| Literature DB >> 22956992 |
Lucas R Smith1, Henry G Chambers, Shankar Subramaniam, Richard L Lieber.
Abstract
Cerebral palsy (CP) is an upper motor neuron disease that results in a spectrum of movement disorders. Secondary to the neurological lesion, muscles from patients with CP are often spastic and form debilitating contractures that limit range of motion and joint function. With no genetic component, the pathology of skeletal muscle in CP is a response to aberrant complex neurological input in ways that are not fully understood. This study was designed to gain further understanding of the skeletal muscle response in CP using transcriptional profiling correlated with functional measures to broadly investigate muscle adaptations leading to mechanical deficits.Biopsies were obtained from both the gracilis and semitendinosus muscles from a cohort of patients with CP (n = 10) and typically developing patients (n = 10) undergoing surgery. Biopsies were obtained to define the unique expression profile of the contractures and passive mechanical testing was conducted to determine stiffness values in previously published work. Affymetrix HG-U133A 2.0 chips (n = 40) generated expression data, which was validated for selected transcripts using quantitative real-time PCR. Chips were clustered based on their expression and those from patients with CP clustered separately. Significant genes were determined conservatively based on the overlap of three summarization algorithms (n = 1,398). Significantly altered genes were analyzed for over-representation among gene ontologies and muscle specific networks.The majority of altered transcripts were related to increased extracellular matrix expression in CP and a decrease in metabolism and ubiquitin ligase activity. The increase in extracellular matrix products was correlated with mechanical measures demonstrating the importance in disability. These data lay a framework for further studies and development of novel therapies.Entities:
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Year: 2012 PMID: 22956992 PMCID: PMC3431909 DOI: 10.1371/journal.pone.0040686
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Subject parameters.
| Cerebral Palsy Subjects | Typically Developing Subjects | |||||||
| Subject ID | Sex | Age (years) | Region | GMFCS | Popliteal Angle | Subject ID | Sex | Age (years) |
| 8 | M | 16 | Q | V | 90 | 1 | M | 14 |
| 9 | M | 11 | H | II | 110 | 2 | F | 16 |
| 30 | M | 4 | D | II | 125 | 5 | F | 13 |
| 32 | F | 8 | D | II | 95 | 6 | F | 15 |
| 34 | M | 15 | D | II | 120 | 10 | M | 15 |
| 35 | M | 6 | Q | V | 130 | 12 | M | 16 |
| 37 | M | 9 | H | II | 95 | 18 | F | 17 |
| 38 | M | 9 | D | II | 100 | 28 | M | 15 |
| 39 | M | 15 | D | II | 120 | 31 | M | 14 |
| 40 | M | 10 | D | II | 120 | 33 | M | 13 |
The parameters for each subject is specified. Region indicates the regions of the body effected: (Q) quadriplegic, (H) hemiplegic, and (D) Diplegic. Gross Motor Function Classification System (GMFCS) score is a functional parameter ranging from I (least severe) to V (most severe). Popliteal angle is a measure of knee extension and represents the maximum angle of the upper leg to lower leg when the hip is flexed at 90°.
Figure 1Condition tree from Pearson correlation clustering algorithm.
Individual genes are colored according to expression ratio. CP samples cluster separately from typically developing controls, except for one subject. Both subject sample being clustered together indicates relatively little variability between gracilis and semitendinosus biopsies from the same subject. Table contains Subject ID in row 1 and either typically developing (TD) or CP (CP) in row 2.
Figure 2Comparison of quantitative real-time PCR data to microarray data.
The microarray data from MAS5 summarization algorithm is used. Each gene in A–F has a significant correlation (p<0.05). (G) atrogin-1 (FBXO32) and (H) MURF-1 (TRIM63) are quantified based on disease state and muscle as they are not present on the microarray.
Highlighted gene ontologies significantly over-represented in genes significantly altered in CP.
| Gene Ontology | GO# | Category | Observed | Expected | p-value |
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| extracellular matrix organization | 0030198 | 86 | 20 | 3.57 | 1.55e-07 |
| collagen metabolic process | 0032963 | 38 | 8 | 1.58 | 0.0044 |
| actin cytoskeleton organization | 0030036 | 213 | 22 | 8.85 | 0.0044 |
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| calcium ion binding | 0005509 | 680 | 64 | 28.22 | 3.91e-08 |
| collagen binding | 0005518 | 32 | 8 | 1.33 | 0.0005 |
| growth factor binding | 0019838 | 97 | 14 | 4.02 | 0.0006 |
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| collagen | 0005581 | 31 | 12 | 1.31 | 4.60e-08 |
| cytoskeleton | 0005856 | 1008 | 75 | 42.73 | 1.58e-05 |
| basal lamina | 0005605 | 15 | 6 | 0.64 | 0.0003 |
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| ubiquitin-dependent protein catabolic process | 0006511 | 190 | 33 | 12.18 | 9.76e-06 |
| glucose metabolic process | 0006006 | 116 | 19 | 7.43 | 0.0041 |
| skeletal muscle contraction | 0003009 | 15 | 6 | 0.96 | 0.0073 |
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| ligase activity | 0016874 | 281 | 43 | 18.12 | 6.48e-06 |
| ubiquitin-protein ligase activity | 0004842 | 107 | 23 | 6.90 | 1.39e-05 |
| zinc ion binding | 0008270 | 1447 | 128 | 93.32 | 0.0028 |
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| proteasome complex | 0000502 | 54 | 11 | 3.35 | 0.0047 |
| cis-Golgi network | 0005801 | 12 | 5 | 0.74 | 0.0056 |
| nuclear lumen | 0031981 | 1203 | 101 | 74.65 | 0.0081 |
(Category) is the number of genes on the reference list or in this case on the microarray that fall under the ontology. (Observed) is the number of genes on either the significantly up or down-regulated in CP list. (Expected) is the number of genes expected to be in the significantly altered list based on the relative sizes of lists.
Figure 3Heatmap of functional muscle gene networks.
Heatmap based on expression ratio and separated by Entrez gene symbols are used for individual entities with the exception of gene families found in Table S3 in which case geometric means of multiple genes determine expression ratio. Gene symbols found to be significantly different in CP are colored based on direction of regulation. Gene families are colored if any individual gene in the family is significantly altered in CP. Genes with N/A were either not present on the chip or did not have expression to qualify as present in analysis.
Gene ontology of transcripts correlated with stiffness.
| Gene Ontology | Observed | Expected | p-value |
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| extracellular matrix organization | 13 | 2.25 | 5.54E-06 |
| collagen fibril organization | 8 | 1.07 | 7.53E-05 |
| collagen biosynthetic process | 5 | 0.54 | 1.40E-03 |
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| extracellular matrix structural constituent | 12 | 2.25 | 2.58E-05 |
| growth factor binding | 8 | 2.25 | 2.56E-02 |
| proteoglycan binding | 3 | 0.32 | 2.60E-02 |
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| proteinaceous extracellular matrix | 22 | 5.46 | 1.65E-07 |
| fibrillar collagen | 6 | 0.75 | 2.00E-04 |
| basement membrane | 8 | 1.93 | 4.70E-03 |
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| mitochondrial intermembrane space | 4 | 0.36 | 6.70E-03 |
| organelle envelope lumen | 4 | 0.43 | 1.00E-02 |
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| ubiquitin-dependent protein catabolic process | 7 | 1.34 | 2.54E-02 |
| cellular protein catabolic process | 9 | 2.89 | 3.18E-02 |
| proteasomal protein catabolic process | 4 | 0.60 | 3.81E-02 |
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| nucleus | 28 | 16.61 | 1.44E-02 |
| proteasome complex | 4 | 0.48 | 2.16E-02 |
| membrane-bounded organelle | 35 | 25.73 | 2.76E-02 |
Gene ontologies that were over-represented among genes that had a significant correlation (p<0.05) with either fiber or fiber bundle passive stiffness measurements. (Category) is the number of genes on the reference list or in this case significantly altered in CP. (Observed) is the number of genes significantly correlated with mechanical stiffness that fall into the category. (Expected) is the number of genes expected to be in the significantly altered list based on the relative sizes of lists.
Figure 4Correlation between transcript levels and stiffness.
Examples of significant correlation (p<0.05) between mRNA expression levels and passive mechanical stiffness measurements. (A) ubiquitin-conjugating enzyme E2I (UBE2I) has a negative correlation with fiber stiffness. (B) Collagen XXI alpha I (COL21A1) has a positive correlation with fiber bundle stiffness. (C) adenylate kinase 2 (AK2) and a mitochondrial intermembrane transcript has a negative correlation with bundle stiffness.