Abstract
Glycerophosphodiesterase 5 (GDE5) selectively hydrolyses glycerophosphocholine to choline and is highly expressed in type II fiber-rich skeletal muscles. We have previously generated that a truncated mutant of GDE5 (GDE5dC471) that lacks phosphodiesterase activity and shown that transgenic mice overexpressing GDE5dC471 in skeletal muscles show less skeletal muscle mass than control mice. However, the molecular mechanism and pathophysiological features underlying decreased skeletal muscle mass in GDE5dC471 mice remain unclear. In this study, we characterized the skeletal muscle disorder throughout development and investigated the primary cause of muscle atrophy. While type I fiber-rich soleus muscle mass was not altered in GDE5dC471 mice, type II fiber-rich muscle mass was reduced in 8-week-old GDE5dC471 mice. Type II fiber-rich muscle mass continued to decrease irreversibly in 1-year-old transgenic mice with an increase in apoptotic cell. Adipose tissue weight and blood triglyceride levels in 8-week-old and 1-year-old transgenic mice were higher than those in control mice. This study also demonstrated compensatory mRNA expression of neuromuscular junction (NMJ) components, including nicotinic acetylcholine receptors (α1, γ, and ε subunits) and acetylcholinesterase in type II fiber-rich quadriceps muscles in GDE5dC471 mice. However, we did not observe morphological changes in NMJs associated with skeletal muscle atrophy in GDE5dC471 mice. We also found that HSP70 protein levels are significantly increased in the skeletal muscles of 2-week-old GDE5dC471 mice and in mouse myoblastic C2C12 cells overexpressing GDE5dC471. These findings suggest that GDE5dC471 mouse is a novel model of early-onset irreversible type II fiber-rich myopathy associated with cellular stress.
Introduction
The physiological process of aging critically affects an individual's quality of life via gradual functional, structural, and biochemical changes. Age-related decline in skeletal muscle mass and functions is defined as sarcopenia, a condition characterized by muscle weakness and fiber atrophy [1–3]. Persons with sarcopenia suffer greater incidence of functional disabilities that lead to loss of independence and are more likely to suffer injuries due to falling [4]. Thus, sarcopenia is a strong predictor of mortality in aging individuals. Few rodent models exhibit age-related changes in skeletal muscles spontaneously and, therefore, long-term examination is required to characterize muscle weakness and fiber atrophy during aging and senescence in these systems. For example, age-related skeletal muscle pathology develops in about 28 months in F344/Brown-Norway F1 hybrid rat [5], and a senescence-accelerated SAMP1, SAMP6 or SAMP8 mouse [6–8]. An animal model with sarcopenia-like muscle atrophy that develops more quickly is urgently needed to advance studies of this degenerative condition.
Most skeletal muscles consist of intermixed mitochondria-rich slow-twitch fiber (type I) and fast-twitch muscle fiber (type II) [9]. It was reported that aging skeletal muscles were more atrophied in type II muscle fiber than in type I muscle fiber [9–12]. These muscle fibers are controlled by different motor units during young adulthood and are repeatedly denervated and reinnervated through adulthood to old age, and in very old age, skeletal muscle atrophy may be due to increasingly frequent axonal degeneration and/or motor cell death [13], (See review in [14]). The relationship between skeletal muscle atrophy and decreased neuromuscular transmission has been recently discussed in rodent models and humans [15, 16]. Previous studies showed that neuromuscular junctions (NMJs) in skeletal muscles of aged rats are denatured before the onset of muscle atrophy and that NMJs of type II fibers are more prone to denaturation than those of type I fibers [15, 17]. On the other hands, mRNA expression of nicotinic acetylcholine receptor (nAchR) subunits, which compose a pentameric nAchR and are localized to NMJs, increases with age [18–20]. Similarly, expression of the nAchR subunit was transiently up-regulated during an acute inactivity period in rodent models with sciatic denervation or spinal cord injuries [22–24]. These observations suggested that the expression of components localized at the NMJs have compensatory effects on skeletal muscle dysfunction. Although type II-rich fiber atrophy has been reported in hindlimb suspension, plaster cast immobilization, or short-term spaceflight induced muscle disuse rodents which are independent of denervation [25, 26], the alternation of NMJ functions during type II-rich skeletal muscle atrophy is little understood. Some mechanisms such as oxidative stress and chronic inflammation have been proposed for skeletal muscle atrophy [27–29], whereas the pathophysiological relationship between NMJ functions and decreased physical activity during type II-rich skeletal muscle atrophy also remains unclear.
We recently generated transgenic mice with selectively inducible skeletal muscle atrophy in type II-rich gastrocnemius and quadriceps muscles at around 12 weeks [30]. These mice overexpressed a truncated mutant of glycerophosphodiesterase 5 (GDE5) that lacks phosphodiesterase activity. mRNA expression analyses of the quadriceps of 12-week-old GDE5dC471 mice indicated that mRNAs for inflammatory cytokines and cellular defense were up-regulated [30] and that the skeletal muscle atrophy is independent of the ubiquitin-proteasome system [30, 31]. Interestingly, the expression of several genes linked to NMJs was up-regulated in the skeletal muscle of the GDE5ΔC471 mice, thus resembling age-related skeletal muscle atrophy. However, the molecular mechanisms underlying the decreased skeletal muscle mass and pathophysiological characteristics as a new animal model for skeletal muscle atrophy remain unclear.
The aim of this study was to reveal the pathology and underlying cause of type II-rich skeletal muscle atrophy in GDE5dC471 mice skeletal muscles by examining cross-sections of myofibrils, muscle functions, and neuromuscular junctions through time. This study provides detailed information on the skeletal muscle pathology of GDE5dC471 mice as a useful animal model for drug development and evaluation of functional food products that protect against the onset/progression of type II-rich skeletal muscle atrophy.
Materials and Methods
Animals
GDE5dC471 transgenic mouse was generated as described previously [30]. In this experiment, heterozygous male mice harboring the transgene which were backcrossed at least 5 times with purebred C57BL/6J females (Charles River Japan, Kanagawa, Japan), and their male control litter mates were used. The presence of GDE5dC471 transgenes in offspring was determined by polymerase chain reaction (PCR) with the following primers: GDE5dC471, sense, 5'-TTTGATGTCCACTTTCAAAGGAC-3', and antisense, 5'-CTCCATCCCTGTGTTGGCAAATCC-3'. Mice were housed in a room maintained at 24°C with a 12-hr light and dark cycle (lights on, 8:00 a.m. to 8:00 p.m.), and MF solid chow (Oriental Yeast, Tokyo, Japan) and a bottle tapped deionized water were provided ad libitum. The animal study was approved by the Hiroshima University Animal Committee (Permit Number: C15-9-2), and the mice were maintained in accordance with the Hiroshima University Guidelines for the Care and Use of Laboratory Animals. After 2-, 4-, 8-weeks or 1-year rearing periods, blood samples were collected from mice by venipuncture from the aorta under sodium pentobarbital anesthesia and were sacrificed, followed by removal of skeletal muscles (gastrocnemius, quadriceps or soleus) or epididymal and perirenal white adipose tissues.
Histopathology
To measure cross-sectional muscle fiber area, samples of the skeletal muscle (gastrocnemius) of GDE5dC471 mice and age-matched control mice at 4 and 8-week, and 1-year old of age were fixed in neutral buffered 10% formalin, and processed by staining paraffin-embedded transverse sections (2 μm) with hematoxylin and eosin (H&E). To detect terminal deoxynucleotidyl transferase (TdT) dUTP nick-end labeling (TUNEL) positive nuclear in gastrocnemius muscle of 4-week-old (frozen section), 8-week-old and 1-year-old (paraffin section) GDE5dC471 mice and age-matched control mice were subjected. Frozen section for TUNEL staining was prepared that the gastrocnemius muscle was harvested, fixed in 4% paraformaldehyde for 1 day, then transferred to Holt's hypertonic gum-sucrose medium (0.88M sucrose containing 1% gum acacia) for 2Days at 4°C, embedded in optimum cutting temperature compound and immediately frozen in liquid nitrogen-cooled isopentane (Sigma-Adrich Japan, Tokyo, Japan), then prepared as 6 μm sections using a cryostat. TUNEL staining was performed using ApopTag® Peroxidase In Situ Apoptosis Detection Kit (Merck Millipore, Temecula, CA) according to the manufacturer's instructions. 3, 3'-diaminobenzidine (DAB) was used as peroxidase substrate, and for calculate the ratio of TUNEL positive nuclear to total myonuclei (%), counterstaining with hematoxylin was also performed. In order to observe morphology of nicotinic acetylcholine receptor, gastrocnemius muscles of 1-year-old GDE5dC471 mice and control mice were frozen in liquid nitrogen-cooled isopentane (Sigma-Adrich Japan, Tokyo, Japan), and longitudinal sections (20 μm) embedded in optimum cutting temperature compound were stained with fluorescent α-bungarotoxin Alexa Fluor®594 (Molecular Probes, Eugene, OR)
PCR analyses
Semiquantitative and quantitative PCR analyses were performed on total RNA, which was extracted from dissected quadriceps muscles of 2-, 4-, 8-week and 1-year-old GDE5dC471 and age-matched control mice, prepared with RNeasy Lipid Tissue Mini Kit (Qiagen, Hilden, Germany) according to the instructions of the manufacturer. The reverse transcriptase reaction was carried out with 1 μg of total RNA as a template to synthesize cDNA using RevaTra Ace (Toyobo, Osaka, Japan) reverse transcriptase. For semiquantitative PCR analysis, cDNA and specific primers were added to the GoTaq Master Mix (Promega, Madison, WI) to give a total reaction volume of 20 μl. The reactions were sampled after 25, 28, and 30 cycles under different PCR conditions to monitor product accumulation. For quantitative PCR analysis, cDNA and specific primers were added to THUNDERBIRD™SYBR ®qPCR Mix (Toyobo) to give a total reaction volume of 15 μL. PCR reactions were performed using StepOnePlusTM (Applied Biosystems, Foster City, CA). The PCR reactions were initiated with denaturation for 10 min at 95°C, followed by amplification with 40 cycles each for 15 s at 95°C, and extended for 1 min at 60°C. The primers used for semiquantitative RT-PCR or realtime PCR analysis were as follows: Acsm3, sense, 5’-CCTGATCCTATGAGAGTCTTG-3’, and antisense, 5’-GCAGTATCACCATTACTCTGTC-3’; Slc27a2, sense, 5’-GCGGCAACCATCAATCATCA-3’, and antisense, 5’-CGGTGTGTTGCACAGGTACC-3’; nAchRα1, sense, 5′-GCCGGACGTCGTTCTCTATA-3′, and antisense, 5′-GTAGAACACCCAGTGCTTCC-3′; nAchRε, sense,5′-GCGTGCTCATTTCTGGCTTG-3′, and antisense, 5′-CGCGGCAGCAGCTCTAATAA-3′; nAchRγ, sense, 5′-CAAAGGCAGCGCAATGGATT-3′, and antisense, 5′-GTAGTGGGCCATGAGGAAGA-3′; Ache, sense, 5′-GCTCCTACTTTCTGGTTTAC-3′, and antisense, 5′-AAAGATGTAGGCATAGACCC-3′; L19, sense, 5′-GGCATAGGGAAGAGGAAGG-3′, and antisense, 5′-GGATGTGCTCCATGAGGATGC-3′; β-actin, sense, 5’-TTGGGTATGGAATCCTGTGGCATC-3’, and antisense, 5’-CGGACTCATCGTACTCCTGCTTGC-3’. Realtime PCR samples were normalized according to L19 mRNA levels.
Blood Analysis
Six hours before blood collection, food was withdrawn from mice. Serum was obtained by centrifugation of the whole blood sample at 900 × g for 10 min at 4°C and stored at -20°C for late use. Serum glucose, triglycerides and total-cholesterol were measured by Hitachi 7180 Biochemistry Automatic Analyzer (Hitachi, Tokyo, Japan).
Rotarod test
Motor coordination in 8-week and 1-year-old GDE5dC471 and control mice was assessed by KN-75 rotating rod apparatus (Natsume Seisakujo, Tokyo, Japan), which consisted of a plastic rod (3 cm diameter, 8 cm length) with a gritted surface flanked by 2 large discs. Each mouse was placed on the rod rotated 15 times per minute, and latency to fall from the rod was recorded.
DNA Microarray
DNA microarray analysis was performed in accordance with our previous study [30]. Total RNA derived from the skeletal muscle (quadriceps) of GDE5dC471 and control mice at 2 weeks of age was isolated using RNeasy Lipid Tissue Mini Kit and subjected to cRNA synthesis for a DNA microarray analysis according to the manufacturer’s instructions (whole mouse genome 60-mer oligo microarray, Agilent Technologies, Santa Clara, CA). All of the procedures of fluorescence labeling, hybridization, and slide and image processing were carried out according to the manufacturer’s instructions. Briefly, aliquots of cRNA samples were fragmented and hybridized on the whole mouse genome oligo microarray slides at 65°C for 17 h. The slides were then sequentially washed, dried, and scanned using an Agilent DNA microarray scanner with Sure Scan technology (Agilent Technologies). In this study, the DyeSwap method was used to eliminate the bias between dyes. Gene expression data were obtained with Agilent Feature Extraction software, using defaults for all parameters except ratio terms, which were changed according to the Agilent protocol to fit the direct labeling procedure. Files and images, including error values and p values, were exported from Agilent Feature Extraction software (version 9.5). The microarray data are also deposited in the NCBI GEO data base (available on the World Wide Web at www.ncbi.nlm.nih.gov/geo) under accession number GSE80704.
Western blot analysis
Gastrocnemius samples were homogenized in TNE buffer (20mM Tris-HCl, pH 7.5, 0.15 M NaCl, 1 mM EDTA and 0.5% NP-40) using a Polytron homogenizer. The homogenates were centrifuged at 12000 rpm for 15 min at 4°C. Protein concentrations of the supernatants were determined using the BioRad Detergent Compatible (DC) assay kit (BioRad). Tissue lysates containing 16 μg protein were separated SDS–PAGE using a 10% polyacrylamide gel and stained with Coomassie Brilliant Blue (CBB) for determination of separated protein concentration or transferred to Immobilon P filters (Millipore, Bedford, MA). The filters were blocked for 2 h at room temprature by soaking in 4% nonfat dried milk (Nacalai Tesque, Kyoto, Japan) in PBS; then they were incubated for 18 h at 4°C with the anti-HSP70 mouse monoclonal antibody (Santa Cruz Biotechnology, Santa Cruz, CA) and after incubation in peroxidase labeled anti-mouse secondary antibody (Sigma-Adrich Japan) for 1 h the proteins were detected using ECL Western Blotting Detection Reagents (GE healthcare Japan, Tokyo, Japan). The signals were visualized by exposing the membranes to X-ray films (Fujifilm, Tokyo, Japan).
Statistical analysis
To determine significant differences in pathophysiology, parametric comparisons between GDE5dC471 mice and age-matched control mice were carried out the two-tail unpaired t-test. Time-course data was analyzed with a two-way ANOVA followed by the two-tail unpaired t-test for evaluation the statistical significance between GDE5dC471 mice and age-matched control mice at 4 and 8-week, and 1-year old of age. Statistical analysis was executed with Prism 7 version 7.01 software (GraphPad Software, Inc.). p values of < 0.05 (two sided) were considered statistically significant.
Supporting materials and methods were described in S1 File.
Results
Pathophysiological alterations of type II fiber-rich muscles in GDE5dC471 mice through time
We examined morphological alterations in type II fiber-rich muscle tissues of juvenile (4-week-old), young (8-week-old), and middle-aged (1-year-old) heterozygous GDE5dC471 mice and age-matched control mice. In 8-week-old and 1-year-old GDE5dC471 mice, gastrocnemius and quadriceps muscles were smaller than those of age-matched control mice (Table 1). Muscle weights did not differ significantly between 4-week-old GDE5dC471 mice and control mice. To quantify muscle shrinkage, we measured the cross-sectional areas of gastrocnemius muscles from GDE5dC471 and control mice (Fig 1A). Smaller fibers were more frequent in 8-week-old and 1-year-old GDE5dC471 mice (Fig 1A and 1B). Although the mean fiber cross-sectional area of 4-week-old GDE5dC471 mice was slightly smaller than in age-matched control mice, that of 8-week-old or 1-year-old GDE5dC471 mice was time-dependently reduced by 42.3% or 44.2% from control mice, respectively (Fig 1C). These results suggest that type II fiber-rich muscle atrophy had already developed in young (8-week-old), and was irreversibly observed through middle age. As noted also, centrally located myonuclei were evident in the type II fibers of 8-week-old and 1-year-old GDE5dC471 mice (Fig 1A and S1 Fig) and the number of TUNEL positive cells is time-dependently increased in the type II fibers of 8-week-old and 1-year-old GDE5dC471 mice (Fig 2). To examine the relationship between skeletal muscle atrophy and metabolic features, we measured white adipose tissue weight, and serum glucose, triglyceride and total cholesterol levels of GDE5dC471 mice (8-week-old and 1-year-old) and of age-matched control mice. Although there was no difference in serum glucose and total cholesterol levels between these mice, white adipose tissue weight and serum triglyceride levels in GDE5dC471 mice were higher than in control mice (Table 2). In order to investigate the skeletal muscle metabolism, we analyzed mRNA expression of α-glycerophosphate dehydrogenase (αGPD), which is an important enzyme for glycolysis, and of genes linked to mitochondria functions such as citrate synthase (Cs) and peroxisome proliferator-activated receptor (PPAR)-γ co-activator-1α (PGC1α) in skeletal muscles of GDE5dC471 mice. Although mRNA expression of mitochondrial markers, Cs and PGC1α, was not altered in muscles of GDE5dC471 mice, αGPD mRNA was significantly down-regulated in muscles of 1-year-old GDE5dC471 mice (S2A and S2B Fig). The decreased glucose metabolism may be involved in the metabolic complications such as increased adipose tissue weight and serum triglyceride level in GDE5dC471 mice. Furthermore, we analyzed type I (slow-twitch) and type II (fast-twitch) fiber mRNA expression in GDE5dC471 mice and could not observe fast- to slow-twitch fiber transformation in the gastrocnemius muscle of 1-year-old GDE5dC471 mice (S3 Fig).
Table 1. Time course alterations of body weight and skeletal muscle weight in GDE5dC471 mice and age-matched control mice.
Mice | Body weight (g) | Skeletal muscles (mg) | ||
---|---|---|---|---|
Quadriceps | Gastrocnemius | Soleus | ||
4-week-old WT (n = 4, 3$) | 15.3±0.4 | 77.7±4.2 | 77.8±5.5 | 3.5±0.4 |
4-week-old Tg (n = 4, 3$) | 15.0±0.3 | 72.5±4.7 | 70.7±0.9 | 3.8±0.4 |
8-week-old WT (n = 3) | 21.8±0.2 | 161.8±8.3 | 144.0±9.5 | 5.3±0.4 |
8-week-old Tg (n = 3) | 21.7±0.5 | 101.3±3.0* | 99.0±9.0* | 4.7±0.6 |
1-year-old WT (n = 7) | 33.3±0.9 | 205.0±9.6 | 181.0±3.6 | 8.7±1.1 |
1-year-old Tg (n = 10) | 31.8±1.2 | 132.2±5.0** | 122.5±4.4** | 10.2±0.7 |
WT: control mice, Tg: GDE5dC471 mice
$: soleus muscle. Data represent means±SE
*: p<0.05
**: p <0.01 (unpaired t-test, versus age-matched WT)
Table 2. Obesity-related parameters in 8-week-old and 1-year-old of GDE5dC471 mice, and age-matched control mice.
Mice | WAT (mg) | GLU (mg/dL) | TG (mg/dL) | T-CHO (mg/dL) |
---|---|---|---|---|
8-week-old WT (n = 3) | 258±80 | 269±10 | 30±2 | 72±4 |
8-week-old Tg (n = 3) | 329±14.6* | 276±7 | 57±7* | 75±3 |
1-year-old WT (n = 5) | 784±73 | 207±11 | 20±2 | 82±2 |
1-year-old Tg (n = 10) | 1005±189 | 219±12 | 28±3* | 82±5 |
WT: control mice, Tg: GDE5dC471 mice, WAT: White adipose tissue, GLU: serum glucose, TG: serum triglyceride, T-CHO: serum total cholesterol. Data represent means±SE
*: p <0.05 (unpaired t-test, versus age-matched WT)
To investigate whether GDE5dC471-related muscle atrophy affects passive motion, we performed a rotarod test using GDE5dC471 mice and age-matched control mice. GDE5dC471 mice demonstrated worse motor performance on the rotarod than control mice in all trials (Fig 3). Next, mice were transferred to cages with a running wheel and monitored for the number of wheel revolutions made for 3 days. The voluntary motor activity was not different between GDE5dC471 mice and control mice (S4 Fig). Because type I fibers are more responsible for the voluntary motor activity than type II fibers [32], these data were consistent with the result showing that soleus muscle weight was not different between GDE5dC471 and wild-type mice (Table 1). Taken together, these observations suggest that GDE5dC471 mice show not only morphological alteration of type II fiber muscles but also decreased motor coordination ability and that the reduction of type II fiber-rich muscle tissue mass may affect their physical performance.
NMJ-related mRNA expression and nAchR morphology in GDE5dC471 mice
In various murine models of skeletal muscle atrophy including age-associated myopathy, several genes related to NMJs were up-regulated in skeletal muscles [18–24, 33], suggesting that the compensatory expression of NMJ components contributes to muscle contraction and has preventive effects on skeletal muscle dysfunction. To evaluate whether the decreased skeletal muscle mass in GDE5dC471 mice affects the expression of NMJ components, we measured mRNA expression of several nAchR subunits and acetylcholine esterase (Ache) in gastrocnemius muscles of 4-week, 8-week and 1-year-old GDE5dC471 mice. Ache, nAchRα1 and nAchRε were up-regulated in GDE5dC471 mice relative to age-matched control mice (Fig 4A). As noted also, nAchRγ expression was equivalent between 4-week-old GDE5dC471 and control mice (Fig 4A). Next, we examined morphological alterations of nAchR localized at the myotube surface of the longitudinal section of gastrocnemius muscles in 1-year-old GDE5dC471 mice and in age-matched control mice using α-bungarotoxin staining. We found no differences in morphology between GDE5dC471 and control mice (Fig 4B).
Primary alternation of gene expression in GDE5dC471 mice skeletal muscle
In our previous study, mRNA expression analyses of the quadriceps of 12-week-old GDE5dC471 mice indicated that mRNAs for inflammatory cytokines and cellular stress (glutathione s-transferases) were up-regulated [30]. To further explore the mechanism of skeletal muscle atrophy development in GDE5dC471 mice, we examined 70 KD heat shock protein (HSP70) expression in type II fiber-rich skeletal muscle of 2-week-old and 4-week-old GDE5dC471 mice. HSP70 protein expression was markedly increased in 2-week-old GDE5dC471 mice compared with age-matched control mice (Fig 5), suggesting that this stress response plays an important role during early stages of skeletal muscle atrophy development due to GDE5dC471 overexpression. Thus, we expected that in vivo skeletal muscle factors that sensitively respond to GDE5dC471 expression can be identified in 2-week-old GDE5dC471 mice and performed DNA microarray analysis (whole-mouse-genome microarray) using RNA samples from type II fiber-rich skeletal muscle (quadriceps) of 2-week-old GDE5dC471 and control mice to isolate genes that are differentially expressed in response to GDE5dC471 overexpression. Ninety-six genes were up-regulated and 148 genes were down-regulated in 2-week-old GDE5dC471 mice relative to age-matched control mice (p<0.05) (Fig 6A and 6B). We then compared the transcriptomes of 2-week-old and 12-week-old GDE5dC471 mice to age-matched control mice and identified 18 genes and 35 genes that were significantly up-regulated and down-regulated, respectively, in both 2-week-old and 12-week-old GDE5dC471 mice (Fig 6A and 6B). Heat shock proteins (HSPs) including Hspa1a, Hspa8, Hspa4l, and Hsp110 were actually up-regulated along with other stress response markers, such as Fkbp5, Arrdc2, Gadd45g, Mt1 [34, 35], and Sesn2 (Table 3). Sesn2 is a genotoxic stress marker [36] and the gene product Sestrin 2 is considered to inhibit mTOR signaling that negatively regulates autophagy [37, 38], suggesting that increased Sesn2 expression facilitates clearance to protect against abnormal protein accumulation. Moreover, acyl-CoA synthetase (Acsm3) and a free-fatty acid transporter (Slc27a2) were down-regulated in 2-week-old (Table 3). We also compared mRNA expression of those in gastrocnemius muscles of 2-week-old GDE5dC471 mice with age-matched control mice. Acsm3 and Slc7a2 were down-regulated in GDE5dC471 mice relative to age-matched control mice, indicative of decreased fatty acid utilization [39, 40] in skeletal muscles of GDE5dC471 mice (Fig 7). Finally, we transfected GDE5dC471 into mouse myoblastic C2C12 myoblasts and examined HSP70 expression in these cells. HSP70 protein expression was actually increased in C2C12 myoblasts and myotubes overexpressing GDE5dC471 (S5 Fig), suggesting that GDE5dC471 is possibly involved in the cellular stress in the skeletal muscles in vivo in a direct manner during early stages of skeletal muscle development.
Table 3. Effect of GDE5dC471 over expression in type II fiber-rich skeletal muscles (quadriceps).
Gene ID | Gene symbol | Gene description | Fold change | P value |
---|---|---|---|---|
Cell defence and stress response | ||||
NM_010220 | Fkbp5 | FK506 binding protein 5 | 2.26 | 0.000 |
NM_027560 | Arrdc2 | arrestin domain containing 2 | 1.96 | 0.000 |
NM_011817 | Gadd45g | growth arrest and DNA-damage-inducible 45 gamma | 1.74 | 0.000 |
NM_013559 | Hsp110 | heat shock protein 110 | 1.85 | 0.000 |
NM_010479 | Hspa1a | heat shock protein 1A | 2.47 | 0.000 |
NM_011020 | Hspa4l | heat shock protein 4 like | 1.63 | 0.001 |
NM_031165 | Hspa8 | heat shock protein 8 | 1.75 | 0.000 |
AK005714 | Hspb9 | hypothetical Heat shock hsp20 (alpha crystallin) proteins family containing protein | 2.39 | 0.000 |
NM_019946 | Mgst1 | microsomal glutathione S-transferase 1 | 0.61 | 0.001 |
BC027262 | Mt1 | metallothionein 1 | 2.24 | 0.000 |
NM_144907 | Sesn2 | sestrin 2 | 5.83 | 0.000 |
Energy metabolism | ||||
NM_009463 | Ucp1 | uncoupling protein 1 (mitochondrial, proton carrier) | 0.16 | 0.000 |
Glucose strage and metabolism | ||||
NM_177741 | Ppp1r3b | protein phosphatase 1, regulatory (inhibitor) subunit 3B | 0.45 | 0.000 |
NM_146118 | Slc25a25 | solute carrier family 25 (mitochondrial carrier, phosphate carrier), member 25 | 1.98 | 0.000 |
NM_145572 | Gys2 | glycogen synthase 2 | 0.57 | 0.000 |
Lipid strage and metabolism | ||||
NM_007469 | Apoc1 | apolipoprotein C-I | 0.29 | 0.000 |
NM_212441 | Acsm3 | acyl-CoA synthetase medium-chain family member 3 | 0.24 | 0.000 |
NM_008493 | Lep | Leptin | 0.32 | 0.000 |
NM_011146 | Pparg | peroxisome proliferator activated receptor gamma | 0.67 | 0.006 |
NM_022984 | Retn | Resistin | 0.59 | 0.000 |
NM_011978 | Slc27a2 | solute carrier family 27 (fatty acid transporter), member 2 | 0.18 | 0.000 |
NM_053200 | Ces3 | carboxylesterase 3 | 0.26 | 0.000 |
Secreted proteins | ||||
NM_146125 | Itpka | inositol 1,4,5-trisphosphate 3-kinase A | 0.35 | 0.000 |
NM_023125 | Kng1 | kininogen 1 | 0.24 | 0.000 |
NM_031192 | Ren1 | renin 1 precursor | 1.93 | 0.003 |
NM_170727 | Scgb3a1 | secretoglobin, family 3A, member 1 | 9.58 | 0.000 |
NM_198190 | Ntf5 | neurotrophin 5 | 1.40 | 0.020 |
Structural proteins | ||||
NM_010230 | Fmn1 | formin 1 | 8.72 | 0.000 |
NM_009597 | Accn2 | amiloride-sensitive cation channel 2, neuronal | 2.04 | 0.000 |
AF221104 | Kifc5c | kinesin-related protein KIFC5C | 25.76 | 0.000 |
DNA microarray analysis was repeated with the Cy3 and Cy5 dyes reversed (a dye swap), and fold change (Fold) represents the average of mRNA expression level in 2-week-old of GDE5dC471 transgenic mice relative to age-matched control mice.
Discussion
In this study, transgenic mice overexpressing GDE5dC471 in skeletal muscles showed reduced type II-rich skeletal muscle mass and consistently smaller cross-sectional areas of type II-rich fibers from at least 8 weeks of age. In addition, decreases in passive motor function and increased adipose tissue weight were observed in 8-week-old and 1-year-old GDE5dC471 mice. On the other hand, type I-rich soleus muscle mass of GDE5dC471 transgenic mice was similar to that of age-matched control mice from juvenile to middle-aged. The type II fiber-specific atrophy that is characteristic of GDE5dC471 mice may be because endogenous GDE5 is highly expressed in type II-rich skeletal muscle [30]. Alternatively, since we used human skeletal muscle α-actin to specifically overexpress GDE5dC471 in skeletal muscle [30], the GDE5dC471 gene may be preferentially expressed in type II skeletal muscle.
Previous studies have indicated a close relationship between skeletal muscle atrophy and the degeneration of NMJs that are located at pre- and post-synapses [15–17]. In skeletal muscle, nAchRs are formed as pentameric subunits of (α1)2βδ (γ: fetal period) or (α1)2βδ (ε: mature period), and are located in post-synaptic membrane [21, 41–43]. mRNA expression of each subunit changes throughout development, for example, the nAchRε subunit was constantly expressed from youth to old age in the hindlimb muscles of FBNF1 rats, while the nAchRα and nAchRγ subunits were up-regulated with age [44]. On the other hand, all nAchR subunits were transiently up-regulated in the gastrocnemius muscles of surgically denervated rats, but mRNA levels returned to normal after spontaneous reinnervation [23], whereas mRNA expression of nAchRα1, γ, and ε subunits is increased in the diaphragm of Duchenne muscular dystrophy model mice in response to the destabilization of NMJs via congenital defects in dystrophin [33, 45]. Taken together, nAchR subunit up-regulation observed in skeletal atrophy models represents a compensatory response to decreased neuromuscular transmission by denervation of muscle or degeneration of NMJs.
In the present study, we found that nAchRα1, γ, and ε subunits were up-regulated in the gastrocnemius muscles of 8-week-old and 1-year-old GDE5dC471 mice, showing a similar feature as those in Duchenne muscular dystrophy model mice. However, NMJs were not morphological altered in GDE5dC471 mice even in 1-year-old mice, suggesting a distinct mechanism of up-regulation of genes related to NMJs from Duchenne muscular dystrophy model. On the other hands, various types of cellular stress (e.g., oxidative stress and chronic inflammation) are supposed to be primary causes of skeletal muscle atrophy [27, 28]. In our previous study, genes associated with inflammatory cytokines and cellular defenses, such as interleukin 1-β or glutathione s-transferases, were up-regulated in the quadriceps muscles of 12-week-old GDE5dC471 mice [30]. Hence, we examined the possibility that skeletal muscle atrophy in GDE5dC471 mice is mainly induced by cellular stress signaling. Expression of the molecular chaperone HSP70 is modulated by a variety of stress, such as heat shock, inflammation, or hypoxic state, and to intracellular accumulation of abnormal proteins [46, 47]. We found a dramatic increase in HSP70 protein expression in the gastrocnemius muscles of 2-week-old GDE5dC471 mice without a reduction in skeletal muscle mass. Moreover, C2C12 myoblasts and myotubes overexpressing GDE5dC471 showed high expression of HSP70 protein, suggesting that GDE5dC471 protein overexpressed in these cells is recognized as an abnormal protein. In fact, both HSP70 family genes (Hspa1a and Hspa8) and an HSP40 family member (Hapa4l) were up-regulated in the quadriceps muscles of 2-week-old GDE5dC471 mice possibly as a reaction against abnormal protein aggregation [48], because HSP40 reportedly functions as the co-chaperone for HSP70 and HSP110 (Hsp110), which are synergistically functional when both HSP40 and HSP70 promote large-scale protein disaggregation [49, 50]. On the other hands, the endoplasmic reticulum stress response also plays an important role as a defense against abnormal protein aggregation [50]. However, we found no change in the expression levels of endoplasmic reticulum stress response genes, including ATF6 and IRE1, and atrogin-1, MuRF1 and Cbl-b those are involved in the ubiquitin proteasome pathway that degrades abnormal proteins [51].
Although NMJs were not morphological altered in GDE5dC471 mice in 1-year-old mice, the numbers of centrally located nuclei and apoptotic cells were increased in the type II fibers of 8-week-old and 1-year-old GDE5dC471 mice. Importantly, increased mRNA expression of nAchR subunits was observed even in 4-week-old GDE5dC471 mice that did not show altered skeletal muscle mass. Taken together, these observations suggest that the increased nAchR subunits expression in the skeletal muscles of GDE5dC471 mice may indicate an adaptation against cellular stress signaling and/or skeletal muscle fiber degeneration and regeneration. Thus, GDE5dC471 mice can be applied for basic research on certain human myopathies that exhibit compensatory expression of NMJs components that are a possible consequence of increased cellular stress rather than NMJ degradation. The current study characterized the pathophysiological features of GDE5dC471 mice with type II skeletal muscle atrophy without a neurotransmission disorder and further suggests the possibility that intracellular abnormal protein accumulation is associated with primary skeletal muscle pathology.
Supporting Information
Abbreviations
- GDE5
glycerophosphodiesterase 5
- NMJ
neuromuscular junction
- nAchR
nicotinic acetylcholine receptor
- TUNEL
TdT-mediated dUTP nick end labeling
- HSP
heat shock protein
- Ache
acetylcholine esterase
- PCR
polymerase chain reaction
Data Availability
The microarray data are also deposited in the NCBI GEO data base (available on the World Wide Web at www.ncbi.nlm.nih.gov/geo) under accession number GSE80704.
Funding Statement
The authors received no specific funding for this work.
References
- 1.Cruz-Jentoft AJ, Baeyens JP, Bauer JM, Boirie Y, Cederholm T, Landi F, et al. Sarcopenia: European consensus on definition and diagnosis Report of the European Working Group on Sarcopenia in Older People . Age Ageing. 2010; 39(4): 412–23. 10.1093/ageing/afq034 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Morley JE, Baumgartner RN, Roubenoff R, Mayer J, Nair KS. Sarcopenia. J Lab Clin Med. 2001; 137(4): 231–43. [DOI] [PubMed] [Google Scholar]
- 3.Sayer AA, Robinson SM, Patel HP, Shavlakadze T, Cooper C, Grounds MD. New horizons in the pathogenesis, diagnosis and management of sarcopenia. Age Ageing. 2013; 42(2): 145–50 10.1093/ageing/afs191 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Landi F, Liperoti R, Fusco D, Mastropaolo S, Quattrociocchi D, Proia A, et al. Prevalence and risk factors of sarcopenia among nursing home older residents. J Gerontol A Biol Sci Med Sci. 2012; 67(1): 48–55. 10.1093/gerona/glr035 [DOI] [PubMed] [Google Scholar]
- 5.Brown M, Hasser EM. Complexity of age-related change in skeletal muscle. J Gerontol A Biol Sci Med Sci. 1996; 51(2), B117–23. [DOI] [PubMed] [Google Scholar]
- 6.Sakakima H, Yoshida Y, Suzuki S, Morimoto N. The effects of aging and treadmill running on soleus and gastrocnemius muscle morphology in the senescence-accelerated mouse (SAMP1). J Gerontol A Biol Sci Med Sci. 2004; 59(10): 1015–21. [DOI] [PubMed] [Google Scholar]
- 7.Chen H, Yao XF, Emura S, Shoumura S. Morphological changes of skeletal muscle, tendon and periosteum in the senescence-accelerated mouse (SAMP6): a murine model for senile osteoporosis. Tissue Cell. 2006; 38(5): 325–35. [DOI] [PubMed] [Google Scholar]
- 8.Derave W, Eijnde BO, Ramaekers M, Hespel P. Soleus muscles of SAMP8 mice provide an accelerated model of skeletal muscle senescence. Exp Gerontol. 2005; 40(7): 562–72. [DOI] [PubMed] [Google Scholar]
- 9.Wang Y, Pessin JE. Mechanisms for fiber-type specificity of skeletal muscle atrophy. Curr Opin Clin Nutr Metab Care. 2013; 16(3): 243 10.1097/MCO.0b013e328360272d [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Lexell J, Taylor CC, Sjöström M. What is the cause of the ageing atrophy?: Total number, size and proportion of different fiber types studied in whole vastus lateralis muscle from 15-to 83-year-old men. J Neurol Sci. 1988; 84(2): 275–94. [DOI] [PubMed] [Google Scholar]
- 11.Larsson L, Yu F, Hook P, Ramamurthy B, Marx JO, Pircher P. Effects of aging on regulation of muscle contraction at the motor unit, muscle cell, and molecular levels. Int J Sports Nutr Exerc Metab. 2011; 11:28–43. [DOI] [PubMed] [Google Scholar]
- 12.Nilwik R, Snijders T, Leenders M, Groen BB, van Kranenburg J, Verdijk LB, et al. The decline in skeletal muscle mass with aging is mainly attributed to a reduction in type II muscle fiber size. Exp Gerontol. 2013; 48(5): 492–98. 10.1016/j.exger.2013.02.012 [DOI] [PubMed] [Google Scholar]
- 13.Akaaboune M, Culican SM, Turney SG, Lichtman JW. Rapid and reversible effects of activity on acetylcholine receptor density at the neuromuscular junction in vivo. Science. 1999; 286(5439): 503–07. [DOI] [PubMed] [Google Scholar]
- 14.Hepple RT, Rice CL. Innervation and neuromuscular control in ageing skeletal muscle. J Physiol. 2016; 594(8): 1965–78 10.1113/JP270561 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Deschenes MR, Roby MA, Eason MK, Harris MB. Remodeling of the neuromuscular junction precedes sarcopenia related alterations in myofibers. Exp Gerontol. 2010; 45(5): 389–93. 10.1016/j.exger.2010.03.007 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Jang YC, Van Remmen H. Age-associated alterations of the neuromuscular junction. Exp Gerontol. 2011; 46: 193–98. 10.1016/j.exger.2010.08.029 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Suzuki T, Maruyama A, Sugiura T, Machida S, Miyata H. Age-related changes in two- and three-dimensional morphology of type-identified endplates in the rat diaphragm. J Physiol Sci. 2009; 59(1): 57–62 10.1007/s12576-008-0005-7 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Apel PJ, Alton T, Northam C, Ma J, Callahan M, Sonntag WE, et al. How age impairs the response of the neuromuscular junction to nerve transection and repair: an experimental study in rats. J Orthop Res. 2009; 27(3): 385–93. 10.1002/jor.20773 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Gomes RR, Booth FW. Expression of acetylcholine receptor mRNAs in atrophying and nonatrophying skeletal muscles of old rats. J Appl Physiol. 1998; 85(5): 1903–08. [DOI] [PubMed] [Google Scholar]
- 20.Ibebunjo C, Chick JM, Kendall T, Eash JK, Li C, Zhang Y, et al. Genomic and proteomic profiling reveals reduced mitochondrial function and disruption of the neuromuscular junction driving rat sarcopenia. Mol Cell Biol. 2013; 33(2): 194–212. 10.1128/MCB.01036-12 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Witzemann V, Stein E, Barg B, Konno T, Koenen M, KUES W, et al. Primary structure and functional expression of the α‐, β‐, γ‐, δ‐and ε‐subunits of the acetylcholine receptor from rat muscle. Eur J Biochem. 1990; 194(2): 437–48. [DOI] [PubMed] [Google Scholar]
- 22.Goldman D, Brenner HR, Heinemann S. Acetylcholine receptor α-, β-, γ-, and δ-subunit mRNA levels are regulated by muscle activity. Neuron. 1988; 1(4): 329–33. [DOI] [PubMed] [Google Scholar]
- 23.Ma J, Shen J, Garrett JP, Lee CA, Li Z, Elsaidi GA, et al. Gene expression of myogenic regulatory factors, nicotinic acetylcholine receptor subunits, and GAP‐43 in skeletal muscle following denervation in a rat model. J Orthop Res. 2007; 25(11): 1498–1505. [DOI] [PubMed] [Google Scholar]
- 24.Adams L, Carlson BM, Henderson L, Goldman D. Adaptation of nicotinic acetylcholine receptor, myogenin, and MRF4 gene expression to long-term muscle denervation. J Cell Biol. 1995; 131(5): 1341–49. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Stelzer JE, Widrick JJ. Effect of hindlimb suspension on the functional properties of slow and fast soleus fibers from three strains of mice. J Appl Physiol. 2003; 95(6): 2425–33. [DOI] [PubMed] [Google Scholar]
- 26.Deschenes MR, Will KM, Booth FW, Gordon SE. Unlike myofibers, neuromuscular junctions remain stable during prolonged muscle unloading. J Neurol Sci. 2003; 210(1): 5–10. [DOI] [PubMed] [Google Scholar]
- 27.Meng SJ, Yu LJ. Oxidative stress, molecular inflammation and sarcopenia. Int J Mol Sci., 2010; 11(4): 1509–26. 10.3390/ijms11041509 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Chung HY, Cesari M, Anton S, Marzetti E, Giovannini S, Seo AY, et al. Molecular inflammation: underpinnings of aging and age-related diseases. Ageing Res Rev. 2009; 8(1): 18–30. 10.1016/j.arr.2008.07.002 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Dirks AJ, Leeuwenburgh C. The role of apoptosis in age-related skeletal muscle atrophy. Sports Med. 2005; 35(6): 473–83. [DOI] [PubMed] [Google Scholar]
- 30.Okazaki Y, Ohshima N, Yoshizawa I, Kamei Y, Mariggiò S, Okamoto K, et al. A novel glycerophosphodiester phosphodiesterase, GDE5, controls skeletal muscle development via a non-enzymatic mechanism. J Biol Chem. 2010; 285(36): 27652–63. 10.1074/jbc.M110.106708 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Bodine SC, Latres E, Baumhueter S, Lai VKM, Nunez L, Clarke BA, et al. Identification of ubiquitin ligases required for skeletal muscle atrophy. Science. 2001; 294: 1704–08. [DOI] [PubMed] [Google Scholar]
- 32.Ellwanger K, Kienzle C, Lutz S, Jin ZG, Wiekowski MT, Pfizenmaier K, et al. Protein kinase D controls voluntary-running-induced skeletal muscle remodelling. Biochem J, 2011, 440(3): 327–35. 10.1042/BJ20101980 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Ghedini PC, Viel TA, Honda L, Avellar MCW, Godinho RO, Lima-Landman MTR, et al. Increased expression of acetylcholine receptors in the diaphragm muscle of MDX mice. Muscle Nerve, 2008; 38(6): 1585–94. 10.1002/mus.21183 [DOI] [PubMed] [Google Scholar]
- 34.Treadwell JA, Singh SM. Microarray analysis of mouse brain gene expression following acute ethanol treatment. Neurochem Res. 2004; 29(2): 357–69. [DOI] [PubMed] [Google Scholar]
- 35.Gurevich VV, Gurevich EV. The molecular acrobatics of arrestin activation. Trends Pharmacol Sci. 2004; 25(2): 105–11. [DOI] [PubMed] [Google Scholar]
- 36.Budanov AV, Karin M. p53 target genes sestrin1 and sestrin2 connect genotoxic stress and mTOR signaling. Cell. 2008; 134(3): 451–60. 10.1016/j.cell.2008.06.028 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Ben-Sahra I, Dirat B, Laurent K, Puissant A, Auberger P, Budanov A, et al. Sestrin2 integrates Akt and mTOR signaling to protect cells against energetic stress-induced death. Cell Death Differ. 2013; 20(4): 611–19. 10.1038/cdd.2012.157 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Maiuri MC, Malik SA, Morselli E, Kepp O, Criollo A, Mouchel PL, et al. Stimulation of autophagy by the p53 target gene Sestrin2. Cell Cycle. 2009; 8(10): 1571–76. [DOI] [PubMed] [Google Scholar]
- 39.Fujino T, Takei YA, Sone H, Ioka RX, Kamataki A, Magoori K, et al. Molecular identification and characterization of two medium-chain acyl-CoA synthetases, MACS1 and the Sa gene product. J Biol Chem. 2001; 276(38): 35961–66. [DOI] [PubMed] [Google Scholar]
- 40.Anderson CM, Stahl A. SLC27 fatty acid transport proteins. Mol Aspects Med. 2013; 34(2): 516–28. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Mishina M, Takai T, Imoto K, Noda M, Takahashi T, Numa S, et al. Molecular distinction between fetal and adult forms of muscle acetylcholine receptor. Nature. 1986; 321: 406–11. [DOI] [PubMed] [Google Scholar]
- 42.Missias AC, Chu GC, Klocke BJ, Sanes JR, Merlie JP. Maturation of the Acetylcholine Receptor in Skeletal Muscle: Regulation of the AChR γ-to-ϵ Switch. Dev Biol. 1996; 179(1): 223–38. [DOI] [PubMed] [Google Scholar]
- 43.Sanes JR, Lichtman JW. Development of the vertebrate neuromuscular junction. A Annu Rev Neurosci. 1999; 22(1): 389–442. [DOI] [PubMed] [Google Scholar]
- 44.Apel PJ, Alton T, Northam C, Ma J, Callahan M, Sonntag WE, et al. How age impairs the response of the neuromuscular junction to nerve transection and repair: an experimental study in rats. J Orthop Res. 2009; 27(3): 385–93. 10.1002/jor.20773 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Grady RM, Zhou H, Cunningham JM, Henry MD, Campbell KP, Sanes JR. Maturation and maintenance of the neuromuscular synapse: genetic evidence for roles of the dystrophin–glycoprotein complex. Neuron. 2000; 25(2): 279–93. [DOI] [PubMed] [Google Scholar]
- 46.Krause M, Heck TG, Bittencourt A, Scomazzon SP, Newsholme P, Curi R, et al. The chaperone balance hypothesis: the importance of the extracellular to intracellular HSP70 ratio to inflammation-driven type 2 diabetes, the effect of exercise, and the implications for clinical management. Mediators Inflamm. 2015; 2015: 249205 10.1155/2015/249205 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Sevin M, Girodon F, Garrido C, de Thonel A. HSP90 and HSP70: Implication in Inflammation Processes and Therapeutic Approaches for Myeloproliferative Neoplasms. Mediators Inflamm. 2015; 2015: 97042. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Shorter J. The mammalian disaggregase machinery: Hsp110 synergizes with Hsp70 and Hsp40 to catalyze protein disaggregation and reactivation in a cell-free system. PLoS One. 2011; 6(10): e26319 10.1371/journal.pone.0026319 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Hartl FU, Hayer-Hartl M. Molecular chaperones in the cytosol: from nascent chain to folded protein. Science. 2002; 295(5561): 1852–58. [DOI] [PubMed] [Google Scholar]
- 50.Lai E, Teodoro T, Volchuk A. Endoplasmic reticulum stress: signaling the unfolded protein response. Physiology (Bethesda). 2007; 22(3): 193–201. [DOI] [PubMed] [Google Scholar]
- 51.Willis MS, Townley-Tilson WD, Kang EY, Homeister JW, Patterson C. Sent to destroy the ubiquitin proteasome system regulates cell signaling and protein quality control in cardiovascular development and disease. Circ Res. 2010; 106(3): 463–78. 10.1161/CIRCRESAHA.109.208801 [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 microarray data are also deposited in the NCBI GEO data base (available on the World Wide Web at www.ncbi.nlm.nih.gov/geo) under accession number GSE80704.