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BMC Genomics
2021 Mar 23;221:204. doi: 10.1186/s12864-021-07517-1.
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Transcriptomic analysis of the trade-off between endurance and burst-performance in the frog Xenopus allofraseri.
Ducret V
,
Richards AJ
,
Videlier M
,
Scalvenzi T
,
Moore KA
,
Paszkiewicz K
,
Bonneaud C
,
Pollet N
,
Herrel A
.
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BACKGROUND: Variation in locomotor capacity among animals often reflects adaptations to different environments. Despite evidence that physical performance is heritable, the molecular basis of locomotor performance and performance trade-offs remains poorly understood. In this study we identify the genes, signaling pathways, and regulatory processes possibly responsible for the trade-off between burst performance and endurance observed in Xenopus allofraseri, using a transcriptomic approach.
RESULTS: We obtained a total of about 121 million paired-end reads from Illumina RNA sequencing and analyzed 218,541 transcripts obtained from a de novo assembly. We identified 109 transcripts with a significant differential expression between endurant and burst performant individuals (FDR ≤ 0.05 and logFC ≥2), and blast searches resulted in 103 protein-coding genes. We found major differences between endurant and burst-performant individuals in the expression of genes involved in the polymerization and ATPase activity of actin filaments, cellular trafficking, proteoglycans and extracellular proteins secreted, lipid metabolism, mitochondrial activity and regulators of signaling cascades. Remarkably, we revealed transcript isoforms of key genes with functions in metabolism, apoptosis, nuclear export and as a transcriptional corepressor, expressed in either burst-performant or endurant individuals. Lastly, we find two up-regulated transcripts in burst-performant individuals that correspond to the expression of myosin-binding protein C fast-type (mybpc2). This suggests the presence of mybpc2 homoeologs and may have been favored by selection to permit fast and powerful locomotion.
CONCLUSION: These results suggest that the differential expression of genes belonging to the pathways of calcium signaling, endoplasmic reticulum stress responses and striated muscle contraction, in addition to the use of alternative splicing and effectors of cellular activity underlie locomotor performance trade-offs. Ultimately, our transcriptomic analysis offers new perspectives for future analyses of the role of single nucleotide variants, homoeology and alternative splicing in the evolution of locomotor performance trade-offs.
09-PEXT-003 Agence Nationale de la Recherche, MR/M008924/1 Medical Research Council (UK), WT097835MF Wellcome Trust (GB), WT101650MA Wellcome Trust (GB), BB/K003240/1 Biotechnology and Biological Sciences Research Council (GB), MR/M008924/1 Medical Research Council , Wellcome Trust
Fig. 1. Principal Component Analysis (PCA) and agglomerative hierarchical clustering of the four locomotor performance traits in eight males Xenopus allofraseri (named sample A to H): distance (total distance jumped until exhaustion), time (maximum time spent moving until exhaustion), acceleration (maximal instantaneous acceleration during an escape locomotor burst), velocity (maximal instantaneous speed during an escape locomotor burst)
Fig. 2. Geographic range of some Xenopus species in Africa and maximum-likelihood phylogenetic tree of the eight studied Xenopus males captured in Cameroon in 2009 (represented by a red cross). Geographic ranges were downloaded from the IUCN 2020 red list [29] and the map was created with QGIS v.3.14 (https://www.qgis.org/). The unrooted tree shows the phylogeny built with PhyML [30] based on mitogenomes assembled de novo (Sample A to H correspond to the reconstructed mitochondrial sequence based on each individual data whereas Sample ABCDEFGH corresponds to the reconstructed mitochondrial sequence from all individual data combined) and from mitogenomes of other Xenopus species previously published (corresponding GenBank accession numbers are presented in Table S2). The phylogenetic tree was designed using Figtree v.1.4.4 (http://tree.bio.ed.ac.uk/software/figtree/). The branch lengths are proportional to the number of substitutions per site with the scale indicated under the tree. The Shimoidara-Hasegawa (SH)-like branch support test is represented by node colors (p-value >â0.95 in green, p-value >â0.80 in orange, p-value <â0.80 in red)
Fig. 3. a Heatmap representation of the regularized log-transformed counts for the de novo assembly. All transcripts (n =â109) shown had significance levels with (FDR)ââ¤â0.05. The expression values are plotted in log2 space and mean-centered, and show up- and down-regulated expression as yellow and blue, respectively. b Volcano plot of all de novo transcripts and the red data points corresponding to the significantly differentially expressed transcripts. Gene symbol of the top 10 most differentially expressed transcripts in endurant and in burst-performant groups are plotted
Fig. 4. Gene interaction networks that contain 46/109 differentially expressed transcripts between endurant and burst-performant individuals. Differentially expressed transcripts were analyzed using STRING [31] using gene symbols of human orthologous genes for analysis (see the supplementary table to find corresponding X. allofraseri annotated transcripts), and visual inspection was finalized using Cytoscape [32]. The node color is based on the log2FC of expression data, with negative (blue) and positive (yellow) values representing up-regulated transcript expression in endurant and burst-performant individuals, respectively (grey color correspond to gene with transcript isoforms expressed in both groups). Node size represents the number of interactions with other protein-coding genes and allows to rapidly visualize central genes
Arif,
A Ca(2+)-binding protein with numerous roles and uses: parvalbumin in molecular biology and physiology.
2009, Pubmed
Arif,
A Ca(2+)-binding protein with numerous roles and uses: parvalbumin in molecular biology and physiology.
2009,
Pubmed
Barrett,
NCBI GEO: archive for functional genomics data sets--update.
2013,
Pubmed
Bolger,
Trimmomatic: a flexible trimmer for Illumina sequence data.
2014,
Pubmed
Bonine,
Comparative analysis of fiber-type composition in the iliofibularis muscle of phrynosomatid lizards (Squamata).
2001,
Pubmed
Bray,
Near-optimal probabilistic RNA-seq quantification.
2016,
Pubmed
Bray,
The human gene map for performance and health-related fitness phenotypes: the 2006-2007 update.
2009,
Pubmed
Brunet,
RhoGDI-3 regulates RhoG and targets this protein to the Golgi complex through its unique N-terminal domain.
2002,
Pubmed
Caetano-Anollés,
Cerebellum Transcriptome of Mice Bred for High Voluntary Activity Offers Insights into Locomotor Control and Reward-Dependent Behaviors.
2016,
Pubmed
Careau,
Performance trade-offs and ageing in the 'world's greatest athletes'.
2017,
Pubmed
Celio,
Calcium-binding protein parvalbumin is associated with fast contracting muscle fibres.
1982,
Pubmed
Chen,
The role of microRNA-1 and microRNA-133 in skeletal muscle proliferation and differentiation.
2006,
Pubmed
,
Xenbase
Chin,
A calcineurin-dependent transcriptional pathway controls skeletal muscle fiber type.
1998,
Pubmed
Clarke,
The Role of Eif6 in Skeletal Muscle Homeostasis Revealed by Endurance Training Co-expression Networks.
2017,
Pubmed
Cocks,
Sprint interval and endurance training are equally effective in increasing muscle microvascular density and eNOS content in sedentary males.
2013,
Pubmed
Costa,
Genetic inheritance effects on endurance and muscle strength: an update.
2012,
Pubmed
Deldicque,
Endoplasmic reticulum stress in human skeletal muscle: any contribution to sarcopenia?
2013,
Pubmed
Dhorne-Pollet,
Validation of novel reference genes for RT-qPCR studies of gene expression in Xenopus tropicalis during embryonic and post-embryonic development.
2013,
Pubmed
,
Xenbase
Dick,
Proteoglycan synthesis and Golgi organization in polarized epithelial cells.
2012,
Pubmed
Dlugosz,
Locomotor trade-offs in mice selectively bred for high voluntary wheel running.
2009,
Pubmed
Durieux,
Focal adhesion kinase is a load-dependent governor of the slow contractile and oxidative muscle phenotype.
2009,
Pubmed
Eden,
Mechanism of regulation of WAVE1-induced actin nucleation by Rac1 and Nck.
2002,
Pubmed
Ehlert,
Epigenetics in sports.
2013,
Pubmed
Elfenbein,
Auxiliary and autonomous proteoglycan signaling networks.
2010,
Pubmed
Erck,
MyoD and MEF2A mediate activation and repression of the p75NGFR gene during muscle development.
1998,
Pubmed
Evans,
Xenopus fraseri: Mr. Fraser, where did your frog come from?
2019,
Pubmed
,
Xenbase
Frantz,
The extracellular matrix at a glance.
2010,
Pubmed
Garland,
GENETIC BASIS OF ACTIVITY METABOLISM. I. INHERITANCE OF SPEED, STAMINA, AND ANTIPREDATOR DISPLAYS IN THE GARTER SNAKE THAMNOPHIS SIRTALIS.
1988,
Pubmed
Gazda,
Signatures of Selection on Standing Genetic Variation Underlie Athletic and Navigational Performance in Racing Pigeons.
2018,
Pubmed
Gentleman,
Bioconductor: open software development for computational biology and bioinformatics.
2004,
Pubmed
Glover,
Homoeologs: What Are They and How Do We Infer Them?
2016,
Pubmed
Grabherr,
Full-length transcriptome assembly from RNA-Seq data without a reference genome.
2011,
Pubmed
Graham,
Focal adhesion kinase and its role in skeletal muscle.
2015,
Pubmed
Greising,
Systems biology of skeletal muscle: fiber type as an organizing principle.
2012,
Pubmed
Guindon,
New algorithms and methods to estimate maximum-likelihood phylogenies: assessing the performance of PhyML 3.0.
2010,
Pubmed
Hagberg,
Advances in exercise, fitness, and performance genomics in 2010.
2011,
Pubmed
Henderson,
Overview of the Muscle Cytoskeleton.
2017,
Pubmed
Herrel,
Trade-offs between burst performance and maximal exertion capacity in a wild amphibian, Xenopus tropicalis.
2012,
Pubmed
,
Xenbase
Horowitz,
Lipid metabolism during endurance exercise.
2000,
Pubmed
Huang,
ER stress disrupts Ca2+-signaling complexes and Ca2+ regulation in secretory and muscle cells from PERK-knockout mice.
2006,
Pubmed
Husak,
Faster lizards sire more offspring: sexual selection on whole-animal performance.
2006,
Pubmed
Katoh,
MAFFT multiple sequence alignment software version 7: improvements in performance and usability.
2013,
Pubmed
Kaushal,
Activation of the myogenic lineage by MEF2A, a factor that induces and cooperates with MyoD.
1994,
Pubmed
Keller,
A transcriptional map of the impact of endurance exercise training on skeletal muscle phenotype.
2011,
Pubmed
Kelly,
A novel intronic single nucleotide polymorphism in the myosin heavy polypeptide 4 gene is responsible for the mini-muscle phenotype characterized by major reduction in hind-limb muscle mass in mice.
2013,
Pubmed
Kielbasa,
Myospryn is a calcineurin-interacting protein that negatively modulates slow-fiber-type transformation and skeletal muscle regeneration.
2011,
Pubmed
Kim,
Genetic selection of athletic success in sport-hunting dogs.
2018,
Pubmed
Klossner,
Mechano-transduction to muscle protein synthesis is modulated by FAK.
2009,
Pubmed
Klossner,
Quantitative changes in focal adhesion kinase and its inhibitor, FRNK, drive load-dependent expression of costamere components.
2013,
Pubmed
Komi,
Physiological and biomechanical correlates of muscle function: effects of muscle structure and stretch-shortening cycle on force and speed.
1984,
Pubmed
Kumagai,
Role of selected polymorphisms in determining muscle fiber composition in Japanese men and women.
2018,
Pubmed
Langmead,
Fast gapped-read alignment with Bowtie 2.
2012,
Pubmed
Le Galliard,
Physical performance and Darwinian fitness in lizards.
2004,
Pubmed
Liu,
Identification of differences in microRNA transcriptomes between porcine oxidative and glycolytic skeletal muscles.
2013,
Pubmed
MacArthur,
Loss of ACTN3 gene function alters mouse muscle metabolism and shows evidence of positive selection in humans.
2007,
Pubmed
Mao,
Differential phosphorylations of Spi-B and Spi-1 transcription factors.
1996,
Pubmed
Marden,
Alternative splicing, muscle calcium sensitivity, and the modulation of dragonfly flight performance.
1999,
Pubmed
McLaren,
DGAT2 Inhibition Alters Aspects of Triglyceride Metabolism in Rodents but Not in Non-human Primates.
2018,
Pubmed
Monteforte,
Glypican-1 nanoliposomes for potentiating growth factor activity in therapeutic angiogenesis.
2016,
Pubmed
Moore,
Quantifying the constraining influence of gene flow on adaptive divergence in the lake-stream threespine stickleback system.
2007,
Pubmed
Moriyama,
BNIP3 upregulation via stimulation of ERK and JNK activity is required for the protection of keratinocytes from UVB-induced apoptosis.
2017,
Pubmed
Muniesa,
World-class performance in lightweight rowing: is it genetically influenced? A comparison with cyclists, runners and non-athletes.
2010,
Pubmed
Narkar,
AMPK and PPARdelta agonists are exercise mimetics.
2008,
Pubmed
Naya,
Stimulation of slow skeletal muscle fiber gene expression by calcineurin in vivo.
2000,
Pubmed
Niemi,
Mitochondrial DNA and ACTN3 genotypes in Finnish elite endurance and sprint athletes.
2005,
Pubmed
Ogata,
Autophagy is activated for cell survival after endoplasmic reticulum stress.
2006,
Pubmed
Ojuka,
Role of calcium and AMP kinase in the regulation of mitochondrial biogenesis and GLUT4 levels in muscle.
2004,
Pubmed
Oufiero,
Swimming performance trade-offs across a gradient in community composition in Trinidadian killifish (Rivulus hartii).
2011,
Pubmed
Pette,
Myosin isoforms, muscle fiber types, and transitions.
2000,
Pubmed
Ricard,
Endurance Exercise Ability in the Horse: A Trait with Complex Polygenic Determinism.
2017,
Pubmed
Rico-Sanz,
Familial resemblance for muscle phenotypes in the HERITAGE Family Study.
2003,
Pubmed
Robinson,
edgeR: a Bioconductor package for differential expression analysis of digital gene expression data.
2010,
Pubmed
Sarzynski,
Advances in Exercise, Fitness, and Performance Genomics in 2015.
2016,
Pubmed
Schwartz,
Rho signalling at a glance.
2004,
Pubmed
Screen,
Tendon functional extracellular matrix.
2015,
Pubmed
Seppey,
BUSCO: Assessing Genome Assembly and Annotation Completeness.
2019,
Pubmed
Shannon,
Cytoscape: a software environment for integrated models of biomolecular interaction networks.
2003,
Pubmed
Spires,
Hemoglobin and myoglobin contributions to skeletal muscle oxygenation in response to exercise.
2011,
Pubmed
Spurway,
Quantitative analysis of histochemical and immunohistochemical reactions in skeletal muscle fibres of Rana and Xenopus.
1989,
Pubmed
,
Xenbase
Stephens,
Testing for evolutionary trade-offs in a phylogenetic context: ecological diversification and evolution of locomotor performance in emydid turtles.
2008,
Pubmed
Szklarczyk,
STRING v11: protein-protein association networks with increased coverage, supporting functional discovery in genome-wide experimental datasets.
2019,
Pubmed
Talbot,
Skeletal muscle fiber type: using insights from muscle developmental biology to dissect targets for susceptibility and resistance to muscle disease.
2016,
Pubmed
Tang,
Cyclin-dependent kinase 5 mediates neurotoxin-induced degradation of the transcription factor myocyte enhancer factor 2.
2005,
Pubmed
Tripathi,
Estrogen-Related Receptor Alpha: An Under-Appreciated Potential Target for the Treatment of Metabolic Diseases.
2020,
Pubmed
Van Damme,
Performance constraints in decathletes.
2002,
Pubmed
Vanhooydonck,
Is the whole more than the sum of its parts? Evolutionary trade-offs between burst and sustained locomotion in lacertid lizards.
2014,
Pubmed
Vanhooydonck,
Speed and stamina trade-off in lacertid lizards.
2001,
Pubmed
van Rooij,
Myocyte enhancer factor 2 and class II histone deacetylases control a gender-specific pathway of cardioprotection mediated by the estrogen receptor.
2010,
Pubmed
Vignal,
Kinectin is a key effector of RhoG microtubule-dependent cellular activity.
2001,
Pubmed
Villena,
Orphan nuclear receptor estrogen-related receptor alpha is essential for adaptive thermogenesis.
2007,
Pubmed
Vincent,
ACTN3 (R577X) genotype is associated with fiber type distribution.
2007,
Pubmed
Walimbe,
Proteoglycans in Biomedicine: Resurgence of an Underexploited Class of ECM Molecules.
2019,
Pubmed
Westerblad,
Slowing of relaxation and [Ca2+]i during prolonged tetanic stimulation of single fibres from Xenopus skeletal muscle.
1996,
Pubmed
,
Xenbase
Wilson,
Constraints on muscular performance: trade-offs between power output and fatigue resistance.
2004,
Pubmed
Wilson,
Does individual quality mask the detection of performance trade-offs? A test using analyses of human physical performance.
2014,
Pubmed
Wu,
Focal adhesion: a focal point in current cell biology and molecular medicine.
2007,
Pubmed
Wu,
Quantitative assessment of single-cell RNA-sequencing methods.
2014,
Pubmed
Wu,
MEF2 responds to multiple calcium-regulated signals in the control of skeletal muscle fiber type.
2000,
Pubmed
Xu,
Genome-wide detection of tissue-specific alternative splicing in the human transcriptome.
2002,
Pubmed
Yue,
Biology of the extracellular matrix: an overview.
2014,
Pubmed
Zeng,
Hypoxia, stem cells and bone tumor.
2011,
Pubmed
Zhang,
Comparative study the expression of calcium cycling genes in Bombay duck (Harpadon nehereus) and beltfish (Trichiurus lepturus) with different swimming activities.
2017,
Pubmed
Zhu,
Golgi as an MTOC: making microtubules for its own good.
2013,
Pubmed