Abstract
Mucopolysaccharidosis (MPS) VII is a lysosomal storage disorder characterized by deficient activity of β-glucuronidase, leading to progressive accumulation of incompletely degraded heparan, dermatan, and chondroitin sulfate glycosaminoglycans (GAGs). Patients with MPS VII exhibit progressive skeletal deformity including kyphoscoliosis and joint dysplasia, which decrease quality of life and increase mortality. Previously, using the naturally-occurring canine model, we demonstrated that one of the earliest skeletal abnormalities to manifest in MPS VII is failed initiation of secondary ossification in vertebrae and long bones at the requisite postnatal developmental stage. The objective of this study was to obtain global insights into the molecular mechanisms underlying this failed initiation of secondary ossification. Epiphyseal tissue was isolated from the vertebrae of control and MPS VII-affected dogs at 9 and 14 days-of-age (n=5 for each group). Differences in global gene expression across this developmental window for both cohorts were measured using whole-transcriptome sequencing (RNA-Seq). Principal Component Analysis revealed clustering of samples within each group, indicating clear effects of both age and disease state. At 9 days-of-age, 1375 genes were significantly differentially expression between MPS VII and control, and by 14 days-of-age, this increased to 4719 genes. A targeted analysis focused on signaling pathways important in the regulation of endochondral ossification, and a subset of gene expression differences from controls were validated using qPCR. Osteoactivin (GPNMB) was the top upregulated gene in MPS VII at both ages. In control samples, temporal changes in gene expression from 9 to 14 days-of-age were consistent with chondrocyte maturation, cartilage resorption, and osteogenesis. In MPS VII samples, however, elements of key osteogenic pathways such as Wnt/β-catenin and BMP signaling were not upregulated during this same developmental window suggesting that important bone formation pathways are not activated. In conclusion, this study represents an important step towards identifying therapeutic targets and biomarkers for bone disease in MPS VII patients during postnatal growth.
Keywords: Cartilage, bone, RNA-Seq, lysosomal diseases, canine, mucopolysaccharidosis, Sly Syndrome, biomarkers
Introduction
The mucopolysaccharidoses (MPS) are a family of lysosomal storage diseases, where each subtype is characterized by mutations in one of the acid hydrolase genes responsible for the degradation of glycosaminoglycans (GAGs) [1]. These mutations result in production of encoded proteins with little or no activity, leading to the incomplete degradation and subsequent accumulation of GAG fragments. Progressive GAG accumulation results in cellular dysfunction and is associated with multi-systemic clinical manifestations, with patients exhibiting substantially diminished quality of life and shortened lifespan [2, 3].
MPS VII (Sly Syndrome) is characterized by a mutation in the β-glucuronidase (GUSB) gene [4]. Impaired GUSB enzyme activity leads to progressive accumulation of aberrant degradation products of three types of GAGs: heparan, chondroitin, and dermatan sulfates [4]. Skeletal manifestations in MPS VII patients are severe [5–7]. In the spine, vertebral dysplasia and accelerated intervertebral disc degeneration lead to kyphoscoliosis and spinal cord compression resulting in related neurological complications [5, 6, 8, 9]. In joints, irregularities of the acetabula and femoral epiphyses have been reported in association with hip dysplasia [5], and restricted joint range of motion, contractures and stiffness are common clinical observations [6]. Skeletal manifestations in MPS VII arise in part through impaired endochondral ossification of the vertebrae and long bones [8, 10, 11], which in normal postnatal development involves the ossification of a cartilaginous matrix that begins with a series of specified differentiation stages of resident cells [12, 13]. In prior work using the naturally-occurring canine model, we showed that impaired endochondral ossification in MPS VII manifests in part as failed cartilage-to-bone conversion in secondary ossification centers during postnatal growth [11]. The resulting cartilaginous lesions (epiphyseal cartilage that fails to transition to bone) persist beyond skeletal maturity [14, 15] and likely contribute to progressive spinal deformity and joint dysplasia. We also confirmed the presence of these lesions in a 19-year-old human MPS VII patient (the original patient of Dr William Sly) [16] through post-mortem histological evaluation of vertebrae [8]. This patient exhibited progressive kyphoscoliotic deformity throughout postal growth. Delayed secondary ossification has also recently been demonstrated in MPS VII mice [17]. Collectively, these findings suggest that failures of endochondral ossification during postnatal growth are a common pathophysiological trait in both humans and animals with MPS VII. Further, persistent cartilaginous lesions have been described in MPS I dogs, suggesting failed endochondral ossification is common across different MPS subtypes [18]. Up until the recent approval of enzyme replacement therapy (ERT) for clinical use in 2017 [19], there were few treatment options for MPS VII patients. Laboratory and animal studies suggest ERT may at best have partial efficacy for treating skeletal abnormalities in MPS VII [9, 20–24], highlighting the need for new approaches to specifically target and correct this debilitating aspect of the disease.
Endochondral ossification in both vertebrae and long bones begins with the condensation of mesenchymal progenitors. These cells differentiate into chondroblasts that undergo proliferation, followed by distinct stages of differentiation, which culminates in apoptosis followed by vascularization and osteoblast recruitment [13]. Chondrocyte differentiation occurs in primary and, later, secondary centers of ossification, and within the adjacent growth plates, enabling longitudinal bone growth. Differentiation stages include pre-hypertrophic, hypertrophic, and terminal, each characterized by expression of unique extracellular matrix (ECM) molecules, transcription factors, and receptors [13]. Previously, using post mortem microCT imaging and mRNA analyses, we identified the critical developmental window to be between 9 and 14 days-of-age when the vertebral and long bone epiphyses of unaffected dogs begin to ossify, but those of MPS VII dogs do not [10]. In this previous study, we also showed that the failure of endochondral ossification in MPS VII can be traced, in part, to the impaired ability of resident cells to undergo hypertrophic differentiation by measuring mRNA expression of epiphyseal chondrocyte differentiation markers across this developmental window [10].
Chondrocyte hypertrophic differentiation is regulated by a highly orchestrated pattern of signaling pathways, including fibroblast growth factors (FGFs), bone morphogenetic proteins (BMPs), Wingless/integrated (Wnts), Indian hedgehog (IHH), and others [25–29]. Together, these pathways form an inter-dependent signaling axis extending from the perichondrium to the growth plate, in which secreted growth factors tightly regulate the pace of chondrocyte proliferation and hypertrophic differentiation. We hypothesized that in MPS VII, impaired chondrocyte hypertrophic differentiation and subsequent lack of bone formation is associated with impaired activation and regulation of one or more of these signaling pathways, likely due to dysregulated distribution and availability of multiple signaling molecules as a result of aberrant GAG accumulation in the epiphyseal cartilage [30–33]. In this study, we used RNA-Seq to profile transcriptomic differences in epiphyseal tissue between MPS VII dogs and unaffected controls at both 9 and 14 days-of-age, in addition to temporal changes across this critical developmental window, with the goal of identifying the most dysregulated signaling pathways affecting chondrocyte differentiation and bone formation.
Materials and Methods
Animals and Tissue Collection
For this study, we used the naturally-occurring canine model of MPS VII. MPS VII dogs have a missense mutation (R166H) in the GUSB gene [34] and exhibit a similar skeletal phenotype to human patients [8, 14, 34]. Animals were raised at the University of Pennsylvania School of Veterinary Medicine under NIH and USDA guidelines for the care and use of animals in research, and all studies were carried out with IACUC approval. Litter-matched control (heterozygous) and MPS VII (homozygous) dogs were identified via real time PCR analysis at birth. Animals (n=5 for both control and MPS VII animals at each time point) were euthanized at 9 or 14 days-of-age, defined as number of postnatal days, using 80 mg/kg of sodium pentobarbital in accordance with the American Veterinary Medical Association guidelines. The thoracic spine was dissected out immediately following euthanasia, and epiphyseal tissue from both the cranial and caudal sides of the T12 vertebrae for each animal was excised adjacent to the growth plate (Fig 1) with adjoining intervertebral disc tissue carefully removed. Cranial and caudal tissue for each sample was combined and flash frozen in liquid nitrogen. Microcomputed tomography (μCT) was used to verify the presence or absence of bone in secondary ossification centers for all samples using adjacent vertebrae (Fig 1) (VivaCT40; Scanco Medical AG, Bruttisellen, Switzerland). Sequential axial images through the entire vertebra were obtained with an isotropic voxel size of 19 μm, an integration time of 380 ms, peak tube voltage of 70 kV, current of 0.114 mA, and an acquisition of 1000 projections per 180°. A three-dimensional Gaussian filter of 1.2 with a limited, finite filter support of 2 was used for noise suppression, and mineralized tissue was segmented from air or soft tissue using a threshold of 158. Bone formation was visualized through 3D μCT reconstructed images of the cartilaginous regions on the cranial and caudal ends of the primary ossification centers.
Figure 1.
A. Representative mid-coronal microcomputed tomography images of control and MPS VII thoracic dog vertebrae at 9 and 14 days-of-age, showing initial bone formation in the secondary ossification centers of 14 day-old controls, but no other groups. Red boxes indicate initial bone formation in the secondary ossification centers of 14-day old control animals. B. Gross, mid-coronal image of a thoracic, 9 day-old dog vertebra showing the regions of cranial and caudal epiphyseal tissue isolated via sharp dissection for RNA analysis. Scale = 2mm. POC: primary ossification center; SOC: secondary ossification center.
RNA Preparation and Whole-Transcriptome Sequencing
Flash frozen epiphyseal tissue samples were pulverized using a mortar and pestle, and RNA was extracted using serial TRIzol (Ambion; Austin, TX)-chloroform extractions, with a modification to the standard protocol that we previously described for the RNA precipitation step to account for the high GAG content in cartilage that can co-precipitate with RNA [10]. Briefly, 100% isopropanol and a solution of 1.2 M NaCl and 0.8 M sodium citrate (Sigma-Aldrich; St. Louis, MO) in ddH2O was used in a 1:1 mixture to separate contaminating GAGs from the RNA pellet. Following precipitation, extracted RNA was in-column treated with RNase-free DNase (Qiagen; Valencia, CA) on miRNeasy columns (Qiagen; Valencia, CA) and eluted following the manufacturer’s protocols. The quality of each RNA sample was verified via BioAnalyzer using the Agilent RNA 6000 Pico Kit (Agilent; Santa Clara, CA) to ensure all samples used for library preparation had an RNA Integrity Number (RIN) value > 7. High quality total RNA from each sample was used to prepare RNA-Seq libraries using the TruSeq mRNA stranded kit (Illumina; San Diego, CA). Paired-end, 100-base pair sequencing was performed using the Illumina HiSeq 2500 platform with the results mapped to the canine genome version CanFam3.1 (NCBI) using Ensembl build 77. Pathway analysis was performed using Ingenuity Pathway Analysis (IPA; Qiagen, Valencia, CA, USA).
Validation of Selected Genes using qPCR
PCR validation of differential expression was performed for a panel of 11 genes (Supplementary Table 1), using the same RNA samples that were analyzed by RNA-Seq. For each sample, cDNA was synthesized from RNA isolated as described using SuperScript First-Strand Synthesis System for RT-PCR (Invitrogen; Carlsbad, CA). qPCR reactions were carried out on 10 ng of each cDNA sample per well using Fast SYBR Green Master Mix (Applied Biosystems; Foster City, CA) on a StepOnePlus Real-Time PCR system (Life Technologies; Carlsbad, CA). Primers were designed against Canis familiaris mRNA sequences published in the NCBI nucleotide database and are listed in Supplementary Table 1.
Statistical Analyses
Differential gene expression between all groups from RNA-Seq results were determined using DESeq2 [35], with litter as a covariate and adjusted for false discovery rate to generate adjusted p-values, which are reported as p. Values of p < 0.05 were considered significant. For genes validated using qPCR, significant differences were established using 2-way analyses of variance (with age and disease state as the independent variables) with post-hoc Tukey’s tests (Systat, Systat Software Inc.; San Jose, CA). Exact p-values were calculated to three decimal places and are presented as such, except for when p < 0.001, which are reported as p < 0.001. Results are expressed as mean ± standard deviation.
Results
Global Analysis
Principal Component Analysis (PCA) of RNA-Seq data showed distinct clustering of each sample group, indicating clear effects of both age and disease state on global gene expression (Fig 2A). Litter was included as a co-factor in the statistical analysis, but no significant effect of litter was found. At 9 days-of-age, 1375 genes were significantly differentially expressed between MPS VII and control, and by 14 days-of-age, this increased to 4719 genes (Fig 2B). Examining temporal changes, for controls and MPS VII, 7514 and 4282 genes were significantly differentially expressed at 14 vs 9 days-of-age, respectively (Fig 2B). The top significantly upregulated gene in MPS VII versus control was GPNMB (glycoprotein non metastatic melanoma B, or osteoactivin) at both 9 and 14 days-of-age (45 and 44-fold higher, respectively, both p<0.001, Fig 3A). The top significantly down regulated genes in MPS VII versus control were ACP5 (tartrate resistant acid phosphatase, 8-fold lower, p<0.001) and WIF1 (Wnt Inhibitory Factor 1, 38-fold lower, p<0.001) at 9 and 14 days-of-age, respectively (Fig 3B).
Figure 2.
A. Principal Component Analysis (PCA) of RNA-Seq data showing clustering of samples from each group, indicating clear effects of both disease state and age on global mRNA expression. B. Volcano plots illustrating relative numbers of genes significantly upregulated or downregulated as a function of disease state (MPS VII vs control, top) and age (14 vs 9 days-of-age, bottom).
Figure 3.
A. Top 10 genes identified from RNA-Seq analysis as significantly upregulated in MPS VII epiphyseal tissue vs control at 9 (left) and 14 (right) days-of-age. B. Top 10 genes identified as significantly downregulated in MPS VII epiphyseal tissue vs control at 9 (left) and 14 (right) days-of-age.
Pathway Analysis
Pathway analysis was performed using IPA, focusing on 15 pathways identified as having well-defined roles in the initiation and regulation of endochondral ossification (Fig 4). At 9 days-of-age, 7 pathways, including hypoxia-inducible factor 1-alpha (HIF-1α), matrix metalloproteinases (MMPs), integrin signaling, osteoarthritis pathway, platelet-derived growth factor (PDGF) signaling, retinoic acid receptor (RAR) activation, and vascular endothelial growth factor (VEGF) signaling, exhibited overall significantly altered expression in MPS VII vs control. At 14 days-of-age, all 15 pathways exhibited overall significantly altered expression in MPS VII vs control (Fig 4A). The matrix metalloproteinase (MMP) pathway exhibited the greatest percentage of significantly differentially expressed genes (MPS VII vs control) at both 9 and 14 days-of-age (30 and 48 percent, respectively, both p<0.001). Examining temporal expression patterns, for controls, all 15 pathways exhibited significantly altered expression at 14 vs 9 days-of-age (Fig 4B). For MPS VII, all but Hedgehog signaling, MMPs, and transforming growth factor-beta (TGF-β) signaling exhibited significantly altered expression at 14 vs 9 days-of-age, and the percent of significantly differentially expressed genes within these pathways at 14 vs 9 days-of-age was lower for MPS VII than for controls (Fig 4B). A subset of significantly differentially expressed genes as identified by pathway analyses were validated via qPCR. Fold-changes were calculated from qPCR results and are presented in Supplementary Table 2.
Figure 4.
Pathway analysis of RNA-Seq data for 15 pathways with established roles in the regulation of endochondral ossification, showing relative numbers of significantly differentially expressed genes within each pathway. A. Altered expression of endochondral ossification pathways as a function of disease state for epiphyseal tissue at 9 and 14 days-of-age. Asterisks indicate pathways that are significantly altered (p<0.05, MPS VII vs control). B. Altered expression of endochondral ossification pathways as a function of age for control and MPS VII epiphyseal tissue. Asterisks indicate pathways that are significantly altered (p<0.05, 14 vs 9 days-of-age).
Chondrocyte Differentiation Markers
We examined differential expression of selected markers of chondrocyte differentiation as a function of both disease state and age in our RNA-Seq dataset (Fig 5). At 9 days-of-age, positive markers of chondrocyte maturation, including forkhead box protein A2 (FOXA2), myocyte enhancer factors 2C (MEF2C), MMP13, patched 1 (PTCH1), parathyroid hormone 1 receptor (PTH1R), and runt-related transcription factor 2 (RUNX2) were expressed at significantly lower levels in MPS VII vs control (Fig 5A). At 14 days-of-age, in addition to these six genes, alkaline phosphatase (ALPL), osteocalcin (BGLAP), collagen type 10 A1 (COL10A1), and osteopontin (SPP1) were all significantly lower in MPS VII vs control. Expression of SOX9, a marker for chondrocyte proliferation that is downregulated as chondrocytes mature, was significantly higher in MPS VII vs control at 14 days-of-age. With respect to temporal changes in chondrocyte differentiation marker expression, in controls, positive markers of chondrocyte hypertrophy, including ALPL, COL10A1, MEF2C, MMP13, RUNX2, and SPP1 were expressed at significantly higher levels at 14 vs 9 days-of-age, while negative markers aggrecan (ACAN), collagen type 2 A1 (COL2A1), and NK3 homeobox 2 (NKX3–2) were expressed at significantly lower levels (Fig 5B). In MPS VII, the only positive markers of chondrocyte maturation to exhibit significantly higher expression at 14 vs 9 days-of-age were MEF2C and RUNX2, with the magnitude of the fold change less than for controls. Negative markers of chondrocyte maturation, COL2A1 and NKX3–2, exhibited significantly lower expression in MPS VII at 14 vs 9 days-of-age, while SOX9 exhibited significantly higher expression (Fig 5B).
Figure 5.
Altered expression of selected chondrocyte differentiation markers in epiphyseal tissue from RNA-Seq analysis as a function of: A. Disease state (MPS VII vs control, at 9 and 14 days-of-age); and B. Age (14 vs 9 days-of-age, for MPS VII and control). Asterisks (*) indicate significant fold-changes in gene expression (p<0.05).
Matrix Metalloproteinases
As noted above, the MMP pathway exhibited the greatest percentage of significantly differentially expressed genes (MPS VII vs control) at both 9 and 14 days-of-age (Fig 4A). MMPs are important for many biological processes involved in chondrocyte maturation and bone formation, including cartilage remodeling and angiogenesis [36]. At 9 days-of-age, MMPs and related inhibitors that were expressed at significantly lower levels in MPS VII vs control included MMPs 1, 3, 9, and 13, and tissue inhibitor of metalloproteinase (TIMPs) 1 and 3, while MMPs 2, 12, 19 and TIMP2 were expressed at significantly higher levels (Fig 6A). At 14 days-of-age, in addition to the genes above, a distintegrin and metalloproteinases (ADAMs) 10, 12 and 17, MMP14, and tissue factor pathway inhibitor 2 (TFPI2) were expressed at significantly lower levels in MPS VII vs control. With respect to temporal changes, in controls, ADAMs 10 and 17, MMPs 1, 9, 11, 12, 13, and TFIP2, TIMP1, and TIMP3 exhibited significantly higher expression at 14 vs 9 days-of-age, while MMPs 2, 16, and 23B, and TIMP2 exhibited significantly lower expression (Fig 6B). In MPS VII, ADAMs 10 and 17, MMPs 12, 13, and 19 exhibited significantly higher expression at 14 vs 9 days-of-age, while MMP2 and TIMP1 exhibited significantly lower expression.
Figure 6.
Altered expression of selected matrix metalloproteinases and their inhibitors in epiphyseal tissue from RNA-Seq analysis as a function of: A. Disease state (MPS VII vs control, at 9 and 14 days-of-age); and B. Age (14 vs 9 days-of-age, for MPS VII and control). Asterisks (*) indicate significant fold-changes in gene expression (p<0.05).
Wnt/β-Catenin Signaling
The Wnt/β-catenin signaling pathway, an essential positive regulator of chondrocyte hypertrophic differentiation and endochondral ossification [25–27, 37], exhibited significantly altered overall expression as a function of both disease state and age (Fig 4). Specifically, at 9 days-of-age, 8% of genes in this pathway exhibited significant differential expression (MPS VII vs control, p=0.127, Fig 7A), while at 14 days-of-age, this increased to 32% of pathway genes (p<0.001). Notably, there was downregulation of both activating and inhibitory elements of Wnt/β-catenin signaling in MPS VII vs control, which was particularly evident at 14 days-of-age (Fig 7A). Specific genes exhibiting significant differential expression at one or both ages included ligands (WNTs 2B, 3, 4, 5A, and 9B), inhibitors (dickkopf-related proteins (DKKs) 2 and 3, and WIF1), transcription factors (lymphoid enhancer-binding factor 1 (LEF1) and transcription factor 7 like 2 (TCF7L2)), receptors (frizzled (FZD) 1 and 5), and other important regulatory elements (β-catenin (CTNNB1), dishevelled segment polarity proteins (DVLs) 1 and 2, and glycogen synthase kinase 3 β (GSK3B)). With respect to temporal changes, for controls, 43% of genes in the Wnt/β-catenin pathway exhibited significant differential expression at 14 vs 9 days-of-age (p<0.001, Fig 7B), while for MPS VII, only 25% of genes in this pathway exhibited significant differential expression (p=0.001).
Figure 7.
Altered expression of selected Wnt/β-catenin signaling pathway genes in epiphyseal tissue from RNA-Seq analysis as a function of: A. Disease state (MPS VII vs control, at 9 and 14 days-of-age); and B. Age (14 vs 9 days-of-age, for MPS VII and control). Asterisks (*) indicate significant fold-changes in gene expression (p<0.05).
BMP Signaling
The BMP signaling pathway, another essential regulator of endochondral ossification [28], also exhibited significantly altered overall expression as a function of both disease state and age (Fig 4). At 9 days-of-age, 5% of genes in this pathway exhibit significant differential expression (MPS VII vs control, p=1.0, Fig 8A), while at 14 days-of-age, this increased to 36% of pathway genes (p<0.001). With respect to specific genes, at 9 days-of-age, chordin (CHRD), a BMP inhibitor, was significantly upregulated in MPS VII vs control (p < 0.001). By 14 days-of-age, inhibitors CHRD and gremlin 1 (GREM1) were significantly upregulated in MPS VII vs control (both p<0.001), while activating ligands BMPs 1, 2, and 4, and the co-factor Smad ubiquitin regulatory factor (E3 ubiquitin-protein ligase, SMURF1) were downregulated (all p<0.001). With respect to temporal changes in controls, there was significant upregulation of BMPs 2, 4, and 8, and follistatin (FST), and significant downregulation of GREM1, CHRD, and noggin (NOG) at 14 vs 9 days-of-age (Fig 8B). In MPS VII, BMP5, FST, and SMAD9 were significantly upregulated, and BMPs 1 and 8B, and CHRD significantly downregulated at 14 vs 9 days-of-age (all p<0.001 except CHRD, p=0.045).
Figure 8.
Altered expression of selected BMP signaling pathway genes in epiphyseal tissue from RNA-Seq analysis as a function of: A. Disease state (MPS VII vs control, at 9 and 14 days-of-age); and B. Age (14 vs 9 days-of-age, for MPS VII and control). Asterisks (*) indicate significant fold-changes in gene expression (p<0.05).
Discussion
Patients with MPS suffer from debilitating skeletal abnormalities, including impaired bone formation through endochondral ossification during postnatal growth [20]. ERT was only recently approved for use in human MPS VII patients by the United States Food and Drug Administration (2017) and by the European Commission (2018) [19, 38], and as of yet there is little published data on its efficacy specifically for bone disease. However, studies in MPS VII mice suggest that, similar to other MPS subtypes, ERT for MPS VII may at best be partially effective in this respect [23, 24]. This is supported by the results of long term gene therapy studies in MPS VII dogs, in which despite very high levels of circulating enzyme, cartilaginous vertebral bone lesions persisted through the lifetime of the animals [15]. Therefore, there is a clinical need to develop therapies that specifically and effectively target bone manifestations in MPS VII patients.
Here, we used RNA-Seq to profile the transcriptome of epiphyseal tissue across the critical developmental window when secondary ossification fails to initiate in MPS VII dogs. Our previous work demonstrated that this failure is due in part to the impaired ability of resident epiphyseal chondrocytes to undergo hypertrophic differentiation [10]. The RNA-Seq results presented here confirm these findings, with chondrocytes in healthy controls exhibiting expected differential expression in upregulation of activators and downregulation of inhibitors of hypertrophic maturation from 9 to 14 days-of-age, whereas similar differential expression and progression toward chondrocyte maturation are diminished or absent in MPS VII chondrocytes. Associated with this failure of hypertrophic differentiation, our results also demonstrated extensive dysregulation of the signaling pathways that regulate endochondral ossification. While the link between pathway dysregulation and the GAG accumulation that occurs in MPS VII has not been directly established, our previous work demonstrated that both intra and extracellular GAGs are elevated in MPS VII dog epiphyseal tissue at as early as 9 days-of-age and are likely contributing factors [10].
Matrix metalloproteinases are a major family of proteinases that play a critical role in ECM remodeling throughout the process of endochondral ossification. A finely-tuned balance between the expression of MMPs and their inhibitors must be maintained in both cartilaginous and mineralized tissues for bones to form normally [39, 40]. Cartilage ECM resorption by MMP9 is a necessary step in endochondral ossification, in part by allowing growth factors such as vascular endothelial growth factor (VEGF) access into the tissue for regulating angiogenesis, migration of additional growth factors and bone cells through newly formed vessels, and replacement with bone matrix [41]. Other MMPs, such as MMP13 and MMP14, play a role in remodeling the ECM during endochondral ossification when expressed by hypertrophic chondrocytes [42, 43], as well as contributing to osteocyte perilacunar and pericanalicular remodeling, and directing bone cell migration and osteoblastic differentiation [43, 44]. In our RNA-Seq data, the expression of MMPs 9, 13, and 14 were downregulated at 9 days-of-age in MPS VII animals compared to controls, and the magnitude of the fold-change of downregulation increased for all three genes at 14 days-of-age. Expression of ACP5 was also found to be significantly lower in MPS VII epiphyseal cartilage at the onset of secondary ossification. ACP5 encodes tartrate-specific acid phosphatase, an enzyme secreted by osteoclasts, chondroclasts and septoclasts that is essential for the degradation of mineralized matrix surrounding hypertrophic chondrocytes during the cartilage-to-bone transition [45]. Chondroclasts reside within cartilage canals [46], and lower expression of ACP5 is suggestive of reduced chondroclast numbers or activity, or that the cartilage canal network itself is diminished in MPS VII. Overall, diminished expression of these degradative enzymes in MPS VII epiphyseal cartilage suggests that the process of cartilaginous ECM removal is impaired, negatively impacting the necessary infiltration of vessels, cells, and growth factors needed for initiation of endochondral ossification.
Signaling pathways, such as Wnt/β-catenin and BMP, have broad roles in the regulation of endochondral ossification, including controlling the timing and pace of chondrocyte hypertrophic differentiation. While these regulatory roles have been most extensively studied in the context of the growth plate, the combination and sequence of signaling events that initiate chondrocyte hypertrophic differentiation within the cartilaginous secondary ossification centers is less well understood. Here, we show that both of these pathways exhibit significantly altered expression patterns from 9 to 14 days-of-age in vertebral secondary ossification centers, both for controls and MPS VII, although the magnitudes of pathway changes are markedly different between the two groups. In control dogs, this developmental window corresponds to the initiation of secondary ossification - at 9 days-of-age, only a cartilaginous template is present, and at 14 days, there is a small amount of mineralized bone (Fig 1). In contrast, in MPS VII tissue, the cartilaginous template at 14 days-of-age is indistinguishable at the tissue level from 9 days. This suggests that in MPS VII, while some of the requisite mechanisms to initiate ossification may be occurring, they are insufficient to drive cellular and ECM changes at the rate occurring in controls. This may be due to a combination of factors, including signaling molecules being secreted at levels insufficient to initiate hypertrophy, those molecules being sequestered by GAGs accumulating in the ECM at abnormal levels, or cells being less able to respond to those molecules when they are presented. Providing the necessary signals exogenously has potential to normalize the timing and progression of bone formation in MPS VII.
With respect to the Wnt/β-catenin pathway in control animals, the transition from cartilage to bone was characterized by significant upregulation of downstream activating factors such as LEF1, CTNNB1, TCF7L2, as well as inhibitors such as WIF1 and DKK2. It has been previously suggested that inhibitors such as WIF1 are expressed concomitantly with Wnt activating elements in autoregulatory feedback loop during osteoblast maturation [47], and a similar mechanism may be present here. In MPS VII, the Wnt/β-catenin pathway gene expression changes from 9 to 14 days were diminished or absent, suggesting impaired pathway activation. With respect to the BMP pathway, the transition from cartilage to bone in controls was characterized by significant upregulation of secreted ligands classically associated with bone formation, including BMP2 and BMP4, with concomitant downregulation of inhibitors such as GREM1, NOG, and CHRD. Once again, in MPS VII, these changes in gene expression were largely absent from 9 to 14 days, consistent with impaired BMP pathway activity.
Therapeutic targeting of either or both of these pathways may be one strategy to normalize epiphyseal cartilage-to-bone conversion and subsequent bone formation in MPS VII. The potential limitations of ERT for addressing the bone manifestation in MPS are likely in part due to the inability of the very large enzyme to diffuse into poorly vascularized tissues such as epiphyseal cartilage. Administration of small molecules may be more effective than growth factors themselves, which, like endogenous molecules, may get sequestered by accumulated GAGs before reaching cells. Therefore, small molecules that stimulate osteogenic signaling and can be delivered in combination with ERT may have the greatest therapeutic efficacy. For example, GSK3B inhibitors, such as lithium, which function as indirect agonists of Wnt/β-catenin, have been shown to enhance bone formation in mice [48]. Similarly, small molecule agonists of canonical BMP signaling are currently under experimental evaluation [49, 50]. The administration of osteogenic therapies could theoretically be limited and timed to coincide with key stages of skeletal development in MPS VII patients, with the goal of normalizing bone formation through to skeletal maturity. As these signaling pathways have broad regulatory roles that are not limited to the skeletal system, tissue-specific targeting may be important, particularly in children.
In addition to identifying new therapeutic targets, there is also a critical need for new disease-specific biomarkers that can be used for non-invasive monitoring of disease progression and response to therapy. Osteoactivin (glycoprotein non-metastatic melanoma B, GPNMB), an osteogenic factor shown to stimulate osteoblast differentiation [51], was found to be the top-ranked upregulated gene in MPS VII secondary ossification centers at both 9 and 14 days-of-age. Osteoactivin is a trans-membrane glycoprotein expressed by numerous cell types including various cancer cells, endothelial cells, macrophages, myocytes, chondrocytes, and all major bone cell types [52, 53]. Osteoactivin has been shown to act as a positive regulator of osteoblast differentiation [54] and an inhibitor of osteoclast differentiation [55], and as such is being explored as a potential anabolic therapy for enhancing fracture healing [56]. Osteoactivin has also been linked to lysosomal dysfunction, potentially due to its role macroautophagy and phagocytosis [57], and its elevated expression has been linked to several lysosomal storage disorders where it has been proposed as a potential biomarker. In MPS VII, osteoactivin mRNA is upregulated in mouse aorta and brain [58, 59]. In Gaucher disease, osteoactivin protein expression is elevated in serum, plasma, spleen, bone marrow, liver, and cerebral spinal fluid [60–62]; in Niemann-Pick Type C, protein is elevated in liver, spleen, and plasma [63]. Here, we provide evidence that osteoactivin may exhibit similar elevated expression in MPS VII skeletal tissue, and future work will examine its expression with age, across different tissues, and in response to therapeutic intervention to validate osteoactivin as a potential biomarker for MPS VII. Paradoxically, while osteoactivin can act as a positive regulator of bone formation, in this instance, its high expression in MPS VII epiphyseal cartilage, putatively as a consequence of lysosomal dysfunction, is associated with impaired chondrogenesis and endochondral ossification.
In this study, we used whole transcriptome sequencing to characterize the molecular events underlying failed initiation of secondary ossification in MPS VII dogs. We present an unbiased analysis of top dysregulated genes followed by a focused analysis centered around known regulators of endochondral ossification. While the results of this analysis are in some respects intuitive based on our previous work, they represent a logical first step towards identifying clinically relevant therapeutic targets. Future studies will assess additional pathways through similar focused analyses. A limitation of this work was the heterogeneous cellular composition of the samples analyzed, which is in general a limitation of all bulk RNA-Seq studies, and ongoing work is focused on examining spatial variations in expression of dysregulated molecules at the cellular level. None-the-less our results identify key osteogenic pathways that fail to activate in MPS VII epiphyseal cartilage, preventing the cartilage-to-bone transition from transpiring at the appropriate postnatal age. Such pathways represent potential therapeutic targets for normalizing bone formation in MPS VII dogs and patients.
Supplementary Material
Supplemental Table 1. Primer sequences for genes validated using qPCR.
Supplemental Table 2. qPCR results. Fold-changes in mRNA expression as a function of both age and disease state for selected genes.
Highlights.
Failed initiation of endochondral ossification in MPS VII dogs is associated with dysrégulation of signaling pathways required for chondrocyte maturation, cartilage resorption and osteogenesis
Significant differences in gene expression are present between MPS VII and control secondary ossification centers before tissue level differences are evident.
Osteogenic pathways such as Wnt/β-catenin and BMP signaling exhibit impaired activation in MPS VII at the onset of secondary ossification, and may represent druggable targets for normalizing bone formation in MPS VII patients.
Glycoprotein non-metastatic melanoma B (GPNMB) is over-expressed in MPS VII epiphyseal cartilage and may represent a biomarker of disease severity.
Acknowledgements
Funding for this work was received from the National Institutes of Health (R01AR071975, R01DK054481, R03AR065142, F32AR071298 and P40OD010939), the National MPS Society, and the Catherine D. Sharpe Foundation. Additional support was received from the Penn Center for Musculoskeletal Disorders (NIH P30AR069619). The authors thank the animal care staff at the University of Pennsylvania School of Veterinary Medicine for their support, and the staff of the Next Generation Sequencing Core for technical assistance with RNA-Seq experiments.
Footnotes
Data Availability Statement
The datasets generated and analyzed during this study are available in the NCBI Gene Expression Omnibus (GEO) repository, accession number: GSE130088.
Publisher's Disclaimer: This is a PDF file of an unedited manuscript that has been accepted for publication. As a service to our customers we are providing this early version of the manuscript. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final citable form. Please note that during the production process errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain.
References
- [1].Neufeld EF, Muenzer J, The Mucopolysaccharidoses, in: Scriver CR, Beaudet AL, Sly WS, Valle D (Eds.), The metabolic and molecular bases of inherited disease, McGraw-Hill, New York, 2001, pp. 3421–3452. [Google Scholar]
- [2].Muenzer J, The mucopolysaccharidoses: A heterogeneous group of disorders with variable pediatric presentations, J Pediatr-Us 144(5) (2004) S27–S34. [DOI] [PubMed] [Google Scholar]
- [3].Stapleton M, Arunkumar N, Kubaski F, Mason RW, Tadao O, Tomatsu S, Clinical presentation and diagnosis of mucopolysaccharidoses, Mol Genet Metab 125(1–2) (2018) 4–17. [DOI] [PubMed] [Google Scholar]
- [4].Sly WS, Quinton BA, Mcalister WH, Rimoin DL, Beta-Glucuronidase Deficiency - Report of Clinical, Radiologic, and Biochemical Features of a New Mucopolysaccharidosis, J Pediatr-Us 82(2) (1973) 249–257. [DOI] [PubMed] [Google Scholar]
- [5].Dekremer RD, Givogri I, Argarana CE, Hliba E, Conci R, Boldini CD, Capra AP, Mucopolysaccharidosis Type-Vii (Beta-Glucuronidase Deficiency) - a Chronic Variant with an Oligosymptomatic Severe Skeletal Dysplasia, Am J Med Genet 44(2) (1992) 145–152. [DOI] [PubMed] [Google Scholar]
- [6].Montano AM, Lock-Hock N, Steiner RD, Graham BH, Szlago M, Greenstein R, Pineda M, Gonzalez-Meneses A, Coker M, Bartholomew D, Sands MS, Wang R, Giugliani R, Macaya A, Pastores G, Ketko AK, Ezgu F, Tanaka A, Arash L, Beck M, Falk RE, Bhattacharya K, Franco J, White KK, Mitchell GA, Cimbalistiene L, Holtz M, Sly WS, Clinical course of sly syndrome (mucopolysaccharidosis type VII), J Med Genet 53(6) (2016) 403–418. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [7].Vogler C, Levy B, Kyle JW, Sly WS, Williamson J, Whyte MP, Mucopolysaccharidosis-Vii - Postmortem Biochemical and Pathological Findings in a Young-Adult with Beta-Glucuronidase Deficiency, Modern Pathol 7(1) (1994) 132–137. [PubMed] [Google Scholar]
- [8].Smith LJ, Baldo G, Wu S, Liu YL, Whyte MP, Giugliani R, D M. Elliott, M E. Haskins, K.P. Ponder, Pathogenesis of lumbar spine disease in mucopolysaccharidosis VII, Mol Genet Metab 107(1–2) (2012) 153–160. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [9].Peck SH, Casal ML, Malhotra NR, Ficicioglu C, Smith LJ, Pathogenesis and treatment of spine disease in the mucopolysaccharidoses, Mol Genet Metab 118(4) (2016) 232–243. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [10].Peck SH, O’Donnell PJM, Kang JL, Malhotra NR, Dodge GR, Pacifici M, Shore EM, Haskins ME, Smith LJ, Delayed hypertrophic differentiation of epiphyseal chondrocytes contributes to failed secondary ossification in mucopolysaccharidosis VII dogs, Mol Genet Metab 116(3) (2015) 195–203. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [11].Smith LJ, Martin JT, Szczesny SE, Ponder KP, Haskins ME, Elliott DM, Altered Lumbar Spine Structure, Biochemistry, and Biomechanical Properties in a Canine Model of Mucopolysaccharidosis Type VII, J Orthop Res 28(5) (2010) 616–622. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [12].Kronenberg HM, Developmental regulation of the growth plate, Nature 423 (2003) 332–336. [DOI] [PubMed] [Google Scholar]
- [13].Karsenty G, Kronenberg HM, Settembre C, Genetic Control of Bone Formation, Annu Rev Cell Dev Bi 25 (2009) 629–648. [DOI] [PubMed] [Google Scholar]
- [14].Xing EM, Knox VW, O’Donnell PA, Sikura T, Liu YL, Wu SS, Casal ML, Haskins ME, Ponder KP, The effect of neonatal gene therapy on skeletal manifestations in mucopolysaccharidosis VII dogs after a decade, Mol Genet Metab 109(2) (2013) 183–193. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [15].Smith LJ, Martin JT, O’Donnell P, Wang P, Elliott DM, Haskins ME, Ponder KP, Effect of neonatal gene therapy on lumbar spine disease in mucopolysaccharidosis VII dogs, Mol Genet Metab 107(1–2) (2012) 145–152. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [16].Sly WS, Quinton BA, McAlister WH, Rimoin DL, Beta glucuronidase deficiency: report of clinical, radiologic, and biochemical features of a new mucopolysaccharidosis, J Pediatr 82(2) (1973) 249–57. [DOI] [PubMed] [Google Scholar]
- [17].Jiang ZR, Derrick-Roberts ALK, Jackson MR, Rossouw C, Pyragius CE, Xian C, Fletcher J, Byers S, Delayed development of ossification centers in the tibia of prenatal and early postnatal MPS VII mice, Mol Genet Metab 124(2) (2018) 135–142. [DOI] [PubMed] [Google Scholar]
- [18].Chiaro JA, Baron MD, Del Alcazar CM, O’Donnell P, Shore EM, Elliott DM, Ponder KP, Haskins ME, Smith LJ, Postnatal progression of bone disease in the cervical spines of mucopolysaccharidosis I dogs, Bone 55(1) (2013) 78–83. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [19].Harmatz P, Whitley CB, Wang RY, Bauer M, Song W, Haller C, Kakkis E, A novel Blind Start study design to investigate vestronidase alfa for mucopolysaccharidosis VII, an ultra-rare genetic disease, Mol Genet Metab 123(4) (2018) 488–494. [DOI] [PubMed] [Google Scholar]
- [20].Williams N, Challoumas D, Ketteridge D, Cundy PJ, Eastwood DM, The mucopolysaccharidoses: Advances in medical care lead to challenges in orthopaedic surgical care, Bone Joint J 99b(9) (2017) 1132–1139. [DOI] [PubMed] [Google Scholar]
- [21].Smith LJ, Martin JT, O’Donnell P, Wang P, Elliott DM, Haskins ME, Ponder KP, Effect of neonatal gene therapy on lumbar spine disease in mucopolysaccharidosis VII dogs, Molecular Genetics & Metabolism 107(1–2) (2012) 145–52. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [22].Rowan DJ, Tomatsu S, Grubb JH, Haupt B, Montano AM, Oikawa H, Sosa C, Chen A, Sly WS, Long circulating enzyme replacement therpay rescues bone pathology in Mucopolysaccharidosis VII murine model, Molecular Genetics & Metabolism 107(1–2) (2012) 161–172. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [23].Vogler C, Sands MS, Levy B, Galvin N, Birkenmeier EH, Sly WS, Enzyme replacement with recombinant beta-glucuronidase in murine mucopolysaccharidosis type VII: impact of therapy during the first six weeks of life on subsequent lysosomal storage, growth, and survival, Pediatr Res 39(6) (1996) 1050–4. [DOI] [PubMed] [Google Scholar]
- [24].Sands MS, Vogler C, Kyle JW, Grubb JH, Levy B, Galvin N, Sly WS, Birkenmeier EH, Enzyme Replacement Therapy for Murine Mucopolysaccharidosis Type-Vii, J Clin Invest 93(6) (1994) 2324–2331. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [25].Andrade AC, Nilsson O, Barnes KM, Baron J, Wnt gene expression in the post-natal growth plate: regulation with chondrocyte differentiation, Bone 40(5) (2007) 1361–9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [26].Church V, Nohno T, Linker C, Marcelle C, Francis-West P, Wnt regulation of chondrocyte differentiation, J Cell Sci 115(24) (2002) 4809–4818. [DOI] [PubMed] [Google Scholar]
- [27].Guo XZ, Mak KK, Taketo MM, Yang YZ, The Wnt/beta-Catenin Pathway Interacts Differentially with PTHrP Signaling to Control Chondrocyte Hypertrophy and Final Maturation, Plos One 4(6) (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
- [28].Minina E, Kreschel C, Naski MC, Ornitz DM, Vortkamp A, Interaction of FGF, lhh/Pthlh, and BMP signaling integrates chondrocyte proliferation and hypertrophic differentiation, Dev Cell 3(3) (2002) 439–449. [DOI] [PubMed] [Google Scholar]
- [29].Samsa WE, Zhou X, Zhou G, Signaling pathways regulating cartilage growth plate formation and activity, Semin Cell Dev Biol 62 (2017) 3–15. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [30].Ai XB, Do AT, Lozynska O, Kusche-Gullberg M, Lindahl U, Emerson CP, QSulf1 remodels the 6-O sulfation states of cell surface heparan sulfate proteoglycans to promote Wnt signaling, J Cell Biol 162(2) (2003) 341–351. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [31].Chintala SK, Miller RR, Mcdevitt CA, Role of Heparan-Sulfate in the Terminal Differentiation of Growth-Plate Chondrocytes, Arch Biochem Biophys 316(1) (1995) 227–234. [DOI] [PubMed] [Google Scholar]
- [32].Jochmann K, Bachvarova V, Vortkamp A, Heparan sulfate as a regulator of endochondral ossification and osteochondroma development, Matrix Biol 34 (2014) 55–63. [DOI] [PubMed] [Google Scholar]
- [33].Manton KJ, Leong DFM, Cool SM, Nurcombe V, Disruption of heparan and chondroitin sulfate signaling enhances mesenchymal stem cell-derived osteogenic differentiation via bone morphogenetic protein signaling pathways, Stem Cells 25(11) (2007) 2845–2854. [DOI] [PubMed] [Google Scholar]
- [34].Haskins ME, Desnick RJ, Diferrante N, Jezyk PF, Patterson DF, Beta-Glucuronidase Deficiency in a Dog - a Model of Human Mucopolysaccharidosis-Vii, Pediatr Res 18(10) (1984) 980–984. [DOI] [PubMed] [Google Scholar]
- [35].Love MI, Huber W, Anders S, Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2, Genome Biology 15(12) (2014) 550. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [36].Yamamoto K, Okano H, Miyagawa W, Visse R, Shitomi Y, Santamaria S, Dudhia J, Troeberg L, Strickland DK, Hirohata S, Nagase H, MMP-13 is constitutively produced in human chondrocytes and co-endocytosed with ADAMTS-5 and TIMP-3 by the endocytic receptor LRP1, Matrix Biol 56 (2016) 57–73. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [37].Dao DY, Jonason JH, Zhang Y, Hsu W, Chen D, Hilton MJ, O’Keefe RJ, Cartilage-specific beta-catenin signaling regulates chondrocyte maturation, generation of ossification centers, and perichondrial bone formation during skeletal development, J Bone Miner Res 27(8) (2012) 1680–94. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [38].Fox JE, Volpe L, Bullaro J, Kakkis ED, Sly WS, First human treatment with investigational rhGUS enzyme replacement therapy in an advanced stage MPS VII patient, Mol Genet Metab 114(2) (2015) 203–208. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [39].Paiva KB, Granjeiro JM, Bone tissue remodeling and development: focus on matrix metalloproteinase functions, Archives of Biochemistry & Biophysics 561 (2014) 74–87. [DOI] [PubMed] [Google Scholar]
- [40].Prideaux M, Staines KA, Jones ER, Riley GP, Pitsillides AA, Farquharson C, MMP and TIMP temporal gene expression during osteocytogenesis, Gene Expr Patterns 18(1–2) (2015) 29–36. [DOI] [PubMed] [Google Scholar]
- [41].Ortega N, Wang K, Ferrara N, Werb Z, Vu TH, Complementary interplay between matrix metalloproteinase-9, vascular endothelial growth factor and osteoclast function drives endochondral bone formation, Dis Model Mech 3(3–4) (2010) 224–35. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [42].Johansson N, Saarialho-Kere U, Airola K, Herva R, Nissinen L, Westermarck J, Vuorio E, Heino J, Kahari VM, Collagenase-3 (MMP-13) is expressed by hypertrophic chondrocytes, periosteal cells, and osteoblasts during human fetal bone development, Developmental Dynamics 208(3) (1997) 387–97. [DOI] [PubMed] [Google Scholar]
- [43].Tang Y, Rowe RG, Botvinick EL, Kurup A, Putnam AJ, Seiki M, Weaver VM, Keller ET, Goldstein S, Dai J, Begun D, Saunders T, Weiss SJ, MT1-MMP-dependent control of skeletal stem cell commitment via a beta1-integrin/YAP/TAZ signaling axis, Dev Cell 25(4) (2013) 402–16. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [44].Barthelemi S, Robinet J, Garnotel R, Antonicelli F, Schittly E, Hornebeck W, Lorimier S, Mechanical forces-induced human osteoblasts differentiation involves MMP-2/MMP- 13/MT1-MMP proteolytic cascade, J Cell Biochem 113(3) (2012) 760–72. [DOI] [PubMed] [Google Scholar]
- [45].Odgren PR, Witwicka H, Reyes-Gutierrez P, The cast of clasts: catabolism and vascular invasion during bone growth, repair, and disease by osteoclasts, chondroclasts, and septoclasts, Connect Tissue Res 57(3) (2016) 161–74. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [46].Blumer MJ, Longato S, Richter E, Perez MT, Konakci KZ, Fritsch H, The role of cartilage canals in endochondral and perichondral bone formation: are there similarities between these two processes?, J Anat 206(4) (2005) 359–72. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [47].Vaes BL, Dechering KJ, van Someren EP, Hendriks JM, van de Ven CJ, Feijen A, Mummery CL, Reinders MJ, Olijve W, van Zoelen EJ, Steegenga WT, Microarray analysis reveals expression regulation of Wnt antagonists in differentiating osteoblasts, Bone 36(5) (2005) 803–11. [DOI] [PubMed] [Google Scholar]
- [48].Clement-Lacroix P, Ai MR, Morvan F, Roman-Roman S, Vayssiere B, Belleville C, Estrera K, Warman ML, Baron R, Rawadi G, Lrp5-independent activation of Wnt signaling by lithium chloride increases bone formation and bone mass in mice, P Natl Acad Sci USA 102(48) (2005)17406–17411. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [49].Vrijens K, Lin WW, Cui J, Shelat A, Taylor M, Guy KR, Chen TS, Roussel MF, Identification of small molecule agonists/activators of BMP-2, 4, 7 signaling, Cancer Res 71 (2011). [DOI] [PMC free article] [PubMed] [Google Scholar]
- [50].Genthe JR, Min J, Farmer DM, Shelat AA, Grenet JA, Lin WW, Finkelstein D, Vrijens K, Chen TS, Guy RK, Clements WK, Roussel MF, Ventromorphins: A New Class of Small Molecule Activators of the Canonical BMP Signaling Pathway, Acs Chem Biol 12(9) (2017) 2436–2447. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [51].Abdelmagid SM, Barbe MF, Rico MC, Salihoglu S, Arango-Hisijara I, Selim AH, Anderson MG, Owen TA, Popoff SN, Safadi FF, Osteoactivin, an anabolic factor that regulates osteoblast differentiation and function, Exp Cell Res 314(13) (2008) 2334–51. [DOI] [PubMed] [Google Scholar]
- [52].Karlsson C, Dehne T, Lindahl A, Brittberg M, Pruss A, Sittinger M, Ringe J, Genome-wide expression profiling reveals new candidate genes associated with osteoarthritis, Osteoarthr Cartilage 18(4) (2010) 581–592. [DOI] [PubMed] [Google Scholar]
- [53].Singh M, Del Carpio-Cano F, Belcher JY, Crawford K, Frara N, Owen TA, Popoff SN, Safadi FF, Functional Roles of Osteoactivin in Normal and Disease Processes, Crit Rev Eukar Gene 20(4) (2010) 341–357. [DOI] [PubMed] [Google Scholar]
- [54].Frara N, Abdelmagid SM, Sondag GR, Moussa FM, Yingling VR, Owen TA, Popoff SN, Barbe MF, Safadi FF, Transgenic Expression of Osteoactivin/gpnmb Enhances Bone Formation In Vivo and Osteoprogenitor Differentiation Ex Vivo, J Cell Physiol 231(1) (2016) 72–83. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [55].Sondag GR, Mbimba TS, Moussa FM, Novak K, Yu B, Jaber FA, Abdelmagid SM, Geldenhuys WJ, Safadi FF, Osteoactivin inhibition of osteoclastogenesis is mediated through CD44-ERK signaling, Exp Mol Med 48 (2016). [DOI] [PMC free article] [PubMed] [Google Scholar]
- [56].Huang YY, Bai B, Yao YC, Prospects of osteoactivin in tissue regeneration, Expert Opin Ther Tar 20(11) (2016) 1357–1364. [DOI] [PubMed] [Google Scholar]
- [57].Li B, Castano AP, Hudson TE, Nowlin BT, Lin SL, Bonventre JV, Swanson KD, Duffield JS, The melanoma-associated transmembrane glycoprotein Gpnmb controls trafficking of cellular debris for degradation and is essential for tissue repair, Faseb J 24(12) (2010) 4767–4781. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [58].Baldo G, Wu SS, Howe RA, Ramamoothy M, Knutsen RH, Fang JL, Mecham RP, Liu YL, Wu XB, Atkinson JP, Ponder KP, Pathogenesis of aortic dilatation in mucopolysaccharidosis VII mice may involve complement activation, Mol Genet Metab 104(4) (2011) 608–619. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [59].Parente MK, Rozen R, Cearley CN, Wolfe JH, Dysregulation of Gene Expression in a Lysosomal Storage Disease Varies between Brain Regions Implicating Unexpected Mechanisms of Neuropathology, Plos One 7(3) (2012). [DOI] [PMC free article] [PubMed] [Google Scholar]
- [60].Kramer G, Wegdam W, Donker-Koopman W, Ottenhoff R, Gaspar P, Verhoek M, Nelson J, Gabriel T, Kallemeijn W, Boot RG, Laman JD, Vissers JPC, Cox T, Pavlova E, Moran MT, Aerts JM, van Eijk M, Elevation of glycoprotein nonmetastatic melanoma protein B in type 1 Gaucher disease patients and mouse models, Febs Open Bio 6(9) (2016) 902–913. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [61].Murugesan V, Liu J, Yang RH, Lin HQ, Lischuk A, Pastores G, Zhang XK, Chuang WL, Mistry PK, Validating glycoprotein non-metastatic melanoma B (gpNMB, osteoactivin), a new biomarker of Gaucher disease, Blood Cell Mol Dis 68 (2018) 47–53. [DOI] [PMC free article] [PubMed] [Google Scholar]
- [62].Zigdon H, Savidor A, Levin Y, Meshcheriakova A, Schiffmann R, Futerman AH, Identification of a Biomarker in Cerebrospinal Fluid for Neuronopathic Forms of Gaucher Disease, Plos One 10(3) (2015). [DOI] [PMC free article] [PubMed] [Google Scholar]
- [63].Marques ARA, Gabriel TL, Aten J, van Roomen CPAA, Ottenhoff R, Claessen N, Alfonso P, Irun P, Giraldo P, Aerts JMFG, van Eijk M, Gpnmb Is a Potential Marker for the Visceral Pathology in Niemann-Pick Type C Disease, Plos One 11(1) (2016). [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
Supplemental Table 1. Primer sequences for genes validated using qPCR.
Supplemental Table 2. qPCR results. Fold-changes in mRNA expression as a function of both age and disease state for selected genes.