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Damien J, Vannasing P, Tremblay J, Petitpas L, Marandyuk B, Balasingam T, El Jalbout R, Paquette N, Donofrio G, Birca A, Gallagher A, Pinchefsky EF. Relationship between EEG spectral power and dysglycemia with neurodevelopmental outcomes after neonatal encephalopathy. Clin Neurophysiol 2024; 163:160-173. [PMID: 38754181 DOI: 10.1016/j.clinph.2024.03.029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Revised: 02/28/2024] [Accepted: 03/23/2024] [Indexed: 05/18/2024]
Abstract
OBJECTIVE We investigated how electroencephalography (EEG) quantitative measures and dysglycemia relate to neurodevelopmental outcomes following neonatal encephalopathy (NE). METHODS This retrospective study included 90 neonates with encephalopathy who received therapeutic hypothermia. EEG absolute spectral power was calculated during post-rewarming and 2-month follow-up. Measures of dysglycemia (hypoglycemia, hyperglycemia, and glycemic lability) and glucose variability were computed for the first 48 h of life. We evaluated the ability of EEG and glucose measures to predict neurodevelopmental outcomes at ≥ 18 months, using logistic regressions (with area under the receiver operating characteristic [AUROC] curves). RESULTS The post-rewarming global delta power (average all electrodes), hyperglycemia and glycemic lability predicted moderate/severe neurodevelopmental outcome separately (AUROC = 0.8, 95%CI [0.7,0.9], p < .001) and even more so when combined (AUROC = 0.9, 95%CI [0.8,0.9], p < .001). After adjusting for NE severity and magnetic resonance imaging (MRI) brain injury, only global delta power remained significantly associated with moderate/severe neurodevelopmental outcome (odds ratio [OR] = 0.9, 95%CI [0.8,1.0], p = .04), gross motor delay (OR = 0.9, 95%CI [0.8,1.0], p = .04), global developmental delay (OR = 0.9, 95%CI [0.8,1.0], p = .04), and auditory deficits (OR = 0.9, 95%CI [0.8,1.0], p = .03). CONCLUSIONS In NE, global delta power post-rewarming was predictive of outcomes at ≥ 18 months. SIGNIFICANCE EEG markers post-rewarming can aid prediction of neurodevelopmental outcomes following NE.
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Affiliation(s)
- Janie Damien
- Neurodevelopmental Optical Imaging Laboratory (LION Lab), Sainte-Justine University Hospital Centre, Montreal, QC, Canada; Research Centre, Sainte-Justine University Hospital Centre, Montreal, QC, Canada; Department of Psychology, University of Montreal, Montreal, QC, Canada.
| | - Phetsamone Vannasing
- Neurodevelopmental Optical Imaging Laboratory (LION Lab), Sainte-Justine University Hospital Centre, Montreal, QC, Canada; Research Centre, Sainte-Justine University Hospital Centre, Montreal, QC, Canada.
| | - Julie Tremblay
- Neurodevelopmental Optical Imaging Laboratory (LION Lab), Sainte-Justine University Hospital Centre, Montreal, QC, Canada; Research Centre, Sainte-Justine University Hospital Centre, Montreal, QC, Canada.
| | - Laurence Petitpas
- Neurodevelopmental Optical Imaging Laboratory (LION Lab), Sainte-Justine University Hospital Centre, Montreal, QC, Canada; Research Centre, Sainte-Justine University Hospital Centre, Montreal, QC, Canada; Department of Psychology, University of Montreal, Montreal, QC, Canada.
| | - Bohdana Marandyuk
- Research Centre, Sainte-Justine University Hospital Centre, Montreal, QC, Canada.
| | - Thameya Balasingam
- Research Centre, Sainte-Justine University Hospital Centre, Montreal, QC, Canada.
| | - Ramy El Jalbout
- Department of Radiology, Sainte-Justine University Hospital Centre, Montreal, QC, Canada.
| | - Natacha Paquette
- Neurodevelopmental Optical Imaging Laboratory (LION Lab), Sainte-Justine University Hospital Centre, Montreal, QC, Canada; Research Centre, Sainte-Justine University Hospital Centre, Montreal, QC, Canada; Department of Psychology, University of Montreal, Montreal, QC, Canada.
| | - Gianluca Donofrio
- Department of Neurosciences Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DiNOGMI), University of Genoa, Via Gerolamo Gaslini 5, 16147 Genoa, Italy; Service of Neurology, Department of Pediatrics, Sainte-Justine University Hospital Centre, Montreal, QC, Canada.
| | - Ala Birca
- Research Centre, Sainte-Justine University Hospital Centre, Montreal, QC, Canada; Service of Neurology, Department of Pediatrics, Sainte-Justine University Hospital Centre, Montreal, QC, Canada
| | - Anne Gallagher
- Neurodevelopmental Optical Imaging Laboratory (LION Lab), Sainte-Justine University Hospital Centre, Montreal, QC, Canada; Research Centre, Sainte-Justine University Hospital Centre, Montreal, QC, Canada; Department of Psychology, University of Montreal, Montreal, QC, Canada.
| | - Elana F Pinchefsky
- Research Centre, Sainte-Justine University Hospital Centre, Montreal, QC, Canada; Service of Neurology, Department of Pediatrics, Sainte-Justine University Hospital Centre, Montreal, QC, Canada.
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Idler J, Turkoglu O, Yilmaz A, Ashrafi N, Szymanska M, Ustun I, Patek K, Whitten A, Graham SF, Bahado-Singh RO. Metabolomic prediction of severe maternal and newborn complications in preeclampsia. Metabolomics 2024; 20:56. [PMID: 38762675 PMCID: PMC11102370 DOI: 10.1007/s11306-024-02123-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Accepted: 04/30/2024] [Indexed: 05/20/2024]
Abstract
INTRODUCTION Preeclampsia (PreE) remains a major source of maternal and newborn complications. Prenatal prediction of these complications could significantly improve pregnancy management. OBJECTIVES Using metabolomic analysis we investigated the prenatal prediction of maternal and newborn complications in early and late PreE and investigated the pathogenesis of such complications. METHODS Serum samples from 76 cases of PreE (36 early-onset and 40 late-onset), and 40 unaffected controls were collected. Direct Injection Liquid Chromatography-Mass Spectrometry combined with Nuclear Magnetic Resonance (NMR) spectroscopy was performed. Logistic regression analysis was used to generate models for prediction of adverse maternal and neonatal outcomes in patients with PreE. Metabolite set enrichment analysis (MSEA) was used to identify the most dysregulated metabolites and pathways in PreE. RESULTS Forty-three metabolites were significantly altered (p < 0.05) in PreE cases with maternal complications and 162 metabolites were altered in PreE cases with newborn adverse outcomes. The top metabolite prediction model achieved an area under the receiver operating characteristic curve (AUC) = 0.806 (0.660-0.952) for predicting adverse maternal outcomes in early-onset PreE, while the AUC for late-onset PreE was 0.843 (0.712-0.974). For the prediction of adverse newborn outcomes, regression models achieved an AUC = 0.828 (0.674-0.982) in early-onset PreE and 0.911 (0.828-0.994) in late-onset PreE. Profound alterations of lipid metabolism were associated with adverse outcomes. CONCLUSION Prenatal metabolomic markers achieved robust prediction, superior to conventional markers for the prediction of adverse maternal and newborn outcomes in patients with PreE. We report for the first-time the prediction and metabolomic basis of adverse maternal and newborn outcomes in patients with PreE.
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Affiliation(s)
- Jay Idler
- Drexel College of Medicine, Philadelphia, PA, USA.
- Department of Obstetrics and Gynecology, Allegheny Health Network, 4815 Liberty Ave., Pittsburgh, PA, 15224, USA.
| | - Onur Turkoglu
- Department of Obstetrics and Gynecology, Beaumont Health System, Royal Oak, MI, USA
| | - Ali Yilmaz
- Oakland University School of Medicine, Rochester, MI, USA
| | - Nadia Ashrafi
- Oakland University School of Medicine, Rochester, MI, USA
| | - Marta Szymanska
- Department of Obstetrics and Gynecology, Wayne State University-Detroit Medical Center, Detroit, MI, USA
| | | | - Kara Patek
- Department of Obstetrics and Gynecology, Wayne State University-Detroit Medical Center, Detroit, MI, USA
| | - Amy Whitten
- Department of Obstetrics and Gynecology, Beaumont Health System, Royal Oak, MI, USA
- Oakland University School of Medicine, Rochester, MI, USA
| | | | - Ray O Bahado-Singh
- Department of Obstetrics and Gynecology, Beaumont Health System, Royal Oak, MI, USA
- Oakland University School of Medicine, Rochester, MI, USA
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Krzyzanski W, Wintermark P, Annaert P, Groenendaal F, Şahin S, Öncel MY, Armangil D, Koc E, Battin MR, Gunn AJ, Frymoyer A, Chock VYL, Keles E, Mekahli D, van den Anker J, Smits A, Allegaert K. A Population Model of Time-Dependent Changes in Serum Creatinine in (Near)term Neonates with Hypoxic-Ischemic Encephalopathy During and After Therapeutic Hypothermia. AAPS J 2023; 26:4. [PMID: 38051395 PMCID: PMC11177850 DOI: 10.1208/s12248-023-00851-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Accepted: 08/16/2023] [Indexed: 12/07/2023] Open
Abstract
The objective was to apply a population model to describe the time course and variability of serum creatinine (sCr) in (near)term neonates with moderate to severe encephalopathy during and after therapeutic hypothermia (TH). The data consisted of sCr observations up to 10 days of postnatal age in neonates who underwent TH during the first 3 days after birth. Available covariates were birth weight (BWT), gestational age (GA), survival, and acute kidney injury (AKI). A previously published population model of sCr kinetics in neonates served as the base model. This model predicted not only sCr but also the glomerular filtration rate normalized by its value at birth (GFR/GFR0). The model was used to compare the TH neonates with a reference full term non-asphyxiated population of neonates. The estimates of the model parameters had good precision and showed high between subject variability. AKI influenced most of the estimated parameters denoting a strong impact on sCr kinetics and GFR. BWT and GA were not significant covariates. TH transiently increased [Formula: see text] in TH neonates over the first days compared to the reference group. Asphyxia impacted not only GFR, but also the [Formula: see text] synthesis rate. We also observed that AKI neonates exhibit a delayed onset of postnatal GFR increase and have a higher [Formula: see text] synthesis rate compared to no-AKI patients. Our findings show that the use of [Formula: see text] as marker of renal function in asphyxiated neonates treated with TH to guide dose selection for renally cleared drugs is challenging, while we captured the postnatal sCr patterns in this specific population.
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Affiliation(s)
- Wojciech Krzyzanski
- Department of Pharmaceutical Sciences, University at Buffalo, 370 Pharmacy Building, Buffalo, New York 14214, USA
| | - Pia Wintermark
- Division of Newborn Medicine, Department of Pediatrics, McGill University, Montreal Children’s Hospital, Research Institute of the McGill University Health Centre, Montreal, Quebec, Canada
| | - Pieter Annaert
- Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, Louvain, Belgium
| | - Floris Groenendaal
- Department of Neonatology, Wilhelmina Children’s Hospital, University Medical Center Utrecht, and Utrecht University, Utrecht, The Netherlands
- Utrecht Brain Center, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Suzan Şahin
- Department of Neonatology, Faculty of Medicine, Izmir Demokrasi University, Izmir, Turkey
| | - Mehmet Yekta Öncel
- Department of Neonatology, Faculty of Medicine, İzmir Katip Çelebi University, İzmir, Turkey
| | - Didem Armangil
- Neonatal Intensive Care Unit, Koru Hospital, Ankara, Turkey
| | - Esin Koc
- Department of Neonatology, Faculty of Medicine, Gazi University, Ankara, Turkey
| | - Malcolm R. Battin
- Newborn Service, Auckland District Health Board, Auckland, New Zealand
| | - Alistair J. Gunn
- Department of Physiology, University of Auckland, Auckland, New Zealand
| | - Adam Frymoyer
- Neonatal and Developmental Medicine, Stanford University School of Medicine, Palo Alto, California, USA
| | - Valerie Y.-L. Chock
- Neonatal and Developmental Medicine, Stanford University School of Medicine, Palo Alto, California, USA
| | - Elif Keles
- Department of Neonatology, Faculty of Medicine, Gazi University, Ankara, Turkey
| | - Djalila Mekahli
- Department of Pediatric Nephrology, University Hospitals, Louvain, Belgium
- PKD Research Group, Department of Cellular and Molecular Medicine, KU Leuven, Louvain, Belgium
| | - John van den Anker
- Division of Clinical Pharmacology, Children’s National Hospital, Washington, District of Columbia, USA
- Division of Paediatric Pharmacology and Pharmacometrics, University Children’s Hospital Basel, University of Basel, Basel, Switzerland
| | - Anne Smits
- Department of Development and Regeneration, KU Leuven, Louvain, Belgium
- Neonatal Intensive Care Unit, University Hospitals Leuven, Louvain, Belgium
| | - Karel Allegaert
- Department of Pharmaceutical Sciences, University at Buffalo, 370 Pharmacy Building, Buffalo, New York 14214, USA
- Division of Paediatric Pharmacology and Pharmacometrics, University Children’s Hospital Basel, University of Basel, Basel, Switzerland
- Department of Development and Regeneration, KU Leuven, Louvain, Belgium
- Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, 3000 Louvain, Belgium
- Department of Hospital Pharmacy, Erasmus MC University Medical Center, 3015 Rotterdam, The Netherlands
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Li F, Pi Y, Zhang M, Ma L, Wu Y, Luo J, Cai Y, Dai Y, Zheng F, Yue H. Urine and serum metabolomics study of wild ginseng in rats with spleen-qi deficiency using rapid resolution liquid chromatography coupled with quadrupole-time-of-flight mass spectrometry. J Sep Sci 2023; 46:e2300344. [PMID: 37438972 DOI: 10.1002/jssc.202300344] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Revised: 06/28/2023] [Accepted: 06/30/2023] [Indexed: 07/14/2023]
Abstract
Patients with a spleen-qi deficiency often exhibit dysfunction in the metabolic system. Metabolites are considered the most direct reflection of individual physiological and pathological conditions and represent attractive candidates to provide deep insights into disease phenotypes. This study examines the potential therapeutic mechanism of wild ginseng on spleen-qi deficiency through the analysis of serum and urine metabolomics using rapid-resolution liquid chromatography coupled with quadrupole-time-of-flight mass spectrometry. The reasons for the superiority of wild ginseng treatment over cultivated ginseng were also analyzed in depth. After wild ginseng intervention, anandamide, urobilinogen, aldosterone, and testosterone glucuronide were significantly reduced in serum. Meanwhile, argininosuccinic acid, L-cysteine, and seven other metabolites were significantly elevated in serum. Nine metabolites, including L-acetylcarnitine, and citrulline were elevated in the urine, and trimethylamine N-oxide, adrenic acid, and 10 other metabolites were reduced. Arginine biosynthesis, pantothenate and CoA biosynthesis, thiamin metabolism, taurine, and tryptophan metabolism pathways were mainly improved. Further analysis was conducted on the relationship between Lactobacillus and Akkermansia bacteria with metabolites, and it was found that they are mainly related to amino acid metabolites. This study provides strong theoretical support and direction for further explanation of the immune mechanism of wild ginseng and lays the foundation for future studies.
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Affiliation(s)
- Fangtong Li
- Changchun University of Chinese Medicine, Jilin Ginseng Academy, Changchun, P. R. China
| | - Yijun Pi
- Changchun University of Chinese Medicine, School of Traditional Chinese Medicine, Changchun, P. R. China
| | - Meiyu Zhang
- Changchun University of Chinese Medicine, Jilin Ginseng Academy, Changchun, P. R. China
| | - Liting Ma
- Changchun University of Chinese Medicine, Jilin Ginseng Academy, Changchun, P. R. China
| | - Yongxi Wu
- Changchun University of Chinese Medicine, Jilin Ginseng Academy, Changchun, P. R. China
| | - Jing Luo
- Changchun University of Chinese Medicine, Jilin Ginseng Academy, Changchun, P. R. China
| | - Yongyu Cai
- Changchun University of Chinese Medicine, Jilin Ginseng Academy, Changchun, P. R. China
| | - Yulin Dai
- Changchun University of Chinese Medicine, Jilin Ginseng Academy, Changchun, P. R. China
| | - Fei Zheng
- Changchun University of Chinese Medicine, Jilin Ginseng Academy, Changchun, P. R. China
| | - Hao Yue
- Changchun University of Chinese Medicine, School of health management, Changchun, P. R. China
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Valerio E, Stocchero M, Pirillo P, D'Errico I, Bonadies L, Galderisi A, Giordano G, Baraldi E. Neurosteroid pathway derangement in asphyctic infants treated with hypothermia: an untargeted metabolomic approach. EBioMedicine 2023; 92:104636. [PMID: 37257315 PMCID: PMC10244906 DOI: 10.1016/j.ebiom.2023.104636] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Revised: 04/29/2023] [Accepted: 05/15/2023] [Indexed: 06/02/2023] Open
Abstract
BACKGROUND The pathobiological mechanisms associated with perinatal asphyxia and hypoxic-ischemic encephalopathy are complex and poorly understood. The metabolic effects of therapeutic hypothermia have been partially explored. METHODS We conducted a single-center longitudinal study to investigate the metabolic effects of perinatal asphyxia and hypoxic-ischemic encephalopathy on the urinary metabolome of a group of 12 asphyctic infants over time compared to 22 matched healthy newborns, using untargeted metabolomics based on mass spectrometry. FINDINGS Over-representation pathway analysis identified the steroidogenesis pathway as being significantly disrupted, with reduced steroid levels in the first three days of life despite treatment with hypothermia. Comparison with matched healthy newborns showed that the urinary steroid content was lower in asphyctic infants before hypothermia. The lysine degradation and carnitine synthesis pathways were also significantly affected. INTERPRETATION Steroidogenesis is significantly disrupted in asphyctic infants compared to healthy newborns. Given how neurosteroids are involved in neuromodulation and neuroprotection, translational research is warranted on the potential role of neurosteroid-based intervention in asphyctic infants. FUNDING None.
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Affiliation(s)
- Enrico Valerio
- Neonatal Intensive Care Unit, Department of Woman's and Child's Health, Azienda Ospedale-Università di Padova, Italy; Institute of Pediatric Research "Città Della Speranza", Padova, Italy
| | - Matteo Stocchero
- Neonatal Intensive Care Unit, Department of Woman's and Child's Health, Azienda Ospedale-Università di Padova, Italy; Institute of Pediatric Research "Città Della Speranza", Padova, Italy
| | - Paola Pirillo
- Neonatal Intensive Care Unit, Department of Woman's and Child's Health, Azienda Ospedale-Università di Padova, Italy; Institute of Pediatric Research "Città Della Speranza", Padova, Italy
| | - Ignazio D'Errico
- Department of Neuroradiology, Azienda Ospedale-Università di Padova, Italy
| | - Luca Bonadies
- Neonatal Intensive Care Unit, Department of Woman's and Child's Health, Azienda Ospedale-Università di Padova, Italy; Institute of Pediatric Research "Città Della Speranza", Padova, Italy
| | - Alfonso Galderisi
- Neonatal Intensive Care Unit, Department of Woman's and Child's Health, Azienda Ospedale-Università di Padova, Italy; Department of Pediatrics, Yale School of Medicine, Yale University, New Haven, CT 06511, USA
| | - Giuseppe Giordano
- Neonatal Intensive Care Unit, Department of Woman's and Child's Health, Azienda Ospedale-Università di Padova, Italy; Institute of Pediatric Research "Città Della Speranza", Padova, Italy
| | - Eugenio Baraldi
- Neonatal Intensive Care Unit, Department of Woman's and Child's Health, Azienda Ospedale-Università di Padova, Italy; Institute of Pediatric Research "Città Della Speranza", Padova, Italy.
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Thangaraj SV, Kachman M, Halloran KM, Sinclair KD, Lea R, Bellingham M, Evans NP, Padmanabhan V. Developmental programming: Preconceptional and gestational exposure of sheep to a real-life environmental chemical mixture alters maternal metabolome in a fetal sex-specific manner. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 864:161054. [PMID: 36565874 PMCID: PMC10322214 DOI: 10.1016/j.scitotenv.2022.161054] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Revised: 12/12/2022] [Accepted: 12/15/2022] [Indexed: 05/21/2023]
Abstract
BACKGROUND Everyday, humans are exposed to a mixture of environmental chemicals some of which have endocrine and/or metabolism disrupting actions which may contribute to non-communicable diseases. The adverse health impacts of real-world chemical exposure, characterized by chronic low doses of a mixture of chemicals, are only recently emerging. Biosolids derived from human waste represent the environmental chemical mixtures humans are exposed to in real life. Prior studies in sheep have shown aberrant reproductive and metabolic phenotypes in offspring after maternal biosolids exposure. OBJECTIVE To determine if exposure to biosolids perturbs the maternal metabolic milieu of pregnant ewes, in a fetal sex-specific manner. METHODS Ewes were grazed on inorganic fertilizer (Control) or biosolids-treated pastures (BTP) from before mating and throughout gestation. Plasma from pregnant ewes (Control n = 15, BTP n = 15) obtained mid-gestation were analyzed by untargeted metabolomics. Metabolites were identified using Agilent MassHunter. Multivariate analyses were done using MetaboAnalyst 5.0 and confirmed using SIMCA. RESULTS Univariate and multivariate analysis of 2301 annotated metabolites identified 193 differentially abundant metabolites (DM) between control and BTP sheep. The DM primarily belonged to the super-class of lipids and organic acids. 15-HeTrE, oleamide, methionine, CAR(3:0(OH)) and pyroglutamic acid were the top DM and have been implicated in the regulation of fetal growth and development. Fetal sex further exacerbated differences in metabolite profiles in the BTP group. The organic acids class of metabolites was abundant in animals with male fetuses. Prenol lipid, sphingolipid, glycerolipid, alkaloid, polyketide and benzenoid classes showed fetal sex-specific responses to biosolids. DISCUSSION Our study illustrates that exposure to biosolids significantly alters the maternal metabolome in a fetal sex-specific manner. The altered metabolite profile indicates perturbations to fatty acid, arginine, branched chain amino acid and one‑carbon metabolism. These factors are consistent with, and likely contribute to, the adverse phenotypic outcomes reported in the offspring.
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Affiliation(s)
- S V Thangaraj
- Department of Pediatrics, University of Michigan, Ann Arbor, MI, USA
| | - M Kachman
- MM BRCF Metabolomics Core, University of Michigan, Ann Arbor, MI, USA
| | - K M Halloran
- Department of Pediatrics, University of Michigan, Ann Arbor, MI, USA
| | - K D Sinclair
- University of Nottingham, Sutton Bonington Campus, Loughborough, UK
| | - R Lea
- University of Nottingham, Sutton Bonington Campus, Loughborough, UK
| | - M Bellingham
- School of Biodiversity One Health and Veterinary Medicine, College of Medical, Veterinary and Life Sciences, University of Glasgow, UK
| | - N P Evans
- School of Biodiversity One Health and Veterinary Medicine, College of Medical, Veterinary and Life Sciences, University of Glasgow, UK
| | - V Padmanabhan
- Department of Pediatrics, University of Michigan, Ann Arbor, MI, USA.
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