La médecine de précision (MP) est un nouveau paradigme qui révolutionne la pratique médicale actuelle et remodèle complètement la médecine de demain. La MP aspire à placer le patient au centre du parcours de soins en y intégrant les données médicales et biologiques individuelles tout en tenant compte de la grande diversité interindividuelle. La prédiction des états pathologiques chez les patients nécessite une compréhension dynamique et systémique. Les erreurs innées du métabolisme (EIM) sont des troubles génétiques résultant de défauts dans une voie biochimique donnée en raison de la déficience d'une enzyme, de son cofacteur ou d’un transporteur. Les EIM ne sont plus considérées comme des maladies monogéniques mais tendent à être plus complexes et multifactorielles. Le profil métabolomique permet le dépistage d’une pathologie, la recherche de biomarqueurs et l’exploration des voies métaboliques mises en jeu. Dans ce travail de thèse, nous avons utilisé l’approche métabolomique qui est particulièrement pertinente pour les EIM compte tenu de leur physiopathologie de base qui est étroitement liée au métabolisme. Ce travail a permis la mise en place d’une méthodologie métabolomique non ciblée basée sur une stratégie analytique multidimensionnelle comportant la spectrométrie de masse à haute résolution couplée à la chromatographie liquide ultra-haute performance et la mobilité ionique. La mise en place de la méthodologie de prétraitement, d’analyse et d’exploitation des données générées avec des outils de design expérimental et d’analyses multivariées ont été aussi établies. Enfin, cette approche a été appliquée pour l’exploration des EIM avec les mucopolysaccharidoses comme preuve de concept. Les résultats obtenus suggèrent un remodelage majeur du métabolisme des acides aminés dans la mucopolysaccharidose de type I. En résumé, la métabolomique pourrait être un outil complémentaire pertinent en appui à l’approche génomique dans l’exploration des EIM. / The new field of precision medicine is revolutionizing current medical practice and reshaping future medicine. Precision medicine intends to put the patient as the central driver of healthcare by broadening biological knowledge and acknowledging the great diversity of individuals. The prediction of physiological and pathological states in patients requires a dynamic and systemic understanding of these interactions. Inborn errors of metabolism (IEM) are genetic disorders resulting from defects in a given biochemical pathway due to the deficiency of an enzyme, its cofactor or a transporter. IEM are no longer considered to be monogenic diseases, which adds another layer of complexity to their characterization and diagnosis. To meet this need for faster screening, the metabolic profile can be a promising candidate given its ability in disease screening, biomarker discovery and metabolic pathway investigation. In this thesis, we used a metabolomic approach which is particularly relevant for IEM given their basic pathophysiology that is tightly related to metabolism. This thesis allowed the implementation of an untargeted metabolomic methodology based on a multidimensional analytical strategy including high-resolution mass spectrometry coupled with ultra-high-performance liquid chromatography and ion mobility. This work also set a methodology for preprocessing, analysis and interpretation of the generated data using experimental design and multivariate data analysis. Finally, the strategy is applied to the exploration of IEM with mucopolysaccharidoses as a proof of concept. The results suggest a major remodeling of the amino acid metabolisms in mucopolysaccharidosis type I. In summary, metabolomic is a relevant complementary tool to support the genomic approach in the functional investigations and diagnosis of IEM.

Chez l’homme, les erreurs innées du métabolisme des lipides sont dues à des déficits enzymatiques, entraînant une accumulation intracellulaire de substrats lipidiques. Il en résulte un large éventail de symptômes tels que des atteintes viscérales, osseuses et dans certains cas neurologiques. En outre, de nombreux patients atteints de ce type de maladie présentent des anomalies hématologiques et vasculaires attribuées à des anomalies rhéologiques du globule rouge (GR). Ces observations ont conduit à l’hypothèse de l’existence d’un lien entre les propriétés anormales du GR et sa composition lipidique. Or actuellement, le profil lipidique du GR normal reste méconnu. Cependant, le diagnostic précoce de ces troubles est d’une importance capitale pour la prise en charge des patients, notamment dans les cas où un traitement correctif est disponible. La maladie de Gaucher (MG) de type 1, qui est une maladie lysosomale caractérisée par un déficit en β-glucocérébrosidase et pour laquelle un traitement enzymatique substitutif (ERT) est proposé, en est le meilleur exemple. D’où l’intérêt de disposer d’un outil simple et rapide de diagnostic de ce type de maladie.Dans le cas de la MG, le diagnostic repose encore sur la mise en évidence, laborieuse, du déficit enzymatique. Néanmoins, des travaux récents suggèrent que les anomalies rhéologiques du GR pourraient être dues à l’accumulation de quatre sphingolipides, le glucosylcéramide, la glucosylsphingosine, la sphingosine et la sphingosine-1-phosphate, qui seraient de bons candidats biomarqueurs. Or, les méthodes actuelles de dosage de ces sphingolipides nécessitent au moins deux étapes chromatographiques, avec pour chacune une étape longue et fastidieuse de préparation de l’échantillon, ce qui ne facilite guère une approche lipidomique de ce sujet. En outre, seul le glucosylcéramide a été dosé dans le GR tandis que les trois autres sphingolipides n’ont été dosés que dans le plasma. Ces candidats biomarqueurs restent donc à valider.Dans cette thèse, nous avons développé et validé une méthode simple et rapide, par UHPLC-MS/MS, de dosage simultané des 4 sphingolipides impliqués dans la MG. L’application de cette méthode à des GR provenant de patients atteints de la MG, en collaboration avec l’Institut National de Transfusion Sanguine et la société Shire, nous a permis de : 1- valider un biomarqueur parmi les quatre proposés et de montrer que les trois autres n’étaient pas suffisamment spécifiques ; 2- vérifier l’efficacité du traitement ERT actuellement proposé et 3- confirmer l’hypothèse de départ reliant les anomalies rhéologiques du GR à sa composition lipidique.De même, une étude systématique des conditions opératoires nous a permis de généraliser la méthode proposée à l’identification et au dosage de l’ensemble des sphingolipides présents dans un GR ainsi que des phospholipides, constituants majoritaires de sa membrane. Appliquée à la quantification simultanée d’une trentaine de sphingolipides et de phospholipides dans le GR normal et celui de la MG, cette méthode nous a permis de mettre en évidence l’implication d’autres lipides polaires dans la maladie de Gaucher, outre les 4 sphingolipides jusqu’alors proposés. De même, il est prévu de l’adapter à moyen terme pour le profilage total, par classe, de tous les lipides présents dans le GR.Enfin, nous avons évalué d’autres techniques de SM telles que la haute résolution et la mobilité ionique (TWIMS et DIMS) dans le but d’affiner la recherche de nouveaux biomarqueurs, notamment par l’identification des lipides isomères non discriminables par les techniques de MS conventionnelles. Grâce à une collaboration avec le Laboratoire de Chimie Physique (LCP, CNRS UMR 8000) nous avons montré la faisabilité de cette approche en séparant en DIMS deux isomères : la galactosylsphingosine 18:1 et la glucosylsphingosine 18:1 et nous poursuivons actuellement cette étude pour séparer d’autres couples d’isomères. / In humans, hereditary disorders of lipid metabolism are due to enzyme deficiencies, resulting in intracellular accumulation of lipid substrates. This results in a wide range of symptoms such as visceral, bone and in some cases neurological disorders. Furthermore, many patients suffering such diseases have hematologic and vascular symptoms attributed to red blood cell (RBC) rheological abnormalities. These observations led to a hypothesis linking RBC abnormal properties to its lipid composition. However, the lipid profile of normal RBC remains unknown to date. Early diagnosis of these conditions is of importance notably when a therapy is available. This is the case for Gaucher disease (GD) type 1, a lysosomal disorder characterized by β-glucocerebrosidase deficiency, where an enzyme replacement therapy (ERT) is proposed. Hence, the availability of a simple and rapid tool of diagnosis of such a disorder is of great importance, notably for a better patient care and monitoring.To the best of our knowledge, standard diagnosis procedures and monitoring of GD patients are still based on the tedious evaluation of enzyme deficiency. Nevertheless, recent works suggest that these rheological disorders may be due to the accumulation of four sphingolipids, glucosylceramide, glucosylsphingosine, sphingosine and sphingosine-1-phosphate, which could be considered as relevant biomarkers. However, most of current determination methods of these sphingolipids require at least two liquid chromatographic runs, each with a time-consuming sample preparation step that does not facilitate a lipidomic approach. In addition, only glucosylceramide was quantified in RBC while the other three sphingolipids were quantified only in plasma. Thus, these biomarker candidates remain to be validated.In this PhD, we describe a simple and rapid UHPLC-MS/MS method of simultaneous determination of the 4 sphingolipids involved in GD in both plasma and RBC. The application of this method to RBC from GD patients, in collaboration with the Institut National de Transfusion Sanguine and Shire (USA), allowed us: 1- to validate one biomarker among the four proposed candidates and to show that the other three candidates are not specific; 2- to check the efficiency of the proposed ERT and 3- to confirm the initial hypothesis linking the RBC rheological abnormalities to its lipid composition.Also, a systematic study of the operating conditions allowed us to generalize the proposed method to the determination of not only all the sphingolipids present in RBC but also all phospholipids, which are the major constituents of its membrane. The application of the later method to the simultaneous quantification of thirty sphingolipids and phospholipids in normal and GD RBCs, allowed us to validate it and to unravel the involvement of other candidate biomarkers of GD, different from the 4 previous sphingolipids. Providing appropriate modifications, this method is intended to be used for the profiling of all lipid classes in plasma and RBC. This is our main objective in the medium-term.Finally, we evaluated other modern MS techniques such as high resolution (HRMS) and ion mobility (TWIMS and DIMS) in order to refine the investigation of new biomarker candidates, including the separation of lipid isomers that cannot be discriminated by conventional MS techniques. Indeed, in collaboration with the Laboratoire de Chimie Physique (LCP, CNRS UMR 8000), we here show the feasibility of this approach by achieving the separation of two isomers, by the DIMS technique: galactosylsphingosine 18:1 and glucosylsphingosine 18:1, which cannot be separated by conventional methods. We are currently pursuing these investigations in order to separate other isomers.

Inborn errors of metabolism (IEM) cause significant morbidity and mortality when left untreated. Urine organic acid (UOA) analysis is often a first-line investigation when an IEM is suspected. UOAs are usually qualitatively analyzed via the current gold standard, GC-EI-MS (Gas Chromatography-Electron Impact-Mass Spectroscopy). The Agilent 7890 GC in tandem with the Waters’ Xevo TQ-S MS contains an easily interchangeable LC-ESI (liquid chromatography-electrospray Ionization) and GC-APCI (Atmospheric Pressure Chemical Ionization) instrument set-up, while maintaining accuracy and sensitivity in both LC and GC applications. Utilizing this novel GC-APCI instrument, this project aims to develop and validate a new UOA method for clinical use. Furthermore, utilizing the machine’s MRM mode would increase sensitivities thus allowing for hopefully quantitative analysis. Chemical standards and patient urine samples were extracted via a liquid-liquid ether extraction and derivatized with BSTFA for proper GC elution. Results were compared on the current gold standard GC-EI-MS instrument and the new GC-APCI-MS instrument. Initial instrument suitability and method setup was then optimized. Source moisture levels were modified to explore the wet proton transfer and the dry charge transfer mechanism using [M+H]+ and [M+*]+ ion peak ratios, respectively. Elution times and APCI ion mass spectra profiles of UOA metabolites of interest were identified from full scan mode in preparation for MRM mode analysis. Exploration into the wet and dry mode settings of the APCI source determined that the former induced via methanol had greater peak areas and signal-to-noise ratios. Suitable MRMs were determined for clinically relevant organic acids from which a quantitative assay was developed for methyl malonic acid and several other compounds. The Waters’ Xevo TQ-S micro with Agilent 7890 GC demonstrated promising GC-APCI-MS detection of urine organic acids. With clear avenues for future work, the APCI technique hints at great benefits for biochemical genetic laboratories. / Thesis / Master of Science (MSc) / Inborn errors of metabolism (IEM) are a class of genetic diseases that when left untreated, cause reduced quality of life and sometimes death in newborns. Urine organic acid (UOA) analysis is used for detection using an instrument called GC-EI-MS (Gas Chromatography Electron Impact Mass Spectroscopy). This project explores how a new instrument, the Agilent 7890 GC and the Waters’ Xevo TQ-S MS, can detect these genetic diseases using a technique called APCI (Atmospheric Pressure Chemical Ionization) while still being accurate and sensitive. UOAs are isolated from urine and run through the new machine. When compared to the currently used technique, results were promising but further optimization is needed. Using the new machine, various UOA compounds that were elevated and/or decreased in newborns with genetics diseases were identified and quantified. With clear avenues for future work, the APCI technique can greatly improve newborn diagnosis of IEMs.

La plupart des conditions détectées par le dépistage néonatal sont reliées à l'une des enzymes qui dégradent les acyls-CoA mitochondriaux. Le rôle physiopathologique des acyls-CoA dans ces maladies est peu connue, en partie parce que les esters liés au CoA sont intracellulaires et les échantillons tissulaires de patients humains ne sont généralement pas disponibles. Nous avons créé une modèle animal murin de l'une de ces maladies, la déficience en 3-hydroxy-3-methylglutaryl-CoA lyase (HL), dans le foie (souris HLLKO). HL est la dernière enzyme de la cétogenèse et de la dégradation de la leucine. Une déficience chronique en HL et les crises métaboliques aigües, produisent chacune un portrait anormal et distinct d'acyls-CoA hépatiques. Ces profils ne sont pas prévisibles à partir des niveaux d'acides organiques urinaires et d'acylcarnitines plasmatiques. La cétogenèse est indétectable dans les hépatocytes HLLKO. Dans les mitochondries HLLKO isolées, le dégagement de 14CO2 à partir du [2-14C]pyruvate a diminué en présence de 2-ketoisocaproate (KIC), un métabolite de la leucine. Au test de tolérance au pyruvate, une mesure de la gluconéogenèse, les souris HLLKO ne présentent pas la réponse hyperglycémique normale. L'hyperammoniémie et l'hypoglycémie, des signes classiques de plusieurs erreurs innées du métabolisme (EIM) des acyls-CoA, surviennent de façon spontanée chez des souris HLLKO et sont inductibles par l'administration de KIC. Une charge en KIC augmente le niveau d'acyls-CoA reliés à la leucine et diminue le niveau d'acétyl-CoA. Les mitochondries des hépatocytes des souris HLLKO traitées avec KIC présentent un gonflement marqué. L'hyperammoniémie des souris HLLKO répond au traitement par l'acide N-carbamyl-L-glutamique. Ce composé permet de contourner une enzyme acétyl-CoA-dépendante essentielle pour l’uréogenèse, le N-acétylglutamate synthase. Ceci démontre un mécanisme d’hyperammoniémie lié aux acyls-CoA. Dans une deuxième EIM des acyls-CoA, la souris SCADD, déficiente en déshydrogénase des acyls-CoA à chaînes courtes. Le profil des acyls-CoA hépatiques montre un niveau élevé du butyryl-CoA particulièrement après un jeûne et après une charge en triglycérides à chaîne moyenne précurseurs du butyryl-CoA. / Most conditions detected by expanded newborn screening result from deficiency of one of the enzymes that degrade acyl-CoA esters in mitochondria. The role of acyl-CoAs in the pathophysiology of these disorders is poorly understood, in part because CoA esters are intracellular and samples are not generally available from human patients. We created a mouse model of one such condition, deficiency of 3-hydroxy-3-methylglutaryl-CoA lyase (HL), in liver (HLLKO mice). HL catalyses a reaction of ketone body synthesis and of leucine degradation. Chronic HL deficiency and acute crises each produced distinct abnormal liver acyl-CoA patterns, which would not be predictable from levels of urine organic acids and plasma acylcarnitines. In HLLKO hepatocytes, ketogenesis was undetectable. Measures of Krebs cycle flux diminished following incubation of HLLKO mitochondria with the leucine metabolite 2-ketoisocaproate (KIC). HLLKO mice also had suppression of the normal hyperglycemic response to a systemic pyruvate load, a measure of gluconeogenesis. Hyperammonemia and hypoglycemia, cardinal features of many inborn errors of acyl-CoA metabolism, occurred spontaneously in some HLLKO mice and were inducible by administering KIC. KIC loading also increased levels of several leucine-related acyl-CoAs and reduced acetyl-CoA levels. Ultrastructurally, hepatocyte mitochondria of KIC-treated HLLKO mice show marked swelling. KIC-induced hyperammonemia improved following administration of carglumate (N-carbamyl-L-glutamic acid), which bypasses an acetyl-CoA-dependent reaction essential for urea cycle function, thus demonstrating an acyl-CoA-related mechanism for this complication. In a second animal model of an inborn error of acyl-CoA metabolism, short chain acyl-CoA dehydrogenase (SCAD)-deficient mice, the main finding in liver acyl-CoAs is increased butyryl-CoA, particularly during fasting or after enteral loading with medium chain triglyceride precursor of butyryl-CoA.

La plupart des conditions détectées par le dépistage néonatal sont reliées à l'une des enzymes qui dégradent les acyls-CoA mitochondriaux. Le rôle physiopathologique des acyls-CoA dans ces maladies est peu connue, en partie parce que les esters liés au CoA sont intracellulaires et les échantillons tissulaires de patients humains ne sont généralement pas disponibles. Nous avons créé une modèle animal murin de l'une de ces maladies, la déficience en 3-hydroxy-3-methylglutaryl-CoA lyase (HL), dans le foie (souris HLLKO). HL est la dernière enzyme de la cétogenèse et de la dégradation de la leucine. Une déficience chronique en HL et les crises métaboliques aigües, produisent chacune un portrait anormal et distinct d'acyls-CoA hépatiques. Ces profils ne sont pas prévisibles à partir des niveaux d'acides organiques urinaires et d'acylcarnitines plasmatiques. La cétogenèse est indétectable dans les hépatocytes HLLKO. Dans les mitochondries HLLKO isolées, le dégagement de 14CO2 à partir du [2-14C]pyruvate a diminué en présence de 2-ketoisocaproate (KIC), un métabolite de la leucine. Au test de tolérance au pyruvate, une mesure de la gluconéogenèse, les souris HLLKO ne présentent pas la réponse hyperglycémique normale. L'hyperammoniémie et l'hypoglycémie, des signes classiques de plusieurs erreurs innées du métabolisme (EIM) des acyls-CoA, surviennent de façon spontanée chez des souris HLLKO et sont inductibles par l'administration de KIC. Une charge en KIC augmente le niveau d'acyls-CoA reliés à la leucine et diminue le niveau d'acétyl-CoA. Les mitochondries des hépatocytes des souris HLLKO traitées avec KIC présentent un gonflement marqué. L'hyperammoniémie des souris HLLKO répond au traitement par l'acide N-carbamyl-L-glutamique. Ce composé permet de contourner une enzyme acétyl-CoA-dépendante essentielle pour l’uréogenèse, le N-acétylglutamate synthase. Ceci démontre un mécanisme d’hyperammoniémie lié aux acyls-CoA. Dans une deuxième EIM des acyls-CoA, la souris SCADD, déficiente en déshydrogénase des acyls-CoA à chaînes courtes. Le profil des acyls-CoA hépatiques montre un niveau élevé du butyryl-CoA particulièrement après un jeûne et après une charge en triglycérides à chaîne moyenne précurseurs du butyryl-CoA. / Most conditions detected by expanded newborn screening result from deficiency of one of the enzymes that degrade acyl-CoA esters in mitochondria. The role of acyl-CoAs in the pathophysiology of these disorders is poorly understood, in part because CoA esters are intracellular and samples are not generally available from human patients. We created a mouse model of one such condition, deficiency of 3-hydroxy-3-methylglutaryl-CoA lyase (HL), in liver (HLLKO mice). HL catalyses a reaction of ketone body synthesis and of leucine degradation. Chronic HL deficiency and acute crises each produced distinct abnormal liver acyl-CoA patterns, which would not be predictable from levels of urine organic acids and plasma acylcarnitines. In HLLKO hepatocytes, ketogenesis was undetectable. Measures of Krebs cycle flux diminished following incubation of HLLKO mitochondria with the leucine metabolite 2-ketoisocaproate (KIC). HLLKO mice also had suppression of the normal hyperglycemic response to a systemic pyruvate load, a measure of gluconeogenesis. Hyperammonemia and hypoglycemia, cardinal features of many inborn errors of acyl-CoA metabolism, occurred spontaneously in some HLLKO mice and were inducible by administering KIC. KIC loading also increased levels of several leucine-related acyl-CoAs and reduced acetyl-CoA levels. Ultrastructurally, hepatocyte mitochondria of KIC-treated HLLKO mice show marked swelling. KIC-induced hyperammonemia improved following administration of carglumate (N-carbamyl-L-glutamic acid), which bypasses an acetyl-CoA-dependent reaction essential for urea cycle function, thus demonstrating an acyl-CoA-related mechanism for this complication. In a second animal model of an inborn error of acyl-CoA metabolism, short chain acyl-CoA dehydrogenase (SCAD)-deficient mice, the main finding in liver acyl-CoAs is increased butyryl-CoA, particularly during fasting or after enteral loading with medium chain triglyceride precursor of butyryl-CoA.

Newborn screening programs measure analyte levels in neonatal blood spots to identify individuals at high risk of disease. Carnitine and acylcarnitine levels are primary markers used in the detection of fatty acid oxidation disorders. These analytes may be influenced by certain pre/perinatal or newborn screening related factors. The primary objective of this study was to explore the association between these characteristics and levels of blood carnitines and acylcarnitines in the newborn population. The study was composed of two parts: a systematic review and a clinical database analysis of existing newborn screening data. The systematic review results suggested considerable variability across studies in the presence and directionality of associations between analyte levels and birth weight, gestational age, age at time of blood spot collection, type of sample, and storage time. Sex was not significantly associated with carnitine or acylcarnitine levels in neonatal blood. We identified a need to more fully investigate a potential interaction between gestational age and birth weight in regard to analyte levels. The secondary data analyses indicated a statistically significant relationship between analyte levels and all perinatal / infant and newborn screening related factors of interest, but effect sizes were generally small. The interaction between gestational age and birth weight was significant in all models; when further explored through graphical analysis with conditional means, extremely premature neonates stood out as having distinct analyte patterns in relation to birth weight. Variation in the ratio of total acylcarnitine to free carnitine was better accounted for by the perinatal and newborn factors than was variation in any individual carnitine or acylcarnitine, indicating that proportions of carnitine and acylcarnitines may be more important in understanding an individual’s metabolic functioning than individual analyte levels. A low proportion of variation was explained in all multivariate models, supporting the use of universal algorithms in newborn screening and suggesting the need for further large scale empirical research targeted at previously unaccounted for perinatal factors such as birth stress.

Newborn screening programs measure analyte levels in neonatal blood spots to identify individuals at high risk of disease. Carnitine and acylcarnitine levels are primary markers used in the detection of fatty acid oxidation disorders. These analytes may be influenced by certain pre/perinatal or newborn screening related factors. The primary objective of this study was to explore the association between these characteristics and levels of blood carnitines and acylcarnitines in the newborn population. The study was composed of two parts: a systematic review and a clinical database analysis of existing newborn screening data. The systematic review results suggested considerable variability across studies in the presence and directionality of associations between analyte levels and birth weight, gestational age, age at time of blood spot collection, type of sample, and storage time. Sex was not significantly associated with carnitine or acylcarnitine levels in neonatal blood. We identified a need to more fully investigate a potential interaction between gestational age and birth weight in regard to analyte levels. The secondary data analyses indicated a statistically significant relationship between analyte levels and all perinatal / infant and newborn screening related factors of interest, but effect sizes were generally small. The interaction between gestational age and birth weight was significant in all models; when further explored through graphical analysis with conditional means, extremely premature neonates stood out as having distinct analyte patterns in relation to birth weight. Variation in the ratio of total acylcarnitine to free carnitine was better accounted for by the perinatal and newborn factors than was variation in any individual carnitine or acylcarnitine, indicating that proportions of carnitine and acylcarnitines may be more important in understanding an individual’s metabolic functioning than individual analyte levels. A low proportion of variation was explained in all multivariate models, supporting the use of universal algorithms in newborn screening and suggesting the need for further large scale empirical research targeted at previously unaccounted for perinatal factors such as birth stress.

Newborn screening programs measure analyte levels in neonatal blood spots to identify individuals at high risk of disease. Carnitine and acylcarnitine levels are primary markers used in the detection of fatty acid oxidation disorders. These analytes may be influenced by certain pre/perinatal or newborn screening related factors. The primary objective of this study was to explore the association between these characteristics and levels of blood carnitines and acylcarnitines in the newborn population. The study was composed of two parts: a systematic review and a clinical database analysis of existing newborn screening data. The systematic review results suggested considerable variability across studies in the presence and directionality of associations between analyte levels and birth weight, gestational age, age at time of blood spot collection, type of sample, and storage time. Sex was not significantly associated with carnitine or acylcarnitine levels in neonatal blood. We identified a need to more fully investigate a potential interaction between gestational age and birth weight in regard to analyte levels. The secondary data analyses indicated a statistically significant relationship between analyte levels and all perinatal / infant and newborn screening related factors of interest, but effect sizes were generally small. The interaction between gestational age and birth weight was significant in all models; when further explored through graphical analysis with conditional means, extremely premature neonates stood out as having distinct analyte patterns in relation to birth weight. Variation in the ratio of total acylcarnitine to free carnitine was better accounted for by the perinatal and newborn factors than was variation in any individual carnitine or acylcarnitine, indicating that proportions of carnitine and acylcarnitines may be more important in understanding an individual’s metabolic functioning than individual analyte levels. A low proportion of variation was explained in all multivariate models, supporting the use of universal algorithms in newborn screening and suggesting the need for further large scale empirical research targeted at previously unaccounted for perinatal factors such as birth stress.