Walk this way: New metric could help kids with cerebral palsy
For more than 20 years, clinicians working with children with cerebral palsy have been gathering “a deluge of data” to understand and treat their patients’ walking difficulties. But they still weren’t sure which children with the brain disorder would most benefit from intensive corrective surgeries to muscles, tendons and bones intended to help them move more smoothly and efficiently.
By Lisa Stiffler, GeekWire April 28, 2016
In fact, the orthopedic surgeries — which can require months of therapy and recovery —result in significant improvement in only 50 percent of the children. Some kids are even made worse.
Now researchers from the University of Washington’s Department of Mechanical Engineering have analyzed pre- and post-operative data collected over two decades from 473 children with cerebral palsy.
In collaboration with scientists at Gillette Children’s Specialty Healthcare in St. Paul, Minn., the UW engineers have used that analysis to create what they’re calling the Walk DMC, an assessment tool that uses routinely collected electromyography (EMG) data to identify which kids are the strongest candidates for surgery — and to help develop alternative treatments for children needing a different solution.
“It was clear that we were collecting all this data,” said Kat Steele, a UW assistant professor of mechanical engineering. “But more data is not necessarily a good thing. A lot of [its value] comes in how we interpret it.”
Cerebral palsy is caused by a brain injury shortly before or after a baby is born, and affects approximately three children in 1,000. The injury disrupts normal physical development, potentially resulting in weakness, shorter muscles and tendons, and skeletal deformities that can make walking difficult or even impossible. The orthopedic surgeries, which are generally performed around ages 7 to 12, aim to correct some of those issues and improve movement.
The problems with walking and other movement are not, however, caused by abnormalities in the musculature and bones alone. Motor control — the brain’s ability to activate and relax muscles and coordinate motion — plays an essential role in movement, and these skills vary widely in children with cerebral palsy.
“It’s a very complex problem,” said Steele, who is a co-author of a paper explaining the Walk DMC metric, published this month in the journal Developmental Medicine & Child Neurology.
“You can have two individuals who are walking visually nearly identically,” she said, “but how they’re controlling that motion can be very different.”
Many of the clinicians working with cerebral palsy patients over the years have believed that motor control plays a major role in determining who benefits most from orthopedic surgery, but their ability to quantitatively assess a child’s motor control was difficult, Steele said.
The Walk DMC — an acronym for the Walking Dynamic Motor Control Index, and a play on Run-DMC, a seminal New York hip-hop group — is calculated using EMG data collected when a child is walking. It comes from sensors that detect the independent activation of different leg muscles. The calculation results in a score that indicates how close or far a child’s motor control is from typical development.
Bruce MacWilliams is a biomechanical engineer and orthopedic specialist at Shriners Hospitals for Children in Salt Lake City. MacWilliams, who was not part of the study, said they conduct EMGs in initial assessments with children, but were not relying heavily on the tool to guide their treatment plans.
That’s already changed, he said, with the creation of the Walk DMC score.
“We’re going to put EMGs on everybody,” MacWilliams said. “There is more research to do, but it is very promising. It has changed our practice.”
In addition to the challenges created by the fact that brain injuries are different from person to person, walking — an act most of us don’t think twice about — is actually a complicated set of movements. With each step some muscles are contracting while others relax and then their roles flip in a symphony of coordinated movement.
One of the more common walking patterns in children with cerebral palsy is called crouch gait in which they walk with flexed hips, knees and ankles, causing them to move in a crouched position.
In one child, crouch gait could be caused by shortened muscles and tendons while their motor control is good, resulting in a nearly normal Walk DMC score of 90 or 100. In another child, motor control could be playing a larger role, causing muscles to contract together at the wrong time, and their Walk DMC score could be 60 or 70. Orthopedic surgery in this latter case might cause more harm than good.
“When a child with cerebral palsy has a substantial impairment in selective motor control, the orthopedic surgeries may not be as successful,” said Jessica Rose, professor of Orthopaedic Surgery at the Lucile Salter Packard Children’s Hospital and the Stanford University Medical Center. “It might not be what’s causing the gait abnormality.”
The Walk DMC tool “would be the first objective assessment of muscle activation patterns while walking, and it is a real step forward,” said Rose, who was not part of the study. “It’s a very innovative application of statistics.”
One of the advantages of the new assessment tool is that it utilizes equipment already regularly in use in clinical settings, so it won’t require investments in new technology and can be easily adopted, said Steele, who directs the UW Human Ability & Engineering Lab.
The Walk DMC research was funded by the National Institute of Neurological Disorders and Stroke within the National Institutes of Health.
Steele and her colleagues at Gillette, which include Michael Schwartz, director of biomedical engineering research at Gillette Children’s Specialty Healthcare, and Adam Rozumalski, an engineer at Gillette Children’s Hospital, will be able continue their work thanks to a new $1.5 million NIH grant.
The plan is to test the Walk DMC metric as a predictive tool for who will benefit from surgeries, and help drive research in alternative treatments for children with more serious motor control challenges.
“We’re going to keep pushing it forward,” Steele said.
GeekWire contributor Lisa Stiffler is a reporter, editor and Northwest native who nearly two decades ago swapped a lab coat for a reporter’s notebook. Covers local efforts to use technology to solve environmental, health, societal and other do-gooder challenges. Follow @lisa_stiffler on Twitter and email lisa@geekwire.com. |
Source GeekWire
References |
Dynamic motor control is associated with treatment outcomes for children with cerebral palsy, Schwartz MH, Rozumalski A, Steele KM. Dev Med Child Neurol. 2016 Nov;58(11):1139-1145. doi: 10.1111/dmcn.13126. Epub 2016 Apr 21. Full text, PDF
Comment Using dynamic motor control to understand treatment outcomes, Õunpuu S. Dev Med Child Neurol. 2016 Nov;58(11):1101-1102. doi: 10.1111/dmcn.13170. Epub 2016 May 30. Full text
☞ Improving surgery outcomes for children with cerebral palsy
Discovering You: Kat Steele. Kat Steele is a mechanical engineer at the University of Washington. In addition to teaching, she is developing new way to help people move better, including an exoskeleton to help children with cerebral palsy. “Discovering You: Engineering Your World” is produced by NBC News Learn in partnership with Chevron, the American Society for Engineering Education and the National Science Foundation. NBC News April 17, 2020 |
In children with CP, gait impairment correlates with daily step activity level |
Lower Extremity Review July 2015
In children with cerebral palsy (CP), gait impairment has a moderate relationship with daily step count and high daily activity levels, according to research from the University of Auckland in New Zealand.
The investigators evaluated 55 children with CP (age range 6-18 years) using the gait deviation index (GDI, a score of gait pathology derived from 3D gait analysis), two days of accelerometer data, and two clinic-based measures of walking capacity, the six-minute walk test (6MWT) and walking speed.
Investigators found a moderate correlation between GDI and average daily step count, with up to a third of the variation in daily step count related to changes in the GDI, which wasn’t correlated with low stepping activity time but did have a moderate association with high stepping activity time (>42 steps/min). They found lower associations between GDI and 6MWT and walking speed.
The findings suggest that interventions that improve gait kinematics may improve children’s community walking ability, the authors wrote.
Source Lower Extremity Review
References |
Gait Deviation Index Correlates With Daily Step Activity in Children With Cerebral Palsy, Wilson NC, Signal N, Naude Y, Taylor D, Stott NS. Arch Phys Med Rehabil. 2015 Oct;96(10):1924-7. doi: 10.1016/j.apmr.2015.05.024. Epub 2015 Jun 26.
Surface electromyography signal processing and classification techniques, Chowdhury RH, Reaz MB, Ali MA, Bakar AA, Chellappan K, Chang TG. Sensors (Basel). 2013 Sep 17;13(9):12431-66. doi: 10.3390/s130912431. Full text, PDF
Also see
Hoping to Walk This Way in American Society of Mechanical Engineers