TY - JOUR
T1 - Modeling relationships between iron status, behavior, and brain electrophysiology
T2 - evidence from a randomized study involving a biofortified grain in Indian adolescents
AU - Wenger, Michael J.
AU - Murray Kolb, Laura E.
AU - Scott, Samuel P.
AU - Boy, Erick
AU - Haas, Jere D.
N1 - Funding Information:
Funding for this project was provided by HarvestPlus, International Food Policy Research Institute.
Funding Information:
We thank Mr. G. D. Khandeshe and the Ahmednagar Zilla Maratha Vidya Samaj Trust for their permission to conduct the research in their schools. We thank Anil Udawant, the research field supervisor, and his team of research assistants for their dedication to carrying out the study. We thank Dr. Julie E. H. Nevins for her multiple contributions to this work, including training of the local research assistants, development and testing of the behavioral methods and protocol for EEG acquisition, and development and application of the methods for EEG pre-processing. We are also grateful to the late Dr. Sarah V. Luna for her assistance in supervising a portion of the cognitive data collection and for organizing the blood datasets.
Publisher Copyright:
© 2022, The Author(s).
PY - 2022/12
Y1 - 2022/12
N2 - Background: Iron deficiency (ID) and iron deficiency anemia (IDA) are highly-prevalent nutrient deficiencies and have been shown to have a range of negative effects on cognition and brain function. Human intervention studies including measures at three levels—blood, brain, and behavior—are rare and our objective was to model the relationships among measures at these three levels in school-going Indian adolescents. Methods: Male and female adolescents in rural India were screened for ID/IDA. Subjects consumed 2 meals/day for 6 months; half were randomly assigned to consume meals made from a standard grain (pearl millet) and half consumed meals made from an iron biofortified pearl millet (BPM). Prior to and then at the conclusion of the feeding trial, they completed a set of cognitive tests with concurrent electroencephalography (EEG). Results: Overall, serum ferritin (sFt) levels improved over the course of the study. Ten of 21 possible measures of cognition showed improvements from baseline (BL) to endline (EL) that were larger for those consuming BPM than for those consuming the comparison pearl millet (CPM). Critically, the best model for the relationship between change in iron status and change in cognition had change in brain measures as a mediating factor, with both change in serum ferritin as a primary predictor and change in hemoglobin as a moderator. Conclusions: A dietary intervention involving a biofortified staple grain was shown to be efficacious in improving blood iron biomarkers, behavioral measures of cognition, and EEG measures of brain function. Modeling the relationships among these variables strongly suggests multiple mechanisms by which blood iron level affects brain function and cognition. Trial registration: Registered at ClinicalTrials.gov, NCT02152150, 02 June 2014.
AB - Background: Iron deficiency (ID) and iron deficiency anemia (IDA) are highly-prevalent nutrient deficiencies and have been shown to have a range of negative effects on cognition and brain function. Human intervention studies including measures at three levels—blood, brain, and behavior—are rare and our objective was to model the relationships among measures at these three levels in school-going Indian adolescents. Methods: Male and female adolescents in rural India were screened for ID/IDA. Subjects consumed 2 meals/day for 6 months; half were randomly assigned to consume meals made from a standard grain (pearl millet) and half consumed meals made from an iron biofortified pearl millet (BPM). Prior to and then at the conclusion of the feeding trial, they completed a set of cognitive tests with concurrent electroencephalography (EEG). Results: Overall, serum ferritin (sFt) levels improved over the course of the study. Ten of 21 possible measures of cognition showed improvements from baseline (BL) to endline (EL) that were larger for those consuming BPM than for those consuming the comparison pearl millet (CPM). Critically, the best model for the relationship between change in iron status and change in cognition had change in brain measures as a mediating factor, with both change in serum ferritin as a primary predictor and change in hemoglobin as a moderator. Conclusions: A dietary intervention involving a biofortified staple grain was shown to be efficacious in improving blood iron biomarkers, behavioral measures of cognition, and EEG measures of brain function. Modeling the relationships among these variables strongly suggests multiple mechanisms by which blood iron level affects brain function and cognition. Trial registration: Registered at ClinicalTrials.gov, NCT02152150, 02 June 2014.
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U2 - 10.1186/s12889-022-13612-z
DO - 10.1186/s12889-022-13612-z
M3 - Article
C2 - 35794587
AN - SCOPUS:85133517080
SN - 1471-2458
VL - 22
JO - BMC Public Health
JF - BMC Public Health
IS - 1
M1 - 1299
ER -