| Literature DB >> 33810540 |
Christina Walz1, Julia Brenmoehl1, Nares Trakooljul1, Antonia Noce1, Caroline Caffier1, Daniela Ohde1, Martina Langhammer1, Klaus Wimmers1, Siriluck Ponsuksili1, Andreas Hoeflich1.
Abstract
It is assumed that crosstalk of central and peripheral tissues plays a role in the adaptive response to physical activity and exercise. Here, we wanted to study the effects of training and genetic predisposition in a marathon mouse model on mRNA expression in the pituitary gland. Therefore, we used a mouse model developed by phenotype selection for superior running performance (DUhTP) and non-inbred control mice (DUC). Both mouse lines underwent treadmill training for three weeks or were kept in a sedentary condition. In all groups, total RNA was isolated from the pituitary gland and sequenced. Molecular pathway analysis was performed by ingenuity pathway analysis (IPA). Training induced differential expression of 637 genes (DEGs) in DUC but only 50 DEGs in DUhTP mice. Genetic selection for enhanced running performance strongly affected gene expression in the pituitary gland and identified 1732 DEGs in sedentary DUC versus DUhTP mice. Training appeared to have an even stronger effect on gene expression in both lines and comparatively revealed 3828 DEGs in the pituitary gland. From the list of DEGs in all experimental groups, candidate genes were extracted by comparison with published genomic regions with significant effects on training responses in mice. Bioinformatic modeling revealed induction and coordinated expression of the pathways for ribosome synthesis and oxidative phosphorylation in DUC mice. By contrast, DUhTP mice were resistant to the positive effects of three-week training on protein and energy metabolism in the pituitary gland.Entities:
Keywords: DUhTP mice; miR-124; oxidative phosphorylation; pathway analysis; pituitary gland; ribosome synthesis; treadmill training
Year: 2021 PMID: 33810540 PMCID: PMC8065971 DOI: 10.3390/cells10040736
Source DB: PubMed Journal: Cells ISSN: 2073-4409 Impact factor: 6.600
Figure 1Three-week training program for high running performance (DUhTP) and unselected control (DUC) mice. From day 49, the animals passed a training program on a computer-controlled treadmill for 30 min (DUhTP) and 15 min (DUC) for five days per week, respectively. The duration of running corresponds to 22.56% of their last tested submaximal running performance. The final running speed of a half meter per second was stepwise increased.
Overview of differentially expressed genes (DEGs) in the pituitary glands from trained and sedentary DUhTP and DUC mice with a false discovery rate (FDR) ≤0.05.
| Comparison | Number of DEGs (FDR ≤ 0.05) | ||
|---|---|---|---|
| Total |
|
| |
| DUC tr. vs. DUC sed. | 637 |
|
|
| DUhTP tr. vs. DUhTP sed. | 50 |
|
|
| DUhTP sed. vs. DUC sed. | 1732 |
|
|
| DUhTP tr. vs. DUC tr. | 3828 |
|
|
Numbers of differentially expressed transcripts are shown in black: total genes, in red: upregulated, and in green: downregulated DEGs. Abbreviations: sed. = sedentary, tr. = trained, vs. = versus.
Figure 2Validation of RNA-seq data by the Fluidigm technique for 13 differentially expressed genes (DEGs) from selected pathways in the pituitary gland. For each gene, the total reads (count per million, cpm) obtained by RNA-seq were plotted on the x-axis and RT-qPCR data (2−ΔΔCt) on the y-axis. Stars at the gene name indicate that outliers were removed during processing, as described in Materials and Methods. Corresponding correlation coefficients (r) and p-values are shown.
Figure 3Venn diagram of differentially expressed genes (DEGs) in all comparison groups (FDR ≤ 0.05, sed. = sedentary, tr. = trained, vs. = versus).
TOP5 up- and downregulated genes in all comparison groups. The five most upregulated and five most downregulated genes are listed with the corresponding regulation intensity and chromosome localization. Abbreviation: sed. = sedentary, tr. = trained, vs. = versus.
| Comparison | Gen-ID | Regulation (log2FC) | Description | Chromosome |
|---|---|---|---|---|
| DUC tr. | Syt2 | 4.1 | Synaptotagmin 2 | 1 |
| Camkv | 3.5 | CaM kinase, vesicle-associated | 9 | |
| Cldn19 | 3.4 | Claudin 19 | 4 | |
| Vsnl1 | 3.3 | Visinin-like 1 | 12 | |
| Grm4 | 3.2 | Metabotropic glutamate receptor 4 | 17 | |
| Kcnj13 | −4.0 | Potassium channel protein | 1 | |
| Slc6a20 | −3.7 | Na+- and Cl--dependent transporter | 9 | |
| Slc6a12 | −3.6 | Na+/Cl--dependent betaine/GABA transporter | 6 | |
| Gm15387 | −3.6 | High-mobility group 1 protein (pseudogene) | 15 | |
| Slc22a6 | −3.4 | Na+-dependent transporter | 19 | |
| DUhTP tr. | Rn7sk | 3.1 | snRNA (transcription regulation) | 9 |
| Ciart | 2.2 | Circadian-associated repressor of | 3 | |
| Asic2 | 1.6 | Neuronal sodium channel 1, acid | 11 | |
| Corin | 1.4 | Serine peptidase, neuronal natriuretic peptide convertase | 5 | |
| Per2 | 1.4 | Periodic circadian regulator 2 in | 1 | |
| Gstp3 | −4.7 | Glutathione S-transferase; oxidative stress | 19 | |
| Rpsa-ps10 | −3.9 | Ribosomal protein SA (pseudogene), cell surface receptor | 3 | |
| Rxfp1 | −3.0 | Peptide receptor 1 of the relaxin/insulin-like family | 3 | |
| Aldh3b2 | −2.9 | Aldehyde dehydrogenase | 19 | |
| Cd72 | −1.3 | Lymphocyte receptor | 4 | |
| DUhTP sed. | Rps2-ps13 | 6.6 | Ribosomal protein2 (pseudogene) | X |
| Rps26-ps1 | 6.2 | Ribosomal protein26 (pseudogene) | 8 | |
| Duxbl1 | 5.3 | Double homeobox B-like 1 | 14 | |
| C1r | 5.1 | Complement component 1 R | 6 | |
| Gm4804 | 4.6 | Glyceraldehyd-3P-dehydrogenase (pseudogene) | 12 | |
| Gm8104 | −8.5 | Unknown | 14 | |
| Gm7233 | −7.7 | Unknown | 14 | |
| Cbx3-ps7 | −7.7 | Chromobox 3 (pseudogene) | 1 | |
| Gm6356 | −7.3 | Unknown | 14 | |
| Gm15772 | −7.3 | Ribosomal protein L26 (pseudogene) | 5 | |
| DUhTP tr. vs. | Rps2-ps13 | 6.4 | Ribosomal protein2 (pseudogene) | X |
| Rps26-ps1 | 6.4 | Ribosomal protein26 (pseudogene) | 8 | |
| C1r | 5.7 | Complement component 1 R | 6 | |
| Gm4804 | 5.2 | Glyceraldehyd-3P-dehydrogenase (pseudogene) | 12 | |
| Duxbl1 | 5.2 | Double homeobox B-like 1 | 14 | |
| Gm42743 | −8.9 | Unknown | 3 | |
| Hist1h2al | −8.5 | Histone H2a-protein type 1, core | 13 | |
| Gm16440 | −7.7 | Unknown | 14 | |
| Gm10039 | −7.5 | ATP synthase (pseudogene) | 11 | |
| Gm7233 | −7.4 | Unknown | 14 |
Figure 4Mirrored Manhattan plots of the significant (FDR ≤ 0.05) differently expressed genes (DEGs) concerning the chromosome location in all comparison groups. Each point represents one gene in its genomic position. The chromosome numbers are reported in the x-axis, the level of expression in the y-axis as log2FC values. The maximum and minimum limits of the y-axis represent the range of log2FC values of each comparison. The gray line in the middle corresponds to log2FC = 0. All points visualized above the line belong to upregulated genes, while all the points visualized under the line are downregulated genes. The comparison groups are shown as (a) DUC tr. vs. sed., (b) DUhTP tr. vs. sed., (c) DUhTP sed. vs. DUC sed., and (d) DUhTP tr. vs. DUC tr. Abbreviation: sed. = sedentary, tr. = trained, vs. = versus.
Significantly, enriched canonical pathways (Fisher’s exact test adjusted p-value ≤ 0.05) were deduced from DEGs of the pituitary gland in all comparison groups.
| Group | Canonical Pathway | z-Score | Molecules |
|---|---|---|---|
| DUC tr. | EIF2 signaling | 4.7 |
|
| Oxidative phosphorylation | 4.5 |
| |
| GP6 signaling pathway | −3.2 |
| |
| Factors promoting cardiogenesis in | −2.5 |
| |
| Basal cell carcinoma signaling | −2.0 |
| |
| Hepatic fibrosis signaling pathway | −2.2 |
| |
| DUhTP | None | ||
| DUhTP sed. vs. DUC sed. | Unfolded protein response | −2.1 |
|
| LXR/RXR activation | −2.5 |
| |
| DUhTP tr. vs. DUC tr. | Oxidative phosphorylation | −7.6 |
|
| EIF2 signaling | −5.0 |
| |
| Synaptogenesis signaling | −2.1 |
| |
| TCA cycle II (eukaryotic) | −2.7 |
| |
| Estrogen | −2.9 |
| |
| Pentose phosphate pathway | −2.4 |
| |
| Dolichyl diphosphooligosaccharide biosynthesis | −2.4 |
| |
| tRNA charging | −2.1 |
| |
| Endocannabinoid neuronal synapse pathway | 2.2 |
| |
| Integrin | −2.1 |
|
Pathways with a |z-score| ≥2 were considered as significantly activated and inhibited in the pituitary of the corresponding group, respectively. Font color of the gene symbol indicates lower expression (green) and higher expression (red) concerning the control for each comparison (unselected or untrained). Abbreviation: sed. = sedentary, tr. = trained, vs. = versus.
Identification of DEGs, located in the direct neighborhood (0.5 Mb up and downstream) of previously published genetic markers and residing in Quantitative Trait Locus (QTL) regions with significant effects (marked with an asterisk) on training response in mice [24].
| Response to Exercise | Response to Genetic Selection | Response to Genetic Selection with Exercise | ||||
|---|---|---|---|---|---|---|
| Condition | SNPs | Chromosome: Position (bp) | DUC | DUhTP | DUhTP sed. | DUhTP tr. |
| Pre- | rs4222922 | 1: 193,272,691 | NA | NA |
|
|
| rs4223268 | 2: 93,419,862 |
| NA |
|
| |
| rs368717 * | 3: 120,768,827 | NA | NA | NA | NA | |
| rs3089148 | 8: 92,941,850 |
| NA |
| NA | |
| rs3689508 * | 14: 9,760,330 | NA | NA | NA |
| |
| rs3679049 * | 19: 42,060,307 | NA | NA |
|
| |
| Post- | rs368717 * | 3: 120,768,827 | NA | NA | NA | NA |
| rs3667625 | 4: 54,194,913 | NA | NA | NA |
| |
| rs3660830 * | 14: 64,812,463 |
| NA | NA |
| |
| rs3023460 | 17: 93,199,618 | NA | NA | NA | NA | |
| rs3023517 | 19: 59,969,286 | NA | NA |
| NA | |
| Change | rs3023267 | 11: 65,710,376 | NA |
| NA |
|
| rs3660830 * | 14: 64,812,463 |
| NA | NA |
| |
The table provides information on chromosomal localization and regulation by phenotype selection (genetic effect), training (exercise), and phenotype selection with training. Font color of the gene symbol indicates lower expression (green) and higher expression (red) with respect to the control for each comparison (unselected or untrained). Underlined genes are considered as affected only by genetic effect because of no change of expression (log2FC) between phenotype selection and phenotype selection with training comparison. QTL regions with significant effect are marked with an *. Abbreviation: sed. = sedentary, tr. = trained, vs. = versus, NA = not available, SNP = single nucleotide polymorphism, bp = base pairs.
Figure 5Regulation of ribosome expression in the pituitary gland and the influence of training. KEGG (Kyoto Encyclopedia of Genes and Genomes) pathway analyses of DEGs (FDR ≤ 0.05) in all comparison groups ((A): DUC tr. vs. sed.; (B): DUhTP tr. vs. sed.; (C): DUhTP sed. vs. DUC sed.; (D): DUhTP tr. vs. DUC tr.) via https://pathview.uncc.edu (access date: 08/03/2021). Abbreviation: sed. = sedentary, tr. = trained, vs. = versus.
Figure 6Regulation of oxidative phosphorylation in the pituitary gland influenced by selection and training. The KEGG pathway analyses were obtained by using the DEGs (FDR ≤ 0.05) of all comparison groups ((A): DUC tr. vs. sed.; (B): DUhTP tr. vs. sed.; (C): DUhTP sed. vs. DUC sed.; (D): DUhTP tr. vs. DUC tr.) via https://pathview.uncc.edu (access date: 08/03/2021). Abbreviation: sed. = sedentary, tr. = trained, vs. = versus.