Tracking Post-stroke Walking Improvements From the Clinic Into the Home

Aim 1 Establish the relationship between walking capacity and walking performance in people with chronic stroke. The first critical step toward improving in-home walking performance after stroke is to uncover how differently people walk in the standard clinic environment vs. in their home. For each individual, the investigators will obtain video recordings of 6 minutes of walking in both clinic and home environments. The investigators will then use pose estimation algorithms to quantify three key features of gait- step length asymmetry, step time asymmetry, and gait speed. The investigators hypothesize that walking capacity measured in the clinic will be superior to walking performance measured in the home for each of the three metrics.

Aim 2 Quantify the magnitude and durability of clinic-derived walking improvements in the home. Current clinical practice is predicated on the belief that changes in walking capacity elicited through rehabilitation transfer to improvements in walking performance in the home. Here, the investigators will directly test this assumption. The same group of participants with stroke from Aim 1 will receive a single session of locomotor adaptation training - an established intervention shown to rapidly improve over ground step length symmetry - in the laboratory. Participants will then record videos as they perform in-home walking trials with instructions to continue to walk with their improved gait patterns at four timepoints (same day, next day, three-day, and one-week post-training). The investigators hypothesize that the improvement in step length symmetry in the home will be half of what is observed in the clinic on the same day and decay to zero by the next day.

Study Design Participants will complete a total of 5 data collection sessions (Figure 1). Day 1 will involve a standardized neurological clinical examination, a video recording of walking in the clinic (e.g. baseline capacity assessment), and a video recording of walking in the home (e.g. baseline performance assessment). Day 2 involves a single 30-minute training session in our laboratory during which the participant engages in an established protocol known to reduce step length asymmetry. They will also record a video of in-home walking (same-day transfer assessment) within an hour of completing the step symmetry training. On Days 3, 5, and 9, the participant will submit video recordings of their in-home walking.

Participants Investigators will recruit a single cohort of 20 people with post-stroke step length asymmetry ≥ 4 cm. Data gathered here will serve as necessary preliminary data for larger studies investigating factors that influence in-home walking performance and for studies testing interventions aimed at improving in-home walking.

Video Recording For assessments of walking capacity, the investigators will record videos (~30 Hz) of sagittal and frontal views of participants as they walk overground on a level tile surface in a well-lit and distraction-free clinical setting. For assessments of walking performance, participants or members of their household will use a single stationary tablet or smart phone sampling at 30 Hz to record the participant as they walk in their homes (this will ideally be a sagittal recording, but can be frontal if space is limited - the investigators have pose estimation analysis workflows capable of measuring step lengths from both views). For a given transfer recording, participants will perform five walking trials at their preferred walking speeds.

Pose Estimation The investigators have developed pose estimation workflows for human gait analysis using the freely available pose estimation algorithm OpenPose. These workflows can provide accurate estimates of many spatiotemporal and kinematic gait parameters from both sagittal and frontal viewpoints and have been validated against ground-truth three-dimensional motion capture measurements for adults with and without stroke. These validation steps have also been performed for both overground and treadmill walking.