| Literature DB >> 28076365 |
Guido Gambara1,2, Michele Salanova1,2, Stefano Ciciliot3,4, Sandra Furlan5, Martina Gutsmann1,2, Gudrun Schiffl1,2, Ute Ungethuem6, Pompeo Volpe5, Hanns-Christian Gunga7, Dieter Blottner1,2.
Abstract
Microgravity exposure as well as chronic disuse are two main causes of skeletal muscle atrophy in animals and humans. The antigravity calf soleus is a reference postural muscle to investigate the mechanism of disuse-induced maladaptation and plasticity of human and rodent (rats or mice) skeletal musculature. Here, we report microgravity-induced global gene expression changes in space-flown mouse skeletal muscle and the identification of yet unknown disuse susceptible transcripts found in soleus (a mainly slow phenotype) but not in extensor digitorum longus (a mainly fast phenotype dorsiflexor as functional counterpart to soleus). Adult C57Bl/N6 male mice (n = 5) flew aboard a biosatellite for 30 days on orbit (BION-M1 mission, 2013), a sex and age-matched cohort were housed in standard vivarium cages (n = 5), or in a replicate flight habitat as ground control (n = 5). Next to disuse atrophy signs (reduced size and myofiber phenotype I to II type shift) as much as 680 differentially expressed genes were found in the space-flown soleus, and only 72 in extensor digitorum longus (only 24 genes in common) compared to ground controls. Altered expression of gene transcripts matched key biological processes (contractile machinery, calcium homeostasis, muscle development, cell metabolism, inflammatory and oxidative stress response). Some transcripts (Fzd9, Casq2, Kcnma1, Ppara, Myf6) were further validated by quantitative real-time PCR (qRT-PCR). Besides previous reports on other leg muscle types we put forth for the first time a complete set of microgravity susceptible gene transcripts in soleus of mice as promising new biomarkers or targets for optimization of physical countermeasures and rehabilitation protocols to overcome disuse atrophy conditions in different clinical settings, rehabilitation and spaceflight.Entities:
Mesh:
Year: 2017 PMID: 28076365 PMCID: PMC5226721 DOI: 10.1371/journal.pone.0169314
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Functional gene clusters differentially regulated in soleus of BION-M1 space flown mice.
| SOL | EDL | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BF vs. BG | FC vs. BG | BF vs. FC | BF vs. BG | FC vs. BG | BF vs. FC | |||||||||
| Entrez Gene | Gene Symbol | p-value | p-value | p-value | p-value | p-value | p-value | |||||||
| 11474 | 7,48E-06 | 0,20284 | 5,12E-05 | 0,98737 | 0,945965 | 0,933378 | ||||||||
| 17884 | 0,0007 | 0,79069 | 0,00113 | 0,93138 | 0,87741 | 0,945627 | ||||||||
| 14120 | 0,00035 | 0,33063 | 0,00204 | 0,60133 | 0,906368 | 0,523732 | ||||||||
| 72141 | 4,17E-05 | 0,88647 | 5,20E-05 | 0,90908 | 0,662455 | 0,746421 | ||||||||
| 113868 | 0,00222 | 0,49962 | 0,00065 | 0,55026 | 0,026848 | 0,080798 | ||||||||
| 12896 | 5,19E-05 | 0,19581 | 7,35E-06 | 0,68653 | 0,479292 | 0,275055 | ||||||||
| 11606 | 3,10E-06 | 0,59576 | 1,58E-06 | 0,2658 | 0,41027 | 0,758884 | ||||||||
| 20411 | 0,00888 | 0,2651 | 0,07503 | 0,02916 | 0,096792 | 0,512651 | ||||||||
| 20293 | 0,00039 | 0,72736 | 0,00071 | 0,56139 | 0,737582 | 0,803498 | ||||||||
| 20296 | 0,00136 | 0,57028 | 0,00049 | 0,6249 | 0,68152 | 0,936598 | ||||||||
| 20306 | 0,00041 | 0,69608 | 0,00021 | 0,4399 | 0,902712 | 0,513085 | ||||||||
| 16438 | 0,00547 | 0,12286 | 0,11101 | 0,49471 | 0,159926 | 0,442663 | ||||||||
| 18750 | 7,98E-06 | 0,18989 | 5,87E-05 | 0,01436 | 0,402483 | 0,069658 | ||||||||
| 81489 | 0,00147 | 0,68665 | 0,00071 | 0,79053 | 0,579058 | 0,770364 | ||||||||
| 11938 | 0,00035 | 0,77862 | 0,00022 | 0,50012 | 0,840265 | 0,385186 | ||||||||
| 12373 | 1,82E-07 | 0,92487 | 2,01E-07 | 0,69434 | 0,475631 | 0,744269 | ||||||||
| 17927 | 0,00432 | 0,3483 | 0,02633 | 0,45904 | 0,981518 | 0,445604 | ||||||||
| 17878 | 4,25E-05 | 0,0477 | 2,12E-06 | 0,00053 | 0,378428 | 0,000117 | ||||||||
| 18104 | 0,00156 | 0,40971 | 0,00744 | 0,61575 | 0,297234 | 0,576249 | ||||||||
| 12359 | 0,00235 | 0,15179 | 0,03943 | 0,32971 | 0,061393 | 0,315489 | ||||||||
| 12575 | 0,0035 | 0,00424 | 1,18E-05 | 0,00178 | 0,02099 | 2,37E-05 | ||||||||
| 14311 | 0,00072 | 0,24753 | 0,0065 | 0,16671 | 0,063929 | 0,580255 | ||||||||
| 21894 | 0,00011 | 0,29812 | 2,15E-05 | 0,61681 | 0,56217 | 0,935643 | ||||||||
| 19017 | 0,00267 | 0,05259 | 0,13144 | 0,39786 | 0,56415 | 0,167349 | ||||||||
| 170826 | 0,00023 | 0,35479 | 5,07E-05 | 0,12471 | 0,771826 | 0,200667 | ||||||||
| 19013 | 2,75E-05 | 0,72112 | 1,63E-05 | 0,0683 | 0,874348 | 0,090404 | ||||||||
The differentially regulated genes (BF vs. BG) in soleus meeting FDR < 0.05 and < -2 & > 2 fold change criteria were analysed by DAVID database and a short list of genes linked to the main functional clusters is included in this table, for the complete gene list see supporting information, S1, S2 and S3 Tables. Fold changes of the corresponding genes in EDL are shown only for comparison. Functional clusters with an EASE score < 0.05 were included in this table.
Functional gene clusters differentially regulated in EDL of BION-M1 space flown mice.
| EDL | SOL | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BF vs. BG | FC vs. BG | BF vs. FC | BF vs. BG | FC vs. BG | BF vs. FC | |||||||||
| Entrez Gene | Gene Symbol | p-value | p-value | p-value | p-value | p-value | p-value | |||||||
| 56430 | 0,029498 | 0,05286 | 0,752838 | 0,15357 | 0,77867 | 0,240127 | ||||||||
| 16663 | 0,031692 | 0,06507 | 0,69603 | 0,939823 | 0,800275 | 0,742852 | ||||||||
| 16673 | 0,046406 | 0,12672 | 0,573065 | 0,938344 | 0,82394 | 0,884481 | ||||||||
| 16687 | 0,038246 | 0,1034 | 0,582534 | 0,870124 | 0,59753 | 0,714003 | ||||||||
| 17918 | 6,01E-07 | 0,28696 | 2,23E-06 | 1,10E-06 | 0,126039 | 8,75E-06 | ||||||||
| 13685 | 3,45E-05 | 0,04117 | 0,00146 | 6,11E-05 | 0,9893 | 6,24E-05 | ||||||||
| 18708 | 0,000323 | 0,58411 | 0,000847 | 0,0937057 | 0,375708 | 0,017917 | ||||||||
| 20716 | 0,000634 | 0,43748 | 0,002647 | 0,0025642 | 0,239112 | 0,000294 | ||||||||
| 20411 | 0,029162 | 0,09679 | 0,512651 | 0,0088839 | 0,265102 | 0,075028 | ||||||||
| 11537 | 0,017779 | 0,00226 | 0,286007 | 0,003979 | 0,041254 | 0,229282 | ||||||||
| 18405 | 0,019054 | 0,33444 | 0,114579 | 7,98E-05 | 0,649953 | 0,000167 | ||||||||
| 13170 | 0,029217 | 0,06687 | 0,000739 | 0,0076623 | 0,009637 | 4,11E-05 | ||||||||
| 17878 | 0,000532 | 0,37843 | 0,000117 | 4,25E-05 | 0,047703 | 2,12E-06 | ||||||||
| 18029 | 0,000693 | 0,00039 | 0,737947 | 0,0017416 | 0,000612 | 0,564467 | ||||||||
| 217166 | 0,012745 | 0,0707 | 0,365406 | 0,0647039 | 0,631823 | 0,026645 | ||||||||
| 16658 | 0,024137 | 0,37981 | 0,121324 | 0,110666 | 0,446732 | 0,367918 | ||||||||
| 21928 | 0,00117 | 0,24487 | 0,000147 | 0,0329899 | 0,059973 | 0,000745 | ||||||||
| 14181 | 0,020565 | 0,88068 | 0,015481 | 0,328204 | 0,660076 | 0,167245 | ||||||||
| 20878 | 0,000537 | 0,97911 | 0,000562 | 0,531265 | 0,518459 | 0,214734 | ||||||||
| 29818 | 0,032126 | 0,02475 | 0,000315 | 0,269494 | 0,000506 | 0,00398 | ||||||||
| 15926 | 0,000172 | 0,83134 | 0,000246 | 0,646801 | 0,384587 | 0,673081 | ||||||||
| 16194 | 0,000585 | 0,124 | 0,011677 | 0,003787 | 0,003074 | 0,911215 | ||||||||
| 12575 | 0,004445 | 0,04179 | 8,87E-05 | 0,0063612 | 0,045838 | 0,000131 | ||||||||
| 11433 | 0,019126 | 0,33396 | 0,115174 | 0,0064448 | 0,359508 | 0,037491 | ||||||||
| 56349 | 0,000327 | 0,11008 | 2,22E-05 | 0,0217705 | 0,002552 | 3,25E-05 | ||||||||
| 68916 | 0,000994 | 0,62588 | 0,002437 | 0,0009238 | 0,92231 | 0,001101 | ||||||||
| 18948 | 6,55E-05 | 0,47128 | 2,16E-05 | 0,004559 | 0,732886 | 0,002405 | ||||||||
The differentially regulated genes (BF vs. BG) in EDL meeting p value < 0.05 (2 way ANOVA) and < -2 & > 2 fold change criteria were analysed by DAVID database and included in this table. Fold changes of the corresponding genes in soleus are shown only for comparison. Functional clusters with an EASE score < 0.05 were included in this table.
Fig 1Morphological analysis of mouse soleus and EDL skeletal muscle flown on board the BION-M1 biosatellite for 30 days.
Upper panel, insets show light microscopy images of Haematoxylin Eosin merged to immunofluorescence images of soleus (SOL) and EDL stained for MyHC isoforms (MyHC I: blue, IIa: green, IIb: red) in flown (BF) and control (BG) mice. Lower panel, scatter plots showing the quantification of the myofiber cross sectional area (CSA) and type composition in soleus (n = 2) and EDL (n = 2). Scale bar: 100 μm.
Fig 2Principal Component Analysis (PCA) of gene expression data in soleus and EDL.
PCA analysis of gene expression data in soleus (A) and EDL (B) highlights the high sensitivity of soleus to microgravity exposure compared to EDL.
Fig 3Venn diagrams and heat maps showing genes differentially regulated in soleus and EDL of BION-M1 space flown mice.
A, B, Venn diagrams showing the number of genes differentially regulated comparing space flown (BF) with ground controls (BG and FC) in soleus (A) and EDL (B). Comparisons between the three different experimental groups are presented (BF vs. BG, FC vs. BG and BF vs. FC). C, D, hierarchical clustering centred on BF vs. BG in soleus (C, ordered BG-FC-BF) and EDL (D, ordered BF-FC-BG). The differentially regulated genes meeting FDR < 0,05 (soleus), p < 0.05 (EDL) and < -2 & > +2 fold change criteria are included in the heat maps.
Fig 4Biological functions regulated in soleus of BION-M1 flown mice.
Pie graph showing the percentage of genes linked to biological functions differentially expressed in soleus in BF group compared to ground control (BG) group. GO enrichment tool of Partek® Genomics Suite® software was used to perform the analysis. The Fisher's Exact test on the counts of genes was used to identify key functional groups in biological functions with respect to an enrichment p value < 0.05 and more than 8 genes per group.
Signaling pathways differentially regulated in soleus and EDL of BION-M1 space flown mice.
| Pathway Name | # Gene | Entrez Gene | Statistics | |
|---|---|---|---|---|
| PPAR signaling pathway | 13 | 104086 20411 22190 16956 11430 113868 12491 11450 19013 1183214077 14081 12896 | R = 4.47;rawP = 4.94e-06;adjP = 0.0006 | |
| Peroxisome | 12 | 18631 28200 11430 113868 269951 26874 14081 70503 17117 1235915488 13850 | R = 3.95;rawP = 4.21e-05;adjP = 0.0027 | |
| Fatty acid metabolism | 8 | 11430 113868 110446 231086 14081 52538 97212 12896 | R = 4.85;rawP = 0.0002;adjP = 0.0065 | |
| Adipocytokine signaling pathway | 10 | 72674 19017 12491 11450 19013 108099 19082 14081 20528 16846 | R = 3.84;rawP = 0.0002;adjP = 0.0065 | |
| Nitrogen metabolism | 5 | 27053 14645 23831 107869 12319 | R = 5.76;rawP = 0.0014;adjP = 0.0301 | |
| Propanoate metabolism | 6 | 16832 97212 20917 227095 110446 60525 | R = 4.77;rawP = 0.0013;adjP = 0.0301 | |
| Protein digestion and absorption | 9 | 11931 12814 12825 98660 11932 12842 20514 12830 11928 | R = 3.00;rawP = 0.0028;adjP = 0.0413 | |
| MAPK signaling pathway | 20 | 13537 14164 12299 19043 17869 18479 18750 15507 17762 63953 1804968794 225028 66350 19042 110651 14281 66922 26410 15481 | R = 1.94;rawP = 0.0036;adjP = 0.0413 | |
| Proximal tubule bicarbonate reclamation | 4 | 11931 98660 11932 11928 | R = 5.76;rawP = 0.0042;adjP = 0.0413 | |
| ECM-receptor interaction | 9 | 12814 12845 12491 12825 12505 16782 12842 12830 12643 | R = 2.80;rawP = 0.0046;adjP = 0.0413 | |
| EDL | ErbB signaling pathway | 3 | 12575 13685 18708 | R = 9.02;rawP = 0.0045;adjP = 0.0473 |
| PPAR signaling pathway | 3 | 20249 20411 11450 | R = 9.96;rawP = 0.0034;adjP = 0.0473 | |
| mTOR signaling pathway | 2 | 13685 18708 | R = 10.34;rawP = 0.0159;adjP = 0.0581 | |
| Type II diabetes mellitus | 2 | 11450 18708 | R = 10.11;rawP = 0.0166;adjP = 0.0581 | |
| Insulin signaling pathway | 3 | 20411 13685 18708 | R = 5.90;rawP = 0.0142;adjP = 0.0581 | |
| Jak-STAT signaling pathway | 3 | 16194 12804 18708 | R = 5.61;rawP = 0.0163;adjP = 0.0581 | |
| Glioma | 2 | 12575 18708 | R = 8.39;rawP = 0.0236;adjP = 0.0604 | |
| Phosphatidylinositol signaling system | 2 | 20975 18708 | R = 7.80;rawP = 0.0271;adjP = 0.0604 | |
| Melanoma | 2 | 12575 18708 | R = 6.95;rawP = 0.0335;adjP = 0.0604 | |
| Chronic myeloid leukemia | 2 | 12575 18708 | R = 6.84;rawP = 0.0345;adjP = 0.0604 |
Differentially regulated genes (BF vs. BG) in soleus (FDR<0.05 and < -2 & > 2 fold change) and EDL (p value < 0.05 (2 way ANOVA) and < -2 & > 2 fold change) were analysed by KEGG module of WEB-based GEne SeT AnaLysis Toolkit. The top 10 most significantly enriched pathways in each muscle were included in the table. RawP: p value from hypergeometric test and adjP: p value adjusted by the multiple test adjustment.
List of genes differentially regulated in both soleus and EDL in BION-M1 space flown mice.
| SOL | EDL | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BF vs. BG | FC vs. BG | BF vs. FC | BF vs. BG | FC vs. BG | BF vs. FC | ||||||||
| Entrez Gene | Gene Symbol | p-value | p-value | p-value | p-value | p-value | p-value | ||||||
| 18405 | 7,98E-05 | 0,649953 | 0,0001673 | 0,019054 | 0,334438 | 0,11458 | |||||||
| 17918 | 1,10E-06 | 0,126039 | 8,75E-06 | 6,01E-07 | 0,286964 | 2,23E-06 | |||||||
| 15439 | 0,000688 | 0,148717 | 0,0113157 | 0,022807 | 0,022247 | 0,98947 | |||||||
| 11450 | 0,000509 | 0,0537364 | 0,024636 | 0,002715 | 0,000696 | 0,45988 | |||||||
| 16819 | 0,00222 | 0,436003 | 0,0005342 | 0,000137 | 0,830056 | 9,68E-05 | |||||||
| 72655 | 2,48E-08 | 0,169217 | 7,25E-09 | 5,95E-06 | 0,490698 | 2,40E-06 | |||||||
| 11433 | 0,006445 | 0,359508 | 0,0374911 | 0,019126 | 0,333955 | 0,11517 | |||||||
| 83673 | 2,86E-07 | 0,000586 | 4,42E-09 | 2,30E-05 | 0,160745 | 3,06E-06 | |||||||
| 68916 | 0,000924 | 0,92231 | 0,0011012 | 0,000994 | 0,625883 | 0,00244 | |||||||
| 11537 | 0,003979 | 0,0412539 | 0,229282 | 0,017779 | 0,002263 | 0,28601 | |||||||
| 12575 | 0,003504 | 0,0042418 | 1,18E-05 | 0,001784 | 0,02099 | 2,37E-05 | |||||||
| 17878 | 4,25E-05 | 0,0477034 | 2,12E-06 | 0,000532 | 0,378428 | 0,00012 | |||||||
| 13685 | 1,87E-06 | 0,981147 | 1,93E-06 | 6,84E-06 | 0,063676 | 0,00014 | |||||||
| 20975 | 0,000119 | 0,151956 | 1,22E-05 | 5,47E-05 | 0,546731 | 2,18E-05 | |||||||
| 140742 | 7,73E-06 | 0,299864 | 1,93E-06 | 3,53E-07 | 0,045714 | 3,87E-08 | |||||||
| 18948 | 0,004559 | 0,732886 | 0,002405 | 6,55E-05 | 0,471281 | 2,16E-05 | |||||||
| 83673 | 0,001193 | 0,0698669 | 4,53E-05 | 0,61843 | 0,428498 | 0,20801 | |||||||
| 18162 | 0,004588 | 0,0082477 | 0,756813 | 0,014382 | 0,471607 | 0,05597 | |||||||
| 20411 | 0,008884 | 0,265102 | 0,0750276 | 0,029162 | 0,096792 | 0,51265 | |||||||
| 66695 | 0,000752 | 0,00928 | 0,191014 | 0,002575 | 0,865739 | 0,00188 | |||||||
| 22256 | 5,71E-06 | 0,511389 | 2,40E-06 | 0,000365 | 0,26731 | 5,64E-05 | |||||||
| 16658 | 0,001353 | 0,99476 | 0,0013688 | 0,000479 | 0,646026 | 0,00109 | |||||||
| 22042 | 6,58E-05 | 0,140757 | 0,0008869 | 0,005811 | 0,613272 | 0,01523 | |||||||
| 13170 | 0,007662 | 0,0096373 | 4,11E-05 | 0,029217 | 0,066869 | 0,00074 | |||||||
The genes differentially regulated (BF vs. BG) in both soleus and EDL meeting < -2 & > 2 fold change criteria were included in the table.
Fig 5Common genes differentially regulated in soleus and EDL in BION-M1 flown mice.
A, Venn diagram showing the number of genes differentially regulated in soleus and EDL following 30 days of microgravity exposure (BF vs. BG). B, C, D, bar charts showing the fold change in the expression of cyclin-dependent kinase inhibitor 1A (P21) (B), the myogenic factor 6 (C) and synaptojanin 2 (D) in both soleus and EDL muscles of flown mice (BF) compared to ground controls (BG and FC). The table includes the fold change and p-values for each gene depicted as bar graph in B-D.
Fig 6Real time qPCR analysis of selected genes differentially regulated in soleus of BF vs. BG mice.
Expression levels of frizzled homolog 9 (Fzd9), calsequestrin 2 (Casq2), potassium large conductance calcium-activated channel, subfamily M, alpha member 1 (Kcnma1), peroxisome proliferator activated receptor alpha (Ppara), actinin alpha 3 (Actn3), myogenic factor 6 (Myf6), myostatin (Mstn) and Muscle RING Finger 1 (MuRF1) were evaluated by real-time quantitative PCR in soleus of flown (BF) and ground control mice (BG). Actb (beta actin) was used as housekeeping to calculate the delta Ct of the selected genes. Graph shows ΔCt ± SEM; *** p < 0,0007, ** p < 0,006 and * p < 0,03.