PK Gill, JM Donelan, KM Steele, MH Schwartz, AJ Ries (2025) Quantifying altered oxygen kinetics and reducing metabolic test times for children with cerebral palsy: a dual-exponential Bayesian modeling approach

Journal Article in Journal of Applied Physiology

Prior research using indirect calorimetry has shown that children with cerebral palsy (CP) exhibit significantly increased energetic costs during walking. However, metabolic testing to obtain oxygen cost is challenging. As a result, differences in oxygen uptake kinetics (V̇o2) in CP compared with their typically developing peers remain unexplored. Step changes in work rate have been shown to result in an exponential V̇o2 response with three distinct phases 1) cardiodynamic, 2) primary, and 3) steady-state.

Infographic titled “Slower oxygen kinetics and reduced metabolic testing times for children with cerebral palsy.” The conclusion states "“Conclusion: Time constants are longer in CP; only 3 minutes of data are needed for reliable steady- state walking estimates.Aim: This study aimed to apply a dual-exponential Bayesian model to assess the time constant of the primary phase V̇o2 response from resting to walking in children with CP. In addition, evaluate the model’s ability to estimate steady-state V̇o2 using shorter test durations.

Methods: A dual-exponential Bayesian model was applied to metabolic data from a sample of 263 children with CP. The model estimated the time constant of the primary phase V̇o₂ response and tested the accuracy of steady-state V̇o₂ estimation using only the first 3 minutes of data, compared to the standard 6-minute duration.

Results: The median V̇o2 time constant was 33.1 s (5th–95th percentile range: 14.5–69.8 s), significantly longer than reported values for typically developing children (range of means: 10.2–31.6 s). Furthermore, the model accurately estimated steady-state V̇o2 using only the first 3 min of metabolic data compared with the typical 6 min used in current clinical practice. The 3-min estimate explained >95% of the 6-min estimate variance, with <5% mean absolute error.

Interpretation: Slower oxygen kinetics in children with CP suggest impairments in metabolic control, potentially contributing to their higher energy demands. Although the exact mechanisms remain unclear, this study provides valuable insights into the walking energetics of children with CP and presents a more efficient method for analyzing V̇o2 for this population.

Neuromechanics & Mobility Lab presents at ASB 2025

The Neuromechanics & Mobility Lab had a fantastic showing at the 2025 American Society of Biomechanics (ASB) Annual Meeting in Pittsburgh, PA! From student awards to impactful presentations, our team contributed to advancing the science of human movement and rehabilitation engineering.

We’re proud to celebrate Ally Clarke, who received a Student Travel Award for her abstract titled “Influence of Bodyweight Support on Motor Control in Children with Cerebral Palsy.” Her work was recognized by the ASB community for its contribution to pediatric motor control research. Congratulations, Ally!

Lab members presented posters across multiple themes. Madeleine McCreary explored toddler muscle activation during joystick driving in her poster “Kicking it off: Does toddler leg muscle activation while driving change with posture?” Mackenzie Pitts shared insights on “Mechanisms of split-belt treadmill adaptation in children with cerebral palsy.” Ally Clarke presented her award-winning work on bodyweight support and motor control, and Katie Landwehr-Prakel showcased her research on “Muscle activity during walker-based exoskeleton use in children with cerebral palsy.

Beyond the science, our team engaged in workshops, debates, and networking events that emphasized advocacy, inclusion, and the integration of lived experiences into biomechanics research. The ASB 2025 program featured sessions on AI in biomechanics, wearable tech, and neuromechanics – all aligning with our lab’s mission to enhance mobility and participation.

Thank you to ASB and the biomechanics community for an inspiring week. We’re already looking forward to connecting again at the World Congress of Biomechanics (WCB) in Vancouver in 2026!

  • Four people standing together on a rooftop at sunset with a scenic view of the Pittsburgh city skyline, yellow bridges, and river in the background during ASB 2025
  • Four individuals standing in front of a research poster at ASB 2025, representing the University of Washington.
  • Group of individuals standing and discussing research in front of scientific posters at ASB 2025, with charts and graphs visible on the posters
  • Researcher presenting findings to an attendee in front of scientific posters at ASB 2025, showcasing graphs and charts related to biomechanics research.
  • Two individuals standing in front of three research posters on cerebral palsy at ASB 2025

Congratulations – Ally Clarke receives ASB Student Travel Award!

A young woman with blonde hair is wearing a green sweater and blue jeans while standing in front of a blossoming tree.

We’re excited to share that Ally Clarke has been selected to receive a Student Travel Award from the American Society of Biomechanics (ASB) to attend the 2025 ASB Annual Meeting in Pittsburgh, PA. This award supports students who have authored abstracts accepted for presentation. Ally’s abstract Influence of Bodyweight Support on Motor Control in Children with Cerebral Palsy was selected for presentation at the meeting, and we’re proud to see her work recognized and supported by the biomechanics community.

Congratulations, Ally!

Neuromechanics & Mobility Lab presents at RehabWeek 2025

Members of the Neuromechanics and Mobility Lab had a busy week attending the 2025 Rehabilitation Engineering and Assistive Technology Society of North America (RESNA) Conference, held as part of RehabWeek 2025 from May 12-16 in Chicago, IL.

RehabWeek is a premier, week-long event that brings together multiple conferences in the field of rehabilitation technology. It fosters cross-disciplinary collaboration and innovation among researchers, clinicians, and industry professionals. Our lab was proud to be part of this vibrant community, with several members presenting their research and contributing to the ongoing dialogue on the future of rehabilitation science.

Two of our PhD students, Mia Hoffman and Madeleine McCreary, participated in the RESNA Student Scientific Paper Competition and presented their work during the Student Scientific Paper Platform session. Mia presented her research titled “Measuring Early Intervention Providers’ Use of a Novel Switch-Accessible Play Kit,” while Maddie shared findings from our lab’s Early Mobility & Play research in her talk, “Kicking it off: Do toddlers with disabilities activate leg muscles when driving with a joystick?”

Mia Hoffman also led a session on Play and Recreation in Assistive Technology titled “Switch It Up: From Adapted Toys to Therapeutic Gaming.”

Alexandra (Sasha) Portnova-Fahreeva presented a poster titled “Evaluating the Effects of Noninvasive Spinal Stimulation on Gait Parameters in Cerebral Palsy via Markerless Motion Capture” sharing findings from our lab’s Spinal Neuromodulation research. She also participated in the RESNA Student Design Challenge with her project, “H.A.T. – A Camera-Based Finger Range-of-Motion Hand Assessment Tool to Enhance Therapy Practices” where she and her team received honorable mention.

Katie Landwehr-Prakel presented a poster on “Cardiovascular Load of Using a Walker-Based Exoskeleton in Children with Cerebral Palsy,” and placed in the top 10 of the Fast Forward Poster Competition.

We are especially proud to share that Mia Hoffman was awarded 1st place and Madeleine McCreary received 2nd place in the Student Scientific Paper Competition. Congratulations to both for their outstanding work and well-deserved recognition.

We’re incredibly proud of our team’s contributions and accomplishments at RehabWeek 2025!

Neuromechanics & Mobility Lab Presents at NWBS 2025

Members of the Neuromechanics & Mobility Lab traveled to Vancouver, BC for the 2025 Northwest Biomechanics Symposium (NWBS) May 2-3 hosted by the University of British Columbia. The Northwest Biomechanics Symposium is a student-friendly conference and incorporates research labs from all of the Northwest, including Canada.

Ally Clarke and Madeleine McCreary gave podium presentations at the conference in Vancouver. Mia Hoffman, Alisha Bose, and Katie Landwehr-Prakel each gave a poster presentation.

A special congratulations to Ally Clarke and Madeleine McCreary for receiving the Honorable Mention Award and Best Podium Award, respectively, in the PhD category.

We are looking forward to NWBS 2026 in Bozeman, MT!