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Significant changes in synovial fluid microRNAs after high tibial osteotomy in medial compartmental knee osteoarthritis: Identification of potential prognostic biomarkers

  • Yoon Hae Kwak ,

    Contributed equally to this work with: Yoon Hae Kwak, Dae-Kyung Kwak

    Roles Conceptualization, Investigation, Methodology, Project administration, Visualization, Writing – original draft

    Affiliation Department of Orthopaedic Surgery, Severance Children’s Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea

  • Dae-Kyung Kwak ,

    Contributed equally to this work with: Yoon Hae Kwak, Dae-Kyung Kwak

    Roles Investigation, Validation, Writing – original draft

    Affiliation Department of Orthopaedic Surgery, Hallym University Sacred Heart Hospital, Hallym University College of Medicine, Anyang, Republic of Korea

  • Nan Young Kim,

    Roles Data curation, Software, Validation

    Affiliation Hallym Institute of Translational Genomics & Bioinformatics, Hallym University Medical Center, Anyang, Republic of Korea

  • Yun Joong Kim,

    Roles Supervision

    Affiliations Hallym Institute of Translational Genomics & Bioinformatics, Hallym University Medical Center, Anyang, Republic of Korea, Ilsong Institute of Life Science, Hallym University, Anyang, Republic of Korea, Department of Neurology, Hallym University Sacred Heart Hospital, Hallym University College of Medicine, Anyang, Republic of Korea

  • Jeong Seop Lim,

    Roles Data curation, Project administration

    Affiliation Department of Orthopaedic Surgery, Hallym University Sacred Heart Hospital, Hallym University College of Medicine, Anyang, Republic of Korea

  • Je-Hyun Yoo

    Roles Conceptualization, Formal analysis, Funding acquisition, Methodology, Resources, Software, Visualization, Writing – original draft, Writing – review & editing

    oships@hallym.ac.kr

    Affiliation Department of Orthopaedic Surgery, Hallym University Sacred Heart Hospital, Hallym University College of Medicine, Anyang, Republic of Korea

Abstract

High tibial osteotomy (HTO) is a well-established treatment for medial compartmental knee osteoarthritis. Several microRNAs (miRNAs) are involved in osteoarthritis progression and are useful as osteoarthritis-related biomarkers. In this prospective study, we investigated differentially expressed microRNAs in the synovial fluid (SF) before and after HTO in patients with medial compartmental knee osteoarthritis to identify microRNAs that can be used as prognostic biomarkers. We used miRNA-PCR arrays to screen for miRNAs in SF samples obtained preoperatively and 6 months postoperatively from 6 patients with medial compartmental knee osteoarthritis who were treated with medial open wedge HTO. Differentially expressed miRNAs identified in the profiling stage were validated by real-time quantitative PCR in 22 other patients who had also been treated with HTO. All patients radiographically corresponded to Kellgren-Lawrence grade II or III with medial compartmental osteoarthritis. These patients were clinically assessed using a visual analogue scale and Western Ontario McMaster Universities scores. Mechanical axis changes were measured on standing anteroposterior radiographs of the lower limbs assessed preoperatively and at 6 months postoperatively. Among 84 miRNAs known to be involved in the inflammatory process, 14 were expressed in all SF specimens and 3 (miR-30a-5p, miR-29a-3p, and miR-30c-5p) were differentially expressed in the profiling stage. These 3 miRNAs, as well as 4 other miRNAs (miR-378a-5p, miR-140-3p, miR-23a-3p, miR-27b-3p), are related to osteoarthritis progression. These results were validated in the SF from 22 patients. Clinical and radiological outcomes improved after HTO in all patients, and only 2 miRNAs (miR-30c-5p and miR-23a-3p) were significantly differentially expressed between preoperative and postoperative 6-month SF samples (p = 0.006 and 0.007, respectively). Of these two miRNAs, miR-30c-5p correlated with postoperative pain relief. This study provides potential prognostic miRNAs after HTO and further investigations should be considered to determine clinical implications of these miRNAs.

Introduction

High tibial osteotomy (HTO) is a well-known treatment modality for active patients with medial compartmental osteoarthritis (OA) of the knee [1,2]. Several studies have shown a correlation between HTO and regeneration of the degenerated cartilage, which is thought to occur through the realignment of the mechanical axis in medial compartmental knee OA. As a result, HTO offers excellent intermediate and long-term survival rates [3,4]. Moreover, a correlation has been reported between visible improvement of the articular surface and the degree of correction with HTO [5].

The pathogenesis of OA is thought to be a complex and multifactorial process caused by genetic, mechanical, and environmental factors. Recently, the effect of dysregulation, which occurs at the molecular level during the pathogenic process of OA, has gained increased attention [6]. Environmental factors induce epigenetic mechanisms that independently regulate genomic activity in the DNA sequence and alter the expression of genes involved in disease development [7]. MicroRNAs (miRNAs), which are small non-coding RNAs composed of 19–25 nucleotides, regulate gene expression post-transcriptionally through mRNA degradation or translational suppression by binding to the 3ʹ-UTR of target genes [8]. The role of miRNAs in cartilage degeneration has been previously reported [9,10]. Most published studies that quantified miRNA expression in OA have focused on tissues or cell lines. However, miRNAs have also been identified in the circulatory body fluids of patients with other pathologies [11,12] such that the levels of some circulating miRNAs have been associated with the diagnosis and prognosis of several diseases [13].

Most studies on HTO in medial compartmental knee OA have focused on the change in the mechanical load on the knee joint resulting from the realignment of the mechanical axis (MA) [14,15]. Regeneration of the degenerated articular cartilage in the medial compartment in medial compartmental knee OA can be expected following HTO without the need for any additional procedures, although the detailed mechanism is still unclear. Although there are many studies related to HTO in medial compartmental knee OA or miRNA expression in OA, only a small amount of information is available on the changes that occur in miRNA expression after HTO in medial compartmental knee OA and their clinical implication. Nonetheless, any changes in miRNA expression in the synovial fluid (SF) could be related to the change in the MA following HTO and subsequent cartilage regeneration. Thus, these miRNAs could be used as biomarkers to predict the prognosis after HTO.

This prospective study was conducted to determine which miRNAs in the SF are significantly differentially expressed after HTO for medial compartment knee OA and to identify the miRNAs that can serve as biomarkers related to overall prognosis.

Materials and methods

Study subjects

Patients with medial compartment knee OA who underwent HTO between November 2015 and February 2017 were prospectively enrolled in this study. First, 6 patients were recruited for the profiling stage; these patients were all females with a mean age of 57.7 years (52–65 years). Medial compartmental knee OA was confirmed by plain radiographs and scored according to the Kellgren-Lawrence grade (K-L grade) (Table 1). All patients were K-L grade II or III OA only in the medial compartment of the affected knee. For miRNA validation, 22 patients were recruited, including 19 female and 3 male patients with a mean age of 56.8 years (46–65 years). All patients were K-L grade II or III OA only in the medial compartment (Table 2). SF specimens were collected from each patient in the operating room immediately prior to undergoing the HTO procedure. Six-month SF specimens were collected in an outpatient clinic at the 6-month follow-up postoperatively.

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Table 2. Demographic data of 22 patients at the validation stage.

https://doi.org/10.1371/journal.pone.0227596.t002

Clinical evaluations to determine factors such as pain and functional improvement of the patients were performed using a visual analogue scale (VAS) score and the Western Ontario McMaster Universities (WOMAC) score, both preoperatively and 6 months postoperatively. Radiological assessment was performed using standing full-length anteroposterior radiographs of the lower limbs, which were taken preoperatively and 6 months postoperatively in all cases. These radiographs were taken to ensure that the patella was directly facing the front. Radiographic changes after HTO were evaluated by measuring the MA and weight bearing line (WBL) ratio. The WBL was defined as the perpendicular distance from the WBL to the medial edge of the tibial plateau divided by the width of the tibial plateau. The MA was defined as the angle subtended by a line drawn from the center of the femoral head to the center of the knee and a line drawn from the center of the knee to the center of the talus. The WBL was drawn from the center of the femoral head to the center of the superior articular surface of the talus [16].

Sampling strategy and miRNA analysis

RNA extraction from SF.

First, 5 ml of SF was collected in EDTA tubes from all patients, and the plasma was separated by centrifugation within 4 h of collection to ensure consistent pre-analytical conditions for all samples. All samples were stored at -80°C and were not subjected to any freeze–thaw cycles before use. Total RNA was isolated from each specimen using the miRNeasy Serum/Plasma Kit (Qiagen, Germany), according to the manufacturer’s instructions. The samples were immediately stored at -80°C until further analysis.

Profiling by miRNAs array analysis.

Reverse transcription was conducted with 2 μl RNA in 10 μl reactions using the miScript II RT Kit (Qiagen, Germany), according to the manufacturer’s instructions. cDNA from miRNA was amplified using the miScript miRNA PCR Array (MIHS-105Z, Qiagen, Germany). Real-time PCR was performed on the StepOnePlusTM Real Time PCR System (Applied Biosystems, USA) using the miScript SYBR Green PCR Kit (Qiagen, Germany). Thermal cycling conditions were 95°C for 15 min followed by 40 cycles of 95°C for 15 s, 55°C for 30 s, and 70°C for 30 s, respectively. The data were analyzed using the PCR array data analysis tools (Qiagen, Germany). These panels contained primers for detection of the 84 most highly expressed miRNAs in the human body fluid (Fig 1). Real-time PCR was performed according to the manufacturer’s instructions. In each 96-well plate, cDNAs from preoperative and postoperative 6-month SF specimens from each patient were amplified in parallel. Expression values were calculated using the 2-ΔCt method, and the mean and standard deviation (SD) of the three technical replicates are shown in Table 3. Additionally, the fold changes indicating the value of the change in the expression of miRNAs between the preoperative and postoperative 6-month time points were also calculated.

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Fig 1. Study design.

Three candidate miRNAs were identified in synovial fluid samples collected from 6 patients preoperatively and postoperatively after high tibial osteotomy. After adding 4 miRNAs from published literature, a total of 7 miRNAs in 22 patients were validated.

https://doi.org/10.1371/journal.pone.0227596.g001

Validation RT-qPCR.

To analyze the expression of these miRNAs, real-time PCRs were performed using the specific miScript Primer Assay (Qiagen, Germany). To normalize the expression of the miRNAs being validated, the GeNorm algorithm (GenEx, Qiagen, Germany) was used. SNORD61 was used as an endogenous reference gene [17].

Ethics statement

This study protocol was approved by the local Institutional Review Board/ Ethics Committee of Hallym University Sacred Heart Hospital (2015-I101), and it was conducted in compliance with the Declaration of Helsinki. Written informed consent was obtained from each patient, and this study was supported by a grant from the National Research Foundation of Korea (NRF-2015R1D1A1A01060157). Personally identifiable information of patients was encrypted and all the analyzed data were anonymized.

Statistical analysis

Statistical analyses were performed using SPSS® software version 23 (IBM Corporation, Armonk, NY, USA). Paired t-tests for the levels of miRNAs (ΔCt) and a nominal p-value < 0.05 were used in the profiling stage, and Bonferroni corrected p-values (0.05/7) were used in the validation stage. To compare the changes in postoperative miRNAs levels with clinical and radiologic outcomes, correlation analysis using the Spearman rank test was performed considering covariates, including age, gender, BMI, preoperative K-L grade, and preoperative lower leg alignment. Wilcoxon signed-rank test was used for the comparison of clinical outcomes between preoperative and postoperative values.

Results

Identification of differentially expressed miRNAs in the profiling stage

A panel of 84 miRNAs and controls were profiled in SF specimens from 6 patients with medial compartment OA. The expression results for the 84 miRNAs based on biological groups are shown in a heat map (Fig 2), and the PCR array analysis revealed 14 of the 84 target miRNAs in all SF specimens. Only 3 miRNAs, miR-30a-5p, miR-29a-3p, and miR-30c-5p, were upregulated with a significant fold change, and these were included in the validation testing (Table 3).

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Fig 2. Heat map showing the expression levels of 84 target miRNAs from a miRNA PCR array screening of synovial fluid collected from 6 patients preoperatively and at 6 months postoperatively.

https://doi.org/10.1371/journal.pone.0227596.g002

Validation stage: Expression of 7 miRNAs in SF samples acquired preoperatively and 6 months postoperatively in 22 patients who underwent HTO

To further validate our profiling results, the expression of a total of 7 miRNAs, the 3 identified in the profiling stage and 4 other miRNAs, miR-378a-5p, miR-140-3p, miR-23a-3p, and miR-27b-3p, which are reported to be related to the progression of OA, were measured in the SF that was acquired preoperatively and at 6 months postoperatively in 22 patients using RT-qPCR analysis. Of the 7 miRNAs, 4 miRNAs, miR-30c-5p, miR-378a-5p, miR-23a-3p and miR-27b-3p, were differentially expressed preoperatively and 6 months postoperatively when normalized to the expression of SNORD61 (Fig 3). When the p-values were corrected by the Bonferroni method, only 2 miRNAs, miR-30c-5p and miR-23a-3p, showed a significantly positive fold change (Table 4).

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Fig 3. Box plot showing the interquartile range and median of expression levels of miR-30a-5p, miR-29a-3p, miR-30c-5p, miR-378a-5p, miR-23a-3p, miR-27b-3p, and miR-140-3p at the validation stage.

The values represent the relative levels normalized to the levels of the reference gene SNORD61.

https://doi.org/10.1371/journal.pone.0227596.g003

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Table 4. Fold changes of the expression of miRNAs at the profiling and validation stages.

https://doi.org/10.1371/journal.pone.0227596.t004

Comparison of clinical and radiological outcomes preoperatively and 6 months postoperatively in 22 patients

Clinical outcomes assessed using a VAS and WOMAC questionnaire were significantly improved 6 months postoperatively compared to the preoperative values (Table 5).

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Table 5. Improvement of radiological and functional outcomes in 22 patients.

https://doi.org/10.1371/journal.pone.0227596.t005

Preoperative pain, functional disability, and lower leg varus knee alignment were significantly improved 6 months after index surgery in 22 patients.

Correlation between demographic and clinical data and the expression of miRNAs

There was no significant correlation between demographic data, including age, gender, and body mass index, and the expression of the 7 miRNAs. Moreover, there was no significant correlation between the extent of radiologic correction and expression of the 7 miRNAs investigated. Only the extent of pain on the VAS scale at 6 months postoperatively was significantly lower along with the increased expression of 4 miRNAs [miR-30c-5p (correlation coefficient -0.453, p = 0.034), 27b-3p (correlation coefficient -0.449, p = 0.036), 140-3p (correlation coefficient -0.489, p = 0.021), and 30a-5p (correlation coefficient -0.480, p = 0.024)] (S1 Table). miR-30c-5p was the only biomarker that correlated with significant fold changes after Bonferroni correction and clinical symptoms such as postoperative pain.

Discussion

Even with pre-existing arthritis in the medial compartment of the knee, many studies have shown improvement of articular cartilage after HTO [5,18]. Second-look arthroscopic assessment after HTO has been used to provide evidence of cartilage regeneration and mechanical improvement, which proves the effectiveness of the operation on cartilage regeneration, although the underlying mechanism is unknown. Advanced techniques using novel circulating miRNA signatures have led to the use of miRNAs as promising biomarkers. These miRNAs were previously shown to be either diagnostic factors or underlying causative factors [19, 20].

Our study was designed to identify SF miRNAs in patients with improved medial compartment OA using a comprehensive array approach. A systemic, array-based miRNA analysis was performed on SF samples from 6 patients preoperatively and postoperatively. Consistently detectable miRNAs that were significantly different after HTO were chosen for further validation of the preoperative and postoperative SF samples obtained from 22 patients. Among the 84 analyzed miRNAs, 14 miRNAs were detected in the SF of 6 patients, with 3 of these miRNAs, miR-30a-5p, miR-29a-3p and miR-30c-5p, showing significant fold changes after HTO.

miR-30a-5p has been previously implicated in the progression of lung [21], colorectal [22], and other types of cancers. Previously, the miR-30a-5p family has been found to be involved in the cardiovascular pathophysiology that leads to myocardial infarction [23, 24]. miR-30a-5p is also associated with rheumatoid arthritis and inflammation in septic conditions [25, 26]. Shen et al. reported that miR-30a-5p is highly expressed in the cartilage of patients with osteoarthritis, and its high expression can block chondrocytes, which induces the apoptosis of chondrocytes by targeting protein kinase B [27]. However, Caserta et al. noted that circular miR-30a-5p is inversely related to pro-inflammatory mediators, such as interleukin-1β and interleukin-6 [26]. In our study, miR-30a-5p was highly expressed in the preoperative SF samples of patients with OA and showed significant changes at the 6-month follow-up appointment, but no significant change was found in the validation.

Studies have shown the association between miR-29a-3p and ankylosing spondylitis (AS) [28, 29]. Although data on miR-29a-3p levels in AS are inconsistent, Prajzlerova et al. reported that patients with advanced-stage AS with extensive bone formation have higher levels of TGF-β, as well as miR-29a suppression and increased bone formation [30]. In addition, Sox9 represses the expression of miR-29a-3p in chondrocytes [31]. In our study, miR-29a-3p significantly increased after HTO, which is consistent with these previous investigations. miR-30c-5p has mainly been reported in relation to cancers [32, 33]; however, studies on chronic inflammatory disease have shown its involvement in endothelial dysfunction [34] and macrophage-mediated inflammation [35]. miR-30c-5p suppresses inflammatory pathways and is involved in related organs. Members of the miR-30 family are associated with the pathology of human OA, as highlighted in a previous study [36]. Moreover, Kung et al. showed that miR-30c-5p is an important potential therapeutic target in OA owing to its role in the disease progression and it can be targeted throughout a wide therapeutic window to reduce the pathogenic development of OA. In their study, miR-30c-5p was significantly down-regulated in the mouse OA model, and Npr3, an experimentally validated therapeutic target, was confirmed by bioinformatics analysis [37]. In our study, since miR-30c-5p was found to regulate OA, our findings are consistent with the results of previous studies. The correlations of the 3 miRNAs evaluated in our study were inconsistent with those reported in previous studies. Nonetheless, these miRNAs can be considered common factors in the inflammatory response related to OA of the knee; however, in this study, we focused on SF samples. Thus, it is possible that the pathogenesis of regulation could be different from the processes examined in previous studies.

Along with the 3 identified miRNAs, 4 additional previously reported miRNAs were validated in 22 patients. The changes in clinical symptoms and radiological measurements were used to identify specific miRNAs related to improved outcomes. The 4 miRNAs added in the validation phase were identified in circulating miRNA signatures in OA knee SF samples [38, 39]. These are known to be circulating miRNAs that are differentially expressed in OA. Among the 7 miRNAs, 1 from the profiling stage, miR-30c-5p, and 3 added at the validation stage, miR-378a-5p, miR-23a-3p and miR-27b-3p, showed significant changes. Therefore, our results were consistent with those of previous OA studies that used SF samples, except for miR-140-3p, which showed a difference after HTO, albeit statistical significance was not observed. Furthermore, Yang et al. also reported that the expression of miR-140 in SF was significantly reduced in patients with OA [40]. After Bonferroni correction, however, only 2 miRNAs showed significant differences: miR-30c-5p from the profiling phase and miR-23a-3p from the validation phase. A previous study showed that IL-1β contributes to the release of miR-23a-3p in the SF [38]; however, our patients had a K-L grade of II or III. Hence, this finding is different from that of our present study on the progression of OA. miR-378a-5p is highly expressed in late OA, and miR-27b-3p also shows a high fold change in late OA/early OA. Therefore, these two miRNAs may not have shown any significant difference in our study for patients with early and late medial compartment knee OA [38]. miR-30c-5p has not been evaluated in OA, but it might be an important SF miRNA in medial compartment knee OA, as previously noted in this study.

For clinical relevance, possible correlations between improvements in radiological and functional outcomes and the levels of 7 miRNAs were analyzed. None of the 7 miRNAs was correlated with age, gender, or body mass index data. Four miRNAs correlated with the postoperative VAS score; however, only miR-30c-5p showed significant fold changes that correlated with the postoperative VAS score. The subjective nature of pain and inconsistencies observed during the follow-up may explain this result. Nevertheless, the importance of pain as an outcome of clinical evaluation cannot be disregarded [41]. Moreover, these clinical correlations were only measured with 22 patients, so an evaluation with a larger cohort should also be considered. These results do not definitively prove an association between SF miRNAs and HTO in patients with medial compartment knee OA; however, based on the data presented in this study, we hypothesize that differences in miRNA expression in SF reflect miRNA changes at medial compartment knee OA sites and are related to the inflammatory process.

There are some limitations to our study. In the profiling phase, we can use only 84 miRNAs panel, so 84 miRNAs were screened. To compensate for this, several important miRNAs reported to be related to the progression of osteoarthritis on literature were added in the validation phase. Further studies involving larger patient cohorts are needed to confirm the findings presented in this study, as only a small proportion of the SF miRNAs has been analyzed. Additionally, there was no positive control in our study. A positive control may be needed as the change of each miRNA in the SF would be a result of surgical intervention and not entirely specific to HTO. To account for this, we not only compared preoperative and postoperative expression of miRNAs but also compared clinical and radiologic improvements specific to HTO. Finally, this study focused on miRNAs related to the improvement of OA after HTO intervention; however, the underlying mechanisms between miRNAs and post-HTO prognosis were not evaluated. This study provides fundamental basic research outputs to identify potential prognostic miRNAs based on the change of miRNA’s expressions after HTO in medial compartmental knee OA. Further investigations are required to determine clinical implications of the change of these miRNAs’ expressions after HTO.

Biomarkers are used to evaluate OA improvement in patients in addition to clinical symptoms and radiologic assessments. To the best of our knowledge, this study is the first to screen miRNAs in the SF from patients with medial compartment knee OA and to identify a panel of SF circulating miRNAs that can help evaluate the improvement of OA between the preoperative and postoperative periods. Previous studies have focused on the regeneration of cartilage after HTO with mechanical loading changes. In this study, the screening identified 2 miRNAs, miR-30c-5p and miR-23a-3p, that were significantly altered after HTO. Moreover, miR-30c-5p showed a significant correlation with the postoperative pain score. A direct relationship between miRNA expression and clinical improvement in patients was not definitively demonstrated by our results. Nonetheless, our results do suggest the potential of these miRNAs as biomarkers to indicate clinical improvement after HTO.

Supporting information

S1 Table. Spearman’s rank correlation coefficients between the expression of 7 miRNAs normalized at the validation stage and outcome factors.

https://doi.org/10.1371/journal.pone.0227596.s001

(DOCX)

References

  1. 1. Niemeyer P, Schmal H, Hauschild O, Von Heyden J, Sudkamp NP, Kostler W. Open-wedge osteotomy using an internal plate fixator in patients with medial-compartment gonarthritis and varus malalignment: 3-year results with regard to preoperative arthroscopic and radiographic findings. Arthroscopy. 2010;26: 1607–1616. pmid:20926232
  2. 2. Jung WH, Chun CW, Lee JH, Ha JH, Kim JH, Jeoung JH. Comparative study of medial opening-wedge high tibial osteotomy using 2 different implants. Arthroscopy. 2013;29: 1063–1071. pmid:23623294
  3. 3. Jung WH, Takeuchi R, Chun CW, Lee JS, Ha JH, Kim JH, et al. Second-look arthroscopic assessment of cartilage regeneration after medial opening-wedge high tibial osteotomy. Arthroscopy. 2014;30: 72–79. pmid:24384273
  4. 4. Prodromos CC, Amendola A, Jakob RP. High tibial osteotomy: indications, techniques, and postoperative management. Instr Course Lect. 2015;64: 555–565. pmid:25745938
  5. 5. Kanamiya T, Naito M, Hara M, Yoshimura I. The influences of biomechanical factors on cartilage regeneration after high tibial osteotomy for knees with medial compartment osteoarthritis: clinical and arthroscopic observation. Arthroscopy. 2002;18: 725–729. pmid:12209429
  6. 6. Nugent M. MicroRNAs: exploring new horizons in osteoarthritis. Osteoarthritis Cartilage. 2016;24: 573–580. pmid:26576510
  7. 7. Skinner MK. Environmental epigenetic transgenerational inheritance and somatic epigenetic mitotic stability. Epigenetics. 2011;6: 838–842. pmid:21637037
  8. 8. Filipowicz W, Bhattacharyya SN, Sonenberg N. Mechanisms of post-transcriptional regulation by microRNAs: are the answers in sight? Nat Rev Genet. 2008;9: 102–114. pmid:18197166
  9. 9. Zhang M, Lygrisse K, Wang J. Role of microRNA in osteoarthritis. J Arthritis. 2017;6. Epub
  10. 10. Beyer C, Zampetaki A, Lin NY, Kleyer A, Perricone C, Iagnocco A, et al. Signature of circulating microRNAs in osteoarthritis. Ann Rheum Dis. 2015;74: e18. pmid:24515954
  11. 11. Dong J, Bao J, Feng R, Zhao Z, Lu Q, Wang G, et al. Circulating microRNAs: a novel potential biomarker for diagnosing acute aortic dissection. Sci Rep. 2017;7: 12784. pmid:28986538
  12. 12. Cong L, Zhu Y, Tu G. A bioinformatic analysis of microRNAs role in osteoarthritis. Osteoarthritis Cartilage. 2017;25: 1362–1371. pmid:28336453
  13. 13. Reid G, Kirschner MB, van Zandwijk N. Circulating microRNAs: Association with disease and potential use as biomarkers. Crit Rev Oncol Hematol. 2011;80: 193–208. pmid:21145252
  14. 14. Birmingham TB, Moyer R, Leitch K, Chesworth B, Bryant D, Willits K, et al. Changes in biomechanical risk factors for knee osteoarthritis and their association with 5-year clinically important improvement after limb realignment surgery. Osteoarthritis Cartilage. 2017;25: 1999–2006. pmid:28888904
  15. 15. Ruangsomboon P, Chareancholvanich K, Harnroongroj T, Pornrattanamaneewong C. Survivorship of medial opening wedge high tibial osteotomy in the elderly: two to ten years of follow up. Int Orthop. 2017;41: 2045–2052. pmid:28577035
  16. 16. Morelanjd JR, Bassett LW, Hanker GJ. Radiographic analysis of the axial alignment of the lower extremity. J Bone Joint Surg Am. 1987;69: 745–749. pmid:3597474
  17. 17. Bignotti E, Calza S, Tassi RA, Zanotti L, Bandiera E, Sartori E, et al. Identification of stably expressed reference small non-coding RNAs for microRNA quantification in high-grade serous ovarian carcinoma tissues. J Cell Mol Med. 2016;20: 2341–2348. pmid:27419385
  18. 18. Spahn G, Hofmann GO, Klinger HM. The effects of arthroscopic joint debridement in the knee osteoarthritis: results of a meta-analysis. Knee Surg Sports Traumatol Arthrosc. 2013;21: 1553–1561. pmid:22893268
  19. 19. Lyng MB, Kodahl AR, Binder H, Ditzel HJ. Prospective validation of a blood-based 9-miRNA profile for early detection of breast cancer in a cohort of women examined by clinical mammography. Mol Oncol. 2016;10: 1621–1626. pmid:27839676
  20. 20. Murata K, Furu M, Yoshitomi H, Ishikawa M, Shibuya H, Hashimoto M, et al. Comprehensive microRNAs analysis identifies miR-24 and miR-125a-5p as plasma biomarkers for rheumatoid arthritis. PLoS One. 2013;8: e69118. pmid:23874885
  21. 21. Zhu J, Zeng Y, Li W, Qin H, Lei Z, Shen D, et al. CD73/NT5E is a target of miR-30a-5p and plays an important role in the pathogenesis of non-small cell lung cancer. Mol Cancer. 2017;16: 34. pmid:28158983
  22. 22. Liu YC, Park YR, Kim SL, Lee ST, Kim SW. MicroRNA-30a inhibits colorectal cancer metastasis through down-regulation of type I insulin-like growth factor receptor. Dig Dis Sci. 2017;62: 3040–3049. pmid:28932920
  23. 23. Vegter EL, van der Meer P, de Windt LJ, Pinto YM, Voors AA. MicroRNAs in heart failure: from biomarker to target for therapy. Eur J Heart Fail. 2016;18: 457–468. pmid:26869172
  24. 24. Maciejak A, Kostarska-Srokosz E, Gierlak W, Dluzniewski M, Kuch M, Marchel M, et al. Circulating miR-30a-5p as a prognostic biomarker of left ventricular dysfunction after acute myocardial infarction. Sci Rep. 2018;8: 9883.24.
  25. 25. Caserta S, Kern F, Cohen J, Drage S, Newbury SF, Llewelyn MJ. Circulating plasma microRNAs can differentiate human sepsis and systemic inflammatory response syndrome (SIRS). Sci Rep. 2016;6: 28006. pmid:27320175
  26. 26. Caserta S, Mengozzi M, Kern F, Newbury SF, Ghezzi P, Llewelyn MJ. Severity of systemic inflammatory response syndrome affects the blood levels of circulating inflammatory-relevant microRNAs. Front Immunol. 2018;8: 1977. pmid:29459855
  27. 27. Shen PF, Qu YX, Wang B, Xu JD, Wei K, Xie ZK, et al. miR-30a-5p promotes the apoptosis of chondrocytes in patients with osteoarthritis by targeting protein kinase B. Zhonghua Yi Xue Za Zhi. 2017;97: 3079–3084. pmid:29081152
  28. 28. Lv Q, Li Q, Zhang P, Jiang Y, Wang X, Wei Q, et al. Disorders of microRNAs in peripheral blood mononuclear cells: As novel biomarkers of ankylosing spondylitis and provocative therapeutic targets. Biomed Res Int. 2015;2015: 504208. pmid:26273623
  29. 29. Huang J, Song G, Yin Z, Luo X, Ye Z. Elevated miR-29a expression is not correlated with disease activity index in PBMCs of patients with ankylosing spondylitis. Mod Rheumatol. 2014;24: 331–334. pmid:24593209
  30. 30. Prajzlerova K, Grobelna K, Husakova M, Forejtova S, Jungel A, Gay S, et al. Association between circulating miRNAs and spinal involvement in patients with axial spondyloarthritis. PLoS One. 2017;12: e0185323. pmid:28938006
  31. 31. Le LT, Swingler TE, Crowe N, Vincent TL, Barter MJ, Donell ST, et al. The microRNA-29 family in cartilage homeostasis and osteoarthritis. J Mol Med (Berl). 2016;94: 583–596.
  32. 32. Cao JM, Li GZ, Han M, Xu HL, Huang KM. MiR-30c-5p suppresses migration, invasion and epithelial to mesenchymal transition of gastric cancer via targeting MTA1. Biomed Pharmacother. 2017;93: 554–560. pmid:28686969
  33. 33. Fredsoe J, Rasmussen AKI, Thomsen AR, Mouritzen P, Hoyer S, Borre M, et al. Diagnostic and prognostic microRNA biomarkers for prostate cancer in cell-free urine. Eur Urol Focus. 2017;S2405-4569: 30066–30064.
  34. 34. Vilahur G. Relevance of low miR-30c-5p levels in atherogenesis: a promising predictive biomarker and potential therapeutic target. Cardiovasc Res. 2017;113: 1536–1537. pmid:29036285
  35. 35. Ceolotto G, Giannella A, Albiero M, Kuppusamy M, Radu C, Simioni P, et al. miR-30c-5p regulates macrophage-mediated inflammation and pro-atherosclerosis pathways. Cardiovasc Res. 2017;113: 1627–1638. pmid:29016810
  36. 36. Song J, Kim D, Lee CH, Lee MS, Chun CH, Jin EJ. MicroRNA-488 regulates zinc transporter SLC39A8/ZIP8 during pathogenesis of osteoarthritis. J Biomed Sci. 2013;20: 31. pmid:23688035
  37. 37. Kung LHW, Ravi V, Rowley L, Angelucci C, Fosang AJ, Bell KM, et al. Cartilage microRNA dysregulation during the onset and progression of mouse osteoarthritis is independent of aggrecanolysis and overlaps with candidates from end-stage human disease. Arthritis Rheumatol. 2018;70: 383–395. pmid:29145712
  38. 38. Li YH, Tavallaee G, Tokar T, Nakamura A, Sundararajan K, Weston A, et al. Identification of synovial fluid microRNA signature in knee osteoarthritis: differentiating early- and late-stage knee osteoarthritis. Osteoarthrits Cartilage. 2016;24: 1577–1586.
  39. 39. Yin CM, Suen WC, Lin S, Wu XM, Li G, Pan XH. Dysregulation of both miR-140-39 and miR-140-5p in synovial fluid correlate with osteoarthritis severity. Bone Joint Res. 2017;6: 612–618. pmid:29092816
  40. 40. Yang R, Zhang D, Yu K, Sun L, Yang J, Zhao C, et al. Detection of miR-22, miR-140 and bone morphogenetic proteins (BMP)-2 expression levels in synovial fluid of osteoarthritis patients before and after arthroscopic debridement. Med Sci Mont. 2018;24: 863–868.
  41. 41. Kersten P, White PJ, Tennant A. Is the pain visual analogue scale linear and responsive to change? An exploration using Rasch analysis. PLoS One. 2014;9: e99485. pmid:24921952