator of chondrocyte hypertrophy and bone metabolism 7, and RUNX2 overexpression induces hypertrophic differentiation of non-hypertrophic chondrocytes 8. Recent studies have emphasized the importance of RUNX2 in OA development and chondrocyte hypertrophy 9. Cartilage-specific expression of Runx2 exacerbates post-traumatic OA development in mice 10, whereas Runx2 conditional knockout (cKO) in chondrocytes delays OA progression in mice with destabilization of the medial meniscus (DMM) during surgery 11, suggesting that Runx2 is deeply involved in OA pathogenesis. A previous study has shown that RUNX2 binds to the proximal promoter of COL10A1 to activate its transcription 12. This study proved that COL10A1 is a direct target of RUNX2 during chondrogenesis and has multiple RUNX2 binding sites within the proximal promoters of humans, mice, and chicks. Since COL10A1 is a specific marker of chondrocyte hypertrophy 13, 14 it has been shown that the regulation of COL10A1 expression by RUNX2 is a key regulatory axis of chondrocyte hypertrophy. Although the importance of RUNX2 in chondrocyte hypertrophy has been elucidated, studies on the regulation of RUNX2 activity during chondrocyte hypertrophy are lacking. RUNX2 can be regulated at all transcriptional, post-transcriptional, and post-translational stages in the central dogma 15, 16. Therefore, to develop biological techniques that can control chondrocyte hypertrophy by targeting RUNX2, it is necessary to conduct a multifaceted review and study the regulation of RUNX2 during chondrocyte hypertrophy.
In this study, we found that RUNX2 was regulated at the post-translational level during hypertrophic differentiation of the chondrocyte cell line TC28a2, and many long-non-coding RNAs (lncRNAs) were upregulated during this process. We also identified two novel RUNX2-binding lncRNAs that were shown to be involved in hypertrophic changes in chondrocytes. Both lncRNAs are not only required for stabilization of RUNX2 protein but are also involved in hypertrophic changes during chondrogenic differentiation of mesenchymal stem cells (MSCs). These findings can help us assess the different mechanisms of chondrocyte hypertrophy and allow us to identify potential therapeutic targets of lncRNAs and prevent hypertrophic changes in non-hypertrophic chondrocytes.
Results
Upregulation of RUNX2 is essential for hypertrophic changes and inflammatory responses of chondrocytes
The RUNX2 transcription factor is a central regulator of hypertrophic changes in chondrocytes and is involved in the degradation of the cartilage matrix 17 (Figure 1A). To confirm the regulatory role of RUNX2 in hypertrophic changes in chondrocytes and degradation of cartilage matrix, we first performed immunohistochemistry (IHC) to detect hypertrophic markers, including RUNX2, in cartilage tissues obtained from patients with OA. The chondrocyte hypertrophic markers IHH, RUNX2, and COL10A1 were highly detected in damaged cartilage tissue, whereas little was detected in intact cartilage tissue (Figure 1B). The mRNA levels of IHH, COL10A1, and PTGES were highly expressed in primary chondrocytes isolated from damaged cartilage tissue (Figure 1C), and the protein levels of hypertrophy markers, including RUNX2, were also highly detected in the cells (Figure 1D). To observe changes in chondrocyte hypertrophy in the in vitro environment, TC28a2 cells, a normal chondrocyte cell line, were employed and the inflammatory cytokines interleukin-1β (IL-1β), interleukin-6 (IL-6) and tumor necrosis factor-α (TNF-α) were used to mimic the in vitro osteoarthritic milieu. We confirmed that inflammatory cytokines upregulated the mRNA and protein levels of PTGES (an inflammation marker COX2) and the hypertrophic markers IHH and COL10A1 (Figure 1E-F). Interestingly, the amount of RUNX2 protein was upregulated by inflammatory cytokines or in damaged cartilage tissues (Figure 1D and 1F), but the mRNA levels did not change (Figure 1C and 1E). Hypertrophy medium 18 was then used to create an in vitro environment specific for chondrocyte hypertrophy. Likewise, the hypertrophic medium upregulated both mRNA and protein levels of IHH and COL10A1, markers of chondrocyte hypertrophy in TC28a2 cells, whereas the hypertrophic medium improved the protein level of RUNX2 but did not change the mRNA level (Figure 1G-H). To clarify whether RUNX2 is functionally associated with hypertrophic changes in chondrocytes, we performed siRNA-mediated knockdown (KD) experiments in hypertrophic and inflammatory environments. The results showed that KD of RUNX2 protected chondrocytes from hypertrophic medium- or TNF-α treatment-mediated loss of the cartilage matrix proteins COL2A1 and ACAN. In addition, the KD of RUNX2 prevented the upregulation of IHH and COL10A1 (Figure 1I-J). Osteocalcin (OCN) is the most abundant protein produced by osteoblasts 19 in the bone and is involved in matrix calcification in cartilage tissues 20. To investigate whether OCN activity in chondrocytes was regulated by hypertrophic medium or TNF-α treatment, we performed a human OCN pGreenZeo (copGFP) differentiation reporter assay. TC28a2 cells were transduced with the lentiviral vector encoding the OCN promoter and copGFP and then used for the reporter assay after selection with zeomycin. As a result, a strong copGFP signal was detected in TC28a2 cells treated with hyperophic medium or TNF-α, and it was shown that the increased copGFP signal was greatly reduced by siRNA-mediated KD of RUNX2 (Figure 1K). Therefore, we conclude that RUNX2 is a master regulator of hypertrophic changes in chondrocytes.
LncRNAs interact with RUNX2 protein in chondrocytes
To understand the molecular mechanisms associated with chondrocyte hypertrophy, RNA sequencing analyses were performed using RNAs extracted from TC28a2 cells grown in hypertrophic medium. A heatmap was used to display the different transcripts between TC28a2 cells grown in either growth or hypertrophic medium (Figure 2A). A total of 1707 transcripts were upregulated (log2 [fold-change] > 2, FDR < 0.05) and 987 transcripts were downregulated (log2 [fold-change] < -2, FDR < 0.05) in TC28a2 cells grown in hypertrophic differentiation medium for 5 days (Figure 2B). KEGG pathway analysis showed changes in differentially regulated cell signaling pathways, with pathways related to environmental information processing and metabolism accounting for a significant proportion (Figure 2C). Among KEGG pathway enrichment analyses, we focused on changes in the PI3K-AKT and FOXO signaling pathways because these two signaling pathways are involved in the stability of the RUNX2 protein 21, 22. We found that AKT phosphorylation was increased in TC28a2 cells treated with hypertrophic medium or TNF-α, whereas FOXO3A phosphorylation was reduced (Figure 2D). These results imply that RUNX2 can be regulated at the post-translational level during hypertrophic differentiation of chondrocytes. The most significantly up- or down-regulated mRNAs closely associated with chondrocyte hypertrophy during OA progression are summarized in Table S1 and S2. In particular, well-known chondrocyte hypertrophy signaling pathways such as BMP and IHH were upregulated (Table S1). To confirm the accuracy of the RNA sequencing data, qPCR analysis was performed using cDNA samples reverse transcribed from RNAs extracted from TC28a2 cells grown in growth medium or hypertrophic medium. The qPCR results confirmed that the previously performed RNA sequencing data were relatively well reproduced (Figure S1). Interestingly, our RNA-sequencing analysis screened 2181 protein-coding genes and 223 lncRNAs among the differentially expressed transcripts. Volcano plots showed variations in the expression of lncRNAs and protein-coding mRNAs between the control and hypertrophic groups (Figure 2E). Detailed information on lncRNAs, including name, fold changes, and p-value, is summarized in Table S3 and S4. LcnRNAs are known to regulate the activity of their target proteins by physically binding to proteins, DNA or RNA23, 24. Since RUNX2 was shown to be regulated at the post-translational level in our experimental model and changes in many lncRNAs were observed in the RNA sequencing results, we wanted to determine which lncRNAs are involved in the stabilization of the RUNX2 protein. A heatmap showed 21 differentially expressed lncRNAs that were either upregulated by more than 4-fold or showed the greatest decrease in expression levels during hypertrophic differentiation (Figure 2F). We then performed a computer algorithm (RPISeq; RNA-Protein Interaction Prediction) to predict the possible lncRNAs that could interact with RUNX2 among the upregulated lncRNAs. If a value ≥ 0.5 or higher is recorded, the binding potential between the analyzed RNA and protein can be analyzed as positive (http://pridb.gdcb.iastate.edu/RPISeq/about.php#basic). However, most of the lncRNAs analyzed were positive (Figure 2G). We thus performed RNA-immunoprecipitation (RNA-IP) to identify lncRNAs capable of binding to RUNX2. First, the vector encoding RUNX2 was transfected into TC28a2 cells (Figure 2H), and the IP for RUNX2 was confirmed (Figure 2I). As a result, a total of 8 lncRNAs were enriched at RUNX2 protein during the inflammatory response in TC28a2 cells (Figure 2J).
LINC02035 and LOC100130207 are novel lncRNAs that interact with RUNX2 in chondrocytes
To determine whether RUNX2-binding lncRNAs could functionally contribute to the stability of the RUNX2 protein, we performed siRNA-mediated KD experiments for each lncRNA. The KD efficiency of each siRNA employed in this study was confirmed using real-time quantitative polymerase chain reaction (qPCR) (Figure 3A). Western blot results showed quantitative changes in RUNX2 protein when each lncRNA was knocked down, while TC28a2 cells were treated with hypertrophic medium or TNF-α (Figure 3B-E). In particular, TC28a2 cells transfected with siRNA against LINC02035 or LOC100130207 did not show an increase in RUNX2 protein levels, even under hypertrophic or inflammatory conditions (Figure 3F). For further analysis, RUNX2 activity was measured in TC28a2 cells transfected with siRNA against LINC02035 or LOC100130207. The results showed that RUNX2 activity was significantly reduced by KD of these two lncRNAs (Figure 3G). Thus, we concluded that LINC02035 and LOC100130207 functionally interact with RUNX2 in chondrocytes. Next, we wanted to determine whether LINC02035 or LOC100130207 was involved in the increase in chondrocyte hypertrophy markers and degradation of cartilage matrix proteins. Western blotting results showed that the KD of these two lncRNAs prevented the upregulation of hypertrophy markers such as IHH, COLA10A1, and MMP13 under hypertrophic or inflammatory conditions (Figure 3H). In addition, the promoter activity of OCN was not increased under each condition by KD of these two lncRNAs (Figure 3I-J). Moreover, the KD of these two lncRNAs could prevent the reduction of the cartilage matrix proteins COL2A1 and ACAN, which are destroyed by chondrocyte hypertrophy and the inflammatory response (Figure 3K). Therefore, we concluded that KD of LINC02035 and LOC100130207 protected chondrocytes from hypertrophy and inflammatory responses.
LINC02035 and LOC100130207 are involved with stabilization of RUNX2 protein
To understand the subcellular localization of RUNX2 and two lncRNAs, LINC02035 and LOC100130207, immunocytochemistry (for RUNX2 protein) and RNA in situ hybridization assays (for both lncRNAs) were performed using human primary chondrocytes isolated from knee cartilage of OA patients. We confirmed that the RUNX2 protein was strongly detected in the nucleus of chondrocytes isolated from damaged cartilage (Figure 4A). The fractionated western blot results also showed that the RUNX2 protein was detected only in the nucleus of chondrocytes isolated from damaged cartilage (Figure 4B). To further understand the molecular mechanisms of the lncRNAs LINC02035 and LOC100130207, we performed an in situ assay using primary chondrocytes derived from patients, because primary chondrocytes are a valuable model for studying OA pathogenesis. The results showed that both LINC02035 and LOC100130207 were highly expressed in chondrocytes isolated from the knee cartilage of patients with OA (Figure 4C). We then evaluated the mRNA levels and subcellular localization of both lncRNAs to elucidate their site of action using a commercially available kits in primary chondrocytes isolated from intact or damaged cartilage tissues. The results showed that both lncRNAs were more upregulated in primary chondrocytes isolated from damaged cartilage tissue than in intact cartilage tissue (Figure 4D). In primary chondrocytes, LINC02035 and LOC100130207 were merely detected in the cytoplasm of human primary chondrocytes and both lncRNAs were localized to nucleus (Figure 4E). Likewise, we also studied the subcellular localization of both lncRNAs in TC28a2 cells. The results showed that LINC02035 and LOC100130207 were evenly distributed in the nucleus and cytoplasm of normal chondrocytes (Figure 4F, left). However, both lncRNAs were preferentially localized to the nucleus and to a lesser extent to the cytoplasm after TC28a2 cells were treated with hypertrophic medium or TNF-α (Figure 4F, middle and right). To investigate whether RUNX2 is regulated at the post-translational level during hypertrophic changes in chondrocytes, human primary chondrocytes or TC28a2 cells were treated with the proteasome inhibitor MG132. The results showed that the protein level of RUNX2 was dose-dependently increased by MG132 treatment (Figure 4G-H), indicating that the upregulation of RUNX2 in osteoarthritic or hypertrophic chondrocytes occurs at the post-translational level. To examine whether both lncRNAs are involved in the stabilization of RUNX2 protein during hypertrophic differentiation and the inflammatory response in chondrocytes, IP was conducted to confirm the ubiquitination of RUNX2 protein. First, we investigated how the ubiquitination of RUNX2 protein is regulated during hypertrophic differentiation or the inflammatory response of chondrocytes, and as a result, it was confirmed that ubiquitination of RUNX2 was reduced by hypertrophic medium or TNF-α treatment (Figure 4I). However, ubiquitination of RUNX2 protein was clearly increased in TC28a2 cells transfected with siRNAs targeting LINC02035 or LOC100130207, even though the cells were treated with hypertrophic medium or TNF-α (Figure 4J-K). These results suggest that both lncRNAs upregulated during hypertrophic differentiation and the inflammatory response in chondrocytes contribute to the stabilization of the RUNX2 protein.
Overexpression of LINC02035 and LOC100130207 generated hypertrophic changes in chondrocytes by stabilizing RUNX2 protein
To determine the effects of upregulated lncRNAs, LINC02035 and LOC100130207 on hypertrophic changes in chondrocytes, we overexpressed LINC02035 or LOC100130207 in human primary chondrocytes and TC28a2 cells using the PiggyBac (PB) expression vector system. Before describing the results, we would first like to explain how the vectors were transfected into TC28a2 cells. PB-LOC100130207 was transfected using traditional cationic-lipid transfection reagents in human primary chondrocytes and TC28a2 cells. However, since PB-LINC02035 was not transfected in case of using traditional methods such as calcium or cationic-lipid transfection reagents (data not shown), the vector was transfected into human primary chondrocytes and TC28a2 cells using an electroporation method. For this reason, in the overexpression experiments, experiments on both lncRNAs were performed independently. Overexpression of LINC02035 did not affect the mRNA expression of RUNX2 in human primary chondrocytes (Figure 5A), whereas RUNX2 protein level was upregulated in human primary chondrocytes transfected with PB-LICN02035 even though the cells were cultured in non-hypertrophic and non-inflammatory environments (Figure 5B). In addition, the protein levels of hypertrophic markers, such as IHH, COL10A1, and MMP13, were also increased, while the protein levels of COL2A1 and ACAN were slightly decreased (Figure 5B). Similar changes in these mRNA and protein expression levels were observed in TC28a2 cells transfected with PB-LINC02035 (Figure 5C-D). Similarly, overexpression of LOC100130207 did not affect the mRNA expression of RUNX2, but produced significant changes in the protein expression level, upregulating hypertrophic markers, but downregulating COL2A1 and ACAN proteins in both human primary chondrocytes and TC28a2 cells (Figure 5E-H). In addition, the promoter activity of OCN was significantly increased by overexpressing LINC02035 or LOC100130207 in TC28a2 cells (Figure 5I-J). Moreover, the ubiquitination of RUNX2 protein was clearly decreased in TC28a2 cells transfected with PB-LINC02035 or PB-LOC100130207 (Figure 5K), indicating that both lncRNAs are involved with deubiquitination-mediated stabilization of RUNX2 protein.
LINC02035 or LOC100130207-mediated phenotypic changes in chondrocytes depend on the presence or absence of RUNX2
To conclude whether both lncRNA-mediated phenotypic changes were due to the stabilization of RUNX2 protein, we performed a rescue study using siRNA or overexpression vector targeting RUNX2. The results showed that LINC02035 overexpression-mediated upregulation of hypertrophy markers, including RUNX2, was abolished by the co-transfection of siRNA targeting RUNX2 in TC28a2 cells, whereas LINC02035-mediated reduction of COL2A1 and ACAN protein levels was rescued by RUNX2 KD (Figure 6A). Likewise, the LINC02035-mediated increase of OCN promoter activity was reduced by RUNX2 KD (Figure 6B). Similar results were observed in PB-LOC100130207-transfected TC28a2 cells with RUNX2 KD (Figure 6C-D). Next, we evaluated the effect of RUNX2 overexpression in TC28a2 cells transfected with siRNA targeting LINC02035 or LOC100130207 cultured in hypertrophic culture medium. We found that the hypertrophy marker proteins reduced by siRNA targeting LINC02035 or LOC100130207 were rescued by RUNX2 overexpression, whereas the protein levels of COL2A1 and ACAN recovered by siRNA targeting each lncRNA were increased by RUNX2 overexpression (Figure 6E). Likewise, the promoter activity of OCN was rescued by RUNX2 overexpression (Figure 6G). Similar results were observed in the siRNA-transfected TC28a2 cells cultured with TNF-α (Figure 6H-I). Therefore, we concluded that LINC02035- and LOC100130207-mediated ubiquitination of RUNX2 contributes to chondrocyte hypertrophy in osteoarthritic environments. To determine whether there is the possibility of a positive feedback loop between RUNX2 and both lncRNAs during chondrocyte hypertrophy, qPCR analysis was performed using primary human chondrocytes with RUNX2-KD or RUNX2 overexpression. The results showed that either RUNX2 KD or overexpression did not affect the expression of LINC02035 or LOC100130207 (Figure S2), suggesting that both lncRNAs could only act as upstream regulators for stabilization of RUNX2 protein in chondrocyte hypertrophy.
Downregulation of LINC02035 and LOC100130207 prevents hypertrophic changes during MSC differentiation to the chondrogenic lineage
MSCs have great potential for regenerating damaged cartilage tissues 25; however, there are obstacles to their clinical application. In particular, chondrocyte hypertrophy is an essential process for endochondral ossification, which can be a problem with the regeneration of articular cartilage, where chondrocytes maintain stable characteristic 26. Therefore, successful cartilage regeneration can be achieved by using chondrogenic MSCs without a hypertrophic phenotype. First, we checked the mRNA and protein expression levels of mRNA and protein for chondrogenic and hypertrophic markers. We confirmed that the mRNA and protein levels of chondrogenic (SOX9 and COL2A1) and hypertrophic markers (COL10A1) clearly increased during the differentiation period, but in RUNX2, the protein level was continuously upregulated during the differentiation period, while the mRNA level showed a tendency to decrease back to the basal level in the late stage of differentiation (Figure 5A-B). Interestingly, the expression levels of both LINC02035 and LOC100130207 were upregulated only in the late stage of differentiation regardless of the pattern of mRNA or protein level of RUNX2 (Figure 5C). To evaluate whether both lncRNAs could influence hypertrophic phenotypes in chondrogenic differentiation of MSCs, we knocked down LINC02035 and LOC100130207 using siRNA and examined their associated phenotypes. We confirmed that both lncRNAs were well reduced by each siRNA, and it was confirmed that the mRNA level of COL10A1 was also reduced, however the mRNA level of RUNX2 was not changed (Figure 5D). As a result of staining with safranin O and alcian blue, using the chondrogenic mass that had been differentiated, the KD of the two lncRNAs had no significant effect on the synthesis of glycosaminoglycans, however the protein level of RUNX2 was barely detected in the siRNA-transfected groups (Figure 5E). Interestingly, the size of the chondrogenic mass transfected with each siRNA was larger than that of the control group. Western blot results showed that KD of LINC02035 or LOC100130207 prevented the upregulation of hypertrophic markers RUNX2 and COL10A1, whereas protein levels of chondrogenic markers SOX9 and COL2A1 were almost unchanged in the siRNA-transfected groups (Figure 5F). These results suggest that LINC02035 and LOC100130207 are novel therapeutic targets for generating MSC-derived chondrogenic masses without hypertrophic phenotypes.
Discussion
In addition to the degeneration and inflammatory response of articular cartilage, hypertrophic changes in chondrocytes present in articular cartilage have also been identified as hallmark of OA 27. Hypertrophic chondrocytes residing in articular cartilage produce cartilage-degrading enzymes, such as MMP13 and ADAMTS5, which contribute to cartilage destruction and OA development 27-29. Thus, preventing or delaying chondrocyte hypertrophy-like changes might be helpful for further OA progression. However, most studies on OA treatment have mainly focused on the direct control of the inflammatory response 30, 31 or cartilage regeneration using stem cells 32-34. Using anti-inflammatory drugs to suppress the inflammatory response and stem cells to regenerate damaged cartilage tissue can be an excellent OA treatment, but they alone are still insufficient to completely alleviate OA. Therefore, further studies are needed to identify the causes of OA development from diverse perspectives. As mentioned previously, chondrocytes residing in non-calcified areas of articular cartilage should not undergo hypertrophic changes under normal conditions. OA-induced hypertrophic changes in articular chondrocytes can exacerbate OA symptoms and induce vascularization and calcification of the joint cartilage 5. Therefore, suppressing the hypertrophic changes of articular chondrocytes as well as modulating the initial inflammatory responses at the onset of OA would be an important therapeutic strategy for effective treatment to slow down further OA symptoms 35. In this study, we focused on whether inhibiting hypertrophic changes in chondrocytes could prevent the destruction of cartilage tissue due to OA. As shown in Figure 1, the RUNX2 transcription factor may be the most important factor that causes hypertrophic changes in normal chondrocytes. However, little information is available on the expression of RUNX2 in the inflammatory environment caused by OA. Therefore, it is necessary to understand the mechanisms underlying the onset of RUNX2 in osteoarthritic chondrocytes. Interestingly, we found that the expression level of RUNX2 mRNA remained unchanged during hypertrophic differentiation and inflammatory responses in normal chondrocytes, however the protein level was significantly increased (Figure 1). Furthermore, MG132 treatment increased protein levels of RUNX2 (Figure 4G, 4H). Taken together, these results suggest that RUNX2 is regulated at the post-translational level during hypertrophic changes and inflammatory responses in chondrocytes. Therefore, it would be important for the development of OA therapy, based on the inhibition of chondrocyte hypertrophy, to discover upstream regulators that can be responsible for the post-translational process of RUNX2 and to understand their molecular mechanisms of action.
LncRNAs are characterized according to their structural features and subcellular localization and can be classified as antisense, lincRNA, sense-overlapping, sense intronic, and processed transcripts 36. Because lncRNAs have flexible structural characteristics, they are known to bind to DNA, RNA, and proteins and form an extensive gene expression regulatory network with DNA, RNA, and Protein 37. Accumulating evidence has shown that lncRNAs are involved in cartilage tissue, chondrocyte homeostasis, and chondrogenesis 38. Since OA is characterized by the degradation of articular cartilage, most studies have focused on the function of lncRNAs as important regulators of the maintenance or degradation of the extracellular matrix (ECM) 39-42. RUNX2 also plays an important role in the degradation of articular cartilage through hypertrophy of chondrocytes and by directly regulating the expression of MMP13 43. In this study, we discovered two novel lncRNAs, LINC02035 and LOC100130207, that interact with RUNX2. During hypertrophic changes and inflammatory conditions in chondrocytes, the amounts of LINC02035 and LOC100130207 increased and mainly accumulated around the nucleus of the cells. Interestingly, when the expression of these two lncRNAs was silenced with siRNA, ubiquitination of the RUNX2 protein, which was decreased during chondrocyte hypertrophy or inflammatory response, was not reduced (Figure 4). Therefore, an increase in the non-coding RNAs LINC02035 or LOC100130207 is thought to play a key role in stabilizing RUNX2 protein during chondrocyte hypertrophy. In this study, we did not clarify how the two lncRNAs can bind to the RUNX2 protein and the mechanism of action that can induce stabilization of the RUNX2 protein. However, we not only confirmed through RNA-IP (Figure 2H-J) that the lncRNAs LINC02035 and LOC100130207 were enriched in the RUNX2 protein during the inflammatory response of chondrocytes, but also confirmed that the sequences “TGTGGT” and “AGTGGT,” known as RUNX2 binding motifs 44, 45, were included in these two lncRNAs. Therefore, although further studies are required to clarify the mechanisms of action between the RUNX2 protein and these two lncRNAs, the current study is meaningful in that it discovered novel lncRNAs that are related to chondrocyte hypertrophy and evaluated their function in in vitro OA experimental models.
MSC-based cell therapy has great potential for the regeneration of damaged articular cartilage 25, 46. However, the regeneration of articular cartilage by externally transplanted MSC has limitations, such as chondrocyte hypertrophy which occurs simultaneously during the process of MSC differentiation into chondrogenic lineage. This is undesirable for cartilage regenerative approaches because hypertrophic chondrocytes contribute to the formation of abnormal ECM and calcification of regenerated cartilage tissues 47 as well as the production of cartilage-degrading enzymes, such as MMP13 48. Therefore, using chondrogenic MSCs with a reduced hypertrophic phenotype would be beneficial in MSC-based therapies for cartilage regeneration. Our study showed that siRNA-mediated KD of lncRNAs LINC02035 or LOC100130207 reduced the protein levels of RUNX2 and COL10A1; however, those of SOX9 and COL2A1 were highly detected during in vitro chondrogenic differentiation of MSCs (Figure 7), which means that LINC02035- or LOC100130207-deficient chondrogenic MSCs may be more effective for articular cartilage regeneration. It should be noted that we have not been able to conduct in vivo experiments using experimental animal models because, unfortunately, LINC02035, which we discovered through this study, has not been found to have interspecies locus conservation in available experimental animal models (https://lncipedia.org/db/gene/LINC02035), and LOC100130207 has not yet been characterized (https://www.ncbi.nlm.nih.gov/gene/100130207#gene-expression). Protein-coding genes are well conserved among mammals, whereas most human lncRNAs are non-conserved 49-51. The low conservation of these lncRNA genomic sequences between species can bring many limitations to the in vivo studies of newly discovered lncRNAs. Despite these limitations, some studies have shown clear effects, at least in in vitro cell culture models, although lncRNAs are not sequentially conserved 52, 53. Although information on interspecies lncRNA conservation is not yet fully understood, a recent study has provided a pipeline for in vivo experiments on non-conserved lncRNAs in experimental animals 54. If a lot of information on these non-conserved lncRNAs is accumulated over the next several decades, it is thought that pipelines for various in vivo experiments will be provided in the future based on these experimental results.
In summary, our findings contribute to the understanding of the mechanisms that regulate an increased level of RUNX2 protein in chondrocytes in in vitro OA environments. We demonstrated that the lncRNAs LINC02035 and LOC100130207 were upregulated during hypertrophic differentiation and inflammatory response in chondrocytes, leading to preferential localization and accumulation in the nucleus of these two lncRNAs. Consistent with the results of these experiments in the normal human chondrocyte cell line TC28a2, we demonstrated the co-expression of RUNX2 and these two lncRNAs in primary chondrocytes isolated from the articular cartilage of patients with OA. The RUNX2 protein was deubiquitinated under hypertrophic or inflammatory conditions, and KD of LINC02035 and LOC100130207 led to RUNX2 ubiquitination under the same conditions. Therefore, we suggest that lncRNA LINC02035- or LOC100130207-mediated RUNX2 stabilization may be important regulatory axes of chondrocyte hypertrophy, and these two lncRNAs could be targets for gene therapy that can slow down or prevent the progression of OA by modulating RUNX2-mediated chondrocyte hypertrophy.
Materials and Methods
Preparation of human cartilage tissues, primary chondrocytes, TC28a2 cells, and MSCs
Cartilage tissue samples were obtained from three patients with OA who underwent total knee arthroplasty with approval from the Institutional Review Board (IRB) (2019-1374-002) of the Yonsei University College of Medicine. To isolate primary chondrocytes, cartilage tissues were shaved from the articular surface under sterile conditions, minced into as many pieces as possible, and washed three times with phosphate-buffered saline (PBS). The sliced tissues were then incubated in Dulbecco's Modified Eagle's high-glucose medium (DMEM-HG; Invitrogen, Carlsbad, CA, USA) supplemented with 2% collagenase (Sigma-Aldrich, St. Louis, MO, USA) and 0.5% dispase (Sigma-Aldrich) at 37 °C and 5% CO2 for 4 h. The cell suspensions were then passed through a 40 μm cell strainer to remove debris, and the cells were cultured in DMEM-HG containing 10% fetal bovine serum (FBS; Gibco, Grand Island, NY, USA) and 1% antibiotic-antimycotic solution (Invitrogen) at 37 °C and 5% CO2. The TC28a2 normal human chondrogenic cell line was purchased from Sigma-Aldrich and cultured under the same conditions as the primary chondrocytes. Human bone marrow-derived MSCs were obtained from the posterior iliac crests of three adult donors with the approval of the IRB (2017-0308-001) of the Yonsei University College of Medicine. MSCs isolated from the bone marrow were selected based on their ability to adhere to plastic cell culture plates, and we confirmed that all cultured cells (98%) were positive for CD90 and CD105 and negative for CD34 and CD45, as described previously55. MSCs were cultured in DMEM-low glucose (LG; Invitrogen) containing 10% FBS and 1% antibiotic-antimycotic solution at 37 °C and 5% CO2.
Reagents and differentiation methods
IL-1β (R&D Systems Inc., Minneapolis, MN, USA), TNF-α (R&D Systems Inc.), and IL-6 (Koma Biotech, Seoul, South Korea) were used to create an inflammatory environment in chondrocytes. IL-1β and TNF-α were used at a concentration of 10 ng/ml based on our previously published study 56 and IL-6 was used at a concentration of 50 ng/ml based on our previous study 57. MG-132 (proteasome inhibitor; Sigma-Aldrich) was used to confirm whether RUNX2 is regulated at the post-translational level in normal chondrocytes. To induce hypertrophic differentiation of chondrocytes, we referred to the differentiation medium composition described in a paper published by another group 18. Briefly, TC28a2 cells were cultured in DMEM-HG supplemented with 1% FBS, 1% insulin transferrin selenium-A (ITS, Invitrogen), 100 ng/ml BMP-2 (R&D Systems Inc.), 10 ng/ml GDF-5 (PeproTech, Rosemont, IL, USA), 1 μM 3,3,5-Triiodo-L-thyronine (T3) (Sigma-Aldrich), 50 μg/ml L (+)-ascorbic acid (Sigma-Aldrich), 10 nM dexamethasone (Sigma-Aldrich), 10 mM β-glycerophosphate (Sigma-Aldrich), and 1% antibiotic-antimycotic solution. The hypertrophic medium was replaced every 2 days for 5 days. To induce in vitro chondrogenic differentiation of MSCs, a micromass culture method was employed. MSCs were trypsinized and resuspended in DMEM-HG at a density of 1 × 107 cells/ml. The cells were dotted on the center of individual wells of 24-well plates at 1 × 105 cells per well in a 10 μl volume. The cells were allowed to adhere for 2 h in the cell culture incubator, and then chondrogenic medium, consisting of DMEM-HG supplemented with 1% antibiotic-antimycotic solution, 1% insulin transferrin selenium-A (ITS; Invitrogen), 50 mg/ml ascorbic acid (Sigma-Aldrich), 40 μg/ml L-Proline (Sigma-Aldrich), and 10 ng/ml TGF-b3 (R&D Systems Inc.). The chondrogenic medium was changed every two days for 14 days. Safranin O and alcian blue staining were performed to evaluate the chondrogenic potential and proteoglycan synthesis of the MSCs. Chondrogenic mass pellets were washed with PBS and fixed in 10% formalin for approximately 24 h. After fixation, the pellets were dehydrated in ethanol, and the dehydrated pellets were paraffin-embedded and sectioned. The micromass sections were deparaffinized and stained with safranin O (1% in acetic acid solution; Sigma-Aldrich) or alcian blue (0.3% in 70% ethanol; Sigma-Aldrich) for 30 min. The stained pellet sections were mounted and evaluated microscopically.
Immunostaining
Joint cartilage tissues were fixed with 10% formalin at room temperature and formalin-fixed specimens were embedded in paraffin. The paraffin-embedded sections were deparaffinized, rehydrated, washed with PBS, and the tissue sections were used to evaluate the disruption of cartilage tissue and to detect chondrocyte hypertrophy-related marker proteins in human cartilage tissues. The prepared tissue samples were sliced to a thickness of 4 μm and probed with anti-IHH (Santa Cruz Biotechnology, Santa Cruz, CA, USA), anti-RUNX2 (Santa Cruz Biotechnology), or anti-COL10A1 (Santa Cruz Biotechnology) antibody to detect IHH, RUNX2, or COL10A1 levels, respectively. To visualize each target protein in the anti-IHH-, anti-RUNX2-, or anti-COL10A1 antibody-probed tissues, the samples were stained with aminoethylcarbazole (AEC; Abcam, Cambridge, UK). The stained tissues were observed using a VS120 virtual microscope (Olympus, Tokyo, Japan) and images of the sections were analyzed using the OlyVIA 2.5 program (Olympus). For immunocytochemistry, human articular chondrocytes were seeded at approximately 5000 cells/cm2 on 4-well chamber slides (Nalge Nunc International, Rochester, NY, USA) and incubated in a 5% CO2 incubator at 37 °C for an overnight incubation. The cells were then washed with PBS followed by fixation with 4% paraformaldehyde (Sigma) for 30 min. 1% Triton X-100 in PBS was employed for cell permeabilization and then the cells were incubated with 3% bovine serum albumin (BSA) in PBS for 60 min. After then, the cells were incubated with a 1 : 200 dilution of primary antibodies against RUNX2 (Santa Cruz Biotechnology) overnight at 4 °C. After washing with PBS, the cells were incubated with phycoerythrin conjugated secondary antibody (Santa Cruz Biotechnology) in 1 : 5000 dilution in 3% BSA-containing PBS for 60 min at room temperature in the dark. After washing two times with PBS, the cells were incubated with Alexa Fluor 488 Phalloidin (Invitrogen) to visualize cellular cytoskeleton. The nuclei were stained with 4,6-diamidino-2-phenyindole (DAPI, Sigma) and then examined using a Zeiss LSM700 scanning laser confocal microscope (Zen 2011; Carl Zeiss MicroImaging GHBH, Jena, Germany).
qPCR
qPCR was performed as described previously 58. Briefly, total RNA was isolated using an RNeasy kit (Qiagen, Valencia, CA, USA), according to the manufacturer's instructions. Total RNA (1 μg of total RNA) was reverse-transcribed using an Omniscript kit (Qiagen, Hilden, Germany). Primer sets used in this study were validated and purchased from Bioneer (Daejeon, South Korea). The validated and designed primer sets are listed in Table S5. The mean cycle threshold values from triplicate measurements were used to calculate gene expression, with normalization to ACTB (β-actin) as the internal control.
Western blot analysis
TC28a2 cells or MSCs were lysed in PROPREPTM protein extraction solution (iNtRON Biotechnology, Seongnam, South Korea). Protein concentrations were determined using the Bio-Rad Protein Assay (Bio-Rad Laboratories, Inc., Hercules, CA, USA). Approximately 20-30 μg of protein was analyzed by 10% SDS-polyacrylamide gel electrophoresis (SDS-PAGE; Sigma-Aldrich). The resolved proteins were transferred to membranes and blocked with 5% skim milk (BD, Sparks, MD, USA) for 1 h at room temperature. Membranes were incubated overnight with antibodies against COX2 (1:1000; BD Biosciences, San Jose, CA, USA), IHH (1:1000; Santa Cruz Biotechnology), RUNX2 (1:1000; Santa Cruz Biotechnology), COL10A1 (1:1000; Abcam, Cambridge, UK), COL2A1 (1:1000; Santa Cruz Biotechnology), ACAN (1:1000; Santa Cruz Biotechnology), MMP13 (1:1000; Cell Signaling Technology, Danvers, MA, USA), ubiquitin (1:1000; Santa Cruz Biotechnology), SOX9 (1:1000; Santa Cruz Biotechnology), FLAG (1:1000; Sigma-Aldrich), and HSP90 (1:5000; Santa Cruz Biotechnology). The membranes were further probed with antibodies against β-actin (1:5000; Santa Cruz Biotechnology), which served as a loading control.
Nuclear and cytoplasmic fractionation
Human primary chondrocytes isolated from intact or damaged cartilage obtained from OA patients were collected by scrapping and washed twice with PBS prior to nuclear and cytosolic protein fractionation. Nuclear and cytoplasmic fractionation were conducted using the NE-PER Nuclear and Cytoplasmic Extraction Reagents Kit (Thermo Fisher Scientific, Rockford, IL, USA) according to the manufacturer's instructions. Each separated protein was used for detection of RUNX2 protein by western blot analysis.
Human OCN pGreenZeo differentiation reporter assay
To establish TC28a2 cells that stably express copGFP where the OCN promoter/enhancer is active, the lentiviral plasmid vector for the human OCN pGreenZeo differentiation reporter was purchased (System Biosciences, LLC; SBI SR1003PA-1). HEK293T cells were seeded in T75 flasks at a density of 5 × 106 cells per dish to obtain lentiviral particles with a human OCN pGreenZeo differentiation reporter. The attached cells were transfected with a lentiviral plasmid for the human OCN pGreenZeo differentiation reporter with psPAX2 (http://www.addgene.org/12260/) and pMD2.G (http://www.addgene.org/12259/) using CalFectin mammalian cell transfection reagent (SignaGen Laboratories, Frederick, MD, USA). The medium was gently replaced approximately 6 h after transfection. Transfected cells were maintained for 2 days, and the supernatants were collected and stored at -70 °C. To monitor GFP activity in TC28a2 cells transduced with lentivirus of the OCN pGreenZeo differentiation reporter, the cells were seeded in 6-well plates at a density of 1 × 105 cells under hypertrophic differentiation or inflammatory conditions. After 5 days of hypertrophic differentiation or inflammation induction, copGFP signals were observed using fluorescence microscopy. For quantitative analysis, the passive lysis buffer (Promega, Madison, WI, USA) was treated with the cells, which were incubated at 4 °C for 5 min. The whole lysate was transferred to a microcentrifuge tube and centrifuged to collect the supernatant. After determining the total protein concentration of each lysate sample, fluorescence was measured using a fluorescence plate reader at 360 nm/465 nm (excitation/emission).
RNA interference (RNAi)
All siRNAs used in this study were purchased from Bioneer. Information regarding the siRNAs used in this study is provided in Table S6. Briefly, TC28a2 cells or MSCs were plated to obtain 70-80% confluent growth in 6-well plates and transfected with 100 nM of each siRNA using Lipofectamine 2000 (Invitrogen). After 6 h of transfection, the medium was replaced with a fresh medium. The next day, the cells were detached from the plates, counted, and reseeded at appropriate cell densities for each experiment.
RNA sequencing and data analysis
To prepare samples for RNA sequencing, total RNAs was extracted from TC28a2 cells treated with growth medium (n = 2) or hypertrophic medium (n = 3) on day five of differentiation. RNA was extracted using TRIzol (Invitrogen) following the protocols provided by the manufacturer. Isolated RNAs were submitted to Macrogen Inc. (Seoul, South Korea) for total RNA sequencing. The overall quality of the extracted total RNAs was validated using spectrophotometry. To remove low-quality and adapter sequences, the raw reads were read by the sequencer before analysis, and the processed reads were aligned to Homo sapiens using HISAT2 v2.1.0 59. The reference genome sequence of Homo sapiens (hg19) and annotation data were downloaded from NCBI, and transcript assembly of known transcripts was then processed using StringTie v2.1 60, 61. Based on these results, transcript and gene expression levels were calculated as read count or fragments per kilobase of exon per million fragments mapped (FPKM) value per sample. The expression profiles were used to perform additional analyses, such as determining the number of differentially expressed genes (DEGs). The relative abundance of genes was measured in read counts using StringTie. Genes with one or more than zero read count values in the samples were excluded. The filtered data were log2-transformed and subjected to RLE normalization. The statistical significance of the differential expression data was determined using the DESeq2 nbinomWaldTest 62 and fold change, in which the null hypothesis was that no difference exists among groups. The false discovery rate (FDR) was controlled by adjusting the p-value using the Benjamini-Hochberg algorithm. For the DEG set, hierarchical clustering analysis was performed using complete linkage and Euclidean distance as similarity measures. Gene ontology analysis was performed for DEGs using the g:Profiler 63 and KEGG pathway analysis was performed based on the KEGG pathway (https://www.genome.jp/kegg/) database. We used the multidimensional scaling (MDS) method to visualize similarities among samples. We applied Euclidean distance as a measure of dissimilarity. Hierarchical clustering analysis was also performed using complete linkage and Euclidean distance as a measure of similarity to display the expression patterns of differentially expressed transcripts that were satisfied with a fold change ≥ 2 and raw P < 0.05. All data analyses and visualization of differentially expressed genes were conducted using R (version 3.6.1; www.r-project.org). RNA sequencing data are available in the GEO database with the accession number GSE199847, and differential expression information for each mRNA and lncRNA is listed in Table S1-4.
RNA-IP
RNA-IP was described previously 64. Briefly, RNA-IP was performed to determine the potential interactions between RUNX2 protein and the lncRNAs selected in this study. TC28a2 cells (1 × 107) transfected with the pcDNA3.1-RUNX2 vector were used for each experiment. RUNX2-bound RNA-IP was performed using the RiboCluster Profiler RIP assay kit protocol (MBL International Corporation, Woburn, MA, USA). The cells were lysed using dithiothreitol (DTT; Sigma)-added lysis buffer provided by the manufacturer, and then the lysates were precleared with protein G plus agarose beads (Thermo Fisher Scientific) in DTT-added wash buffer provided by the manufacturer. The precleared lysates were transferred to prepared tubes containing RUNX2 antibody (Santa Cruz Biotechnology) or IgG-immobilized beads. After overnight incubation, the RUNX2 antibody or IgG-immobilized protein G agarose beads-RNA/protein complexes were separated to extract proteins and PUM1-bound RNAs. The eluted RNA was analyzed by qPCR. RUNX2 antibody-bound RNAs were isolated and purified using a kit according to the manufacturer's instructions.
Enzyme-linked immunosorbent assay (ELISA) for RUNX2 activity
The activity measurement of RUNX2 was performed using an ELISA kit for human runt-related transcription factor 2 (Cloud-Clone Corp., Katy, TX, USA) according to the manufacturer's instructions. Briefly, TC28a2 cells were lysed before the assay according to the manufacturer's instructions. Samples used for this study or standards provided by the manufacturer were transferred to antibody-pre-coated plates and the samples were incubated for 1 h at 37 °C. After aspirating each sample, the prepared detection reagent A was added, and the plates were incubated for 1 h at 37 °C. After washing, detection reagent B was added and the plates were incubated for 30 min at 37 °C. The solution in the plate was aspirated and washed with wash buffer provided by the manufacturer. Afterwards, substrate solution was added to the plates, and the plates were incubated for 20 min at 37 °C. After addition of the stop solution, the plate was immediately read using a spectrophotometric microplate reader at 450 nm. All samples and standards were tested in triplicate.
lncRNAs LINC02035 and LOC100130207 in situ hybridization
The cellular localization and in situ visualization of LINC02035 and LOC1001303207 were observed using an RNAscope 2.5 HD Assay-RED kit (Advanced Cell Diagnostics, Hayward, CA, USA) according to the manufacturer's instructions. For sample preparation, articular cartilage tissues obtained from OA patients undergoing total knee arthroplasty were shaved from the articular surface under sterile conditions, divided into intact or damaged sections, and completely minced. We then isolated Primary chondrocytes from intact or damaged cartilage, respectively, and allowed the cells to attach to 4-well glass chamber slides (Nalge Nunc International, Rochester, NY, USA) in 5% CO2 incubator at 37 °C overnight. The next day, the cells were immediately used for the RNA in situ hybridization assay. Standard positive control (Hs-PPIB, ACD-313901) and negative control (DapB, ACD-310043) probes were used to ensure interpretable results. Probes for in situ hybridization of LINC02035 (Hs-LINC02035, ACD-1116341-C1) and LOC100130207 (Hs-LOC100130207-C1, ACD-1116351-C1) were also manufactured and purchased from Advanced Cell Diagnostics. The sequence information for each probe is as follows: Hs-LINC02035-C1 [Cat. No. 1116341; accession no. NR_024618.1; No. of pairs 20; target region 1451-2476] and Hs-LOC100130207-C1 [Cat. No. 1116351; accession no. NR_149025.1; No. of pairs 20; Target region 645-1765]. All experimental procedures for RNA in situ hybridization were performed in strict accordance with the manufacturer's instructions. Briefly, cells seeded on 4-well glass chamber slides were fixed in 10% neutral buffered formalin, and the slides were treated with peroxidase block solution for 15 min at room temperature. Afterwards, the retrieval solution was treated to each slide for 15 min at 100 °C. The hybridization steps were conducted in a drying oven provided by Advanced Cell Diagnostics for 2 h at 40 °C. After the washing step, samples were incubated with signal amplification solution as follows: Amp1 for 30 min at 40 °C, Amp2 for 15 min at 40 °C, Amp3 for 30 min at 40 °C, Amp4 for 15 min at 40 °C, Amp5 for 30 min at room temperature, and Amp6 for 15 min at room temperature. The samples were then incubated with Fast Red A and B solutions to visualize each target lncRNA-positive dot and with hematoxylin for counterstaining. The results were observed using a standard bright-field microscope.
RNA subcellular fractionation
Fractionation of cytoplasmic and nuclear RNAs in TC28a2 cells was performed using an RNA Subcellular Isolation Kit (Active Motif, Inc., Carlsbad, CA, USA) according to the manufacturer's instructions. Isolated cytoplasmic and nuclear RNA from TC28a2 cells were reverse transcribed, and the expression levels of each lncRNA selected in this study were evaluated by qPCR. To obtain the percentages of cytoplasmic and nuclear RNA, normalization of the data was performed against total cellular RNA [% of input = 100 × [2^ (Ct total RNA - Ct RNA fraction)]].
IP
Lysates from TC28a2 cells transfected with pcDNA3.1-RUXN2 or siRNAs targeting LINC02035 or LOC100130207 were prepared with non-denaturing lysis buffer, as previously described 58. The lysates were incubated with protein A/G agarose beads (Santa Cruz Biotechnology) and antibodies against RUNX2 (Santa Cruz Biotechnology). Beads conjugated with both lysates and RUNX2 antibody were collected after centrifugation and washed three times with lysis buffer. The complexes were released from the beads by boiling with 2× SDS sample dye and western blotting was performed. All membranes were incubated with antibodies against RUNX2 (Santa Cruz Biotechnology), ubiquitin (Santa Cruz Biotechnology), or HSP90 (Santa Cruz Biotechnology) for 12 h, followed by incubation with an HRP-conjugated secondary antibody for 1 h.
Overexpression of LINC02035 or LOC100130207
PiggyBac (PB) control, PB-LINC02035, and PB-LOC100130207 expression vectors were designed, synthesized, and purchased from VectorBuilder (VectorBuilder Inc, Chicago, IL, USA). Information of the vector used in this study is shown in Supplementary Figure S1. PB-control or PB-LINC02035 was transfected with TC28a2 cells using electroporation with the neon transfection system (Cat no, MPK5000; Invitrogen), and the electroporation method was described previously 64. Briefly, TC28a2 cells were prepared at approximately 1 × 106 cells per trial, suspended in 90 µL of Transfection Resuspension Buffer, and then mixed with 6 μg of plasmid DNA in 10 µL volume. Next, the mixture was placed in the electroporator Neon Gold Pipette Tips and then pulsed (Pulse voltage: 990 V, pulse width: 40 ms). For transfection of PB-control or PB-LOC100130207 vector, TC28a2 cells were plated to obtain 70-80% confluent growth in 6-well plates and transfected with 1 μg of each plasmid vector per well using Lipofectamine 2000 (Invitrogen). Transfection efficiency was confirmed by qPCR 48 h after electroporation or transfection.
Statistics and reproducibility
All experiments were performed in triplicates using samples from at least three donors except for the control group (n = 2) in RNA-sequencing. A Student's t-test was used to assess the differences between the two groups. The statistical significance of the differences between three or more groups was calculated using a one-way analysis of variance (ANOVA) and post-hoc Bonferroni correction. Data are presented as mean ± standard deviation. For all tests, P < 0.05 was considered statistically significant. Interaction strength was predicted using RPISeq (http://pridb.gdcb.iastate.edu/RPISeq/index.html).
Exclusion criteria for cartilage tissues obtained from OA patients undergoing total knee arthroplasty were a history of rheumatoid arthritis, inflammatory arthritis, autoimmune disease, ankylosing spondylitis, cancer, and long-term corticosteroid therapy.
All experiments performed in this study included at least two or three biological replicates; the number of replicates is mentioned in the text or figure legends.
Supplementary Material
Acknowledgments
This research was supported by the Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Education (2021R1A2C2006556 and 2022R1A2C1007545) and by a faculty research grant from the Yonsei University College of Medicine (6-2021-0230).
Data availability
The datasets used and/or analyzed during the current study are included in this published article or are available from the corresponding authors upon reasonable request.
Author contributions
D.S.Y., J.W.L., and S-H.K. conceived the study. D.S.Y. and S-H.K. designed the experiments and D.S.Y. drafted the manuscript. D.S.Y., E-J.K., S.C., S.J., K-M.L., J.W.L., and S-H.K. performed experiments. The conception and design of the study, acquisition of data, and analysis and interpretation of data were conducted by D.S.Y., J.W.L., S-H.K., J.W.L., and S-H.K. critically reviewed the final draft. All authors approved the initial submission.
Abbreviations
- ACAN
aggrecan
- ANOVA
analysis of variance
- BMP-2
bone morphogenic protein-2
- cKO
conditional knockout
- COL2A1
collagen, type II, alpha 1
- COL10A1
collagen, type X, alpha 1
- copGFP
copepod green fluorescent protein
- DapB
bacillus subtilis dihydrodipicolinate reductase
- DMEM-HG
dulbecco's modified eagle's high-glucose medium
- DMEM-LG
dulbecco's modified eagle's low-glucose medium
- DMM
destabilization of the medial meniscus
- ELISA
enzyme-linked immunosorbent assay
- FBS
fetal bovine serum
- FDR
false discovery rate
- FOXO
forkhead box transcription factors
- GDF-5
Growth/differentiation factor 5
- GFP
green fluorescent protein
- HSP90
heat shock protein 90
- Hs-PPIB
human peptidyl-prolyl cis-trans isomerase B
- IHC
immunohistochemistry
- IHH
Indian hedgehog
- IL-1β
interleukin-1β
- IL-6
interleukin-6
- IP
immunoprecipitation
- KD
knockdown
- KEGG
Kyoto encyclopedia of genes and genomes
- LncRNA
long-non-coding RNA
- MG132
carbobenzoxy-leu-leu-leucinal
- MMP13
matrix metallopeptidase 13
- MSC
mesenchymal stem cell
- OA
osteoarthritis
- OCN
osteocalcin
- PB
PiggyBac
- PBS
phosphate-buffered saline
- PI3K-AKT
phosphatidylinositol-3-kinase and protein kinase B
- PTGES
prostaglandin E synthase
- qPCR
quantitative polymerase chain reaction
- RNA-IP
RNA-immunoprecipitation
- RUNX2
runt-related transcripion factor 2
- SDS
sodium dodecyl sulfate
- SOX9
sex-determining region Y-box 9
- TNF-α
tumor necrosis factor-α
- T3
3,3,5-triiodo-L-thyronine
References
- 1.Mobasheri A, Batt M. An update on the pathophysiology of osteoarthritis. Ann Phys Rehabil Med. 2016;59:333–9. doi: 10.1016/j.rehab.2016.07.004. [DOI] [PubMed] [Google Scholar]
- 2.Martel-Pelletier J, Barr AJ, Cicuttini FM, Conaghan PG, Cooper C, Goldring MB. et al. Osteoarthritis. Nat Rev Dis Primers. 2016;2:16072. doi: 10.1038/nrdp.2016.72. [DOI] [PubMed] [Google Scholar]
- 3.Gannon AR, Nagel T, Kelly DJ. The role of the superficial region in determining the dynamic properties of articular cartilage. Osteoarthritis Cartilage. 2012;20:1417–25. doi: 10.1016/j.joca.2012.08.005. [DOI] [PubMed] [Google Scholar]
- 4.Kazemi M, Williams JL. Properties of Cartilage-Subchondral Bone Junctions: A Narrative Review with Specific Focus on the Growth Plate. Cartilage. 2021;13:16S–33S. doi: 10.1177/1947603520924776. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Dreier R. Hypertrophic differentiation of chondrocytes in osteoarthritis: the developmental aspect of degenerative joint disorders. Arthritis Res Ther. 2010;12:216. doi: 10.1186/ar3117. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Li J, Dong S. The Signaling Pathways Involved in Chondrocyte Differentiation and Hypertrophic Differentiation. Stem Cells Int. 2016;2016:2470351. doi: 10.1155/2016/2470351. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Nishimura R, Hata K, Takahata Y, Murakami T, Nakamura E, Yagi H. Regulation of Cartilage Development and Diseases by Transcription Factors. J Bone Metab. 2017;24:147–53. doi: 10.11005/jbm.2017.24.3.147. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Takeda S, Bonnamy JP, Owen MJ, Ducy P, Karsenty G. Continuous expression of Cbfa1 in nonhypertrophic chondrocytes uncovers its ability to induce hypertrophic chondrocyte differentiation and partially rescues Cbfa1-deficient mice. Genes Dev. 2001;15:467–81. doi: 10.1101/gad.845101. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Chen D, Kim DJ, Shen J, Zou Z, O'Keefe RJ. Runx2 plays a central role in Osteoarthritis development. J Orthop Translat. 2020;23:132–9. doi: 10.1016/j.jot.2019.11.008. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Catheline SE, Hoak D, Chang M, Ketz JP, Hilton MJ, Zuscik MJ. et al. Chondrocyte-Specific RUNX2 Overexpression Accelerates Post-traumatic Osteoarthritis Progression in Adult Mice. J Bone Miner Res. 2019;34:1676–89. doi: 10.1002/jbmr.3737. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Liao L, Zhang S, Gu J, Takarada T, Yoneda Y, Huang J. et al. Deletion of Runx2 in Articular Chondrocytes Decelerates the Progression of DMM-Induced Osteoarthritis in Adult Mice. Sci Rep. 2017;7:2371. doi: 10.1038/s41598-017-02490-w. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Zheng Q, Zhou G, Morello R, Chen Y, Garcia-Rojas X, Lee B. Type X collagen gene regulation by Runx2 contributes directly to its hypertrophic chondrocyte-specific expression in vivo. J Cell Biol. 2003;162:833–42. doi: 10.1083/jcb.200211089. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Mackie EJ, Ahmed YA, Tatarczuch L, Chen KS, Mirams M. Endochondral ossification: how cartilage is converted into bone in the developing skeleton. Int J Biochem Cell Biol. 2008;40:46–62. doi: 10.1016/j.biocel.2007.06.009. [DOI] [PubMed] [Google Scholar]
- 14.Bian H, Zhu T, Liang Y, Hei R, Zhang X, Li X. et al. Expression Profiling and Functional Analysis of Candidate Col10a1 Regulators Identified by the TRAP Program. Front Genet. 2021;12:683939. doi: 10.3389/fgene.2021.683939. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Bruderer M, Richards RG, Alini M, Stoddart MJ. Role and regulation of RUNX2 in osteogenesis. Eur Cell Mater. 2014;28:269–86. doi: 10.22203/ecm.v028a19. [DOI] [PubMed] [Google Scholar]
- 16.Kim HJ, Kim WJ, Ryoo HM. Post-Translational Regulations of Transcriptional Activity of RUNX2. Mol Cells. 2020;43:160–7. doi: 10.14348/molcells.2019.0247. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Rashid H, Chen H, Javed A. Runx2 is required for hypertrophic chondrocyte mediated degradation of cartilage matrix during endochondral ossification. Matrix Biol Plus. 2021;12:100088. doi: 10.1016/j.mbplus.2021.100088. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Yahara Y, Takemori H, Okada M, Kosai A, Yamashita A, Kobayashi T. et al. Pterosin B prevents chondrocyte hypertrophy and osteoarthritis in mice by inhibiting Sik3. Nat Commun. 2016;7:10959. doi: 10.1038/ncomms10959. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Zoch ML, Clemens TL, Riddle RC. New insights into the biology of osteocalcin. Bone. 2016;82:42–9. doi: 10.1016/j.bone.2015.05.046. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Lian JB, McKee MD, Todd AM, Gerstenfeld LC. Induction of bone-related proteins, osteocalcin and osteopontin, and their matrix ultrastructural localization with development of chondrocyte hypertrophy in vitro. J Cell Biochem. 1993;52:206–19. doi: 10.1002/jcb.240520212. [DOI] [PubMed] [Google Scholar]
- 21.Choi YH, Kim YJ, Jeong HM, Jin YH, Yeo CY, Lee KY. Akt enhances Runx2 protein stability by regulating Smurf2 function during osteoblast differentiation. FEBS J. 2014;281:3656–66. doi: 10.1111/febs.12887. [DOI] [PubMed] [Google Scholar]
- 22.Deng L, Huang L, Sun Y, Heath JM, Wu H, Chen Y. Inhibition of FOXO1/3 promotes vascular calcification. Arterioscler Thromb Vasc Biol. 2015;35:175–83. doi: 10.1161/ATVBAHA.114.304786. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Ma X, Dang Y, Shao X, Chen X, Wu F, Li Y. Ubiquitination and Long Non-coding RNAs Regulate Actin Cytoskeleton Regulators in Cancer Progression. Int J Mol Sci. 2019. 20. [DOI] [PMC free article] [PubMed]
- 24.Wang KC, Chang HY. Molecular mechanisms of long noncoding RNAs. Mol Cell. 2011;43:904–14. doi: 10.1016/j.molcel.2011.08.018. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Le H, Xu W, Zhuang X, Chang F, Wang Y, Ding J. Mesenchymal stem cells for cartilage regeneration. J Tissue Eng. 2020;11:2041731420943839. doi: 10.1177/2041731420943839. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Szychlinska MA, Stoddart MJ, D'Amora U, Ambrosio L, Alini M, Musumeci G. Mesenchymal Stem Cell-Based Cartilage Regeneration Approach and Cell Senescence: Can We Manipulate Cell Aging and Function? Tissue Eng Part B Rev. 2017;23:529–39. doi: 10.1089/ten.TEB.2017.0083. [DOI] [PubMed] [Google Scholar]
- 27.van der Kraan PM, van den Berg WB. Chondrocyte hypertrophy and osteoarthritis: role in initiation and progression of cartilage degeneration? Osteoarthritis Cartilage. 2012;20:223–32. doi: 10.1016/j.joca.2011.12.003. [DOI] [PubMed] [Google Scholar]
- 28.Jiang L, Lin J, Zhao S, Wu J, Jin Y, Yu L. et al. ADAMTS5 in Osteoarthritis: Biological Functions, Regulatory Network, and Potential Targeting Therapies. Front Mol Biosci. 2021;8:703110. doi: 10.3389/fmolb.2021.703110. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Hu Q, Ecker M. Overview of MMP-13 as a Promising Target for the Treatment of Osteoarthritis. Int J Mol Sci. 2021. 22. [DOI] [PMC free article] [PubMed]
- 30.Philp AM, Davis ET, Jones SW. Developing anti-inflammatory therapeutics for patients with osteoarthritis. Rheumatology (Oxford) 2017;56:869–81. doi: 10.1093/rheumatology/kew278. [DOI] [PubMed] [Google Scholar]
- 31.Zhang W, Ouyang H, Dass CR, Xu J. Current research on pharmacologic and regenerative therapies for osteoarthritis. Bone Res. 2016;4:15040. doi: 10.1038/boneres.2015.40. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Tiku ML, Sabaawy HE. Cartilage regeneration for treatment of osteoarthritis: a paradigm for nonsurgical intervention. Ther Adv Musculoskelet Dis. 2015;7:76–87. doi: 10.1177/1759720X15576866. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Diekman BO, Guilak F. Stem cell-based therapies for osteoarthritis: challenges and opportunities. Curr Opin Rheumatol. 2013;25:119–26. doi: 10.1097/BOR.0b013e32835aa28d. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Li MH, Xiao R, Li JB, Zhu Q. Regenerative approaches for cartilage repair in the treatment of osteoarthritis. Osteoarthritis Cartilage. 2017;25:1577–87. doi: 10.1016/j.joca.2017.07.004. [DOI] [PubMed] [Google Scholar]
- 35.Ripmeester EGJ, Timur UT, Caron MMJ, Welting TJM. Recent Insights into the Contribution of the Changing Hypertrophic Chondrocyte Phenotype in the Development and Progression of Osteoarthritis. Front Bioeng Biotechnol. 2018;6:18. doi: 10.3389/fbioe.2018.00018. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Huynh NP, Anderson BA, Guilak F, McAlinden A. Emerging roles for long noncoding RNAs in skeletal biology and disease. Connect Tissue Res. 2017;58:116–41. doi: 10.1080/03008207.2016.1194406. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Mercer TR, Mattick JS. Structure and function of long noncoding RNAs in epigenetic regulation. Nat Struct Mol Biol. 2013;20:300–7. doi: 10.1038/nsmb.2480. [DOI] [PubMed] [Google Scholar]
- 38.Sun H, Peng G, Ning X, Wang J, Yang H, Deng J. Emerging roles of long noncoding RNA in chondrogenesis, osteogenesis, and osteoarthritis. Am J Transl Res. 2019;11:16–30. [PMC free article] [PubMed] [Google Scholar]
- 39.Liu Q, Hu X, Zhang X, Dai L, Duan X, Zhou C. et al. The TMSB4 Pseudogene LncRNA Functions as a Competing Endogenous RNA to Promote Cartilage Degradation in Human Osteoarthritis. Mol Ther. 2016;24:1726–33. doi: 10.1038/mt.2016.151. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Zhang C, Wang P, Jiang P, Lv Y, Dong C, Dai X. et al. Upregulation of lncRNA HOTAIR contributes to IL-1beta-induced MMP overexpression and chondrocytes apoptosis in temporomandibular joint osteoarthritis. Gene. 2016;586:248–53. doi: 10.1016/j.gene.2016.04.016. [DOI] [PubMed] [Google Scholar]
- 41.Song J, Ahn C, Chun CH, Jin EJ. A long non-coding RNA, GAS5, plays a critical role in the regulation of miR-21 during osteoarthritis. J Orthop Res. 2014;32:1628–35. doi: 10.1002/jor.22718. [DOI] [PubMed] [Google Scholar]
- 42.Hu J, Wang Z, Shan Y, Pan Y, Ma J, Jia L. Long non-coding RNA HOTAIR promotes osteoarthritis progression via miR-17-5p/FUT2/beta-catenin axis. Cell Death Dis. 2018;9:711. doi: 10.1038/s41419-018-0746-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Xiao D, Bi R, Liu X, Mei J, Jiang N, Zhu S. Notch Signaling Regulates MMP-13 Expression via Runx2 in Chondrocytes. Sci Rep. 2019;9:15596. doi: 10.1038/s41598-019-52125-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Meyer MB, Benkusky NA, Pike JW. The RUNX2 cistrome in osteoblasts: characterization, down-regulation following differentiation, and relationship to gene expression. J Biol Chem. 2014;289:16016–31. doi: 10.1074/jbc.M114.552216. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.van der Deen M, Akech J, Lapointe D, Gupta S, Young DW, Montecino MA. et al. Genomic promoter occupancy of runt-related transcription factor RUNX2 in Osteosarcoma cells identifies genes involved in cell adhesion and motility. J Biol Chem. 2012;287:4503–17. doi: 10.1074/jbc.M111.287771. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Xiang XN, Zhu SY, He HC, Yu X, Xu Y, He CQ. Mesenchymal stromal cell-based therapy for cartilage regeneration in knee osteoarthritis. Stem Cell Res Ther. 2022;13:14. doi: 10.1186/s13287-021-02689-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Steinert AF, Ghivizzani SC, Rethwilm A, Tuan RS, Evans CH, Noth U. Major biological obstacles for persistent cell-based regeneration of articular cartilage. Arthritis Res Ther. 2007;9:213. doi: 10.1186/ar2195. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Wang X, Manner PA, Horner A, Shum L, Tuan RS, Nuckolls GH. Regulation of MMP-13 expression by RUNX2 and FGF2 in osteoarthritic cartilage. Osteoarthritis Cartilage. 2004;12:963–73. doi: 10.1016/j.joca.2004.08.008. [DOI] [PubMed] [Google Scholar]
- 49.Hezroni H, Koppstein D, Schwartz MG, Avrutin A, Bartel DP, Ulitsky I. Principles of long noncoding RNA evolution derived from direct comparison of transcriptomes in 17 species. Cell Rep. 2015;11:1110–22. doi: 10.1016/j.celrep.2015.04.023. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Washietl S, Kellis M, Garber M. Evolutionary dynamics and tissue specificity of human long noncoding RNAs in six mammals. Genome Res. 2014;24:616–28. doi: 10.1101/gr.165035.113. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Chen J, Shishkin AA, Zhu X, Kadri S, Maza I, Guttman M. et al. Evolutionary analysis across mammals reveals distinct classes of long non-coding RNAs. Genome Biol. 2016;17:19. doi: 10.1186/s13059-016-0880-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Zhang X, Xue C, Lin J, Ferguson JF, Weiner A, Liu W, Interrogation of nonconserved human adipose lincRNAs identifies a regulatory role of linc-ADAL in adipocyte metabolism. Sci Transl Med. 2018. 10. [DOI] [PMC free article] [PubMed]
- 53.Hennessy EJ, van Solingen C, Scacalossi KR, Ouimet M, Afonso MS, Prins J. et al. The long noncoding RNA CHROME regulates cholesterol homeostasis in primate. Nat Metab. 2019;1:98–110. doi: 10.1038/s42255-018-0004-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54.Ruan X, Li P, Chen Y, Shi Y, Pirooznia M, Seifuddin F. et al. In vivo functional analysis of non-conserved human lncRNAs associated with cardiometabolic traits. Nat Commun. 2020;11:45. doi: 10.1038/s41467-019-13688-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Lee S, Yoon DS, Paik S, Lee KM, Jang Y, Lee JW. microRNA-495 inhibits chondrogenic differentiation in human mesenchymal stem cells by targeting Sox9. Stem Cells Dev. 2014;23:1798–808. doi: 10.1089/scd.2013.0609. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Park MS, Kim YH, Jung Y, Kim SH, Park JC, Yoon DS. et al. In situ Recruitment of Human Bone Marrow-Derived Mesenchymal Stem Cells Using Chemokines for Articular Cartilage Regeneration. Cell Transplant. 2015;24:1067–83. doi: 10.3727/096368914X681018. [DOI] [PubMed] [Google Scholar]
- 57.Yoon DS, Kim YH, Lee S, Lee KM, Park KH, Jang Y. et al. Interleukin-6 induces the lineage commitment of bone marrow-derived mesenchymal multipotent cells through down-regulation of Sox2 by osteogenic transcription factors. FASEB J. 2014;28:3273–86. doi: 10.1096/fj.13-248567. [DOI] [PubMed] [Google Scholar]
- 58.Yoon DS, Choi Y, Jang Y, Lee M, Choi WJ, Kim SH. et al. SIRT1 directly regulates SOX2 to maintain self-renewal and multipotency in bone marrow-derived mesenchymal stem cells. Stem Cells. 2014;32:3219–31. doi: 10.1002/stem.1811. [DOI] [PubMed] [Google Scholar]
- 59.Kim D, Langmead B, Salzberg SL. HISAT: a fast spliced aligner with low memory requirements. Nat Methods. 2015;12:357–60. doi: 10.1038/nmeth.3317. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 60.Pertea M, Pertea GM, Antonescu CM, Chang TC, Mendell JT, Salzberg SL. StringTie enables improved reconstruction of a transcriptome from RNA-seq reads. Nat Biotechnol. 2015;33:290–5. doi: 10.1038/nbt.3122. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 61.Pertea M, Kim D, Pertea GM, Leek JT, Salzberg SL. Transcript-level expression analysis of RNA-seq experiments with HISAT, StringTie and Ballgown. Nat Protoc. 2016;11:1650–67. doi: 10.1038/nprot.2016.095. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Love MI, Huber W, Anders S. Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol. 2014;15:550. doi: 10.1186/s13059-014-0550-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 63.Raudvere U, Kolberg L, Kuzmin I, Arak T, Adler P, Peterson H. et al. g:Profiler: a web server for functional enrichment analysis and conversions of gene lists (2019 update) Nucleic Acids Res. 2019;47:W191–W8. doi: 10.1093/nar/gkz369. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 64.Yoon DS, Lee KM, Choi Y, Ko EA, Lee NH, Cho S. et al. TLR4 downregulation by the RNA-binding protein PUM1 alleviates cellular aging and osteoarthritis. Cell Death Differ. 2022;29:1364–78. doi: 10.1038/s41418-021-00925-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The datasets used and/or analyzed during the current study are included in this published article or are available from the corresponding authors upon reasonable request.