Discovering Oculometric Patterns to Detect Cognitive Performance Changes in Healthy Youth Football Athletes

Gaurav N. Pradhan1, Jamie M. Bogle1, Michael J. Cevette1, Jan Štěpánek1
1Aerospace Medicine and Vestibular Research Laboratory, Mayo Clinic Arizona, Scottsdale, USA

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Stepanek J, Cocco D, Pradhan GN, Smith BE, Bartlett J, Studer M, Kuhn F, Cevette MJ (2013) Early detection of hypoxia-induced cognitive impairment using the King-Devick test. Aviat Sp Environ Med 84(10):1017–1022

Fischer TD, Red SD, Chuang AZ, Jones EB, McCarthy JJ, Patel SS, Sereno AB (2016) Detection of subtle cognitive changes after mTBI using a novel tablet-based task. J Neurotrauma 33(13):1237–1246

Cifu DX, Wares JR, Hoke KW, Wetzel PA, Gitchel G, Carne W (2015) Differential eye movements in mild traumatic brain injury versus normal controls. J Head Trauma Rehabil 30(1):21–28

Sussman ES, Ho AL, Pendharkar AV, Ghajar J (2016) Clinical evaluation of concussion: the evolving role of oculomotor assessments. Neurosurg Focus 40(4):E7

Pradhan GN, Bogle J, Kleindienst S, Cevette MJ, and Stepanek J (2017) “Correlating multi-dimensional oculometrics with cognitive performance in healthy youth athletes,” J Healthc Informatics Res, pp. 1–20

Risen S, Reesman J, Yenokyan G, Slomine B, Suskauer S (2017) The course of concussion recovery in children 6-12 years of age: experience from an interdisciplinary rehabilitation clinic. PM R 9(9):874–883

Baillargeon A, Lassonde M, Leclerc S, Ellemberg D (2012) Neuropsychological and neurophysiological assessment of sport concussion in children, adolescents and adults. J Brain Inj 26(3):211–220

Davis G et al (2017) What is the difference in concussion management in children as compared to adults? A systemic review. Br J Sports Med 51(12):949–957

Stamm J et al (2015) Age of first exposure to football and later-life cognitive impairment in former NFL players. Neurology 84(11):1114–1120

Russell K, Hutchison M, Selci E, Leiter J, Chateau D, Ellis M (2016) Academic outcomes in high-school students after a concussion: a retrospective population-based analysis. PLoS One 11(10):e0165116

Alexander D, Shuttleworth-Edwards A, Kidd M, Malcolm C (2015) Mild traumatic brain injuries in early adolescent rugby players: long-term neurocognitive and academic outcomes. Brain Inj 29(9):1113–1125

Galetta KM, Brandes LE, Maki K, Dziemianowicz MS, Laudano E, Allen M, Lawler K, Sennett B, Wiebe D, Devick S, Messner LV, Galetta SL, Balcer LJ (Oct. 2011) The King-Devick test and sports-related concussion: study of a rapid visual screening tool in a collegiate cohort. J Neurol Sci 309(1–2):34–39

Oberlander TJ, Olson BL, Weidauer L (2017) Test-retest reliability of the King-Devick test in an adolescent population. J Athl Train 52(5):439–445

Alsalaheen BA, Haines J, Yorke A, Diebold J (2016) King-Devick test reference values and association with balance measures in high school American football players. Scand J Med Sci Sports 26(2):235–239

Lloyd SP (1982) Least squares quantization in PCM. IEEE Trans Inf Theory 28(2):129–137

Arthur D and Vassilvitskii S (2007) “k-means++: the advantages of careful seeding,” in In Proceedings of the eighteenth annual ACM-SIAM symposium on Discrete algorithms (SODA ‘07),, pp. 1027–1035

Davies D, Bouldin DL (1979) A cluster separation measure. IEEE Trans Pattern Anal Mach Intell PAMI-1(2):224–227

Maruta J, Ghajar J (2014) Detecting eye movement abnormalities from concussion. Concussion 28:226–233

Weise KK, Swanson MW, Penix K, Hale MH, Ferguson D (2016) King-Devick and pre-season visual function in adolescent athletes. Optom Vis Sci 93:00–00

Stepanek J, Pradhan GN, Cocco D, Smith BE, Bartlett J, Studer M, Kuhn F, Cevette MJ (2014) Acute hypoxic hypoxia and isocapnic hypoxia effects on oculometric features. Aviat. Sp. Environ. Med. 85(7):700–707

Munce TA, Dorman JC, Odney TO, Thompson PA, Valentine VD, Bergeron MF (2014) Effects of youth football on selected clinical measures of neurologic function: a pilot study. J Child Neurol 29(12):1601–1607

King D, Hume P, Gissane C, Clark T (2015) Use of the King-Devick test for sideline concussion screening in junior rugby league. J Neurol Sci 357(1–2):75–79

Rizzo J-R et al. (2016) “Rapid number naming in chronic concussion: eye movements in the King-Devick test,” Ann Clin Transl Neurol, pp. 1–11

Rizzo JR, Hudson TE, Dai W, Desai N, Yousefi A, Palsana D, Selesnick I, Balcer LJ, Galetta SL, Rucker JC (2016) Objectifying eye movements during rapid number naming: methodology for assessment of normative data for the King-Devick test. J Neurol Sci 362:232–239

Mcdevitt J, Appiah-Kubi KO, Tierney R, Wright WG (2016) Vestibular and oculomotor assessments may increase accuracy of subacute concussion assessment. Int J Sports Med 37(9):738–747

Mucha A, Collins MW, Elbin RJ, Furman JM, Troutman-Enseki C, DeWolf RM, Marchetti G, Kontos AP (2014) A brief vestibular/ocular motor screening (VOMS) assessment to evaluate concussions: preliminary findings. Am J Sports Med 42(10):2479–2486

Murray NG, Ambati VNP, Contreras MM, Salvatore AP, Reed-Jones RJ (2014) Assessment of oculomotor control and balance post-concussion: a preliminary study for a novel approach to concussion management. Brain Inj 28(4):496–503

Fukushima J, Hatta T, Fukushima K (2000) Development of voluntary control of saccadic eye movements. I. Age-related changes in normal children. Brain and Development 22(3):173–180

Salman MS, Sharpe JA, Eizenman M, Lillakas L, Westall C, To T, Dennis M, Steinbach MJ (2006) Saccades in children. Vis Res 46(8–9):1432–1439

Munoz D, Broughton J, Goldring J, Armstrong I (1998) Age-related performance of human subjects on saccadic eye movement tasks. Exp Brain Res 121(4):391–400

Suh M, Basu S, Kolster R, Sarkar R, McCandliss B, Ghajar J (2006) Increased oculomotor deficits during target blanking as an indicator of mild traumatic brain injury. Neurosci Lett 410(3):203–207

Lin TP, Adler CH, Hentz JG, Balcer LJ, Galetta SL, Devick S (2014) Slowing of number naming speed by King-Devick test in Parkinson’s disease. Parkinsonism Relat Disord 20(2):226–229

Benedict PA, Baner NV, Harrold GK, Moehringer N, Hasanaj L, Serrano LP, Sproul M, Pagnotta G, Cardone DA, Flanagan SR, Rucker J, Galetta SL, Balcer LJ (2015) Gender and age predict outcomes of cognitive, balance and vision testing in a multidisciplinary concussion center. J Neurol Sci 353(1–2):111–115

Luna B, Velanova K, Geier CF (2008) Development of eye-movement control. Brain Cogn 68(3):293–308

Galetta KM, Morganroth J, Moehringer N, Mueller B, Hasanaj L, Webb N, Civitano C, Cardone DA, Silverio A, Galetta SL, Balcer LJ (2015) Adding vision to concussion testing: a prospective study of sideline testing in youth and collegiate athletes. J Neuroophthalmol 35(3):235–241

Fu H, Wei Y, Camastra F, Arico P, Sheng H (2016) Advances in eye tracking technology : theory , algorithms , and applications. Comput Intell Neurosci 2016:2–4