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Rao RB. Biomarkers of Brain Dysfunction in Perinatal Iron Deficiency. Nutrients 2024; 16:1092. [PMID: 38613125 PMCID: PMC11013337 DOI: 10.3390/nu16071092] [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: 02/13/2024] [Revised: 03/28/2024] [Accepted: 04/04/2024] [Indexed: 04/14/2024] Open
Abstract
Iron deficiency in the fetal and neonatal period (perinatal iron deficiency) bodes poorly for neurodevelopment. Given its common occurrence and the negative impact on brain development, a screening and treatment strategy that is focused on optimizing brain development in perinatal iron deficiency is necessary. Pediatric societies currently recommend a universal iron supplementation strategy for full-term and preterm infants that does not consider individual variation in body iron status and thus could lead to undertreatment or overtreatment. Moreover, the focus is on hematological normalcy and not optimal brain development. Several serum iron indices and hematological parameters in the perinatal period are associated with a risk of abnormal neurodevelopment, suggesting their potential use as biomarkers for screening and monitoring treatment in infants at risk for perinatal iron deficiency. A biomarker-based screening and treatment strategy that is focused on optimizing brain development will likely improve outcomes in perinatal iron deficiency.
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Affiliation(s)
- Raghavendra B. Rao
- Division of Neonatology, Department of Pediatrics, University of Minnesota Medical School, Minneapolis, MN 55455, USA;
- Masonic Institute for the Developing Brain, Minneapolis, MN 55414, USA
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2
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Louie AY, Rund LA, Komiyama-Kasai KA, Weisenberger KE, Stanke KL, Larsen RJ, Leyshon BJ, Kuchan MJ, Das T, Steelman AJ. A hydrolyzed lipid blend diet promotes myelination in neonatal piglets in a region and concentration-dependent manner. J Neurosci Res 2023; 101:1864-1883. [PMID: 37737490 DOI: 10.1002/jnr.25243] [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: 03/23/2023] [Revised: 08/11/2023] [Accepted: 09/04/2023] [Indexed: 09/23/2023]
Abstract
The impact of early life nutrition on myelin development is of interest given that cognitive and behavioral function depends on proper myelination. Evidence shows that myelination can be altered by dietary lipid, but most of these studies have been performed in the context of disease or impairment. Here, we assessed the effects of lipid blends containing various levels of a hydrolyzed fat (HF) system on myelination in healthy piglets. Piglets were sow-reared, fed a control diet, or a diet containing 12%, 25%, or 53% HF consisting of cholesterol, fatty acids, monoglycerides, and phospholipid from lecithin. At postnatal day 28/29, magnetic resonance imaging (MRI) was performed to assess changes to brain development, followed by brain collection for microscopic analyses of myelin in targeted regions using CLARITY tissue clearing, immunohistochemistry, and electron microscopy techniques. Sow-reared piglets exhibited the highest overall brain white matter volume by MRI. However, a 25% HF diet resulted in the greatest total myelin density in the prefrontal cortex based on 3D modeling analysis of myelinated filaments. Nodal gap length and g-ratio were inversely correlated with percentage of HF in the corpus callosum, as well as in the PFC and internal capsule for g-ratio, indicating that a 53% HF diet resulted in the thickest myelin per axon and a 0% HF control diet the thinnest in specific brain regions. These findings indicate that HF promoted myelination in the neonatal piglet in a region- and concentration-dependent manner.
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Affiliation(s)
- Allison Y Louie
- Neuroscience Program, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Laurie A Rund
- Department of Animal Sciences, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Karin A Komiyama-Kasai
- Department of Animal Sciences, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Kelsie E Weisenberger
- Department of Animal Sciences, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Kayla L Stanke
- Department of Animal Sciences, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Ryan J Larsen
- Department of Animal Sciences, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
- Department of Psychology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | | | | | - Tapas Das
- Abbott Nutrition, Columbus, Ohio, USA
| | - Andrew J Steelman
- Neuroscience Program, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
- Department of Animal Sciences, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
- Division of Nutritional Sciences, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
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3
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Barbey AK, Davis TA. Nutrition and the Brain - Exploring Pathways for Optimal Brain Health Through Nutrition: A Call for Papers. J Nutr 2023; 153:3349-3351. [PMID: 37924869 PMCID: PMC10843898 DOI: 10.1016/j.tjnut.2023.10.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Accepted: 10/31/2023] [Indexed: 11/06/2023] Open
Affiliation(s)
- Aron K Barbey
- Decision Neuroscience Laboratory, Center for Brain, Biology, & Behavior, University of Nebraska, Lincoln, NE, United States; Department of Psychology, University of Nebraska, Lincoln, NE, United States; Beckman Institute for Advanced Science & Technology, University of Illinois, Urbana, IL, United States.
| | - Teresa A Davis
- United States Department of Agriculture / Agricultural Research Service, Children's Nutrition Research Center, Department of Pediatrics, Baylor College of Medicine, Houston, TX, United States.
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4
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Stanke KL, Larsen RJ, Rund L, Leyshon BJ, Louie AY, Steelman AJ. Automated identification of piglet brain tissue from MRI images using Region-based Convolutional Neural Networks. PLoS One 2023; 18:e0284951. [PMID: 37167205 PMCID: PMC10174584 DOI: 10.1371/journal.pone.0284951] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Accepted: 04/12/2023] [Indexed: 05/13/2023] Open
Abstract
Magnetic resonance imaging is an important tool for characterizing volumetric changes of the piglet brain during development. Typically, an early step of an imaging analysis pipeline is brain extraction, or skull stripping. Brain extractions are usually performed manually; however, this approach is time-intensive and can lead to variation between brain extractions when multiple raters are used. Automated brain extractions are important for reducing the time required for analyses and improving the uniformity of the extractions. Here we demonstrate the use of Mask R-CNN, a Region-based Convolutional Neural Network (R-CNN), for automated brain extractions of piglet brains. We validate our approach using Nested Cross-Validation on six sets of training/validation data drawn from 32 pigs. Visual inspection of the extractions shows acceptable accuracy, Dice coefficients are in the range of 0.95-0.97, and Hausdorff Distance values in the range of 4.1-8.3 voxels. These results demonstrate that R-CNNs provide a viable tool for skull stripping of piglet brains.
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Affiliation(s)
- Kayla L. Stanke
- Department of Animal Sciences, University of Illinois Urbana-Champaign, Champaign, Illinois, United States of America
| | - Ryan J. Larsen
- Department of Animal Sciences, University of Illinois Urbana-Champaign, Champaign, Illinois, United States of America
| | - Laurie Rund
- Department of Animal Sciences, University of Illinois Urbana-Champaign, Champaign, Illinois, United States of America
| | - Brian J. Leyshon
- Abbott Nutrition, Discovery Research, Columbus, Ohio, United States of America
| | - Allison Y. Louie
- Division of Nutritional Sciences, University of Illinois Urbana-Champaign, Champaign, Illinois, United States of America
| | - Andrew J. Steelman
- Department of Animal Sciences, University of Illinois Urbana-Champaign, Champaign, Illinois, United States of America
- Division of Nutritional Sciences, University of Illinois Urbana-Champaign, Champaign, Illinois, United States of America
- Neuroscience Program, University of Illinois Urbana-Champaign, Champaign, Illinois, United States of America
- Carl R. Woese Institute for Genomic Biology, University of Illinois Urbana-Champaign, Champaign, Illinois, United States of America
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Anaemia in Lambs and Kids Reared Indoors on Maternal Milk and the Impact of Iron Supplementation on Haemoglobin Levels and Growth Rates. Animals (Basel) 2022; 12:ani12141863. [PMID: 35883408 PMCID: PMC9311502 DOI: 10.3390/ani12141863] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Revised: 07/14/2022] [Accepted: 07/20/2022] [Indexed: 11/17/2022] Open
Abstract
This study aimed to assess iron deficiency anaemia in new-born lambs and goat kids and was carried out in two parts: (1) Twenty blood samples were taken from one-month-old lambs and kids under different systems and were tested for haemoglobin. Three groups of lambs were compared: indoor reared on maternal milk, indoor reared on milk replacer, and outdoor reared on maternal milk. Indoor-reared kids were compared: those fed on maternal milk and fed on milk replacer. Indoor-reared kids and lambs on maternal milk showed significantly lower haemoglobin levels than those on milk replacer or reared outdoors. (2) On farms with indoor-reared lambs or goat kids on maternal milk, an intervention trial was carried out: animals were randomly assigned at 1–8 days of age to either receive 300 mg (lambs) or 150 mg iron (goat kids) as intramuscular iron dextran, and growth rates were compared after one and two months. Haemoglobin levels at one month were also compared in randomly selected animals from both groups. Treated lambs and kids showed higher haemoglobin levels at one month of age and a numerically increased growth rate that was statistically significant for twin lambs. Iron dextran improves haemoglobin levels in these animals and may lead to higher growth rates, especially in twin lambs.
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Narine M, Colognato H. Current Insights Into Oligodendrocyte Metabolism and Its Power to Sculpt the Myelin Landscape. Front Cell Neurosci 2022; 16:892968. [PMID: 35573837 PMCID: PMC9097137 DOI: 10.3389/fncel.2022.892968] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Accepted: 04/06/2022] [Indexed: 12/20/2022] Open
Abstract
Once believed to be part of the nervenkitt or "nerve glue" network in the central nervous system (CNS), oligodendroglial cells now have established roles in key neurological functions such as myelination, neuroprotection, and motor learning. More recently, oligodendroglia has become the subject of intense investigations aimed at understanding the contributions of its energetics to CNS physiology and pathology. In this review, we discuss the current understanding of oligodendroglial metabolism in regulating key stages of oligodendroglial development and health, its role in providing energy to neighboring cells such as neurons, as well as how alterations in oligodendroglial bioenergetics contribute to disease states. Importantly, we highlight how certain inputs can regulate oligodendroglial metabolism, including extrinsic and intrinsic mediators of cellular signaling, pharmacological compounds, and even dietary interventions. Lastly, we discuss emerging studies aimed at discovering the therapeutic potential of targeting components within oligodendroglial bioenergetic pathways.
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Affiliation(s)
- Mohanlall Narine
- Department of Pharmacological Sciences, Stony Brook University, Stony Brook, NY, United States
- Department of Neurobiology, & Behavior, Stony Brook University, Stony Brook, NY, United States
| | - Holly Colognato
- Department of Pharmacological Sciences, Stony Brook University, Stony Brook, NY, United States
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Harris K, Mo A, Atmuri K. Desiderosmia: a manifestation of iron deficiency in pregnancy. BMJ Case Rep 2022; 15:e248220. [PMID: 35260407 PMCID: PMC8905916 DOI: 10.1136/bcr-2021-248220] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/20/2022] [Indexed: 11/04/2022] Open
Abstract
A pregnant woman in her 20s presented with an excessive desire to smell a specific household cleaning product. She was found to have severe iron deficiency anaemia and her symptoms resolved following intravenous iron supplementation. She described symptoms of fatigue, shortness of breath and olfactory cravings. The specific scent could not be replicated with other smells and the woman had to significantly modify her lifestyle to accommodate the excessive desire. She had a similar experience during her prior pregnancy which resolved after the correction of severe iron deficiency anaemia. This unique symptom has been described as desiderosmia: iron deficiency manifesting as olfactory cravings. This underappreciated but useful symptom is defined as a separate entity to pica, as there is an absence of desire to ingest the product. Desiderosmia can harm mother and baby through inhalation of potentially harmful fumes; hence, women who describe this symptom should be assessed for iron deficiency anaemia.
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Affiliation(s)
- Katrina Harris
- Women's Health Unit, Peninsula Health, Frankston, Victoria, Australia
| | - Allison Mo
- Clinical Haematology Unit, Monash Health, Clayton, Victoria, Australia
| | - Kiran Atmuri
- Department of Obstetrics and Gynaecology, Monash University, Clayton, Victoria, Australia
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Li M, Ji C, Xuan W, Chen W, Lv Y, Liu T, You Y, Gao F, Zheng Q, Shao J. Effects of Daily Iron Supplementation on Motor Development and Brain Connectivity in Preterm Infants: A Diffusion Magnetic Resonance Study. Front Neurosci 2021; 15:769558. [PMID: 34819836 PMCID: PMC8606812 DOI: 10.3389/fnins.2021.769558] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Accepted: 10/12/2021] [Indexed: 12/21/2022] Open
Abstract
Objectives: The aim of the study is to demonstrate the characteristic of motor development and MRI changes of related brain regions in preterm infants with different iron statuses and to determine whether the daily iron supplementation can promote motor development for preterm in early infancy. Methods: The 63 preterm infants were grouped into non-anemia with higher serum ferritin (NA-HF) group and anemia with lower serum ferritin (A-LF) group according to their lowest serum Hb level in the neonatal period as well as the sFer at 3 months old. Forty-nine participants underwent MRI scans and Infant Neurological International Battery (INFANIB) at their 3 months. At 6 months of corrected age, these infants received the assessment of Peabody Developmental Motor Scales (PDMS) after 2 mg/kg/day iron supplementation. Results: In total, 19 preterm infants were assigned to the NA-HF group while 44 preterm infants to the A-LF groups. The serum ferritin (sFer) level of the infants in A-LF group was lower than that in NA-HF group (44.0 ± 2.8 mg/L vs. 65.1 ± 2.8 mg/L, p < 0.05) and was with poorer scores of INFANIB (66.8 ± 0.9 vs. 64.4 ± 0.6, p < 0.05) at 3 months old. The structural connectivity between cerebellum and ipsilateral thalamus in the NA-HF group was significantly stronger than that in the A-LF group (n = 17, 109.76 ± 23.8 vs. n = 32, 70.4 ± 6.6, p < 0.05). The decreased brain structural connectivity was positively associated with the scores of PDMS (r = 0.347, p < 0.05). After 6 months of routine iron supplementation, no difference in Hb, MCV, MCHC, RDW, and sFer was detected between A-LF and NA-HF groups as well as the motor scores of PDMS-2 assessments. Conclusion: Iron status at early postnatal period of preterm infant is related to motor development and the enrichment of brain structural connectivity. The decrease in brain structural connectivity is related to the motor delay. After supplying 2 mg/kg of iron per day for 6 months, the differences in the iron status and motor ability between the A-LF and NA-HF groups were eliminated.
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Affiliation(s)
- Mingyan Li
- Department of Child Health Care, National Clinical Research Center for Child Health, The Children's Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Chai Ji
- Department of Child Health Care, National Clinical Research Center for Child Health, The Children's Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Weifeng Xuan
- Shaoxing Maternal and Child Health Care Hospital, Shaoxing, China
| | - Weijun Chen
- Department of Child Health Care, National Clinical Research Center for Child Health, The Children's Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Ying Lv
- Department of Child Health Care, National Clinical Research Center for Child Health, The Children's Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Tingting Liu
- Key Laboratory for Biomedical Engineering of Ministry of Education, Department of Biomedical Engineering, College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China
| | - Yuqing You
- Department of Radiology, National Clinical Research Center for Child Health, Children's Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Fusheng Gao
- Department of Radiology, National Clinical Research Center for Child Health, Children's Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Quan Zheng
- Department of Child Health Care, National Clinical Research Center for Child Health, The Children's Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Jie Shao
- Department of Child Health Care, National Clinical Research Center for Child Health, The Children's Hospital, Zhejiang University School of Medicine, Hangzhou, China
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Parkin PC, Borkhoff CM, Macarthur C, Abdullah K, Birken CS, Fehlings D, Koroshegyi C, Maguire JL, Mamak E, Mamdani M, Thorpe KE, Zlotkin SH, Zuo F, Malhi T, Thompson J, Kowal C, Mason D, Thompson L, Barozzino T, Campbell D, Chisamore B, Danayan K, Do A, Jacobson S, Kadar P, Lau E, Naymark S, Peer M, Perlmutar M, Persaud N, Saunderson J, Sgro M, Wong P, Zajdman M. Randomized Trial of Oral Iron and Diet Advice versus Diet Advice Alone in Young Children with Nonanemic Iron Deficiency. J Pediatr 2021; 233:233-240.e1. [PMID: 33548262 DOI: 10.1016/j.jpeds.2021.01.073] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Revised: 12/08/2020] [Accepted: 01/29/2021] [Indexed: 12/19/2022]
Abstract
OBJECTIVE To compare the effects of 2 treatment options on neurodevelopmental and laboratory outcomes in young children with nonanemic iron deficiency. STUDY DESIGN A blinded, placebo-controlled, randomized trial of children 1-3 years with nonanemic iron deficiency (hemoglobin ≥110 g/L, serum ferritin <14 μg/L) was conducted in 8 primary care practices in Toronto, Canada. Interventions included ferrous sulfate or placebo for 4 months; all parents received diet advice. The primary outcome was the Early Learning Composite (ELC) using the Mullen Scales of Early Learning (mean 100, SD 15). Secondary outcomes included serum ferritin. Measurements were obtained at baseline and 4 and 12 months. Sample size was calculated to detect a between-group difference of 6-7 points in ELC. RESULTS At enrollment (n = 60), mean age was 24.2 (SD 7.4) months and mean serum ferritin was 10.0 (SD 2.4) μg/L. For ELC, the mean between-group difference at 4 months was 1.1 (95% CI -4.2 to 6.5) and at 12 months was 4.1 (95% CI -1.9 to 10.1). For serum ferritin, at 4 months, the mean between-group difference was 16.9 μg/L (95% CI 6.5 to 27.2), and no child randomized to ferrous sulfate had a serum ferritin <14 μg/L (0% vs 31%, P = .003). CONCLUSIONS For young children with nonanemic iron deficiency, treatment options include oral iron and/or diet advice. We remain uncertain about which option is superior with respect to cognitive outcomes; however, adding ferrous sulfate to diet advice resulted in superior serum ferritin outcomes after 4 months. Shared decision-making between practitioners and parents may be considered when selecting either option. TRIAL REGISTRATION Clinicaltrials.gov: NCT01481766.
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Affiliation(s)
- Patricia C Parkin
- Division of Pediatric Medicine and the Pediatric Outcomes Research Team (PORT), Hospital for Sick Children, Toronto, Ontario, Canada; Faculty of Medicine, Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada; Child Health Evaluative Sciences, Hospital for Sick Children Research Institute, Toronto, Ontario, Canada; Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada; Joannah & Brian Lawson Centre for Child Nutrition, Department of Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Cornelia M Borkhoff
- Division of Pediatric Medicine and the Pediatric Outcomes Research Team (PORT), Hospital for Sick Children, Toronto, Ontario, Canada; Child Health Evaluative Sciences, Hospital for Sick Children Research Institute, Toronto, Ontario, Canada; Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Colin Macarthur
- Division of Pediatric Medicine and the Pediatric Outcomes Research Team (PORT), Hospital for Sick Children, Toronto, Ontario, Canada; Faculty of Medicine, Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada; Child Health Evaluative Sciences, Hospital for Sick Children Research Institute, Toronto, Ontario, Canada; Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Kawsari Abdullah
- Children's Hospital of Eastern Ontario Research Institute, University of Ottawa, Ottawa, Ontario, Canada
| | - Catherine S Birken
- Division of Pediatric Medicine and the Pediatric Outcomes Research Team (PORT), Hospital for Sick Children, Toronto, Ontario, Canada; Faculty of Medicine, Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada; Child Health Evaluative Sciences, Hospital for Sick Children Research Institute, Toronto, Ontario, Canada; Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada; Joannah & Brian Lawson Centre for Child Nutrition, Department of Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Darcy Fehlings
- Faculty of Medicine, Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada; Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada; Holland Bloorview Kids Rehabilitation Hospital, University of Toronto, Toronto, Ontario, Canada
| | | | - Jonathon L Maguire
- Division of Pediatric Medicine and the Pediatric Outcomes Research Team (PORT), Hospital for Sick Children, Toronto, Ontario, Canada; Faculty of Medicine, Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada; Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada; Joannah & Brian Lawson Centre for Child Nutrition, Department of Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada; Department of Pediatrics, St Michael's Hospital, Toronto, Ontario, Canada; Applied Health Research Centre of the Li Ka Shing Knowledge Institute, Toronto, Ontario, Canada
| | - Eva Mamak
- Department of Psychology, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Muhammad Mamdani
- Li Ka Shing Centre for Healthcare Analytics Research and Training, St Michael's Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Kevin E Thorpe
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada; Applied Health Research Centre of the Li Ka Shing Knowledge Institute, Toronto, Ontario, Canada
| | - Stanley H Zlotkin
- Faculty of Medicine, Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada; Child Health Evaluative Sciences, Hospital for Sick Children Research Institute, Toronto, Ontario, Canada; Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada; Joannah & Brian Lawson Centre for Child Nutrition, Department of Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada; Munk School of Global Affairs, University of Toronto, Toronto, Ontario, Canada
| | - Fei Zuo
- Applied Health Research Centre of the Li Ka Shing Knowledge Institute, Toronto, Ontario, Canada
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10
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Chan A, Karpel H, Spartz E, Willett T, Farhadian B, Jeng M, Thienemann M, Frankovich J. Hypoferritinemia and iron deficiency in youth with pediatric acute-onset neuropsychiatric syndrome. Pediatr Res 2021; 89:1477-1484. [PMID: 32746449 DOI: 10.1038/s41390-020-1103-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/21/2020] [Revised: 07/16/2020] [Accepted: 07/21/2020] [Indexed: 12/22/2022]
Abstract
BACKGROUND Pediatric acute-onset neuropsychiatric syndrome (PANS) is an abrupt debilitating psychiatric illness. We anecdotally observed hypoferritinemia and iron deficiency in a subset of patients with PANS, prompting this study. METHODS In this IRB-approved prospective cohort study, we included patients seen at the Stanford PANS Clinic who met study criteria. The prevalence of hypoferritinemia (using cut-offs of 7 ng/ml in children ≤ 15 years and 18 ng/ml in adolescents > 15 years) and iron deficiency was estimated. Differences in patients with and without hypoferritinemia during PANS flare were explored. RESULTS Seventy-nine subjects (mean age of PANS onset of 8.7 years) met study criteria. Hypoferritinemia was observed in 27% and three quarters occurred during a PANS flare. Compared to patients without hypoferritinemia during PANS flare, patients with hypoferritinemia had worse global impairment, more comorbid inflammatory diseases, and exhibited a chronic course of PANS illness. The estimated prevalence of iron deficiency was 3-8% in the PANS cohort, 1.4-2.0-fold higher than in the age- and sex-matched U.S. POPULATION More stringent ferritin level cut-offs than the comparison CDC dataset were used. CONCLUSION Hypoferritinemia and iron deficiency appear to be more common in PANS patients. More research is needed to confirm and understand this association. IMPACT Our study suggests hypoferritinemia and iron deficiency are more common in patients with pediatric acute-onset neuropsychiatric syndrome (PANS) than in the sex- and age-matched US population. Hypoferritinemia was commonly observed during a disease flare but not associated with dietary or demographic factors. In patients with PANS and iron deficiency, clinicians should consider possibility of inflammation as the cause especially if iron deficiency cannot be explained by diet and blood loss. Future research should include larger cohorts to corroborate our study findings and consider examining the iron dynamics on MRI brain imaging in order to better understand the pathophysiology of PANS.
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Affiliation(s)
- Avis Chan
- Division of Allergy, Immunology, & Rheumatology, Department of Pediatrics, Stanford University School of Medicine, Palo Alto, CA, USA.,Stanford PANS Clinic and Research Program at Lucile Packard Children's Hospital, Palo Alto, CA, USA
| | - Hannah Karpel
- Division of Allergy, Immunology, & Rheumatology, Department of Pediatrics, Stanford University School of Medicine, Palo Alto, CA, USA.,Stanford PANS Clinic and Research Program at Lucile Packard Children's Hospital, Palo Alto, CA, USA.,New York University School of Medicine, New York City, NY, USA
| | - Ellen Spartz
- Division of Allergy, Immunology, & Rheumatology, Department of Pediatrics, Stanford University School of Medicine, Palo Alto, CA, USA.,Stanford PANS Clinic and Research Program at Lucile Packard Children's Hospital, Palo Alto, CA, USA.,University of Minnesota Medical School, Minneapolis, MN, USA
| | - Theresa Willett
- Division of Allergy, Immunology, & Rheumatology, Department of Pediatrics, Stanford University School of Medicine, Palo Alto, CA, USA.,Stanford PANS Clinic and Research Program at Lucile Packard Children's Hospital, Palo Alto, CA, USA
| | - Bahare Farhadian
- Division of Allergy, Immunology, & Rheumatology, Department of Pediatrics, Stanford University School of Medicine, Palo Alto, CA, USA.,Stanford PANS Clinic and Research Program at Lucile Packard Children's Hospital, Palo Alto, CA, USA
| | - Michael Jeng
- Division of Hematology & Oncology, Department of Pediatrics, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Margo Thienemann
- Stanford PANS Clinic and Research Program at Lucile Packard Children's Hospital, Palo Alto, CA, USA.,Division of Child & Adolescent Psychiatry, Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Jennifer Frankovich
- Division of Allergy, Immunology, & Rheumatology, Department of Pediatrics, Stanford University School of Medicine, Palo Alto, CA, USA. .,Stanford PANS Clinic and Research Program at Lucile Packard Children's Hospital, Palo Alto, CA, USA.
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11
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Vlasova RM, Wang Q, Willette A, Styner MA, Lubach GR, Kling PJ, Georgieff MK, Rao RB, Coe CL. Infantile Iron Deficiency Affects Brain Development in Monkeys Even After Treatment of Anemia. Front Hum Neurosci 2021; 15:624107. [PMID: 33716694 PMCID: PMC7947927 DOI: 10.3389/fnhum.2021.624107] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Accepted: 01/25/2021] [Indexed: 12/26/2022] Open
Abstract
A high percent of oxidative energy metabolism is needed to support brain growth during infancy. Unhealthy diets and limited nutrition, as well as other environmental insults, can compromise these essential developmental processes. In particular, iron deficiency anemia (IDA) has been found to undermine both normal brain growth and neurobehavioral development. Even moderate ID may affect neural maturation because when iron is limited, it is prioritized first to red blood cells over the brain. A primate model was used to investigate the neural effects of a transient ID and if deficits would persist after iron treatment. The large size and postnatal growth of the monkey brain makes the findings relevant to the metabolic and iron needs of human infants, and initiating treatment upon diagnosis of anemia reflects clinical practice. Specifically, this analysis determined whether brain maturation would still be compromised at 1 year of age if an anemic infant was treated promptly once diagnosed. The hematology and iron status of 41 infant rhesus monkeys was screened at 2-month intervals. Fifteen became ID; 12 met clinical criteria for anemia and were administered iron dextran and B vitamins for 1-2 months. MRI scans were acquired at 1 year. The volumetric and diffusion tensor imaging (DTI) measures from the ID infants were compared with monkeys who remained continuously iron sufficient (IS). A prior history of ID was associated with smaller total brain volumes, driven primarily by significantly less total gray matter (GM) and smaller GM volumes in several cortical regions. At the macrostructual level, the effect on white matter volumes (WM) was not as overt. However, DTI analyses of WM microstructure indicated two later-maturating anterior tracts were negatively affected. The findings reaffirm the importance of iron for normal brain development. Given that brain differences were still evident even after iron treatment and following recovery of iron-dependent hematological indices, the results highlight the importance of early detection and preemptive supplementation to limit the neural consequences of ID.
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Affiliation(s)
- Roza M. Vlasova
- Department of Psychiatry, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Qian Wang
- Department of Food Science and Human Nutrition, Iowa State University, Ames, IA, United States
| | - Auriel Willette
- Department of Food Science and Human Nutrition, Iowa State University, Ames, IA, United States
| | - Martin A. Styner
- Department of Psychiatry, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Gabriele R. Lubach
- Harlow Center for Biological Psychology, University of Wisconsin-Madison, Madison, WI, United States
| | - Pamela J. Kling
- Department of Pediatrics, University of Wisconsin-Madison, Madison, WI, United States
| | - Michael K. Georgieff
- Department of Pediatrics, University of Minnesota, Minneapolis, MN, United States
| | - Raghavendra B. Rao
- Department of Pediatrics, University of Minnesota, Minneapolis, MN, United States
| | - Christopher L. Coe
- Harlow Center for Biological Psychology, University of Wisconsin-Madison, Madison, WI, United States
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12
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Dukhnitsky VB, Derkach IM, Plutenko MO, Fritsky IO, Derkach SS. Antianemic action of the iron (IV) clathrochelate complexes. REGULATORY MECHANISMS IN BIOSYSTEMS 2020. [DOI: 10.15421/022064] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
Anemia is one of the most common non-contagious diseases of pigs. Modern antianemic drugs have several drawbacks, so finding new drugs is a pressing issue. We previously reported the results of preclinical studies of iron in rare high valence IV. This allowed us to determine, supplement, and generalize the data on clinical studies of the new drugs with the active substance iron (IV) clathrochelate. Therefore, we studied its antianemic effect on piglets. Experiments were carried out on piglets-analogues neonates, which were divided into three groups: control and two experimental groups. Piglets were kept with sows on suckling. For the purpose of prevention of iron deficiency anemia, the traditional solution of iron dextran was administered once intramuscularly to piglets of I control group. The aqueous solution of iron (IV) clathrochelate complexes was administered once intramuscularly to piglets of II experimental group. Iron (IV) clathrochelate complexes were dissolved in a solvent of rheopolyglucin and administered once intramuscularly to piglets of III experimental group. 1 mL of test solutions contained 100 mg of active substance. The investigative material were the samples of blood and serum of piglets, their liver and spleen. The experiment lasted during a 30-day period since the birth of the piglets. According to the results of the experiments, iron (IV) clatrochelate complexes which were dissolved in water for injection and rheopolyglucin had higher antianemic activity compared to the control. This is evidenced by the dynamics of probable changes in the number of erythrocytes, hemoglobin content and hematocrit, iron content in serum and its mass fraction in the blood, liver and spleen of piglets. The effectiveness of the action of iron (IV) clatrochelate complexes is demonstrated by the full supply of piglets with iron and its higher bioavailability.
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13
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Abbasi H, Unsworth CP. Electroencephalogram studies of hypoxic ischemia in fetal and neonatal animal models. Neural Regen Res 2020; 15:828-837. [PMID: 31719243 PMCID: PMC6990791 DOI: 10.4103/1673-5374.268892] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Alongside clinical achievements, experiments conducted on animal models (including primate or non-primate) have been effective in the understanding of various pathophysiological aspects of perinatal hypoxic/ischemic encephalopathy (HIE). Due to the reasonably fair degree of flexibility with experiments, most of the research around HIE in the literature has been largely concerned with the neurodevelopmental outcome or how the frequency and duration of HI seizures could relate to the severity of perinatal brain injury, following HI insult. This survey concentrates on how EEG experimental studies using asphyxiated animal models (in rodents, piglets, sheep and non-human primate monkeys) provide a unique opportunity to examine from the exact time of HI event to help gain insights into HIE where human studies become difficult.
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Affiliation(s)
- Hamid Abbasi
- Department of Engineering Science, the University of Auckland, Auckland, New Zealand
| | - Charles P Unsworth
- Department of Engineering Science, the University of Auckland, Auckland, New Zealand
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14
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Markova V, Holm C, Pinborg AB, Thomsen LL, Moos T. Impairment of the Developing Human Brain in Iron Deficiency: Correlations to Findings in Experimental Animals and Prospects for Early Intervention Therapy. Pharmaceuticals (Basel) 2019; 12:ph12030120. [PMID: 31416268 PMCID: PMC6789712 DOI: 10.3390/ph12030120] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2019] [Revised: 08/12/2019] [Accepted: 08/13/2019] [Indexed: 02/06/2023] Open
Abstract
Due to the necessity of iron for a variety of cellular functions, the developing mammalian organism is vulnerable to iron deficiency, hence causing structural abnormalities and physiological malfunctioning in organs, which are particularly dependent on adequate iron stores, such as the brain. In early embryonic life, iron is already needed for proper development of the brain with the proliferation, migration, and differentiation of neuro-progenitor cells. This is underpinned by the widespread expression of transferrin receptors in the developing brain, which, in later life, is restricted to cells of the blood–brain and blood–cerebrospinal fluid barriers and neuronal cells, hence ensuring a sustained iron supply to the brain, even in the fully developed brain. In embryonic human life, iron deficiency is thought to result in a lower brain weight, with the impaired formation of myelin. Studies of fully developed infants that have experienced iron deficiency during development reveal the chronic and irreversible impairment of cognitive, memory, and motor skills, indicating widespread effects on the human brain. This review highlights the major findings of recent decades on the effects of gestational and lactational iron deficiency on the developing human brain. The findings are correlated to findings of experimental animals ranging from rodents to domestic pigs and non-human primates. The results point towards significant effects of iron deficiency on the developing brain. Evidence would be stronger with more studies addressing the human brain in real-time and the development of blood biomarkers of cerebral disturbance in iron deficiency. Cerebral iron deficiency is expected to be curable with iron substitution therapy, as the brain, privileged by the cerebral vascular transferrin receptor expression, is expected to facilitate iron extraction from the circulation and enable transport further into the brain.
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Affiliation(s)
- Veronika Markova
- Department of Obstetrics and Gynaecology, Hvidovre Hospital, Copenhagen University Hospital, 2650 Hvidovre, Denmark
- Pharmacosmos A/S, 4300 Holbæk, Denmark
- Laboratory of Neurobiology, Department of Health Science and Technology, Aalborg University, 9220 Aalborg, Denmark
| | - Charlotte Holm
- Laboratory of Neurobiology, Department of Health Science and Technology, Aalborg University, 9220 Aalborg, Denmark
| | - Anja Bisgaard Pinborg
- Fertility Clinic, Juliane Marie Centre, Rigshospitalet, University of Copenhagen, 2100 Copenhagen, Denmark
| | - Lars Lykke Thomsen
- Pharmacosmos A/S, 4300 Holbæk, Denmark
- Laboratory of Neurobiology, Department of Health Science and Technology, Aalborg University, 9220 Aalborg, Denmark
| | - Torben Moos
- Laboratory of Neurobiology, Department of Health Science and Technology, Aalborg University, 9220 Aalborg, Denmark.
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15
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Knight LC, Wang M, Donovan SM, Dilger RN. Early-Life Iron Deficiency and Subsequent Repletion Alters Development of the Colonic Microbiota in the Pig. Front Nutr 2019; 6:120. [PMID: 31440513 PMCID: PMC6692694 DOI: 10.3389/fnut.2019.00120] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2019] [Accepted: 07/19/2019] [Indexed: 12/26/2022] Open
Abstract
Background: Iron deficiency is the most prevalent micronutrient deficiency worldwide, affecting over two billion people. Early-life iron deficiency may alter the developing microbiota, which may or may not be reversible with subsequent dietary iron repletion. Thus, the aim of this study was to determine whether early-life iron deficiency and subsequent repletion alter colonic microbial composition and fermentation end-product concentrations in pigs. Methods: Forty-two male pigs received either control (CONT, 21.3 mg Fe/L) or iron-deficient (ID, 2.72 mg Fe/L) milk replacer treatments from postnatal day (PND) 2 to 32. Subsequently, 20 pigs continued through a series of age-appropriate, iron-adequate diets from PND 33 to 61. Contents from the ascending colon (AC) and rectum (feces) were collected at PND 32 and/or 61. Assessments included microbiota composition by 16S rRNA sequencing and volatile fatty acid (VFA) concentrations by gas chromatography methods. Data were analyzed using a 1-way ANOVA and PERMANOVA to assess the main effects of early-life iron status on all outcomes. Results: In AC samples, 15 genera differed (P < 0.05) between ID and CONT pigs, while 27 genera differed (P < 0.05) in fecal samples at PND 32. Early-life ID pigs had higher (P = 0.012) relative abundance of Lactobacillus in AC samples compared with CONT pigs. In feces, ID pigs had lower (P < 0.05) relative abundances of Bacteroides and Clostridium from the families of Clostridiaceae, Lachnospiraceae, and Ruminococcaceae. At PND 61, only two genera differed between treatment groups in AC samples, with ID pigs having a higher (P = 0.043) relative abundance of Bifidobacterium and lower (P = 0.047) relative abundance of Prevotella. Beta diversity differed at PND 32 in both AC and feces between CONT and ID pigs but no differences remained at PND 61. At PND 32, the total VFA concentration was higher in ID pigs compared with CONT pigs in both AC (P = 0.003) and feces (P = 0.001), but no differences in VFA concentrations persisted to PND 61. Conclusion: Early-life iron status influenced microbial composition and VFA concentrations within the large intestine, but these differences were largely normalized following subsequent dietary iron repletion.
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Affiliation(s)
- Laura C. Knight
- Piglet Nutrition & Cognition Laboratory, Department of Animal Sciences, University of Illinois, Urbana, IL, United States
- Division of Nutritional Sciences, University of Illinois, Urbana, IL, United States
| | - Mei Wang
- Department of Food Science and Human Nutrition, University of Illinois, Urbana, IL, United States
| | - Sharon M. Donovan
- Division of Nutritional Sciences, University of Illinois, Urbana, IL, United States
- Department of Food Science and Human Nutrition, University of Illinois, Urbana, IL, United States
| | - Ryan N. Dilger
- Piglet Nutrition & Cognition Laboratory, Department of Animal Sciences, University of Illinois, Urbana, IL, United States
- Division of Nutritional Sciences, University of Illinois, Urbana, IL, United States
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16
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Leyshon BJ, Ji P, Caputo MP, Matt SM, Johnson RW. Dietary Iron Deficiency Impaired Peripheral Immunity but Did Not Alter Brain Microglia in PRRSV-Infected Neonatal Piglets. Front Immunol 2019; 9:3150. [PMID: 30778359 PMCID: PMC6369153 DOI: 10.3389/fimmu.2018.03150] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2018] [Accepted: 12/20/2018] [Indexed: 11/13/2022] Open
Abstract
During the postnatal period the developing brain is vulnerable to insults including nutrient insufficiency and infection that may lead to disrupted development and cognitive dysfunction. Since iron deficiency (ID) often presents with immunodeficiency, the objective of this study was to investigate peripheral viremia and inflammation as well as brain microglial phenotype and function when ID and respiratory infection occur simultaneously in a neonatal piglet model. On postnatal day 2 (PD 2) male and female piglets were assigned to one of four treatments and fed either control or ID milk replacer. On PD 8 half the pigs on each diet were inoculated with either vehicle or porcine reproductive and respiratory syndrome virus (PRRSV; P-129). Blood samples were collected prior to inoculation (PD 7) and repeated once weekly. Rectal temperature, feeding score, and sickness behavior were measured daily until PD 28. Hematocrit, hemoglobin, and serum iron were reduced by ID but not PRRSV infection. PRRSV-infected piglets displayed viremia by PD 14; however, those fed control diet had lower viral titer on PD 28, while circulating virus remained elevated in those fed an ID diet, suggesting that ID either impaired immune function necessary for viral clearance or increased viral replication. ID piglets infected with PRRSV displayed reduced sickness behavior compared to those fed control diet on PD 13-15 and 18-20. While ID piglet sickness behavior progressively worsened, piglets fed control diet displayed improved sickness score after PD 21. Microglia isolated from PRRSV piglets had increased MHCII expression and phagocytic activity ex vivo compared to uninfected piglets. ID did not alter microglial activation or phagocytic activity. Similarly, microglial cytokine expression was increased by PRRSV but unaffected by ID, in stark contrast to peripheral blood mononuclear cell (PBMC) cytokine expression, which was increased by infection and generally decreased by ID. Taken together, these data suggest that ID decreases peripheral immune function leading to increased viremia, but immune activity in the brain is protected from acute ID.
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Affiliation(s)
- Brian J Leyshon
- Division of Nutritional Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, United States
| | - Peng Ji
- Department of Animal Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, United States
| | - Megan P Caputo
- Division of Nutritional Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, United States
| | - Stephanie M Matt
- Neuroscience Program, University of Illinois at Urbana-Champaign, Urbana, IL, United States
| | - Rodney W Johnson
- Division of Nutritional Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, United States.,Department of Animal Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, United States.,Neuroscience Program, University of Illinois at Urbana-Champaign, Urbana, IL, United States
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17
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Iron as a model nutrient for understanding the nutritional origins of neuropsychiatric disease. Pediatr Res 2019; 85:176-182. [PMID: 30341413 PMCID: PMC6353667 DOI: 10.1038/s41390-018-0204-8] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2018] [Revised: 10/04/2018] [Accepted: 10/04/2018] [Indexed: 12/19/2022]
Abstract
Adequate nutrition during the pre- and early-postnatal periods plays a critical role in programming early neurodevelopment. Disruption of neurodevelopment by nutritional deficiencies can result not only in lasting functional deficits, but increased risk of neuropsychiatric disease in adulthood. Historical periods of famine such as the Dutch Hunger Winter and the Chinese Famine have provided foundational evidence for the long-term effects of developmental malnutrition on neuropsychiatric outcomes. Because neurodevelopment is a complex process that consists of many nutrient- and brain-region-specific critical periods, subsequent clinical and pre-clinical studies have aimed to elucidate the specific roles of individual macro- and micronutrient deficiencies in neurodevelopment and neuropsychiatric pathologies. This review will discuss developmental iron deficiency (ID), the most common micronutrient deficiency worldwide, as a paradigm for understanding the role of early-life nutrition in neurodevelopment and risk of neuropsychiatric disease. We will review the epidemiologic data linking ID to neuropsychiatric dysfunction, as well as the underlying structural, cellular, and molecular mechanisms that are thought to underlie these lasting effects. Understanding the mechanisms driving lasting dysfunction and disease risk is critical for development and implementation of nutritional policies aimed at preventing nutritional deficiencies and their long-term sequelae.
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18
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Oatley H, Borkhoff CM, Chen S, Macarthur C, Persaud N, Birken CS, Maguire JL, Parkin PC. Screening for Iron Deficiency in Early Childhood Using Serum Ferritin in the Primary Care Setting. Pediatrics 2018; 142:peds.2018-2095. [PMID: 30487142 DOI: 10.1542/peds.2018-2095] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/25/2018] [Indexed: 11/24/2022] Open
Abstract
OBJECTIVES The American Academy of Pediatrics recommends universal screening for anemia using hemoglobin at 12 months. However, hemoglobin lacks diagnostic accuracy for iron deficiency, and the optimal age for screening has not been determined. Our objective was to assess a screening strategy for iron deficiency using serum ferritin. METHODS We conducted a cross-sectional study of children 1 to 3 years old attending a health supervision visit. We examined the relationship between child age and serum ferritin, age and hemoglobin, hemoglobin and serum ferritin, and the prevalence of elevated C-reactive protein (CRP). RESULTS Restricted cubic spline analysis (n = 1735) revealed a nonlinear relationship between age and serum ferritin (P < .0001). A linear spline model revealed that from 12 to 15 months, for each 1-month increase in age, serum ferritin levels decreased by 9% (95% confidence interval [CI]: 5 to 13). From 15 to 24 months, the rate of change was nonsignificant. From 24 to 38 months, for each month increase in age, serum ferritin increased by 2% (95% CI: 1 to 2). For hemoglobin, from 12 to 24 months, the rate of change was nonsignificant. From 24 to 38 months, for each 1-month increase in age, hemoglobin increased by 20% (95% CI: 9 to 32). Compared with the serum ferritin cutoff of <12 μg/L, the hemoglobin cutoff of <110 g/L had a sensitivity of 25% (95% CI: 19 to 32) and a specificity of 89% (95% CI: 87 to 91). Elevated CRP ≥10 mg/L occurred in 3.3% (95% CI: 2.5 to 4.2). CONCLUSIONS Screening for iron deficiency using serum ferritin at 15 or 18 months may be a promising strategy. For children at low risk for acute inflammation, concurrent measurement of CRP may not be necessary.
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Affiliation(s)
| | - Cornelia M Borkhoff
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Ontario, Canada.,Pediatric Outcomes Research Team (PORT), Division of Pediatric Medicine and.,Sick Kids Research Institute, Hospital for Sick Children, Toronto, Ontario, Canada; and
| | - Shiyi Chen
- Sick Kids Research Institute, Hospital for Sick Children, Toronto, Ontario, Canada; and
| | - Colin Macarthur
- Department of Pediatrics, Faculty of Medicine.,Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Ontario, Canada.,Pediatric Outcomes Research Team (PORT), Division of Pediatric Medicine and.,Sick Kids Research Institute, Hospital for Sick Children, Toronto, Ontario, Canada; and
| | - Navindra Persaud
- Joannah & Brian Lawson Centre for Child Nutrition, and.,Departments of Family Medicine and.,Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Ontario, Canada
| | - Catherine S Birken
- Department of Pediatrics, Faculty of Medicine.,Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Ontario, Canada.,Pediatric Outcomes Research Team (PORT), Division of Pediatric Medicine and.,Sick Kids Research Institute, Hospital for Sick Children, Toronto, Ontario, Canada; and.,Joannah & Brian Lawson Centre for Child Nutrition, and
| | - Jonathon L Maguire
- Department of Pediatrics, Faculty of Medicine.,Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Ontario, Canada.,Pediatric Outcomes Research Team (PORT), Division of Pediatric Medicine and.,Joannah & Brian Lawson Centre for Child Nutrition, and.,Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Ontario, Canada.,Pediatrics, and
| | - Patricia C Parkin
- Department of Pediatrics, Faculty of Medicine, .,Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Ontario, Canada.,Pediatric Outcomes Research Team (PORT), Division of Pediatric Medicine and.,Sick Kids Research Institute, Hospital for Sick Children, Toronto, Ontario, Canada; and.,Joannah & Brian Lawson Centre for Child Nutrition, and
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19
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Knight LC, Dilger RN. Longitudinal Effects of Iron Deficiency Anemia and Subsequent Repletion on Blood Parameters and the Rate and Composition of Growth in Pigs. Nutrients 2018; 10:nu10050632. [PMID: 29772815 PMCID: PMC5986511 DOI: 10.3390/nu10050632] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2018] [Revised: 05/11/2018] [Accepted: 05/16/2018] [Indexed: 12/12/2022] Open
Abstract
Iron deficiency is reported as the most common nutrient deficiency worldwide. Due to rapid growth, infants are at particular risk for developing iron deficiency, which can easily progress to iron deficiency anemia (IDA), if not treated. The aim of this study was to determine the lasting effects of an early-life iron deficiency after a period of dietary iron repletion. Forty-two intact male pigs were fed, ad libitum, either control (CONT, 21.3 mg Fe/L) or iron-deficient (ID 2.72 mg Fe/L) milk replacer from postnatal day (PND) 2 to 32 (phase 1). From PND 33 to 61 (phase 2), all pigs were transitioned onto a series of industry-standard, iron-adequate diets. Blood was collected weekly from PND 7 to 28, and again on PND 35 and 56, and tissues were collected at either PND 32 or PND 61. At the end of phase 1, ID pigs exhibited reduced hematocrit (Hct; p < 0.0001) and hemoglobin (Hb; p < 0.0001) compared with CONT pigs, but neither Hct (p = 0.5968) nor Hb (p = 0.6291) differed between treatment groups after dietary iron repletion at the end of phase 2. Body weight gain was reduced (p < 0.0001) 58% at PND 32 in ID pigs compared with CONT pigs during phase 1, and this effect remained significant at the end of phase 2 (p = 0.0001), with ID pigs weighing 34% less than CONT pigs at PND 61. Analysis of peripheral protein and messenger RNA (mRNA) gene expression biomarkers yielded inconclusive results, as would be expected based on previous biomarker analyses across multiple species. These findings suggest that early-life iron status negatively influences blood parameters and growth performance, with dietary iron repletion allowing for full recovery of hematological outcomes, but not growth performance.
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Affiliation(s)
- Laura C Knight
- Piglet Nutrition & Cognition Laboratory, Department of Animal Sciences, and Division of Nutritional Sciences, University of Illinois, Urbana, IL 61801, USA.
| | - Ryan N Dilger
- Piglet Nutrition & Cognition Laboratory, Department of Animal Sciences, and Division of Nutritional Sciences, University of Illinois, Urbana, IL 61801, USA.
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20
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Mudd AT, Fil JE, Knight LC, Lam F, Liang ZP, Dilger RN. Early-Life Iron Deficiency Reduces Brain Iron Content and Alters Brain Tissue Composition Despite Iron Repletion: A Neuroimaging Assessment. Nutrients 2018; 10:nu10020135. [PMID: 29382055 PMCID: PMC5852711 DOI: 10.3390/nu10020135] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2017] [Revised: 01/24/2018] [Accepted: 01/25/2018] [Indexed: 11/16/2022] Open
Abstract
Early-life iron deficiency has lifelong influences on brain structure and cognitive function, however characterization of these changes often requires invasive techniques. There is a need for non-invasive assessment of early-life iron deficiency with potential to translate findings to the human clinical setting. In this study, 28 male pigs were provided either a control diet (CONT; n = 14; 23.5 mg Fe/L milk replacer) or an iron-deficient diet (ID; n = 14; 1.56 mg Fe/L milk replacer) for phase 1 of the study, from postnatal day (PND) 2 until 32. Twenty pigs (n = 10/diet from phase 1 were used in phase 2 of the study from PND 33 to 61, where all pigs were provided a common iron-sufficient diet, regardless of their phase 1 dietary iron status. All pigs were subjected to magnetic resonance imaging at PND 32 and again at PND 61, and quantitative susceptibility mapping was used to assess brain iron content at both imaging time-points. Data collected on PND 61 were analyzed using voxel-based morphometry and tract-based spatial statistics to determine tissue concentration difference and white matter tract integrity, respectively. Quantitative susceptibility mapping outcomes indicated reduced iron content in the pons, medulla, cerebellum, left cortex, and left hippocampus of ID pigs compared with CONT pigs, regardless of imaging time-point. In contrast, iron contents were increased in the olfactory bulbs of ID pigs compared with CONT pigs. Voxel-based morphometric analysis indicated increased grey and white matter concentrations in CONT pigs compared with ID pigs that were evident at PND 61. Differences in tissue concentrations were predominately located in cortical tissue as well as the cerebellum, thalamus, caudate, internal capsule, and hippocampi. Tract-based spatial statistics indicated increased fractional anisotropy values along subcortical white matter tracts in CONT pigs compared with ID pigs that were evident on PND 61. All described differences were significant at p ≤ 0.05. Results from this study indicate that neuroimaging can sensitively detect structural and physiological changes due to early-life iron deficiency, including grey and white matter volumes, iron contents, as well as reduced subcortical white matter integrity, despite a subsequent period of dietary iron repletion.
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Affiliation(s)
- Austin T Mudd
- Piglet Nutrition & Cognition Laboratory, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
- Neuroscience Program, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
| | - Joanne E Fil
- Piglet Nutrition & Cognition Laboratory, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
- Neuroscience Program, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
| | - Laura C Knight
- Piglet Nutrition & Cognition Laboratory, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
- Division of Nutrition Sciences, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
| | - Fan Lam
- Beckman Institute for Advanced Science & Technology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
| | - Zhi-Pei Liang
- Beckman Institute for Advanced Science & Technology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
- Department of Electrical & Computer Engineering, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
| | - Ryan N Dilger
- Piglet Nutrition & Cognition Laboratory, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
- Neuroscience Program, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
- Division of Nutrition Sciences, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
- Beckman Institute for Advanced Science & Technology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
- Department of Animal Sciences, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
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21
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Mudd AT, Fil JE, Knight LC, Dilger RN. Dietary Iron Repletion following Early-Life Dietary Iron Deficiency Does Not Correct Regional Volumetric or Diffusion Tensor Changes in the Developing Pig Brain. Front Neurol 2018; 8:735. [PMID: 29375469 PMCID: PMC5768607 DOI: 10.3389/fneur.2017.00735] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2017] [Accepted: 12/20/2017] [Indexed: 11/17/2022] Open
Abstract
Background Iron deficiency is the most common micronutrient deficiency worldwide and children are at an increased risk due to the rapid growth occurring during early life. The developing brain is highly dynamic, requires iron for proper function, and is thus vulnerable to inadequate iron supplies. Iron deficiency early in life results in altered myelination, neurotransmitter synthesis, neuron morphology, and later-life cognitive function. However, it remains unclear if dietary iron repletion after a period of iron deficiency can recover structural deficits in the brain. Method Twenty-eight male pigs were provided either a control diet (CONT; n = 14; 23.5 mg Fe/L milk replacer) or an iron-deficient diet (ID; n = 14; 1.56 mg Fe/L milk replacer) for phase 1 of the study, from postnatal day (PND) 2 until 32. Twenty pigs (n = 10/diet from phase 1) were used in phase 2 of the study from PND 33 to 61, all pigs were provided a common iron sufficient diet, regardless of their early-life dietary iron status. All pigs remaining in the study were subjected to magnetic resonance imaging (MRI) at PND 32 and again at PND 61 using structural imaging sequences and diffusion tensor imaging (DTI) to assess volumetric and microstructural brain development, respectively. Data were analyzed using a two-way ANOVA to assess the main and interactive effects of early-life iron status and time. Results An interactive effect was observed for absolute whole brain volumes, in which whole brain volumes of ID pigs were smaller at PND 32 but were not different than CONT pigs at PND 61. Analysis of brain region volumes relative to total brain volume indicated interactive effects (i.e., diet × day) in the cerebellum, olfactory bulb, and putamen-globus pallidus. Main effects of early-life iron status, regardless of imaging time point, were noted for decreased relative volumes of the left hippocampus, right hippocampus, thalamus, and increased relative white matter volume in ID pigs compared with CONT pigs. DTI indicated interactive effects for fractional anisotropy (FA) in the whole brain, left cortex, and right cortex. Main effects of early-life iron status, regardless of imaging time point, were observed for decreased FA values in the caudate, cerebellum, and internal capsule in ID pigs compared with CONT pigs. All comparisons described above were significant at P < 0.05. Conclusion Results from this study indicate that dietary iron repletion is able to compensate for reduced absolute brain volumes early in life; however, microstructural changes and altered relative brain volumes persist despite iron repletion.
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Affiliation(s)
- Austin T Mudd
- Piglet Nutrition & Cognition Laboratory, University of Illinois, Urbana, IL, United States.,Neuroscience Program, University of Illinois, Urbana, IL, United States
| | - Joanne E Fil
- Piglet Nutrition & Cognition Laboratory, University of Illinois, Urbana, IL, United States.,Neuroscience Program, University of Illinois, Urbana, IL, United States
| | - Laura C Knight
- Piglet Nutrition & Cognition Laboratory, University of Illinois, Urbana, IL, United States.,Division of Nutrition Sciences, University of Illinois, Urbana, IL, United States
| | - Ryan N Dilger
- Piglet Nutrition & Cognition Laboratory, University of Illinois, Urbana, IL, United States.,Neuroscience Program, University of Illinois, Urbana, IL, United States.,Division of Nutrition Sciences, University of Illinois, Urbana, IL, United States.,Beckman Institute for Advances Science and Technology, University of Illinois, Urbana, IL, United States.,Department of Animal Sciences, University of Illinois, Urbana, IL, United States
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22
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Nelissen E, De Vry J, Antonides A, Paes D, Schepers M, van der Staay FJ, Prickaerts J, Vanmierlo T. Early-postnatal iron deficiency impacts plasticity in the dorsal and ventral hippocampus in piglets. Int J Dev Neurosci 2017; 59:47-51. [PMID: 28330828 DOI: 10.1016/j.ijdevneu.2017.03.006] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2016] [Revised: 02/14/2017] [Accepted: 03/13/2017] [Indexed: 11/18/2022] Open
Abstract
In this study, we investigated whether alterations in plasticity markers such as brain-derived neurotrophic factor (BDNF), p75 neurotrophin receptor (p75NTR) and tyrosine receptor kinase B (TrkB) are underlying iron deficiency (ID)-induced cognitive impairments in iron depleted piglets. Newborn piglets were either fed an iron-depleted diet (21mg Fe/kg) or an iron-sufficient diet (88mg Fe/kg) for four weeks. Subsequently, eight weeks after iron repletion (190-240mg Fe/kg) we found a significant decrease in mature BDNF (14kDa) and proBDNF (18kDa and 24kDa) protein levels in the ventral hippocampus, whereas we found increases in the dorsal hippocampus. The phosphorylation of cAMP response element binding protein (CREB) follows the mature BDNF protein level pattern. No effects were found on BDNF and CREB protein levels in the prefrontal cortex. The protein levels of the high affinity BDNF receptor, TrkB, was significantly decreased in both dorsal and ventral hippocampus of ID piglets, whereas it was increased in the prefrontal cortex. Together, our data suggest a disrupted hippocampal plasticity upon postnatal ID.
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Affiliation(s)
- Ellis Nelissen
- Dept. of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, The Netherlands
| | - Jochen De Vry
- Dept. of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, The Netherlands
| | - Alexandra Antonides
- Behavior & Welfare Group (formerly Emotion & Cognition Group), Department of Farm Animal Health, Faculty of Veterinary Medicine, Utrecht University, Utrecht, The Netherlands
| | - Dean Paes
- Dept. of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, The Netherlands
| | - Melissa Schepers
- Dept. of Neuroimmunology and Biochemistry, BIOMED, Hasselt University, Hasselt, Belgium
| | - Franz Josef van der Staay
- Behavior & Welfare Group (formerly Emotion & Cognition Group), Department of Farm Animal Health, Faculty of Veterinary Medicine, Utrecht University, Utrecht, The Netherlands
| | - Jos Prickaerts
- Dept. of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, The Netherlands
| | - Tim Vanmierlo
- Dept. of Neuroimmunology and Biochemistry, BIOMED, Hasselt University, Hasselt, Belgium.
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23
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Mudd AT, Dilger RN. Early-Life Nutrition and Neurodevelopment: Use of the Piglet as a Translational Model. Adv Nutr 2017; 8:92-104. [PMID: 28096130 PMCID: PMC5227977 DOI: 10.3945/an.116.013243] [Citation(s) in RCA: 66] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Optimal nutrition early in life is critical to ensure proper structural and functional development of infant organ systems. Although pediatric nutrition historically has emphasized research on the relation between nutrition, growth rates, and gastrointestinal maturation, efforts increasingly have focused on how nutrition influences neurodevelopment. The provision of human milk is considered the gold standard in pediatric nutrition; thus, there is interest in understanding how functional nutrients and bioactive components in milk may modulate developmental processes. The piglet has emerged as an important translational model for studying neurodevelopmental outcomes influenced by pediatric nutrition. Given the comparable nutritional requirements and strikingly similar brain developmental patterns between young pigs and humans, the piglet is being used increasingly in developmental nutritional neuroscience studies. The piglet primarily has been used to assess the effects of dietary fatty acids and their accretion in the brain throughout neurodevelopment. However, recent research indicates that other dietary components, including choline, iron, cholesterol, gangliosides, and sialic acid, among other compounds, also affect neurodevelopment in the pig model. Moreover, novel analytical techniques, including but not limited to MRI, behavioral assessments, and molecular quantification, allow for a more holistic understanding of how nutrition affects neurodevelopmental patterns. By combining early-life nutritional interventions with innovative analytical approaches, opportunities abound to quantify factors affecting neurodevelopmental trajectories in the neonate. This review discusses research using the translational pig model with primary emphasis on early-life nutrition interventions assessing neurodevelopment outcomes, while also discussing nutritionally-sensitive methods to characterize brain maturation.
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Affiliation(s)
- Austin T Mudd
- Piglet Nutrition and Cognition Laboratory
- Neuroscience Program
| | - Ryan N Dilger
- Piglet Nutrition and Cognition Laboratory,
- Neuroscience Program
- Division of Nutritional Sciences, and
- Department of Animal Sciences, University of Illinois, Urbana, IL
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24
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Schachtschneider KM, Liu Y, Rund LA, Madsen O, Johnson RW, Groenen MAM, Schook LB. Impact of neonatal iron deficiency on hippocampal DNA methylation and gene transcription in a porcine biomedical model of cognitive development. BMC Genomics 2016; 17:856. [PMID: 27809765 PMCID: PMC5094146 DOI: 10.1186/s12864-016-3216-y] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2016] [Accepted: 10/26/2016] [Indexed: 12/30/2022] Open
Abstract
BACKGROUND Iron deficiency is a common childhood micronutrient deficiency that results in altered hippocampal function and cognitive disorders. However, little is known about the mechanisms through which neonatal iron deficiency results in long lasting alterations in hippocampal gene expression and function. DNA methylation is an epigenetic mark involved in gene regulation and altered by environmental factors. In this study, hippocampal DNA methylation and gene expression were assessed via reduced representation bisulfite sequencing and RNA-seq on samples from a previous study reporting reduced hippocampal-based learning and memory in a porcine biomedical model of neonatal iron deficiency. RESULTS In total 192 differentially expressed genes (DEGs) were identified between the iron deficient and control groups. GO term and pathway enrichment analysis identified DEGs associated with hypoxia, angiogenesis, increased blood brain barrier (BBB) permeability, and altered neurodevelopment and function. Of particular interest are genes previously implicated in cognitive deficits and behavioral disorders in humans and mice, including HTR2A, HTR2C, PAK3, PRSS12, and NETO1. Altered genome-wide DNA methylation was observed across 0.5 million CpG and 2.4 million non-CpG sites. In total 853 differentially methylated (DM) CpG and 99 DM non-CpG sites were identified between groups. Samples clustered by group when comparing DM non-CpG sites, suggesting high conservation of non-CpG methylation in response to neonatal environment. In total 12 DM sites were associated with 9 DEGs, including genes involved in angiogenesis, neurodevelopment, and neuronal function. CONCLUSIONS Neonatal iron deficiency leads to altered hippocampal DNA methylation and gene regulation involved in hypoxia, angiogenesis, increased BBB permeability, and altered neurodevelopment and function. Together, these results provide new insights into the mechanisms through which neonatal iron deficiency results in long lasting reductions in cognitive development in humans.
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Affiliation(s)
- Kyle M. Schachtschneider
- Department of Animal Sciences, University of Illinois, 1201 W Gregory Drive, Urbana, IL 61801 USA
- Animal Breeding and Genomics Centre, Wageningen University, P.O. Box 338, Wageningen, 6700AH The Netherlands
| | - Yingkai Liu
- Department of Animal Sciences, University of Illinois, 1201 W Gregory Drive, Urbana, IL 61801 USA
- College of Animal Science and Technology, Sichuan Agricultural University, Wenjiang, Huimin Road #221, Chengdu, 610000 China
| | - Laurie A. Rund
- Department of Animal Sciences, University of Illinois, 1201 W Gregory Drive, Urbana, IL 61801 USA
| | - Ole Madsen
- Animal Breeding and Genomics Centre, Wageningen University, P.O. Box 338, Wageningen, 6700AH The Netherlands
| | - Rodney W. Johnson
- Department of Animal Sciences, University of Illinois, 1201 W Gregory Drive, Urbana, IL 61801 USA
| | - Martien A. M. Groenen
- Animal Breeding and Genomics Centre, Wageningen University, P.O. Box 338, Wageningen, 6700AH The Netherlands
| | - Lawrence B. Schook
- Department of Animal Sciences, University of Illinois, 1201 W Gregory Drive, Urbana, IL 61801 USA
- Institute for Genomic Biology, University of Illinois, 1206 W Gregory Drive, Urbana, IL 61801 USA
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