| Literature DB >> 28252048 |
Simon Guiraud1, Benjamin Edwards1, Sarah E Squire1, Arran Babbs1, Nandini Shah1, Adam Berg1, Huijia Chen1, Kay E Davies1.
Abstract
Despite promising therapeutic avenues, there is currently no effective treatment for Duchenne muscular dystrophy (DMD), a lethal monogenic disorder caused by the loss of the large cytoskeletal protein, dystrophin. A highly promising approach to therapy, applicable to all DMD patients irrespective to their genetic defect, is to modulate utrophin, a functional paralogue of dystrophin, able to compensate for the primary defects of DMD restoring sarcolemmal stability. One of the major difficulties in assessing the effectiveness of therapeutic strategies is to define appropriate outcome measures. In the present study, we utilised an aptamer based proteomics approach to profile 1,310 proteins in plasma of wild-type, mdx and Fiona (mdx overexpressing utrophin) mice. Comparison of the C57 and mdx sera revealed 83 proteins with statistically significant >2 fold changes in dystrophic serum abundance. A large majority of previously described biomarkers (ANP32B, THBS4, CAMK2A/B/D, CYCS, CAPNI) were normalised towards wild-type levels in Fiona animals. This work also identified potential mdx markers specific to increased utrophin (DUS3, TPI1) and highlights novel mdx biomarkers (GITR, MYBPC1, HSP60, SIRT2, SMAD3, CNTN1). We define a panel of putative protein mdx biomarkers to evaluate utrophin based strategies which may help to accelerate their translation to the clinic.Entities:
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Year: 2017 PMID: 28252048 PMCID: PMC5333102 DOI: 10.1038/srep43697
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Identification of protein biomarkers in dystrophic serum.
Serum samples from C57, mdx and Fiona mice were analysed using the SOMAscan methodology. (A) Scatter plots showing abundance of differentially expressed protein by dilution groups. (B) Principal components analysis (the first two components representing 74.9% of the data are shown). (C) Volcano plot visualizing significant protein changes in mdx serum determined by Mann-Whitney U test (p < 0.005). Red indicates up-regulated protein (>2.0 fold) previously described as potential mdx/DMD serological biomarkers. Blue indicates down-regulated proteins (<0.70 fold) and green are newly discovered markers with a >2.0 fold abundance in dystrophic serum.
Serum mdx protein biomarkers and rescue in mdx transgenic Fiona mice.
| Rank | Protein | Target | Uniprot | Dilution | Fold change (mdx vs C57) | pValue | Recovery score (Fiona) |
|---|---|---|---|---|---|---|---|
| 1 | Tumor necrosis factor receptor superfamily member 18 | TNFRSF18/GITR | Q9Y5U5 | 5 | 25.4 | 0.0001 | +++ |
| 2 | Troponin I, fast skeletal muscle | TNNI2 | P48788 | 5 | 10.2 | 0.0002 | ++ |
| 3 | Myosin-binding protein C, slow-type | MYBPC1 | Q00872 | 5 | 7.7 | 0.0003 | ++ |
| 4 | Fibrinogen | FGA | P02671 | 0.5 | 6.5 | 0.0001 | − |
| 5 | Calcium/calmodulin-dependent protein kinase type II subunit beta | CAMK2B | Q13554 | 5 | 5.9 | 0.0001 | ++ |
| 6 | Fibrinogen gamma chain | FGG | P02679 | 0.5 | 4.8 | 0.0001 | − |
| 7 | Adenylate kinase isoenzyme 1 | AK1 | P00568 | 2 | 4.7 | 0.0007 | ++ |
| 8 | Acidic leucine-rich nuclear phosphoprotein 32 family member B | ANP32B | Q92688 | 2 | 4.6 | 0.0003 | +++ |
| 9 | Troponin T, cardiac muscle | TNNT2 | P45379 | 5 | 4.6 | 0.0011 | +++ |
| 10 | Thrombospondin-4 | THBS4 | P35443 | 0.5 | 4.5 | 0.0002 | +++ |
| 11 | Calcium/calmodulin-dependent protein kinase type II subunit delta | CAMK2D | Q13557 | 5 | 4.5 | 0.0001 | ++ |
| 12 | Serine protease HTRA2, mitochondrial | HTRA2 | O43464 | 5 | 4.2 | 0.0001 | +++ |
| 13 | Calcium/calmodulin-dependent protein kinase type II subunit alpha | CAMK2A | Q9UQM7 | 5 | 4.2 | 0.0003 | +++ |
| 14 | Tyrosine-protein kinase Lyn | LYN | P07948 | 5 | 4 | 0.0003 | ++ |
| 15 | Tyrosine-protein kinase Lyn, isoform B | LYN | P07948 | 5 | 4 | 0.0003 | +++ |
| 16 | Proliferating cell nuclear antigen | PCNA | P12004 | 5 | 4 | 0.0012 | +++ |
| 17 | Eukaryotic translation initiation factor 4 gamma 2 | EIF4G2 | P78344 | 5 | 4 | 0.0012 | − |
| 18 | 60 kDa heat shock protein, mitochondrial | HSP60 | P10809 | 5 | 3.7 | 0.0006 | +++ |
| 19 | Tyrosine-protein kinase Fyn | FYN | P06241 | 5 | 3.5 | 0.0004 | +++ |
| 20 | Tyrosine-protein kinase Yes | YES1 | P07947 | 5 | 3.5 | 0.0003 | ++ |
| 21 | Creatine kinase M-type | CKM | P06732 | 2 | 3.5 | 0.0011 | + |
| 22 | Mitogen-activated protein kinase 8 | MAPK8 | P45983 | 5 | 3.4 | 0.0007 | + |
| 23 | L-lactate dehydrogenase B chain | LDHB | P07195 | 0.5 | 3.3 | 0.0005 | ++ |
| 24 | 40S ribosomal protein S3 | RPS3 | P23396 | 5 | 3.2 | 0.0005 | − |
| 25 | PIK3CA/PIK3R1 | PIK3CA PIK3R1 | P42336 | 5 | 3.1 | 0.0001 | ++ |
| 26 | 40S ribosomal protein S3a | RPS3A | P61247 | 5 | 3.1 | 0.0006 | +++ |
| 27 | Cytochrome c | CYCS | P99999 | 5 | 3 | 0.0013 | +++ |
| 28 | Proto-oncogene tyrosine-protein kinase Src | SRC | P12931 | 5 | 3 | 0.0007 | ++ |
| 29 | D-dimer | FGA FGB FGG | P02671 | 0.5 | 2.9 | 0.0001 | − |
| 30 | Calpain I | CAPN1 | P07384 | 2 | 2.9 | 0.0001 | +++ |
| 31 | RAC-beta serine/threonine-protein kinase | AKT2 | P31751 | 5 | 2.8 | 0.001 | − |
| 32 | Mitogen-activated protein kinase 14 | MAPK14 | Q16539 | 2 | 2.8 | 0.0005 | + |
| 33 | Peptidyl-prolyl cis-trans isomerase D | PPID | Q08752 | 5 | 2.8 | 0.0008 | − |
| 34 | Troponin I, cardiac muscle | TNNI3 | P19429 | 5 | 2.8 | 0.0036 | − |
| 35 | RAC-alpha/beta/gamma serine/threonine-protein kinase | AKT1 AKT2 AKT3 | P31749 | 2 | 2.7 | 0.0007 | − |
| 36 | Coiled-coil domain-containing protein 80 | CCDC80 | Q76M96 | 2 | 2.7 | 0.0002 | ++ |
| 37 | Tyrosine-protein phosphatase non-receptor type 11 | PTPN11 | Q06124 | 5 | 2.6 | 0.001 | ++ |
| 38 | 40S ribosomal protein S7 | RPS7 | P62081 | 5 | 2.5 | 0.0009 | +++ |
| 39 | Heat shock protein HSP 90-alpha/beta | HSP90AA1/AB1 | P07900 | 2 | 2.5 | 0.0004 | + |
| 40 | Ribosomal protein S6 kinase alpha-3 | RPS6KA3 | P51812 | 5 | 2.5 | 0.0005 | + |
| 41 | cAMP-dependent protein kinase catalytic subunit alpha | PRKACA | P17612 | 5 | 2.5 | 0.0012 | − |
| 42 | Dual specificity mitogen-activated protein kinase kinase 1 | MAP2K1 | Q02750 | 5 | 2.4 | 0.0001 | − |
| 43 | Dual specificity protein phosphatase 3 | DUSP3 | P51452 | 5 | 2.4 | 0.002 | +++ |
| 44 | Heat shock 70 kDa protein 1A | HSPA1A | P0DMV8 | 5 | 2.4 | 0.0004 | + |
| 45 | Casein kinase II 2-alpha’:2-beta heterotetramer | CSNK2A2 CSNK2B | P19784 | 5 | 2.4 | 0.0043 | +++ |
| 46 | Glycogen synthase kinase-3 alpha/beta | GSK3A GSK3B | P49840 | 5 | 2.4 | 0.0011 | − |
| 47 | Mitogen-activated protein kinase 12 | MAPK12 | P53778 | 5 | 2.4 | 0.0004 | ++ |
| 48 | 3-phosphoinositide-dependent protein kinase 1 | PDPK1 | O15530 | 5 | 2.3 | 0.002 | ++ |
| 49 | Heat shock cognate 71 kDa protein | HSPA8 | P11142 | 2 | 2.3 | 0.0003 | ++ |
| 50 | ATP-dependent RNA helicase DDX19B | DDX19B | Q9UMR2 | 5 | 2.3 | 0.0006 | + |
| 51 | 14–3–3 protein family | YWHAB | P31946 | 2 | 2.3 | 0.0003 | ++ |
| 52 | Protein FAM3D | FAM3D | Q96BQ1 | 5 | 2.2 | 0.0001 | +++ |
| 53 | NAD-dependent protein deacetylase sirtuin-2 | SIRT2 | Q8IXJ6 | 5 | 2.2 | 0.0014 | +++ |
| 54 | Xaa-Pro aminopeptidase 1 | XPNPEP1 | Q9NQW7 | 5 | 2.2 | 0.0008 | +++ |
| 55 | Receptor-type tyrosine-protein kinase FLT3 | FLT3 | P36888 | 5 | 2.2 | 0.0018 | + |
| 56 | Protein kinase C beta type (splice variant beta-II) | PRKCB | P05771 | 2 | 2.2 | 0.0016 | − |
| 57 | Tumor necrosis factor receptor superfamily member 27 | EDA2R | Q9HAV5 | 5 | 2.2 | 0.0001 | +++ |
| 58 | Osteocalcin | BGLAP | P02818 | 2 | 2.2 | 0.0012 | +++ |
| 59 | Histone H2A.z | H2AFZ | P0C0S5 | 5 | 2.2 | 0.0001 | +++ |
| 60 | Tyrosine-protein kinase CSK | CSK | P41240 | 2 | 2.1 | 0.0027 | − |
| 61 | Mothers against decapentaplegic homolog 3 | SMAD3 | P84022 | 5 | 2.1 | 0.0016 | +++ |
| 62 | Secreted and transmembrane protein 1 | SECTM1 | Q8WVN6 | 2 | 2.1 | 0.0003 | +++ |
| 63 | Follistatin-related protein 1 | FSTL1 | Q12841 | 2 | 2.1 | 0.0004 | +++ |
| 64 | beta-adrenergic receptor kinase 1 | ADRBK1 | P25098 | 5 | 2.1 | 0.0012 | +++ |
| 65 | Hemojuvelin | HFE2 | Q6ZVN8 | 2 | 2 | 0.001 | +++ |
| 66 | Intercellular adhesion molecule 2 | ICAM2 | P13598 | 2 | 2 | 0.0001 | +++ |
| 67 | Alpha-soluble NSF attachment protein | NAPA | P54920 | 2 | 2 | 0.0006 | + |
| 68 | Protein S100-A12 | S100A12 | P80511 | 2 | 2 | 0.0013 | +++ |
| 69 | MAP kinase-activated protein kinase 3 | MAPKAPK3 | Q16644 | 2 | 2 | 0.0031 | − |
| 70 | Repulsive guidance molecule A | RGMA | Q96B86 | 2 | 2 | 0.0005 | +++ |
| 71 | Mitochondrial import inner membrane translocase subunit TIM14 | DNAJC19 | Q96DA6 | 5 | 2 | 0.0001 | +++ |
| 72 | Triosephosphate isomerase | TPI1 | P60174 | 2 | 2 | 0.0034 | ++ |
| 73 | Growth factor receptor-bound protein 2 | GRB2 | P62993 | 5 | 2 | 0.0008 | − |
| 74 | Hsp90 co-chaperone Cdc37 | CDC37 | Q16543 | 5 | 2 | 0.001243 | − |
| 75 | Methionine aminopeptidase 2 | METAP2 | P50579 | 5 | 2 | 0.00098 | +++ |
| 76 | Nidogen-1 | NID1 | P14543 | 2 | 2 | 0.000276 | + |
| 77 | Contactin-1 | CNTN1 | Q12860 | 0.5 | 0.7 | 0.001295 | +++ |
| 78 | Growth/differentiation factor 8 | MSTN | O14793 | 0.5 | 0.7 | 0.003311 | +++ |
| 79 | Tumor necrosis factor receptor superfamily member 25 | TNFRSF25 | Q93038 | 5 | 0.7 | 0.00498 | − |
| 80 | Desmoglein-2 | DSG2 | Q14126 | 0.5 | 0.4 | 0.000456 | ++ |
High significant increased and decreased protein were defined using Mann-Witney U test and Kruskal-Wallis one-way ANOVA (p < 0.005; q < 0.01). (+++) restored to wild-type levels (recovery score ≥70%), (++) restored towards wild-type levels (50≤ recovery score <70, (+) low and inconsistent restoration towards wild-type (25≤ recovery score <50), (−) not restored towards wild-type levels (0≤ recovery score <25).
Figure 2Wild-type, mdx and Fiona protein marker profiles.
High significant protein changes determined by Mann-Witney U test and Kruskal-Wallis one-way ANOVA (p < 0.005, q < 0.01) were analysed by hierarchical clustering in all experimental groups. Red indicates up-regulated proteins and blue indicates down-regulated proteins.
Selection of serum protein biomarkers for utrophin based DMD therapy.
| Rank | Protein | Target | Uniprot | Groups | Dilution | Fold change (mdx vs C57) | pValue | Recovery score (Fiona) | Reference |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Tumor necrosis factor receptor superfamily member 18 | Q9Y5U5 | Immune response | 5 | 25.4 | 0.000135 | 89.9 | ||
| 8 | Acidic leucine-rich nuclear phosphoprotein 32 family member B | Q92688 | Multifunctional/Other | 2 | 4.6 | 0.000306 | 84.9 | ||
| 9 | Troponin T, cardiac muscle | P45379 | Muscle function | 5 | 4.6 | 0.001146 | 71.4 | ||
| 10 | Thrombospondin-4 | P35443 | ECM remodeling | 0.5 | 4.5 | 0.000162 | 79.4 | ||
| 12 | Serine protease HTRA2, mitochondrial | HTRA2 | O43464 | Metabolism (Mitochondria) | 5 | 4.2 | 0.000135 | 75 | |
| 13 | Calcium/calmodulin-dependent protein kinase type II subunit alpha | Q9UQM7 | Metabolism (Calcium) | 5 | 4.2 | 0.000264 | 77.9 | ||
| 15 | Tyrosine-protein kinase Lyn, isoform B | LYN | P07948 | Multifunctional/Other | 5 | 4 | 0.000264 | 71.2 | |
| 16 | Proliferating cell nuclear antigen | PCNA | P12004 | DNA repair/maintenance | 5 | 4 | 0.001243 | 94.7 | |
| 18 | 60 kDa heat shock protein, mitochondrial | HSP60 | P10809 | Metabolism (Mitochondria) | 5 | 3.7 | 0.000575 | 92.9 | |
| 19 | Tyrosine-protein kinase Fyn | FYN | P06241 | Immune response | 5 | 3.5 | 0.000389 | 75.5 | |
| 26 | 40S ribosomal protein S3a | RS3A | P61247 | Ribosomal biogenesis | 5 | 3.1 | 0.000637 | 113.4 | |
| 27 | Cytochrome c | CYCS | P99999 | Metabolism (Mitochondria) | 5 | 3 | 0.001252 | 103.1 | |
| 30 | Calpain I | CAPN1 | P07384 | Calcium metabolism | 2 | 2.9 | 0.000135 | 83.7 | |
| 38 | 40S ribosomal protein S7 | RS7 | P62081 | Ribosomal biogenesis | 5 | 2.5 | 0.000897 | 110.2 | |
| 43 | Dual specificity protein phosphatase 3 | DUS3 | P51452 | Multifunctional/Other | 5 | 2.4 | 0.001984 | 75.1 | |
| 45 | Casein kinase II 2-alpha’:2-beta heterotetramer | CSNK2A2 CSNK2B | P19784 | Multifunctional/Other | 5 | 2.4 | 0.004261 | 80.8 | |
| 52 | Protein FAM3D | FAM3D | Q96BQ1 | Multifunctional/Other | 5 | 2.2 | 0.000135 | 153.1 | |
| 53 | NAD-dependent protein deacetylase sirtuin-2 | Q8IXJ6 | Metabolism (Mitochondria) | 5 | 2.2 | 0.001369 | 85.7 | ||
| 54 | Xaa-Pro aminopeptidase 1 | XPNPEP1 | Q9NQW7 | Multifunctional/Other | 5 | 2.2 | 0.000779 | 76.8 | |
| 57 | Tumor necrosis factor receptor superfamily member 27 | XEDAR | Q9HAV5 | Multifunctional/Other | 5 | 2.2 | 0.000135 | 112 | |
| 58 | Osteocalcin | BGLAP | P02818 | Metabolism (Calcium) | 2 | 2.2 | 0.001243 | 96.3 | |
| 59 | Histone H2A.z | H2AFZ | P0C0S5 | Nucleosome structure | 5 | 2.2 | 0.000135 | 153.3 | |
| 61 | Mothers against decapentaplegic homolog 3 | SMAD3 | P84022 | Multifunctional/Other | 5 | 2.1 | 0.001636 | 95.2 | |
| 62 | Secreted and transmembrane protein 1 | SECTM1 | Q8WVN6 | Immune response | 2 | 2.1 | 0.000306 | 114.5 | |
| 63 | Follistatin-related protein 1 | FSTL1 | Q12841 | Inflammation | 2 | 2.1 | 0.000402 | 82.2 | |
| 64 | Beta-adrenergic receptor kinase 1 | ADRBK1 | P25098 | Multifunctional/Other | 5 | 2.1 | 0.001198 | 79.4 | |
| 65 | Hemojuvelin | RGM-C | Q6ZVN8 | Multifunctional/Other | 2 | 2 | 0.000959 | 108.3 | |
| 66 | Intercellular adhesion molecule 2 | ICAM2 | P13598 | Inflammation/Immune response | 2 | 2 | 0.000135 | 131.8 | |
| 68 | Protein S100-A12 | S100A12 | P80511 | Inflammation/Immune response | 2 | 2 | 0.001252 | 98.5 | |
| 70 | Repulsive guidance molecule A | RGMA | Q96B86 | Multifunctional/Other | 2 | 2 | 0.000514 | 83.5 | |
| 71 | Mitochondrial import inner membrane translocase subunit TIM14 | DNAJC19 | Q96DA6 | Metabolism (Mitochondria) | 5 | 2 | 0.000135 | 141.6 | |
| 75 | Methionine aminopeptidase 2 | METAP2 | P50579 | Mutilfunctional/Other | 5 | 2 | 0.00098 | 128.5 | |
| 77 | Contactin-1 | CNTN1 | Q12860 | Mutilfunctional/Other | 0.5 | 0.7 | 0.001295 | 79.4 | |
| 78 | Growth/differentiation factor 8 | MSTN | O14793 | Muscle function | 0.5 | 0.7 | 0.003311 | 118.6 |
Potential serological marker to estimate efficacy of utrophin based strategies were defined using Mann-Witney U test and Kruskal-Wallis one-way ANOVA (p < 0.005; q < 0.01). 32 biomarkers significantly increased (>2.0) in mdx mice presenting a high recovery score >70% were selected as Contactin-1 and Myostatin (<0.7). Targets in red were selected in the final 15 set of selected markers and targets in red bold were studied by ELISA.
Figure 3Top candidate biomarkers in dystrophic and Fiona serum.
Protein abundance per individual biological replicate was plotted for the top 15 ranked candidate biomarkers identified by SOMAscan. mdx vs C57 fold changes, Recovery score (RS) in Fiona compared to mdx and C57, Kruskal-Wallis one-way ANOVA p values are indicated for each protein. Error bars indicate mean +/− SEM.
Figure 4ELISA confirmation of candidate biomarkers.
Five of the top candidate serological marker proteins were validated by ELISA. Individual biological replicates are shown and mdx vs C57 fold changes, Recovery score in Fiona compared to mdx and C57 and Kruskal-Wallis one-way ANOVA p values are indicated for each protein. Bonferroni post hoc test significance values are indicated as (*)p < 0.05; (**)p < 0.01 and (***)p < 0.001. Error bars indicate mean +/− SEM.