Search bioRxiv⌕ Search

bioRxiv · 10.1101/2022.09.13.507793

Metabolic Signatures of Performance in Elite World Tour Professional Cyclists

Abstract

IntroductionMetabolomics studies of recreational and elite athletes have been so far limited to venipuncture-dependent blood sample collection in the setting of controlled training and medical facilities. However, limited to no information is currently available if findings in laboratory settings are translatable to real world scenario in elite competitions. MethodsTo characterize molecular profiles of exertion in elite athletes during cycling, we performed metabolomics analyses on blood isolated from twenty-eight international-level elite World Tour professional male athletes from a Union Cycliste Internationale (UCI) World Team taken before and after a graded exercise test (GXT) to volitional exhaustion and before and after a long aerobic training session. Moreover, established signatures were then used to characterize the metabolic physiology of five of these cyclists that were selected to represent the same UCI World Team during a 7-stage elite World Tour race. ResultsUsing dried blood spot collection to circumvent logistical hurdles associated with field sampling, these studies defined metabolite signatures and fold change ranges of anaerobic or aerobic exertion in elite cyclists, respectively. Blood signatures derived in controlled settings enabled comparison with blood sampled during competition, thus providing insight into fatigue status of the cyclists during the course of the race. Collectively, these studies provide a unique view of alterations in the blood metabolome of elite athletes during competition and at the peak of their performance capabilities. Graphical abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=146 SRC="FIGDIR/small/507793v4_ufig1.gif" ALT="Figure 1"> View larger version (54K): org.highwire.dtl.DTLVardef@1a6bddeorg.highwire.dtl.DTLVardef@1fb6df5org.highwire.dtl.DTLVardef@1f0034eorg.highwire.dtl.DTLVardef@69053c_HPS_FORMAT_FIGEXP M_FIG C_FIG SummaryNemkov et al. leveraged field sampling and blood metabolomics and lipidomics approaches to follow a professional Team of elite cyclists upon graded exercise test to volitional exhaustion, field aerobic training (180 km) and a during multi-stage World Tour race. They identify markers of cycling performance beyond lactate thresholds (ranging from 3.75 to 6.5 watts per kilogram in this group), including carboxylic acids, fatty acids and acylcarnitines. Key pointsO_LIWe profiled metabolism of 28 international-level elite World Tour professional male athletes from a Union Cycliste Internationale UCI World Team during training and World Tour multi-stage race; C_LIO_LIDried blood spot sampling affords metabolomics analyses to monitor exercise performance; C_LIO_LIDetermination of lactate thresholds during graded exercise test (GXT) to volitional exhaustion shows a range of from 3.75 to 6.5 watts per kilogram in this group; C_LIO_LIBlood profiles of lactate, carboxylic acids, fatty acids and acylcarnitines differed between different exercise modes (GXT and 180 km aerobic training session); C_LIO_LIMetabolic profiles were affected by stage-specific challenges (sprint vs climbing) during a World Tour multi-stage race. C_LI

Explore related subjects

Keep this discovery

Explore connections, maps & timelines

BibTeXRIS

Nemkov, T., Cendali, F., Stefanoni, D., Martinez, J., Hansen, K. C., San-Millan, I., D'Alessandro, A.. 2022-09-13. Metabolic Signatures of Performance in Elite World Tour Professional Cyclists. https://doi.org/10.1101/2022.09.13.507793

Cite the original work for its findings. Save a collection to share your selection of sources.

KEEP EXPLORING

Related preprints

Conjunctive Targeting Links Drug Synergy to Emergent Proteome Structural States

Combinatorial therapies are widely used in the treatment of acute myeloid leukemia (AML) to address disease heterogeneity, adaptive resistance, and rewired signaling and metabolic states. Yet drug prioritization remains largely guided by clinical or phenotypic evidence, while the molecular mechanisms underlying effective drug combinations remain incompletely defined. To narrow this gap, we developed Combinatorial high-ratio Partial proteolysis with reference PRoteome Analysis (CoPPRA), a structural proteomics workflow based on limited proteolysis of cell lysates that profiles drug-associated changes in regional protein accessibility at peptide-level resolution. Here, we applied CoPPRA to ruxolitinib and ulixertinib, individually and in combination, in AML-related cell lysates. Our findings extend conjunctive targeting (CT), a recently proposed mechanism of combinatorial drug action in which combined exposure produces protein targeting patterns not observed with either drug alone. Previously identified through combination-associated changes in protein solubility/stability, CT is examined here at peptide-level resolution through regional differences in proteolytic accessibility. The ruxolitinib-ulixertinib combination produced broad peptide-level accessibility changes, including a subset meeting the predefined criteria for CT. CT candidates predominantly exhibited regional accessibility changes, with altered peptide regions occurring against comparatively small changes across the remaining quantified peptides from the same proteins. MAP2K1 and ATP6V1G1 showed pronounced differences between overlapping peptide sequences, highlighting localized variation in combination-associated accessibility, including an ATP6V1G1 peptide mapping to an annotated helical region. Combination-associated increases in peptide signals were also observed in PIK3R1, BRD4, and PTPN11, linking regional accessibility changes to signaling and transcriptional regulators relevant to AML. Functional enrichment and network analyses further implicated nucleotide and glucose metabolism, ficolin-1-rich granules, ribosome-associated processes, and phagocytic vesicles. These results extend conjunctive targeting from protein-level solubility/stability changes to regional differences in proteolytic accessibility, showing that combination-associated effects can be concentrated within specific peptide regions rather than distributed uniformly across proteins. More broadly, CoPPRA provides a peptide-resolved approach for investigating the molecular features of combinatorial drug action and prioritizing protein regions for subsequent mechanistic validation.

biochemistry↗

Structural and biochemical characterisation of an iterative GCN5-related N-acetyltransferase required for fungal siderophore tailoring

Siderophore-mediated iron acquisition is essential for fungal survival, particularly under iron-limiting conditions. In Aspergillus fumigatus, SidG, a member of the GCN5-related N-acetyltransferase (GNAT) superfamily, catalyses the final step in the biosynthesis of the extracellular siderophore triacetylfusarinine C (TAFC) through sequential acetylation of the precursor fusarinine C (FsC). However, the timing, catalytic mechanism, and functional significance of this modification are not fully understood. Here, we reconstituted SidG activity in vitro and combined native mass spectrometry, X-ray crystallography, molecular dynamics simulations, and site-directed mutagenesis to investigate its catalytic properties. Our analyses demonstrate that SidG selectively binds acetyl-CoA from the cellular milieu and iteratively acetylates the FsC scaffold prior to iron chelation. Structural, biochemical, and molecular dynamics analyses support a direct transfer mechanism, identify key catalytic residues, and demonstrate the strict selectivity of SidG for short-chain acyl-CoA donors. Together, these findings establish the molecular basis for SidG-dependent siderophore tailoring and expand our understanding of GNAT-catalysed transformations in fungal natural product biosynthesis.

biochemistry↗

Reconstitution of +1 nucleosome transcription reveals coordinated functions of SAGA, Mediator, and TFIIH

The +1 nucleosome has emerged as a key regulator of eukaryotic transcription, but how it controls transcription initiation remains poorly understood. Here we reconstitute transcription through the +1 nucleosome using eleven purified yeast factors: RNA polymerase II (Pol II), the six general transcription factors (GTFs), TFIIS, the activator Pho4, and the SAGA and Mediator complexes. The system recapitulates key features of regulation observed in vivo. SAGA, acting with Pho4, directs pre-initiation complex (PIC) assembly to the correct position through its TBP-loading activity. Mediator stimulates transcription when the +1 nucleosome imposes a barrier to PIC formation, consistent with stabilization of productive TFIIH-DNA engagement. Contrary to the prevailing model, SAGA remains bound to the PIC after TBP loading and acetylates the +1 nucleosome within the assembled complex. The isolated PIC-Mediator-SAGA-nucleosome complex is transcriptionally active, and the repressive effect of the nucleosome is relieved by the DNA translocase activity of Ssl2, the TFIIH subunit that opens promoter DNA. TFIIH thus couples promoter melting to remodeling of the +1 nucleosome.

biochemistry↗