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Maternal Gestational Diabetes Mellitus (GDM) Moderates the Association Between Birth Weight and EEG Power in Healthy Term-Age Newborns
Shuffrey, Lauren C; Pini, Nicolò; Mei, Han; Rodriguez, Cynthia; Gimenez, Lissete A; Barbosa, Jennifer R; Rodriguez, Daianna J; Rayport, Yael; Sania, Ayesha; Monk, Catherine; Fifer, William P
Gestational diabetes mellitus (GDM) affects around 10% of pregnancies in the United States and has been linked to neurodevelopmental sequelae in children. However, there is a paucity of studies investigating early-life neural markers in GDM-exposed infants. This study examined the association of GDM with relative EEG power among healthy term-age neonates collected during natural sleep. Participants included a diverse cohort of 101 mothers (45% multiracial, 25% Black, and 69% Hispanic or Latina) and their infants (gestational age at birth Mage = 39.0 ± 0.95; 46.5% female). We did not observe the main effect of GDM on infant relative EEG power. Our post hoc analyses revealed a significant interaction effect between GDM and infant birth weight on relative EEG power in active sleep. Among GDM-exposed neonates, increased birth weight was associated with increased relative theta EEG power and decreased relative beta and gamma EEG power across multiple electrode regions. Among non-GDM-exposed infants, increased birth weight was associated with decreased relative theta EEG power and increased relative beta and gamma EEG power across multiple electrode regions. Our findings suggest that alterations in fetal growth may serve as either an indirect marker or pathway through which GDM influences the developing fetal brain.
PMCID:11731896
PMID: 39740790
ISSN: 1098-2302
CID: 5775262
Combining developmental and sleep health measures for autism spectrum disorder screening: an ECHO study
Shuffrey, Lauren C; Rennie, Brandon; Li, Xiuhong; Galai, Noya; Pini, Nicolò; Akbaryan, Anahid; Alshawabkeh, Akram; Aschner, Judy; Vargas, Julianna Collazo; Costello, Lauren; D'Sa, Viren; Deoni, Sean; Dunlop, Anne; Elliott, Amy J; Fifer, William P; Hash, Jonica; Koinis-Mitchell, Daphne; Lai, Jin-Shei; Leventhal, Bennett L; Lewis, Johnnye; Lucchini, Maristella; McArthur, Kristen L; Morales, Santiago; Nozadi, Sara S; O'Connor, Thomas G; O'Shea, T Michael; Page, Grier P; Propper, Cathi; Sania, Ayesha; Shuster, Coral; Zimmerman, Emily; Margolis, Amy E; ,
BACKGROUND:Sleep problems are reported for up to 80% of autistic individuals. We examined whether parsimonious sets of items derived from the Modified Checklist for Autism in Toddlers, Revised (M-CHAT-R) and the Brief Infant Sleep Questionnaire (BISQ) are superior to the standard M-CHAT-R in predicting subsequent autism spectrum disorder (ASD) diagnoses. METHODS:Participants from 11 Environmental influences on Child Health Outcomes (ECHO) cohorts were included. We performed logistic LASSO regression models with 10-fold cross-validation to identify whether a combination of items derived from the M-CHAT-R and BISQ are superior to the standard M-CHAT-R in predicting ASD diagnoses. RESULTS:The final sample comprised 1552 children. The standard M-CHAT-R had a sensitivity of 44% (95% CI: 34, 55), specificity of 92% (95% CI: 91, 94), and AUROC of 0.726 (95% CI: 0.663, 0.790). A higher proportion of children with ASD had difficulty falling asleep or resisted bedtime during infancy/toddlerhood. However, LASSO models revealed parental reports of sleep problems did not improve the accuracy of the M-CHAT-R in predicting ASD diagnosis. CONCLUSION/CONCLUSIONS:While children with ASD had higher rates of sleep problems during infancy/toddlerhood, there was no improvement in ASD developmental screening through the incorporation of parent-report sleep metrics. IMPACT/CONCLUSIONS:Parental-reported sleep problems are common in autism spectrum disorder (ASD). We investigated whether the inclusion of parental-reports of infant/toddler sleep patterns enhanced the effectiveness of developmental screening for autism. We reported higher rates of difficulty falling asleep and resisting bedtime during infancy and toddlerhood among children later diagnosed with ASD; however, we did not find an improvement in ASD developmental screening through the incorporation of parent-report sleep metrics. In our sample, the standard M-CHAT-R had a sensitivity of 39% among children of mothers with government insurance compared with a sensitivity of 53% among children of mothers with employer-based insurance.
PMID: 38867029
ISSN: 1530-0447
CID: 5669182
K-nearest neighbor algorithm for imputing missing longitudinal prenatal alcohol data
Sania, Ayesha; Pini, Nicolò; Nelson, Morgan E; Myers, Michael M; Shuffrey, Lauren C; Lucchini, Maristella; Elliott, Amy J; Odendaal, Hein J; Fifer, William P
AIMS/UNASSIGNED:) to impute missing alcohol data in a prospective study among pregnant women. METHODS/UNASSIGNED:imputed values were weighted for the distances and matched for the day of the week. Since participants with no missing days were not comparable to those with missing data, segments of non-missing data from all participants were included as a reference. Validation was done after randomly deleting data for 5-15 consecutive days from the first trimester. RESULTS/UNASSIGNED:We found that data from 5 nearest neighbors (i.e., K = 5) and segments of 55 days provided imputed values with least imputation error. After deleting data segments from the first trimester data set with no missing days, there was no difference between actual and predicted values for 64% of deleted segments. For 31% of the segments, imputed data were within +/-1 drink/day of the actual. Imputation accuracy varied by study site because of the differences in the magnitude of drinking and proportion of missing data. CONCLUSION/UNASSIGNED:
PMCID:11811783
PMID: 39935524
ISSN: 2674-0001
CID: 5793482
Electrophysiological correlates of inhibitory control in children: Relations with prenatal maternal risk factors and child psychopathology
Xu, Xiaoye; Buzzell, George A; Bowers, Maureen E; Shuffrey, Lauren C; Leach, Stephanie C; McSweeney, Marco; Yoder, Lydia; Fifer, William P; Myers, Michael M; Elliott, Amy J; Fox, Nathan A; Morales, Santiago
Inhibitory control plays an important role in children's cognitive and socioemotional development, including their psychopathology. It has been established that contextual factors such as socioeconomic status (SES) and parents' psychopathology are associated with children's inhibitory control. However, the relations between the neural correlates of inhibitory control and contextual factors have been rarely examined in longitudinal studies. In the present study, we used both event-related potential (ERP) components and time-frequency measures of inhibitory control to evaluate the neural pathways between contextual factors, including prenatal SES and maternal psychopathology, and children's behavioral and emotional problems in a large sample of children (N = 560; 51.75% females; M
PMCID:11499789
PMID: 38654404
ISSN: 1469-2198
CID: 5755882
Prenatal risk factors for child executive function at 3-5 years of age: the roles of maternal mood, substance use, and socioeconomic adversity in a prospective cohort study
Rayport, Yael K; Morales, Santiago; Shuffrey, Lauren C; Hockett, Christine W; Ziegler, Katherine; Rao, Shreya; Fifer, William P; Elliott, Amy J; Sania, Ayesha
BACKGROUND:A growing body of literature links prenatal mood and substance use to children's cognitive and behavioral development. The relative contribution of these risk factors on children's executive function (EF) in the context of socioeconomic adversities needs further evaluation. To address this gap, we investigated the role of prenatal maternal anxiety and depression on childhood EF, specifically inhibitory control and working memory, within the context of socioeconomic adversities and prenatal substance use. We hypothesized that higher maternal mood symptoms, higher persistent prenatal drinking and smoking, and lower socioeconomic status would be associated with lower EF skills during early childhood. METHODS:We used data from 334 mother-child dyads followed prospectively through pregnancy and the offspring's childhood. Prenatal maternal depression and anxiety were assessed via standardized questionnaires. Prenatal alcohol and tobacco consumption were assessed via a timeline follow-back interview. The EF touch battery assessed child inhibitory control and working memory at 3-5 years of age (4.76 ± 0.58 years, 171 females). Separate linear regression models were used to estimate the association of prenatal tobacco, alcohol, anxiety, and depression exposure with our two components of child EF, inhibitory control and working memory, while adjusting for gestational age, sex, and age at assessment. The following variables were also included as covariates: maternal educational achievement, employment status, parity, and household crowding index. RESULTS:Children of mothers with high trait anxiety scores had reduced inhibitory control compared to children of mothers without trait anxiety or depression (β = -0.12, 95% CI:-0.22,-0.01). Children of mothers in the moderate to high continuous smoking group showed lower inhibitory control (β = - 0.19, 95% CI:-0.38,-0.01) compared to children of mothers in the none smoking group. Additionally, lower maternal education and higher household crowding were each associated with reduced inhibitory control. We found no significant association between prenatal maternal depression, anxiety, or socioeconomic factors with working memory. CONCLUSIONS:These results underscore the need for comprehensive context-specific intervention packages, including mental health support for women to promote healthy inhibitory control development in children.
PMCID:11514844
PMID: 39465362
ISSN: 1471-2431
CID: 5746722
Positive Autism Screening Rates in Toddlers Born During the COVID-19 Pandemic
Firestein, Morgan R; Manessis, Angela; Warmingham, Jennifer M; Xu, Ruiyang; Hu, Yunzhe; Finkel, Morgan A; Kyle, Margaret; Hussain, Maha; Ahmed, Imaal; Lavallée, Andréane; Solis, Ana; Chaves, Vitoria; Rodriguez, Cynthia; Goldman, Sylvie; Muhle, Rebecca A; Lee, Seonjoo; Austin, Judy; Silver, Wendy G; O'Reilly, Kally C; Bain, Jennifer M; Penn, Anna A; Veenstra-VanderWeele, Jeremy; Stockwell, Melissa S; Fifer, William P; Marsh, Rachel; Monk, Catherine; Shuffrey, Lauren C; Dumitriu, Dani
IMPORTANCE/UNASSIGNED:Stress and viral illness during pregnancy are associated with neurodevelopmental conditions in offspring. Autism screening positivity for children born during the pandemic remains unknown. OBJECTIVE/UNASSIGNED:To examine associations between prenatal exposure to the pandemic milieu and maternal SARS-CoV-2 infection with rates of positive Modified Checklist for Autism in Toddlers, Revised (M-CHAT-R) screenings. DESIGN, SETTING, AND PARTICIPANTS/UNASSIGNED:Data for this cohort study were drawn from the COVID-19 Mother Baby Outcomes (COMBO) Initiative. M-CHAT-R scores obtained from children aged 16 to 30 months during routine clinical care at Columbia University Irving Medical Center in New York City were abstracted from electronic health records (EHRs) for children born between January 2018 and September 2021 (COMBO-EHR cohort). Separately, the M-CHAT-R was administered at 18 months for children born between February 2020 and September 2021 through a prospective longitudinal study (COMBO-RSCH cohort). Prenatal pandemic exposure (birth after March 1, 2020) and maternal SARS-CoV-2 status during pregnancy was determined through EHRs. Data were analyzed from March 2022 to June 2024. EXPOSURES/UNASSIGNED:Prenatal exposures to the pandemic milieu and maternal SARS-CoV-2 infection. MAIN OUTCOMES AND MEASURES/UNASSIGNED:The primary outcome was rate of positive M-CHAT-R screenings. For all primary analyses, unadjusted χ2 tests and adjusted logistic regression models were performed. RESULTS/UNASSIGNED:The COMBO-EHR cohort included 1664 children (442 born before the pandemic and 1222 born during the pandemic; 997 SARS-CoV-2 unexposed, 130 SARS-CoV-2 exposed, and 95 with unknown SARS-CoV-2 exposure status), of whom 266 (16.0%) were Black, 991 (59.6%) were Hispanic, 400 (24.0%) were White, 1245 (74.8%) were insured through Medicaid, 880 (52.9%) were male, and 204 (12.3%) were born prematurely. The COMBO-RSCH cohort included 385 children (74 born before the pandemic and 311 born during the pandemic; 201 SARS-CoV-2 unexposed, 101 SARS-CoV-2 exposed, and 9 with unknown SARS-CoV-2 exposure status), of whom 39 (10.1%) were Black, 168 (43.6%) were Hispanic, 157 (40.8%) were White, 161 (41.8%) were insured through Medicaid, 222 (57.7%) were male, and 38 (9.9%) were born prematurely. Prenatal pandemic exposure was not associated with a higher positive M-CHAT-R screening rate in either the COMBO-EHR or COMBO-RSCH cohort. Prenatal exposure to maternal SARS-CoV-2 infection was associated with a lower rate of M-CHAT-R positivity in the COMBO-EHR cohort (12.3% [16 children] vs 24.0% [239 children]; adjusted odds ratio, 0.40; 95% CI, 0.22-0.68; P = .001), but no association was found in the COMBO-RSCH cohort (12.9% [13 children] vs 19.9% [40 children]; adjusted odds ratio, 0.51; 95% CI, 0.24-1.04; P = .07). CONCLUSIONS AND RELEVANCE/UNASSIGNED:In this cohort study of 2 groups of children with prenatal pandemic exposure and/or exposure to maternal SARS-CoV-2 infection, neither exposure was associated with greater M-CHAT-R positivity.
PMCID:11420691
PMID: 39312236
ISSN: 2574-3805
CID: 5742012
Developmental characteristics and accuracy of autism screening among two-year-old toddlers in the ECHO program
Shuster, Coral L; Brennan, Patricia A; Carter, Brian S; Check, Jennifer; D'Sa, Viren; Graff, Joyce C; Helderman, Jennifer; Hofheimer, Julie A; Joseph, Robert M; Murphy, Laura E; O'Connor, Thomas G; O'Shea, T Michael; Pievsky, Michelle; Sheinkopf, Stephen J; Shuffrey, Lauren C; Smith, Lynne M; Wu, Pei-Chi; Lester, Barry M; ,
BACKGROUND:The Modified Checklist for Autism in Toddlers (M-CHAT) is a common pediatric screening tool with mixed accuracy findings. Prior evidence supports M-CHAT screening for developmental concerns, especially in toddlers born preterm. This study examined M-CHAT accuracy in a large, nationwide sample. METHODS:3393 participants from the Environmental influences on Child Health Outcomes (ECHO) program were included. Harmonized M-CHAT (M-CHAT-H) results were compared with parent-reported autism diagnosis and autism-related characteristics to assess accuracy for term and preterm children, together and separately. Generalized estimating equations, clustering for ECHO cohort and controlling for demographic covariates, were used to examine associations between developmental and behavioral characteristics with M-CHAT-H accuracy. RESULTS:Sensitivity of the M-CHAT-H ranged from 36 to 60%; specificity ranged from 88 to 99%. Positive M-CHAT-H was associated with more developmental delays and behavior problems. Children with severe motor delays and more autism-related problems were more likely to have a false-negative M-CHAT-H. Children with fewer behavior problems and fewer autism-related concerns were more likely to have a false-positive screen. CONCLUSION/CONCLUSIONS:The M-CHAT-H accurately detects children at low risk for autism and children at increased risk with moderate accuracy. These findings support use of the M-CHAT-H in assessing autism risk and developmental and behavioral concerns in children. IMPACT/CONCLUSIONS:Previous literature regarding accuracy of the Modified Checklist for Autism in Toddlers (M-CHAT) is mixed but this study provides evidence that the M-CHAT performs well in detecting children at low risk for autism and consistently detects children with developmental delays and behavioral problems. The M-CHAT moderately detects children at increased risk for autism and remains a useful screening tool. This study examines M-CHAT accuracy in a large-scale, nationwide sample, examining associations between screening accuracy and developmental outcomes. These findings impact pediatric screening for autism, supporting continued use of the M-CHAT while further elucidating the factors associated with inaccurate screens.
PMID: 38622260
ISSN: 1530-0447
CID: 5734412
Measuring Socioeconomic and Stress Disparities in Infant Declarative Memory Using the Visual Paired Comparison Task
Rosengarten, Mindy L; Sandre, Aislinn; Troller-Renfree, Sonya V; Shuffrey, Lauren C; Amarante, Melina; Bakhoya, Marion; Noble, Kimberly G
Research suggests that socioeconomic circumstances and stress predict memory skills in adults and older children, yet few studies have addressed this question in infancy. The current study used the visual-paired comparison paradigm to examine whether socioeconomic circumstances, maternal perceived stress, and/or maternal physiological stress, all measured prenatally, predict memory performance among 6-month-old infants. We found no significant associations between infant memory and any measure of socioeconomic circumstance or stress. Potential explanations for these null findings are discussed.
PMID: 39415641
ISSN: 1098-2302
CID: 5711722
The development and structure of the HEALthy Brain and Child Development (HBCD) Study EEG protocol
Fox, Nathan A; Pérez-Edgar, Koraly; Morales, Santiago; Brito, Natalie H; Campbell, Alana M; Cavanagh, James F; Gabard-Durnam, Laurel Joy; Hudac, Caitlin M; Key, Alexandra P; Larson-Prior, Linda J; Pedapati, Ernest V; Norton, Elizabeth S; Reetzke, Rachel; Roberts, Timothy P; Rutter, Tara M; Scott, Lisa S; Shuffrey, Lauren C; Antúnez, MartÃn; Boylan, Maeve R; Garner, Bailey M; Learnard, Britley; McNair, Savannah; McSweeney, Marco; Castillo, Maria Isabella Natale; Norris, Jessica; Nyabingi, Olufemi Shakuur; Pini, Nicolò; Quinn, Alena; Stosur, Rachel; Tan, Enda; Troller-Renfree, Sonya V; Yoder, Lydia; ,
The HEALthy Brain and Child Development (HBCD) Study, a multi-site prospective longitudinal cohort study, will examine human brain, cognitive, behavioral, social, and emotional development beginning prenatally and planned through early childhood. Electroencephalography (EEG) is one of two brain imaging modalities central to the HBCD Study. EEG records electrical signals from the scalp that reflect electrical brain activity. In addition, the EEG signal can be synchronized to the presentation of discrete stimuli (auditory or visual) to measure specific cognitive processes with excellent temporal precision (e.g., event-related potentials; ERPs). EEG is particularly helpful for the HBCD Study as it can be used with awake, alert infants, and can be acquired continuously across development. The current paper reviews the HBCD Study's EEG/ERP protocol: (a) the selection and development of the tasks (Video Resting State, Visual Evoked Potential, Auditory Oddball, Face Processing); (b) the implementation of common cross-site acquisition parameters and hardware, site setup, training, and initial piloting; (c) the development of the preprocessing pipelines and creation of derivatives; and (d) the incorporation of equity and inclusion considerations. The paper also provides an overview of the functioning of the EEG Workgroup and the input from members across all steps of protocol development and piloting.
PMCID:11439552
PMID: 39305603
ISSN: 1878-9307
CID: 5706982
Pre-pregnancy overweight or obesity moderates the association between prenatal maternal depressive symptoms and infant cord blood omega-3 levels
Costello, Lauren A; Ziegler, Katherine; McCormack, Lacey; Akbaryan, Anahid; Vargas, Julianna Collazo; Harris, William S; Jackson, Kristina H; Barber, Maria; Morales, Santiago; Elliott, Amy J; Hockett, Christine; Shuffrey, Lauren C
BACKGROUND:Empirical evidence has demonstrated associations between pre-pregnancy obesity and perinatal maternal depressive symptoms. Omega-3 is an essential fatty acid derived from dietary sources that is critical for fetal brain development. Pre-pregnancy obesity is associated with higher omega-3 intake, but a weaker association between dietary intake and respective maternal and cord blood omega-3 levels. Further, lower intake of omega-3 during pregnancy has been linked to higher depressive symptoms. Yet, prior studies have not examined the interactive effects of pre-pregnancy overweight or obesity (OWOB) and prenatal maternal mental health symptoms on infant cord blood omega-3 levels. METHODS:Participants included 394 maternal-infant dyads from the NIH Environmental influences on Child Health Outcomes (ECHO) - Safe Passage Study in South Dakota. A pre-pregnancy body mass index (BMI) > 25 was used to dichotomize participants as OWOB (54%) vs. non-OWOB (46%). Prenatal maternal depressive symptoms were measured using the Edinburgh Postnatal Depression Scale (EPDS) and prenatal maternal anxiety symptoms were measured using the State-Trait Anxiety Inventory (STAI). We implemented linear regression models to examine the interaction term between pre-pregnancy BMI category and prenatal maternal mental health symptoms on cord blood omega-3 levels. Secondary analyses were stratified by pre-pregnancy BMI category. RESULTS: = 0.03). No associations were observed among non-OWOB participants. CONCLUSIONS:Findings suggest maternal-placental transfer of omega-3 may represent one pathway by which maternal metabolic and mental health impacts infant development.
PMCID:11323614
PMID: 39143534
ISSN: 1471-2393
CID: 5697242