Evaluating EHR-based Prediction of Obesity using WHO Weight Velocity Standards and Peak BMI

Obesity is a common, pervasive, chronic disease often beginning in early childhood, and infant growth characteristics are key signals of lifelong chronic disease risk. Frequent primary care visits in the first two years of life provide many opportunities for growth surveillance and early intervention, but there are no current clinical practice guidelines for identifying infant growth patterns associated with future risk. The overall goal of this proposal is to fill this knowledge gap by evaluating and comparing standard and novel metrics for infant growth assessment in relation to early childhood outcomes, using large-scale real-world data. We will particularly be evaluating the infrequently-studied WHO weight velocity (WtVel) z-scores (standard and modified methods), peak weight velocity (PWV) in infancy, peak BMI (pBMI) in infancy and change in WHO weight-for-age (WFA) z-scores.

Aims:

Aim 1. Evaluate the potential for practical clinical use of WHO WtVel z-scores, WHO WtVel z-score modifications (WtVel-M), and other research-based growth metrics. We will calculate WHO WtVel and WtVel-M z-scores as well as PWV and infant pBMI to address these hypotheses. Hypothesis 1: Applying the WHO WtVel-M z-score methods will improve the inclusivity and generalizability of weight velocity assessment compared with the standard WHO WtVel z-score calculations. Hypothesis 2: The WtVel-M z-scores will be calculable for more patients than PWV or pBMI.

Aim 2. Test the ability of WtVel z-score, WtVel-M z-scores, pBMI, PWV and change in WFA z-score to predict obesity by 5 years of age. The metrics in Aim 1 plus change in WFA z-score will be compared in their ability to predict early childhood obesity between ages 2 and 5.

Vasoactive Selection in Pediatric Septic Shock and the Use of Cardiac Point-of-Care Ultrasound: A Retrospective Registry Analysis Across Multicenter Pediatric Emergency Medicine and Pediatric Critical Care

Pediatric septic shock requires rapid recognition of cardiovascular failure and timely treatment to restore adequate tissue perfusion. Vasoactive medications are central to management, yet considerable uncertainty remains regarding the optimal first‑line agent. Although guidelines recommend tailoring vasoactive choice to a…

Childhood Neighborhood Exposures and Pediatric Multiple Sclerosis

Question 1: How can we identify children with MS using ICD-10 codes in the PEDSnet dataset Question 2: How do neighborhood exposures influence the risk of pediatric MS development Aim 1: Validate a computable phenotype to identify pediatric MS. Aim…

Preventing Suicide among Sexual and Gender Diverse Youth

Suicide is the second leading cause of death among young adults in the United States. Sexual and gender diverse young adults (SGDYA) are at particularly high risk. SGDYA includes individuals who are lesbian, gay, bisexual, transgender, queer, or of another…

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