Pathik D. Wadhwa’s research while affiliated with University of California System and other places

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Publications (286)


Infant Subcortical Brain Volumes Associated with Maternal Obesity and Diabetes: A Large Multicohort Study
  • Preprint
  • File available

March 2025

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24 Reads

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Jerod M Rasmussen

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Shan Luo

Importance: Maternal diabetes (MD) and maternal obesity (MO) have been robustly established to confer health risks in offspring. Additionally, mounting evidence suggests that these fetal programming effects vary by sex, but whether these factors independently or interactively influence infant brain development remains unclear. Objectives: To characterize interactions between MD, MO, and sex on offspring subcortical brain volumes. Design, setting and participants: This was a cross-sectional study of 1,966 infants from six international cohorts. Exposures: MD and MO Main outcomes and measures: MRI-based subcortical brain volumes (thalamus, amygdala, hippocampus, pallidum, putamen, caudate) were segmented and mixed effects models were used to examine associations, controlling for age at scan, prematurity, birthweight, maternal education, and intracranial volume. Backward elimination regression was used to identify the best fitting model (3-way interaction, 2-way interaction, no interaction) for each region and false discovery rate (FDR) corrections were applied. Results: Of 1,966 infants, 46% were female (N=909), 9% were exposed to MD (N=172), and 21% were exposed to MO (N=386). MRI scans were performed at (mean±SD) 25.9±18.8 days of age. There was a significant interaction between MD, MO and sex in the thalamus (standardized β=−0.32, 95%CI −0.54 to −0.11, FDR corrected P=0.014). In female infants, MD (standardized β=-0.10, 95%CI −0.02 to −0.003, P=0.04) and MO (standardized β =−0.09, 95%CI −0.14 to −0.03, P=0.003) were independently and negatively associated with thalamic volume. In males, a significant interaction between MD and MO was observed (standardized β =−0.20, 95%CI −0.34 to −0.06, P=0.005), with post hoc analysis showing that males with combined exposure to MD and MO had lower thalamic volume compared to those with one or neither exposure (all Ps<0.05). In the hippocampus, an interaction between MO and infant sex was identified (standardized β =0.15, 95%CI 0.05 to 0.26, FDR corrected P=0.015), whereby MO (independent of MD) was associated with lower offspring hippocampal volume in females only (standardized β =−0.12, 95%CI −0.2 to −0.05, P=0.002). Conclusion and relevance: Our results suggest independent, interactive associations of intrauterine exposure to MD and MO with infant subcortical brain volumes, varying by sex. This has implications for future metabolic disorders, among other health risks.

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Psychological questionnaire data prior to collapse into factors by principal component analysis, in a study of maternal psychological resilience during pregnancy and newborn telomere length a
Sociodemographic and clinical characteristics of participants in a study of maternal psychological resilience during pregnancy and newborn telomere length
Linear regression predicting newborn telomere length from maternal resilience during pregnancy adjusted for maternal and child determinants of telomere length
Presentation 1: Maternal behavioral health during pregnancy and newborn telomere length

February 2025

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21 Reads

Psychoneuroendocrinology


Persistent Short Sleep Duration From Pregnancy to 2 to 7 Years After Delivery and Metabolic Health

December 2024

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75 Reads

JAMA Network Open

Importance Short sleep duration during pregnancy and the perimenopausal period has been associated with adverse cardiometabolic outcomes. However, it remains unclear how sleep duration changes after delivery and whether such changes are associated with the cardiometabolic health of birthing people. Objective To investigate whether persistently short sleep during pregnancy and after delivery is associated with incident hypertension and metabolic syndrome. Design, Setting, and Participants This secondary analysis of the Nulliparous Pregnancy Outcomes Study: Monitoring Mothers-to-Be Heart Health Study (NuMoM2b-HHS), an ongoing prospective cohort study, was conducted between September 5, 2023, and March 1, 2024, in 8 US academic medical centers. Participants were aged 18 years or older at NuMoM2b enrollment; recruited during their first pregnancy between October 1, 2010, and September 30, 2013; and followed up for a mean (SD) of 3.1 (0.9) years after delivery. Exposures Self-reported short sleep duration (<7 hours) during pregnancy and 2 to 7 years after delivery was defined as persistent short sleep. Main Outcomes and Measures Incident hypertension and metabolic syndrome (MetS) at follow-up. Regression models were used to estimate relative risks of incident hypertension and MetS by sleep duration pattern. Hypertension analyses excluded participants with hypertension at baseline, and MetS analyses excluded participants with MetS at baseline. Multivariable models included a priori covariates of baseline age and time from delivery to follow-up. Incident hypertension analyses included an additional covariate of body mass index at baseline. Results Among 3922 participants (mean [SD] age, 27.3 [5.4] years; 598 Hispanic [15.2%], 485 non-Hispanic Black [12.4%], and 2542 non-Hispanic White [64.8%]), 565 individuals (14.4%) experienced persistent short sleep. Non-Hispanic Black (adjusted odds ratio [aOR], 2.17; 95% CI, 1.59-2.97) and unmarried (aOR, 1.68, 95% CI, 1.29-2.19) participants were significantly more likely to experience persistent short sleep compared with non-Hispanic White and married participants, respectively. Persistent short sleep was associated with higher odds of incident MetS (aOR, 1.60; 95% CI, 1.21-2.11) but not incident hypertension (aOR, 0.91; 95% CI, 0.69-1.19). Conclusions and Relevance In this study, short sleep duration that persisted from pregnancy to 2 to 7 years after delivery was associated with a greater risk for adverse cardiometabolic outcomes. Future studies should explore whether sleep-targeted interventions during and after pregnancy are associated with improved cardiometabolic health outcomes, particularly among populations at increased risk.


Fig. 3 Modeled percentage of low birthweight (LBW) in unexposed and exposed populations by social factors associated with a change in mean birthweight of 125g (N = 28,496)
Characteristics of the ECHO participants included in the study by outcome: Birthweight (N = 28,496)
Do small effects matter more in vulnerable populations? an investigation using Environmental influences on Child Health Outcomes (ECHO) cohorts

September 2024

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135 Reads

BMC Public Health

Background: A major challenge in epidemiology is knowing when an exposure effect is large enough to be clinically important, in particular how to interpret a difference in mean outcome in unexposed/exposed groups. Where it can be calculated, the proportion/percentage beyond a suitable cut-point is useful in defining individuals at high risk to give a more meaningful outcome. In this simulation study we compute differences in outcome means and proportions that arise from hypothetical small effects in vulnerable sub-populations. Methods: Data from over 28,000 mother/child pairs belonging to the Environmental influences on Child Health Outcomes Program were used to examine the impact of hypothetical environmental exposures on mean birthweight, and low birthweight (LBW) (birthweight < 2500g). We computed mean birthweight in unexposed/exposed groups by sociodemographic categories (maternal education, health insurance, race, ethnicity) using a range of hypothetical exposure effect sizes. We compared the difference in mean birthweight and the percentage LBW, calculated using a distributional approach. Results: When the hypothetical mean exposure effect was fixed (at 50, 125, 167 or 250g), the absolute difference in % LBW (risk difference) was not constant but varied by socioeconomic categories. The risk differences were greater in sub-populations with the highest baseline percentages LBW: ranging from 3.1-5.3 percentage points for exposure effect of 125g. Similar patterns were seen for other mean exposure sizes simulated. Conclusions: Vulnerable sub-populations with greater baseline percentages at high risk fare worse when exposed to a small insult compared to the general population. This illustrates another facet of health disparity in vulnerable individuals.



Developmental characteristics and accuracy of autism screening among two-year-old toddlers in the ECHO program

April 2024

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70 Reads

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2 Citations

Pediatric Research

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: 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: 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.


(A) Neonatal MBH/AMY T2‐weighted signal ratio is associated with early life fat gain. Neonatal MBH/AMY T2‐weighted signal ratio, an indirect measure of hypothalamic gliosis and change in body fat percentage (neonatal to 6‐months, adjusted for age, sex and breastfeeding status) measured by DXA are shown. (B) Cross‐sectional association between neonatal MBH/AMY T2‐weighted signal ratio and body fat. Negative association between neonatal MBH/AMY T2‐weighted signal ratio and neonatal body fat percentage by DXA, after adjusting for postmenstrual age and infant sex.
Associations of radiologic characteristics of the neonatal hypothalamus with early life adiposity gain

March 2024

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25 Reads

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1 Citation

Background The mediobasal hypothalamus (MBH) is a key brain area for regulation of energy balance. Previous neuroimaging studies suggest that T2‐based signal properties indicative of cellular inflammatory response (gliosis) are present in adults and children with obesity, and predicts greater adiposity gain in children at risk of obesity. Objectives/Methods The current study aimed to extend this concept to the early life period by considering if, in full‐term healthy neonates (up to n = 35), MRI evidence of MBH gliosis is associated with changes in early life (neonatal to six months) body fat percentage measured by DXA. Results In this initial study, neonatal T2 signal in the MBH was positively associated with six‐month changes in body fat percentage. Conclusion This finding supports the notion that underlying processes in the MBH may play a role in early life growth and, by extension, childhood obesity risk.


MAPSeg: Unified Unsupervised Domain Adaptation for Heterogeneous Medical Image Segmentation Based on 3D Masked Autoencoding and Pseudo-Labeling

March 2024

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333 Reads

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11 Citations

Proceedings / CVPR, IEEE Computer Society Conference on Computer Vision and Pattern Recognition. IEEE Computer Society Conference on Computer Vision and Pattern Recognition

Robust segmentation is critical for deriving quantitative measures from large-scale, multi-center, and longitudinal medical scans. Manually annotating medical scans, however , is expensive and labor-intensive and may not always be available in every domain. Unsupervised domain adaptation (UDA) is a well-studied technique that alleviates this label-scarcity problem by leveraging available labels from another domain. In this study, we introduce Masked Au-toencoding and Pseudo-Labeling Segmentation (MAPSeg), a unified UDA framework with great versatility and superior performance for heterogeneous and volumetric medical image segmentation. To the best of our knowledge, this is the first study that systematically reviews and develops a framework to tackle four different domain shifts in medical image segmentation. More importantly, MAPSeg is the first framework that can be applied to centralized, federated, and test-time UDA while maintaining comparable performance. We compare MAPSeg with previous state-of-the-art methods on a private infant brain MRI dataset and a public cardiac CT-MRI dataset, and MAPSeg outperforms others by a large margin (10.5 Dice improvement on the private MRI dataset and 5.7 on the public CT-MRI dataset). MAPSeg poses great practical value and can be applied to real-world problems. Our code and pretrained model will be available later.


Citations (62)


... Many clocks use additional molecular cues such as proteomics data (Argentieri et al. 2024) and blood tests (Bortz et al. 2023). Using first-and second-generation clocks, a higher biological age was registered during pregnancy (Pham et al. 2024;Poganik et al. 2023), which recovered after delivery. ...

Reference:

Pregnancy laboratory test dynamics resemble rejuvenation of some organs and aging of others
The effects of pregnancy, its progression, and its cessation on human (maternal) biological aging
  • Citing Article
  • March 2024

Cell Metabolism

... The consequences of altered neonatal hypothalamic MRI characteristics in children exposed to maternal obesity or gestational diabetes have been investigated by prospectively associating these MRI characteristics with offspring body adiposity in ancillary analyses of the Fetal Programming of the Newborn and Infant Human Brain Study. Sewaybricker et al. demonstrated that higher neonatal MBH/Amygdala T2 signal ratio, suggestive of MBH gliosis, was associated with greater gains in body fat percentage by dual-energy x-ray absorptiometry in the first 6 months of life (n = 26) [37]. Furthermore, Rasmussen et al. [33] showed that higher neonatal hypothalamic MD was associated with greater degree of body adiposity in early infancy, by 5 years of age (n = 37). ...

Associations of radiologic characteristics of the neonatal hypothalamus with early life adiposity gain
  • Citing Article
  • March 2024

... While some recent works explore UDA on 3D images (Shin et al. 2023;Xian et al. 2023), they typically convert 3D input into 2D slices for network processing, resulting in a loss of spatial information. MAPSeg (Zhang et al. 2024) proposes a voxel-level pseudo-labeling method based on MAE. However, label distortion remains a main challenge for UDA. ...

MAPSeg: Unified Unsupervised Domain Adaptation for Heterogeneous Medical Image Segmentation Based on 3D Masked Autoencoding and Pseudo-Labeling

Proceedings / CVPR, IEEE Computer Society Conference on Computer Vision and Pattern Recognition. IEEE Computer Society Conference on Computer Vision and Pattern Recognition

... Other animal studies suggest that maternal obesity/overnutrition during pregnancy elicits structural changes to the developing offspring hypothalamus that may, in turn, have functional consequence to offspring autonomic control and cardiovascular risk [66,67]. These animal studies have been supported by emerging evidence from human observational studies [68,69]. Both in utero and postnatal determinants, as well as genetic susceptibility should be considered. ...

Intergenerational transmission of obesity risk by fetal programming of hypothalamus development
  • Citing Article
  • February 2024

Psychoneuroendocrinology

... We have created and validated brain function growth charts in awake infants. In contrast to other extant brain charts (Alex et al., 2024;Bethlehem et al., 2022;Iyer et al., 2024), we have used task activity and a priori harmonized, longitudinal data, demonstrating the feasibility of this approach to understand brain development at a global scale. In keeping with public health practices for physical growth charts (e.g., height, weight; de Onis et al., 2004;Kuczmarski et al., 2002;Thompson & Moreno, 2018; WHO Multicentre Growth Reference Study Group & de Onis, 2006;World Health Organization, 1978), we focused on the narrow but critical age range of the first two postnatal years to rigorously map the substantial brain changes underlying visual function during this period and facilitate integration with early intervention and public health efforts. ...

A global multicohort study to map subcortical brain development and cognition in infancy and early childhood

Nature Neuroscience

... For many women (due to word limits this article refers to birthing people as mothers and women, but we acknowledge that people of all genders can give birth and nonbirthing parents can be mothers) the peripartum, which extends from conception through pregnancy and childbirth to early motherhood, is indeed associated with much joy and positive life changes. However, for nearly all women, it is also a period associated with increased exposure to stressors (e.g., financial impact on earning) and higher levels of perceived stress, which increase throughout pregnancy and peak in the first months of motherhood (1). Heightened stress levels are reliably associated with increased risk for anxiety disorder symptoms (2). ...

Maternal Perinatal Stress Trajectories and Negative Affect and Amygdala Development in Offspring
  • Citing Article
  • September 2023

American Journal of Psychiatry

... Prior studies of brain iron have predominately focused on subcortical regions, as iron concentration is highest in these regions and because of the relevance of brain iron in these regions to variation in behavior (Blazejewska et al. 2017;Cabral et al. 2023;Larsen et al. 2020;Ning et al. 2014). We also observed significant iron increases in subcortical regions before birth such as the putamen and hippocampus. ...

Gestational and postnatal age associations for striatal tissue iron deposition in early infancy

Developmental Cognitive Neuroscience

... Im Laufe des Lebens werden Telomere normalerweise kürzer, und eine verkürzte Telomerlänge wird mit Alterungsprozessen und verschiedenen Krankheiten in Verbindung gebracht (z. B. Blackburn, 1991;Shalev et al., 2013;de Punder et al., 2023). Studien zeigen einen Zusammenhang zwischen Trauma-sowie chronischen Stresserleben und einer langfristig signifikant kürzeren Telomerlänge (z. ...

Maximal telomerase activity capacity (mTAC) underlies the link between the cortisol response to stress and telomere length
  • Citing Article
  • April 2023

Psychoneuroendocrinology

... This study analyzed data from a prospective pregnancy cohort, the Understanding Pregnancy Signals and Infant Development (UPSIDE) study, which is part of the Environmental Influences on Child Health Outcomes (ECHO) program [31,32]. The UPSIDE study recruited pregnant people (n = 326) in their first trimester from 2015 to 2019 through University of Rochester Medical Center (Rochester, NY, USA) affiliated obstetric clinics. ...

The Environmental influences on Child Health Outcomes (ECHO)-wide Cohort

American Journal of Epidemiology

... The accumulation of findings has enabled scholars to identify putative neurobiological pathways in the association between early life sleep disturbances and compromised cognitive development (Alrousan et al., 2022;Jan et al., 2010;Mason and Spencer, 2022). Changes in sleep-related brain activity (e.g., sleep spindles and slow oscillations) relevant for brain structure and dendritic density are some mechanisms through which sleep disturbances in early life (Lokhandwala and Spencer, 2022;Kurth et al., 2010;Pittner et al., 2023) may lead to impaired emotion processing, cognition, and memory (Kurth et al., 2015;Lopez et al., 2010), which may in turn impact language. Illustrating the relations between early sleep disturbance and brain development, one study reported that insufficient sleep in 6-9-month-olds prospectively predicted smaller white matter volume at 1-year (Pittner et al., 2023). ...

Sleep across the first year of life is prospectively associated with brain volume in 12-months old infants

Neurobiology of Sleep and Circadian Rhythms