Metabolomics, one of the ‘omic’ sciences in systems biology, is the global assessment and validation of endogenous small-molecule metabolites within a biologic system. Analysis of these key metabolites in body fluids has become an important role to monitor the state of biological organisms and is a widely used diagnostic tool for disease. In this thesis, we present two applications of this approach using nuclear magnetic resonance (NMR) as analytical technique: metabolomics of coronary artery disease and sport medicine. With the growing appreciation of the metabolic basis of cardiovascular disease (CVD), metabolomics has become a powerful investigative tool. Among CVD, cardiac ischemia is a severe pathological condition characterized by a reduced oxygen flow to the heart that can lead to myocardial infarction. Classical diagnostic methods are affected by low sensitivity or by high dose of radiation. Here we present a non-invasive metabolomics profiling of cardiac ischemia fingerprint in human plasma. Plasma samples of ischemic and not ischemic patients were collected before and after a cardiac stress test. Multivariate data analysis was used to evaluate metabolic fingerprint discrimination among patients. Unexpectedly, we found a significant difference already in the basal samples between not ischemic and ischemic patients undergoing the cardiac stress test. In addition, several biochemical patterns noted in our metabolomic data were consistent with results of prior experimental and physiologic studies on cardiovascular metabolism. We mainly observed an alteration of the gut microbiome- derived metabolites, such as TMAO and acetate, the amino acids profile and the creatine-creatinine energy system. These results suggest that metabolism is already anticipating the outcome of the stress test and can help in determining a risk factor useful for physicians to diagnose cardiac conditions. Assessing health, sport, performance and recovery of professional athletes, which represent a broad physiological function, requires monitoring simultaneously a large number of biomarkers, making the use of metabolomics particularly interesting in this context. Considerable attention has also been placed on the use of saliva as a potentially useful biofluid to follow metabolic changes during exercise, mainly due to its non-invasive collection. However, understanding changes in metabolite concentrations in saliva occurring during a soccer match meets significant challenges, such as the nature of the exercise itself, which is far from controlled and homogeneous for all players. Saliva samples of seventeen soccer players were analyzed before and after an official match. Two different ways of normalizing data are discussed, using total proteins and total metabolite concentrations. Changes in markers related to energy, hydration status, amino acids and other compounds were found. The limits and advantages of using saliva to define the systemic responses to exercise are examined, both in terms of data normalization and interpretation, and the time that the effect lasts in this biofluid. Our work focuses mainly on three different aspects: the effect that time sampling has on the observed effect, the type of normalization that is necessary to perform in order to cope with changes in water content, and the metabolic response that can be observed using saliva.

Pitti, E. (2020). NMR-based metabolomics on human plasma and saliva: application to cardiac ischemia and sport exercise [10.58015/pitti-erica_phd2020].

NMR-based metabolomics on human plasma and saliva: application to cardiac ischemia and sport exercise

PITTI, ERICA
2020-01-01

Abstract

Metabolomics, one of the ‘omic’ sciences in systems biology, is the global assessment and validation of endogenous small-molecule metabolites within a biologic system. Analysis of these key metabolites in body fluids has become an important role to monitor the state of biological organisms and is a widely used diagnostic tool for disease. In this thesis, we present two applications of this approach using nuclear magnetic resonance (NMR) as analytical technique: metabolomics of coronary artery disease and sport medicine. With the growing appreciation of the metabolic basis of cardiovascular disease (CVD), metabolomics has become a powerful investigative tool. Among CVD, cardiac ischemia is a severe pathological condition characterized by a reduced oxygen flow to the heart that can lead to myocardial infarction. Classical diagnostic methods are affected by low sensitivity or by high dose of radiation. Here we present a non-invasive metabolomics profiling of cardiac ischemia fingerprint in human plasma. Plasma samples of ischemic and not ischemic patients were collected before and after a cardiac stress test. Multivariate data analysis was used to evaluate metabolic fingerprint discrimination among patients. Unexpectedly, we found a significant difference already in the basal samples between not ischemic and ischemic patients undergoing the cardiac stress test. In addition, several biochemical patterns noted in our metabolomic data were consistent with results of prior experimental and physiologic studies on cardiovascular metabolism. We mainly observed an alteration of the gut microbiome- derived metabolites, such as TMAO and acetate, the amino acids profile and the creatine-creatinine energy system. These results suggest that metabolism is already anticipating the outcome of the stress test and can help in determining a risk factor useful for physicians to diagnose cardiac conditions. Assessing health, sport, performance and recovery of professional athletes, which represent a broad physiological function, requires monitoring simultaneously a large number of biomarkers, making the use of metabolomics particularly interesting in this context. Considerable attention has also been placed on the use of saliva as a potentially useful biofluid to follow metabolic changes during exercise, mainly due to its non-invasive collection. However, understanding changes in metabolite concentrations in saliva occurring during a soccer match meets significant challenges, such as the nature of the exercise itself, which is far from controlled and homogeneous for all players. Saliva samples of seventeen soccer players were analyzed before and after an official match. Two different ways of normalizing data are discussed, using total proteins and total metabolite concentrations. Changes in markers related to energy, hydration status, amino acids and other compounds were found. The limits and advantages of using saliva to define the systemic responses to exercise are examined, both in terms of data normalization and interpretation, and the time that the effect lasts in this biofluid. Our work focuses mainly on three different aspects: the effect that time sampling has on the observed effect, the type of normalization that is necessary to perform in order to cope with changes in water content, and the metabolic response that can be observed using saliva.
2020
2019/2020
Biochimica e biologia molecolare
33.
La metabolomica, una delle cosiddette discipline “omiche”, è lo studio globale del metaboloma, l’intero corredo dei metaboliti, piccole molecole caratterizzate da un peso molecolare inferiore a 1 kDa, presenti in uno specifico sistema biologico. L’analisi di questi metaboliti nei biofluidi sta conquistando un ruolo importante nel monitorare lo stato di organismi biologici ed è ampiamente usato come strumento diagnostico per varie malattie. In questa tesi, vengono presentate due applicazioni di questo approccio usando come tecnica analitica la risonanza magnetica nucleare (NMR): un’indagine metabolica dell’ischemia cardiaca nel plasma umano e dell’attività sportiva nella saliva. Con il crescente apprezzamento della base metabolica delle malattie cardiovascolari (CVD), la metabolomica è diventata uno strumento investigativo importante in questo contesto. Tra le varie CVD, l’ischemia cardiaca è una grave condizione patologica caratterizzata da un ridotto flusso di ossigeno al cuore, che può portare anche all’infarto del miocardio. I metodi diagnostici tradizionali sono caratterizzati da bassa sensibilità o da alte dosi di radiazioni. In questo studio viene presentato un profiling metabolico non invasivo dell’impronta dell’ischemia cardiaca nel plasma umano. I campioni di plasma di pazienti ischemici e non, sono stati raccolti ed analizzati tramite NMR prima e dopo un test da sforzo cardiaco. L’analisi multivariata dei dati è stata utilizzata per valutare la discriminazione dell’impronta metabolica tra i pazienti. Sorprendentemente, il nostro studio ha evidenziato una differenza statisticamente significativa dei profili metabolici tra soggetti ischemici e non, già a livello basale, prima quindi dell’esecuzione del test da sforzo. Inoltre, molte delle vie metaboliche indicate come le più discriminanti tra pazienti a diverso rischio ischemico sono in accordo con i risultati di studi precedentemente condotti sul metabolismo cardiovascolare. Noi abbiamo principalmente osservato un’alterazione dei metaboliti derivanti dal metabolismo del microbioma intestinale, come la trimetilammina n-ossido (TMAO) e l‘acetato, del profilo amminoacidico e del sistema energetico creatina-creatinina. Questi risultati suggeriscono che il metabolismo stia anticipando il risultato del test da sforzo e che il profilo metabolico basale possa supportare i test diagnostici tradizionali nella determinazione di un fattore di rischio ischemico, che possa risultare utile in clinica per diagnosticare l’ischemia cardiaca. Per quanto riguarda la seconda applicazione, la valutazione della salute, dello sport, della performance e del recupero di atleti professionisti, richiede di monitorare simultaneamente un grande numero di biomarcatori, redendo l’uso dell’approccio metabolomico particolarmente interessante in tale contesto. L’uso della saliva come potenziale biofluido per seguire i cambiamenti metabolici durante l’esercizio fisico sta ricevendo una considerevole attenzione, principalmente per la non invasività e la facilità della sua raccolta. Ciononostante, comprendere le alterazioni dei metaboliti nella saliva durante una partita di calcio presenta sfide significative, basti considerare la natura dell’attività sportiva stessa, ben lontana dall’essere controllata e omogenea per tutti i giocatori. A tal proposito, i campioni di saliva di diciassette calciatrici sono stati analizzati prima e dopo una partita di calcio ufficiale. Due differenti metodi di normalizzazione, uso delle proteine totali e della concentrazione totale dei metaboliti, sono stati descritti e discussi. Abbiamo osservato alterazioni di marcatori relativi al consumo energetico, allo stato di idratazione e al profilo amminoacidico. Sono stati esaminati le limitazioni ed i vantaggi di usare la saliva per definire la risposta sistemica all’esercizio, in termini di normalizzazione e interpretazione dei dati, nel tempo per cui dura l’effetto in tale biofluido. La nostra indagine metabolomica si è focalizzata principalmente su tre aspetti: l’effetto che ha il tempo a cui si raccoglie il campione sulle alterazioni misurate, il tipo di normalizzazione necessario per affrontare il cambiamento del contenuto d’acqua nella saliva e la risposta metabolica in seguito all’attività sportiva che può essere osservata in tale biofluido.
Settore BIOS-09/A - Biochimica clinica e biologia molecolare clinica
English
Tesi di dottorato
Pitti, E. (2020). NMR-based metabolomics on human plasma and saliva: application to cardiac ischemia and sport exercise [10.58015/pitti-erica_phd2020].
File in questo prodotto:
File Dimensione Formato  
PhDTesi_EPitti.pdf

non disponibili

Licenza: Copyright degli autori
Dimensione 4.54 MB
Formato Adobe PDF
4.54 MB Adobe PDF   Visualizza/Apri   Richiedi una copia

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/431204
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? ND
social impact