Income insufficiency impacts early brain development in infants facing increased psychosocial adversity: A network-based approach

H Haerin Chung (Division of Developmental Medicine, Boston Children’s Hospital) C Carol L. Wilkinson (Division of Developmental Medicine, Boston Children’s Hospital) A Asher Liu (Division of Developmental Medicine, Boston Children’s Hospital) A Alex Job Said (Division of Developmental Medicine, Boston Children’s Hospital) B Brianna Francis (Division of Developmental Medicine, Boston Children’s Hospital) G Gabriela Cañaveral (Division of Developmental Medicine, Boston Children’s Hospital) K Kathleen Conroy (Harvard Medical School) H Helen Tager-Flusberg (Department of Psychological and Brain Sciences, Boston University) C Charles A. Nelson (Laboratories of Cognitive Neurosciences, Department of Pediatrics, Boston Children’s Hospital, Harvard Medical School)

Abstract

Early adversity is associated with brain changes that negatively impact development, social-emotional functioning, and academic achievement. The multifaceted nature of adversity complicates efforts to isolate specific factors that affect brain development and developmental outcomes. In the present study, we leverage parent survey data and longitudinal electroencephalography (EEG) data collected from infants during 4-, 9-, and 12-mo well-child visits at a large hospital-based urban primary care clinic serving predominantly low-income families (293 infants, 667 EEGs). Using a network framework, we aimed to identify specific socioeconomic and psychological factors associated with differences in infant brain development. We find that mothers who report to be income insufficient were more likely to have lower educational attainment, report low-income, experience higher levels of stress, and encounter more adverse life events. Controlling for these variables, income insufficiency was specifically associated with delayed brain development in the first year of life; infants developing in a household where parents felt their income was inadequate to support the family’s needs exhibited slower rates of change in alpha peak frequency, alpha power, and beta power. Together, these findings provide a framework of understanding and visualizing how early adversity impacts neurodevelopment and provides evidence for the potential utility of maternal income sufficiency as an additional screening tool to accelerate identification of populations most vulnerable and in need for early intervention.

Article Details

Volume / Issue Vol. 123, Issue 2
Published January 13, 2026
ISSN 0027-8424
Publisher National Academy of Sciences

Authors (9)

H

Haerin Chung

Division of Developmental Medicine, Boston Children’s Hospital

C

Carol L. Wilkinson

Division of Developmental Medicine, Boston Children’s Hospital

A

Asher Liu

Division of Developmental Medicine, Boston Children’s Hospital

A

Alex Job Said

Division of Developmental Medicine, Boston Children’s Hospital

B

Brianna Francis

Division of Developmental Medicine, Boston Children’s Hospital

G

Gabriela Cañaveral

Division of Developmental Medicine, Boston Children’s Hospital

K

Kathleen Conroy

Harvard Medical School

H

Helen Tager-Flusberg

Department of Psychological and Brain Sciences, Boston University

C

Charles A. Nelson

Laboratories of Cognitive Neurosciences, Department of Pediatrics, Boston Children’s Hospital, Harvard Medical School