Daniel S. Peterson

Daniel S. Peterson

*This is an algorithmically generated author record based on publicly available information.

Current Organizations / Institutes

The organizations/institutes from the scholar's latest article

Previous Organizations / Institutes

The organizations / institutes from the scholar's other articles in the past ten years


Daniel S. Peterson has a total of 202 co-authors. Here are the top co-authors by number of shared publications:


Latest Publications

  • Open Access

    Regression-Based Balance Discordance Refines Prediction of Prospective Falls After Subacute Stroke: A Secondary Analysis of the LEAPS Trial

    by Andrew Hooyman, Daniel S Peterson, Jason K Longhurst, Franziska Albrecht

    Objective: To determine whether continuous, regression-based measures of balance discordance refine prediction of prospective, recurrent falls after subacute stroke relative to a previously published threshold-based classification in the same cohort, and to characterize how a purely data-driven, dimensionality-reduction-based composite expresses the same underlying measures. Design: Secondary, observational analysis of a randomized controlled trial. Recurrent falls were modeled using Andersen-Gill Cox proportional hazards regression with robust standard errors clustered by participant. Setting: Five-site, National Institutes of Health/National Institute of Neurological Disorders and Stroke funded multicenter trial (Locomotor Experience Applied Post-Stroke, LEAPS). Participants: 384 adults with subacute stroke (of 408 randomized in the parent trial) with valid baseline balance confidence, walking, and balance scores and at least one recorded follow-up interval (2,357 person-intervals, 179 fall events). Main Outcome Measures: Prospective, recurrent falls over 12 months, ascertained via self-report falls diary. Balance discordance was computed as the residual from regressing balance confidence on objective walking distance, Berg Balance Scale performance, or both jointly (multivariable discordance); threshold-based classification used established cut-points on the same measures and principal component analysis served as secondary comparators. Results: Single-variable discordance was associated with lower fall hazard (hazard ratio [HR] = 0.79, 95% CI 0.63-0.99, p = .037), and multivariable discordance was associated with higher fall hazard (HR = 1.27, 95% CI 1.03-1.58, p = .026). None of three threshold-based classification indicators reached significance. Multivariable discordance and a three-component principal-component composite showed comparable model fit (concordance 0.616 vs. 0.618) and were substantially correlated (Rsquared = .49). Conclusions: Continuous, regression-based balance discordance predicted prospective, recurrent falls where a previously published threshold-based classification did not. The divergent direction of single- and multivariable findings suggests overconfidence relative to combined objective function, rather than confidence broadly, may be the more specific marker of fall risk.

  • Open Access

    Selective associations between cognitive practice effects and reactive balance adaptation in multiple sclerosis

    by Maria J C Hall, Lisa Stevenson, Ruth Davidson, Sinéad Macerlane, Euan Mulvihill, Fiona McIntyre, Seán Cuttle, Daniel S Peterson, Andrew S Monaghan

    Objective: Cognitive and balance impairments are common in multiple sclerosis (MS). Practice effects may reflect neuroplasticity and predict rehabilitation responsiveness. This study examined cognitive practice effects and their relationship to reactive balance adaptation in MS. Methods: Twenty-seven people with MS and 17 neurotypical adults completed 2 baseline cognitive assessments over 2 weeks, followed by a 2-week perturbation-based balance training program over 6 progressive sessions. Verbal learning and processing speed were assessed using the California Verbal Learning Test-II (CVLT-II) and the Symbol Digit Modalities Test. Reactive balance was evaluated using backward margin of stability, step latency, and step length, pre-, post-, and 2 months after training. Results: People with MS improved on verbal learning (CVLT-II Total Recall: F (1, 42) = 83.11, p < .001, η2p = 0.66) and processing speed (F(1, 42) = 4.68, p = .036, η2p = 0.10). The magnitude of improvement did not differ significantly between groups; however, standardized regression-based scores indicated the MS group’s gains were smaller than normatively expected (t(26) = −2.60, p = .015, d = −0.50). Only delayed recall predicted immediate improvements in backward margin of stability (β = 0.71, p = .033, η2p = 0.22) and, with some sensitivity to influential observations, retained improvements at two-month follow-up (β = 1.12, p = .015, η2p = 0.29). Conclusions: Cognitive practice effects in MS are largely preserved. Delayed verbal recall was selectively associated with reactive balance adaptation, suggesting a possible role for consolidation-dependent memory in balance rehabilitation, though this association requires confirmatory replication.

  • Open Access

    Freezing of Gait Levodopa Response Pattern in Parkinson's Disease Provides Clues to Pathophysiology

    by Stewart A. Factor, David Weinshenker, Jeanne Powell, Andrew S. Monaghan, Daniel S. Peterson, J. Lucas Mckay

    Freezing of gait (FOG) is a common and enigmatic feature of Parkinson's disease (PD) because of its episodic and unpredictable nature. It is now clear that FOG is not a monolithic phenomenon but instead exhibits substantial heterogeneity across patients, suggesting the existence of subtypes. Among the heterogeneous features are levodopa response patterns and nonmotor features, cognitive impairment and anxiety/depression. It remains an open question as to whether these phenotypes are the result of different pathophysiology. In this paper, we develop the hypothesis that levodopa response patterns may identify FOG subpopulations tied to nonmotor symptoms and alterations in different neurotransmitter systems. Here, we review the levodopa response patterns of FOG seen in PD based on a rigorous levodopa challenge paradigm using a 40% higher dose of levodopa and blood levodopa levels to demonstrate that the majority of patients are either levodopa responsive (OFF‐FOG) or unresponsive (ONOFF‐FOG). The literature demonstrates that executive and affective changes are not universal in FOG and actually relate closely to levodopa response patterns, OFF‐FOG is associated with affective disorders, and ONOFF‐FOG is related to cognitive decline. In turn, OFF‐FOG and affective disorders appear to be associated with brain noradrenergic degeneration, whereas ONOFF‐FOG and cognitive decline are associated with cholinergic loss. These observations suggest different therapeutic targets by subtype. We suggest that levodopa challenge testing may help stratify FOG patients in trials and mechanistic studies.


  • Consistency and robustness of virtual time-to-contact in assessing postural sway in people with multiple sclerosis

    by Soubhagya Nayak, Daniel Peterson, Jessie Huisinga, Andrew Hooyman, Hyunglae Lee

  • Open Access

    Self-Supervised Learning and Opportunistic Inference for Continuous Monitoring of Freezing of Gait in Parkinson’s Disease

    by Shovito Barua Soumma, Daniel S. Peterson, Shyamal H. Mehta, Hassan Ghasemzadeh

    Parkinson’s disease (PD) significantly affects patients’ quality of life through debilitating motor symptoms, such as Freezing of Gait (FoG). Continuous, in-home monitoring of FoG is essential for timely clinical intervention but remains challenging due to high power consumption, annotation cost, and the controlled environments required by current wearables. We introduce LIFT-PD (the source code is available at: https://github.com/shovito66/LIFT-PD ), a novel self-supervised learning (SSL) framework for real-time, patient-independent FoG detection that uniquely utilizes a single waist-worn accelerometer—an approach traditionally considered less optimal due to weaker gait signatures. LIFT-PD leverages SSL on unlabeled data collected from uncontrolled, real-world settings and employs a novel Differential Hopping Windowing Technique (DHWT) to address gait variability and dataset imbalance. Additionally, an opportunistic inference module selectively activates the deep learning model only during patient movement, significantly reducing power consumption and enabling continuous monitoring ( \(>\) 48 hours). Experimental results show that LIFT-PD achieves a 7.25% increase in precision and 4.4% improvement in accuracy compared to supervised and semi-supervised baseline models while requiring approximately 40% fewer labeled training samples. Evaluations across diverse patient characteristics-including severity, medication state, age, and gender-confirm the model’s robustness and clinical applicability, positioning LIFT-PD as a practical, energy-efficient, and scalable solution for continuous real-world FoG monitoring in PD.


  • People With Parkinson's Disease Who Freeze Exhibit Altered Quality of Daily‐Life Walking Compared to Those Without Freezing

    by Daniel S. Peterson, Vrutangkumar V. Shah, Patricia Carlson‐Kuhta, Carla Silva‐Batista, A. Anjanibhargavi Ragothaman, Edward Ofori, Fay B. Horak, Martina Mancini

    People with Parkinson's disease and freezing of gait (PD+FOG) exhibit altered gait and turning compared to nonfreezing peers with PD (PD‐FOG). However, less work has examined the effects of FOG status on daily‐life mobility. Therefore, we compared daily‐life gait and turning across PD+FOG and PD‐FOG and related gait deficits to self‐reported FOG severity and health‐related quality of life (QOL). We collected daily‐life mobility data over 7 days from 119 people with PD (PD+FOG = 47). Inertial sensors on the feet and lower back assessed 33 gait and balance outcomes. One‐way ANCOVAs assessed the effect of FOG status on mobility. Five variables reflecting gait and turning quality were significantly worse in PD+FOG compared to PD‐FOG after Holm correction: smaller turn angles, smaller foot pitch at initial contact, and increased variability of double‐support time, stride length, and pitch at toe‐off. Of these outcomes, two (turn angle & stride length variability) were significantly correlated with freezing severity, and 4 (turn angle, stride length variability, pitch at initial contact and pitch at toe‐off variability) related to QOL. Turns per hour also related to QOL. In sum, PD+FOG exhibited worse daily‐life gait quality (small turn angle and foot angle at heel strike and increased gait variability) and these outcomes were related to QOL and FOG severity. Daily‐life gait quantity (number of turns, strides, and gait bouts per hour) was less affected by FOG. These results provide insight into daily‐life mobility of PD+FOG, and support interventions aimed at quality of gait and turning for PD+FOG.

  • Understanding the Relationship Between Cutaneous Sensation, Balance, and Falls in People With Multiple Sclerosis

    by Daniel S. Peterson, Soubhagya Nayak, Hyunglae Lee, Jessie Huisinga, Andrew Hooyman

    Background and Purpose: Falls remain an important and undertreated outcome in people with multiple sclerosis (PwMS). Understanding the paths through which neurophysiological changes contribute to altered balance and falls can improve our understanding of and ability to treat falls in this group. The purpose of this analysis was to assess the relationship between specific aspects of balance (reactive balance and sway) in PwMS and to assess whether balance deficits mediate relationships between neurophysiological changes (cutaneous sensation at the foot) and falls. Methods: In this observational, cross-sectional study, cutaneous sensation, reactive balance, and standing sway data were collected in 121 PwMS and 48 controls. Correlation analyses assessed relationships between reactive and standing balance. Single and multiple mediator models determined the individual and joint mediating effect of sway and reactive stepping on the cutaneous sensation-falls relationship. Results: Significant correlations were observed between reactive step latency (but not length) and multiple standing sway outcomes in PwMS. Statistically significant relationships were not observed in controls. Mediation models showed a significant mediating effect of reactive step latency and sway on the cutaneous sensation-falls relationship in PwMS. Discussion and Conclusions: Results indicate that the latency (but not length) of reactive stepping is related to standing sway, cutaneous sensation, and (via previous analyses) falls. Further, mediation analyses suggest that poor sensation leads to greater sway and slower reactive steps, which lead to greater fall risk. Together, these results inform links between balance outcomes and quantitatively confirm previous hypotheses regarding possible pathways through which sensory deficits contribute to falls.

  • Open Access

    Discordance between actual and perceived balance ability relates to quality of life and global cognition in a clinical sample of Parkinson patients

    by Daniel S Peterson, Jason K Longhurst, Franziska Albrecht, Joanna Weller, Jennifer Vasquez, Myassar Zarif, Mark Gudesblatt, Andrew Hooyman

    Background: Misalignment between actual and perceived balance ability provides relevant information to understand functional deficits and fall risk. However, few studies have provided a continuous quantification of misalignment in neurological populations such as people with Parkinson's disease (PD). Objective: Determine whether a continuous quantification of misalignment between actual and perceived balance ability, discordance, relates to functional outcomes such as quality of life and cognition. Methods: Actual (gait velocity), and perceived (Activities of Balance Confidence) balance, cognition (measured via a computer-based cognitive assessment), and mobility-related quality of life were captured in a clinical sample of 95 people with PD. Primary outcomes were quality of life and cognitive domains frequently altered in people with PD (global cognition & executive function). Secondary cognitive domains assessed were attention, memory, visuo-spatial, verbal function, and information processing. Linear and non-linear models assessed the relationship between discordance, quality of life, and cognition. Results: Discordance related to mobility-related quality of life, such that under-confidence was related to poorer quality of life. Non-linear (quadratic) models were shown to fit the discordance-Global cognition ( p = 0.02) data better than linear models such that over- and under-confidence related to poorer cognition. Secondary cognitive domains were not robustly related to discordance. Conclusions: In a clinical sample of people with PD, discordance was related to mobility-related quality of life and global cognition. Global cognition further exhibited a possible non-linear relationship to discordance indicating that over- or under-confidence may relate to poorer cognition. This work underscores the functional relevance of misalignment of actual and balance abilities.


  • Associating Resting-State functional connectivity and improvements in reactive balance in Parkinson’s Disease

    by Emily R. Tobin, Edward Ofori, Samuel M. McClure, Shyamal H. Mehta, Daniel S. Peterson

  • Open Access

    Relating consequential falls to individual and combinations of prescription medication use in Swedish older adults

    by Daniel S. Peterson, Linda Johansson, Bjorn Westerlind, Thais Lopes de Oliveira, Deborah Finkel

    Purpose: We assessed the relationship between prescription of medications (both individually and in combination) and consequential falls. Methods: Medication prescription and prospectively registered falls over 2.5 years were extracted from 441 participants within a Swedish National Quality Register. Conditional generalized estimating equations, considering dependence of longitudinal data as a cluster to correct confidence intervals, were used to relate medications (individual and in combination) and falls. Results: Regarding individual-medications, Angiotensin II receptor blockers and diuretics (C09DA) were significantly related to incidence of consequential falls ( p = 0.022). Six drug combinations significantly related to fall incidence. Most frequently, falls were observed when platelet aggregation inhibitors (B01AC) were prescribed with C09DA, opioids (N02AA), or blood glucose lowering drugs (biguanides, A10BA). Discussion: Caution should be taken when prescribing cardiovascular medications. Further, prescription of platelet aggregation inhibitors could increase the incidence of a negative outcome of a fall when prescribed in people at risk for falls.