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A nonlinear generalization of the Savitzky-Golay filter and the quantitative analysis of saccades

Dai, Weiwei; Selesnick, Ivan; Rizzo, John-Ross; Rucker, Janet; Hudson, Todd
The Savitzky-Golay (SG) filter is widely used to smooth and differentiate time series, especially biomedical data. However, time series that exhibit abrupt departures from their typical trends, such as sharp waves or steps, which are of physiological interest, tend to be oversmoothed by the SG filter. Hence, the SG filter tends to systematically underestimate physiological parameters in certain situations. This article proposes a generalization of the SG filter to more accurately track abrupt deviations in time series, leading to more accurate parameter estimates (e.g., peak velocity of saccadic eye movements). The proposed filtering methodology models a time series as the sum of two component time series: a low-frequency time series for which the conventional SG filter is well suited, and a second time series that exhibits instantaneous deviations (e.g., sharp waves, steps, or more generally, discontinuities in a higher order derivative). The generalized SG filter is then applied to the quantitative analysis of saccadic eye movements. It is demonstrated that (a) the conventional SG filter underestimates the peak velocity of saccades, especially those of small amplitude, and (b) the generalized SG filter estimates peak saccadic velocity more accurately than the conventional filter.
PMCID:5852949
PMID: 28813566
ISSN: 1534-7362
CID: 2668972

Capturing saccades in multiple sclerosis with a digitized test of rapid number naming

Hainline, Clotilde; Rizzo, John-Ross; Hudson, Todd E; Dai, Weiwei; Birkemeier, Joel; Raynowska, Jenelle; Nolan, Rachel C; Hasanaj, Lisena; Selesnick, Ivan; Frohman, Teresa C; Frohman, Elliot M; Galetta, Steven L; Balcer, Laura J; Rucker, Janet C
The King-Devick (K-D) test of rapid number naming is a visual performance measure that captures saccadic eye movements. Patients with multiple sclerosis (MS) have slowed K-D test times associated with neurologic disability and reduced quality of life. We assessed eye movements during the K-D test to identify characteristics associated with slowed times. Participants performed a computerized K-D test with video-oculography. The 25-Item National Eye Institute Visual Functioning Questionnaire (NEI-VFQ-25) and its 10-Item Neuro-Ophthalmic Supplement measured vision-specific quality of life (VSQOL). Among 25 participants with MS (age 37 +/- 10 years, range 20-59) and 42 controls (age 33 +/- 9 years, range 19-54), MS was associated with significantly longer (worse) K-D times (58.2 +/- 19.8 vs. 43.8 +/- 8.6 s, P = 0.001, linear regression models, accounting for age). In MS, test times were slower among patients with higher (worse) Expanded Disability Status Scale scores (P = 0.01). Average inter-saccadic intervals (ISI) were significantly longer in MS participants compared to controls (362 +/- 103 vs. 286 +/- 50 ms, P = 0.001), and were highly associated with prolonged K-D times in MS (P = 0.006). MS participants generated greater numbers of saccades (P = 0.007). VSQOL scores were reduced in MS patients with longer (worse) K-D times (P = 0.04-0.001) and longer ISI (P = 0.002-0.001). Patients with MS have slowed K-D times that may be attributable to prolonged ISI and greater numbers of saccades. The K-D test and its requisite eye movements capture VSQOL and make rapid number naming a strong candidate efferent visual performance measure in MS.
PMCID:6027588
PMID: 28389741
ISSN: 1432-1459
CID: 2521262

Gaze-position dependent opsoclonus in post-concussive syndrome [Meeting Abstract]

Sequeira, A J L -S; Dai, W; Rizzo, J -R; Hudson, T; Selesnick, I; Zee, D; Galetta, S; Balcer, L; Rucker, J
Objective: To describe a case of gaze-position dependent opsoclonus and discuss potential localization. Background: Opsoclonus is characterized by bursts of involuntary, back-to-back saccades without an intersaccadic interval at frequency of 10-25 Hz in horizontal, vertical, and torsional planes. Opsoclonus with gaze-directional selectivity has been rarely described. Design/Methods: We report a 50 year-old man who sustained a concussion three years prior followed by postconcussive headaches and disequilibrium. Exam revealed very small amplitude oscillations in left gaze that could not be further characterized on clinical exam. Different larger amplitude horizontal oscillations were present with convergence. There were no other posterior fossa signs. Brain MRI was unremarkable. Results: Video-oculography demonstrated opsoclonus predominantly in left gaze [median amplitude 5 deg (range <1- 11 deg), frequency 30 Hz] and during leftward smooth pursuit, which improved [median amplitude 2 deg (range < 1-10 deg), frequency 10 Hz] as post-concussive symptoms improved. Conclusions: This case demonstrates opsoclonus with eye position selectivity in post-concussive syndrome. Various theories of opsoclonus exist, including lesions of saccade burst, omnipause, or cerebellar fastigial pause neurons which project to brainstem burst neurons. Ultimately, all of these lead to increased excitability in the inherently unstable saccade generators. Burst and omnipause neuron firing rates are not influenced by eye position. The leftward gaze-dependence in our case supports dysfunction of cerebellar dorsal vermis Purkinje cells leading to disinhibition of the fastigial ocular motor nucleus, as vermal pause neurons have gaze-directional selectivity. Vermal pause neurons exhibit a pause of discharge immediately before and during contralateral saccades. Thus, selective dysfunction, possibly related to concussion-related membrane instability, could create an imbalance in burst neuron excitability, resulting in triggering of unidirectional opsoclonus. Further, our patient's saccade system may be inherently prone to oscillations given the presence of larger amplitude horizontal oscillations consistent with 'voluntary flutter', which persisted when leftward opsoclonus improved
EMBASE:616552074
ISSN: 1526-632x
CID: 2608652

The validity of an eye tracker with low temporal resolution to assess eye movements during a rapid number naming task: Performance of the EyeTribe versus the EyeLink in Controls [Meeting Abstract]

Raynowska, J; Rizzo, J -R; Rucker, J; Dai, W; Birkemeier, J; Hershowitz, J; Selesnick, I; Balcer, L; Galetta, S; Hudson, T
Objective: To compare video-oculography performed by EyeTribe versus EyeLink during a rapid number naming task. Background: With increasing accessibility of portable, economical, video-based, infrared eye trackers, such as EyeTribe, there is growing interest in eye movement recordings, including in the setting of sports-related concussion. However, prior to implementation, there is a primary need to establish the validity of these low-resolution (30-60 Hz) eye trackers via comparison with high-resolution (500-1000 Hz) devices such as EyeLink. Design/Methods: A convenience sample of 30 controls performed a digitized version of the King-Devick (K-D) test with EyeTribe and EyeLink eye movement recordings. Results: Signal loss and tracings inconsistent with eye movement physiology were common with EyeTribe. Saccade main sequence parameters (fit to decaying exponentials) were significantly different for the two devices (reported as best-fit parameter and 95% confidence interval). Peak velocity versus amplitude relationships revealed a main sequence asymptote of 1674degree/s (CI: 1527, 1852degree/s) for EyeTribe vs. 506degree/s (CI: 499, 513degree/s) for EyeLink and a time constant of 102.9degree (CI: 93.5,115.7degree) for EyeTribe vs. 6.1degree (CI: 5.3, 6.3degree) for EyeLink. Duration versus amplitude relationships also demonstrated significant differences, with an asymptote of 62.7ms (CI: 61.0, 64.3ms) for EyeTribe vs. 83.2ms (CI: 82.2, 84.4ms) for EyeLink and time constant of 4.9degree (CI: 4.6, 5.3degree) for EyeTribe vs. 13.8degree (CI: 13.6, 14.1degree) for EyeLink. Total number of saccades to complete the K-D was significantly lower with EyeTribe, with an average of 110.2 vs. 120.5 saccades recorded by EyeTribe and EyeLink respectively (paired t-test, p=0.001). There was no significant difference in the inter-saccadic interval, despite a discrepancy of 42ms between devices. Conclusions: The EyeTribe device was unable to capture valid saccade data during rapid number naming. Caution is advised regarding the implementation of eye trackers with low temporal resolution for objective saccade assessment or sideline concussion screening
EMBASE:616552089
ISSN: 1526-632x
CID: 2608642

Eye movement underpinnings of the mobile universal lexicon evaluation system (MULES): Computerized Analysis of rapid picture naming using EyeLink [Meeting Abstract]

Hasanaj, L; Hudson, T; Rizzo, J -R; Dai, W -W; Rucker, J; Galetta, S; Balcer, L
Objective: The Mobile Universal Lexicon Evaluation System (MULES) is a new test of rapid picture naming that is under investigation in youth, collegiate and professional athlete cohorts as a concussion screening tool. The purpose of this study is to determine the ocular motor underpinnings, including saccade characteristics, required to perform this vision-based performance measure. Background: The MULES includes 54 color photographs of fruits, objects and animals. It has demonstrated excellent feasibility for administration among adult volunteers and in cohorts of athletes of all ages at pre-season baseline. MULES likely captures a more extensive vision network in the brain compared to rapid number naming, integrating saccades, color perception and object identification. Video-oculographic studies of the King-Devick (K-D) test of rapid number naming demonstrate prolonged inter-saccadic intervals (ISI) among individuals with longer testing times. Design/Methods: Participants underwent testing with the paper-based MULES as well as the computer screen-based version (eMULES) designed for simultaneous testing with infrared-based video-oculography (Eye Link 1000+). Saccade velocity, duration and the inter-saccadic interval were measured. Results: Among adult volunteers (n=23, aged 19-45) and patients with recent concussion (n=6, aged 17-43), those with the greatest number of saccades had the longest eMULES completion times ( f0 . 48 , p=0.008). In this cohort, prolonged ISI was not associated with greater eMULES testing times (AS=0.06, p=0.76). Conclusions: Longer testing times for the MULES likely reflect greater numbers of saccades rather than prolongation of the ISI. This pattern may reflect greater degrees of cognitive activity and visual pathway complexity for picture compared to number naming. Underlying dynamics for eye movements are likely to differ between the MULES and K-D, supporting complementary roles for each in concussion assessment
EMBASE:616552209
ISSN: 1526-632x
CID: 2608602

Saccade sequences and rapid number naming in chronic concussion [Meeting Abstract]

Gold, D; Dai, W; Rizzo, J -R; Hudson, T; Selesnick, I; Hasanaj, L; Balcer, L; Galetta, S; Rucker, J
Objective: To assess relationships between classic saccade sequences and rapid number naming on the King Devick (K-D) test in concussion. Background: The K-D test is sensitive for concussion detection on athletic sidelines, with longer test times in concussion largely due to inter-saccadic interval (ISI) prolongation. The ISI is a measure of time between saccades that represents a combination of fixation duration and saccade latency. K-D saccade latency cannot be directly measured, as numbers are simultaneously displayed. We assessed saccade latency independent of K-D test. Design/Methods: Twenty-seven chronically concussed participants (mean age 32+/-13 years, range 17-61) and 19 healthy controls (mean age 29+/-8 years, range 19-48) performed K-D and saccade sequences: reflexive, gap, overlap, and antisaccades. Eye movements were recorded with EyeLink 1000+ video-oculography. Results: K-D test times were longer in concussion (54.6s vs 41.5s, p=0.001), as were ISIs (301.9ms vs 241.4ms, p=0.01). Longer reflexive and overlap latencies (reflexive: 198.1ms vs 176.7ms, p=0.04; overlap: 222.3ms vs 182.8ms, p=0.003) and worse accuracy were seen in concussion. Gap latencies showed no difference (160.6ms vs 148.8ms, p=0.13). Antisaccade latencies were longer in concussion (204.9ms vs 182.3ms, p=0.04) for saccades initially made in the incorrect direction, though there was no difference in error rates. Peak velocity and duration versus amplitude relationships showed no differences between groups. Conclusions: ISI prolongation during K-D performance could be due to increased saccade latencies and/or attention and cognitive impairment. In this study, saccade latency prolongation is seen in several saccade types in concussion, suggesting that it may, indeed, contribute to K-D ISI prolongation in concussion. Further, overlap saccade latency prolongation suggests that pre-saccade visual fixation disengagement is altered in concussion. These results suggest that saccade motor planning is impaired in concussion, possibly from damage to frontal lobe saccade control centers prone to traumatic injury
EMBASE:616552215
ISSN: 1526-632x
CID: 2608592

Sensor Fusion for Ecologically Valid Obstacle Identification: Building a Comprehensive Assistive Technology Platform for the Visually Impaired [Meeting Abstract]

Rizzo, John-Ross; Pan, Yubo; Hudson, Todd; Wong, Edward K; Fang, Yi
Sensor fusion represents a robust approach to ecologically valid obstacle identification in building a comprehensive electronic travel aid (ETA) for the blind and visually impaired. A stereoscopic camera system and an infrared sensor with 16 independent elements is proposed to be combined with a multi-scale convolutional neural network for this fusion framework. While object detection and identification can be combined with depth information from a stereo camera system, our experiments demonstrate that depth information may be inconsistent given material surfaces of specific potential collision hazards. This inconsistency can be easily remedied by supplementation with a more reliable depth signal from an alternate sensing modality. The sensing redundancy in this multi-modal strategy, as deployed in this platform, may enhance the situational awareness of a visually impaired end user, permitting more efficient and safer obstacle negotiation.
ISI:000403212800047
ISSN: 2473-4748
CID: 2626742

Smart wearable systems for enhanced monitoring and mobility

Shoureshi, RA; Rizzo, JR; Hudson, TE
The percentage of people over age 65 will shift from 12% to 20% nationwide while the average life expectancy for men and women of all races continues to rise, introducing a national and global concern for health related expenses. In particular, diminished stability leading to an increased risk of falling is on the forefront of medical expense projections. The World Health Organization (WHO) estimates there are 285 million suffering from visual impairment (39 million blind, 246 million low vision) worldwide. When adding the aging population with concomitant increases in life expectancy and the climbing rates of vision pathology, the numbers are even more dramatic. Blindness and low vision result in a host of social, emotional and health problems, often due to antecedent difficulties with mobility. This paper presents two smart wearable systems designed to enhance the mobility and monitoring of elderly and those with impaired vision. By using advances in sensors, actuators, and micro-electronics, these wearable systems acquire large amount of data, and with high speed data processing and pattern recognition, provide feedback signals to those wearing them. These systems are self-contained and operate with an easily accessible battery power. Details of the design and analysis of these smart wearable systems are presented
INSPEC:16701996
ISSN: 1662-8969
CID: 2580512

Disrupted Saccade Control in Chronic Cerebral Injury: Upper Motor Neuron-Like Disinhibition in the Ocular Motor System

Rizzo, John-Ross; Hudson, Todd E; Abdou, Andrew; Lui, Yvonne W; Rucker, Janet C; Raghavan, Preeti; Landy, Michael S
Saccades rapidly direct the line of sight to targets of interest to make use of the high acuity foveal region of the retina. These fast eye movements are instrumental for scanning visual scenes, foveating targets, and, ultimately, serve to guide manual motor control, including eye-hand coordination. Cerebral injury has long been known to impair ocular motor control. Recently, it has been suggested that alterations in control may be useful as a marker for recovery. We measured eye movement control in a saccade task in subjects with chronic middle cerebral artery stroke with both cortical and substantial basal ganglia involvement and in healthy controls. Saccade latency distributions were bimodal, with an early peak at 60 ms (anticipatory saccades) and a later peak at 250 ms (regular saccades). Although the latencies corresponding to these peaks were the same in the two groups, there were clear differences in the size of the peaks. Classifying saccade latencies relative to the saccade "go signal" into anticipatory (latencies up to 80 ms), "early" (latencies between 80 and 160 ms), and "regular" types (latencies longer than 160 ms), stroke subjects displayed a disproportionate number of anticipatory saccades, whereas control subjects produced the majority of their saccades in the regular range. We suggest that this increase in the number of anticipatory saccade events may result from a disinhibition phenomenon that manifests as an impairment in the endogenous control of ocular motor events (saccades) and interleaved fixations. These preliminary findings may help shed light on the ocular motor deficits of neurodegenerative conditions, results that may be subclinical to an examiner, but clinically significant secondary to their functional implications.
PMCID:5266728
PMID: 28184211
ISSN: 1664-2295
CID: 2437522

The Intersection between Ocular and Manual Motor Control: Eye-Hand Coordination in Acquired Brain Injury

Rizzo, John-Ross; Hosseini, Maryam; Wong, Eric A; Mackey, Wayne E; Fung, James K; Ahdoot, Edmond; Rucker, Janet C; Raghavan, Preeti; Landy, Michael S; Hudson, Todd E
Acute and chronic disease processes that lead to cerebral injury can often be clinically challenging diagnostically, prognostically, and therapeutically. Neurodegenerative processes are one such elusive diagnostic group, given their often diffuse and indolent nature, creating difficulties in pinpointing specific structural abnormalities that relate to functional limitations. A number of studies in recent years have focused on eye-hand coordination (EHC) in the setting of acquired brain injury (ABI), highlighting the important set of interconnected functions of the eye and hand and their relevance in neurological conditions. These experiments, which have concentrated on focal lesion-based models, have significantly improved our understanding of neurophysiology and underscored the sensitivity of biomarkers in acute and chronic neurological disease processes, especially when such biomarkers are combined synergistically. To better understand EHC and its connection with ABI, there is a need to clarify its definition and to delineate its neuroanatomical and computational underpinnings. Successful EHC relies on the complex feedback- and prediction-mediated relationship between the visual, ocular motor, and manual motor systems and takes advantage of finely orchestrated synergies between these systems in both the spatial and temporal domains. Interactions of this type are representative of functional sensorimotor control, and their disruption constitutes one of the most frequent deficits secondary to brain injury. The present review describes the visually mediated planning and control of eye movements, hand movements, and their coordination, with a particular focus on deficits that occur following neurovascular, neurotraumatic, and neurodegenerative conditions. Following this review, we also discuss potential future research directions, highlighting objective EHC as a sensitive biomarker complement within acute and chronic neurological disease processes.
PMCID:5451505
PMID: 28620341
ISSN: 1664-2295
CID: 2593922