Diagnosis of mild Alzheimer disease through the analysis of eye movements during reading

被引:26
作者
Fernandez, Gerardo [1 ]
Castro, Liliana R. [1 ,2 ]
Schumacher, Marcela [3 ]
Agamennoni, Osvaldo E. [4 ]
机构
[1] CONICET UNS, Inst Inv Ingn Elect, Bahia Blanca, Buenos Aires, Argentina
[2] Univ Nacl Sur, Dept Matemat, Bahia Blanca, Buenos Aires, Argentina
[3] Univ Nacl Sur, Dept Biol Bioquim & Farm, Bahia Blanca, Buenos Aires, Argentina
[4] Univ Nacl Sur, Inst Inv Ingn Elect, CONICET UNS, Dept Ing Elect & Comp,Com Inv Cient Pcia Buenos A, Bahia Blanca, Buenos Aires, Argentina
关键词
Eyetracking signal analysis; Alzheimer disease; eye movements; cognitive impairment; linear mixed-effect models; COGNITIVE IMPAIRMENT; WORD PREDICTABILITY; EXPECTATION; CONVERSION; MEMORY;
D O I
10.1142/S0219635215500090
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Reading requires the integration of several central cognitive subsystems, ranging from attention and oculomotor control to word identification and language comprehension. Reading saccades and fixations contain information that can be correlated with word properties. When reading a sentence, the brain must decide where to direct the next saccade according to what has been read up to the actual fixation. In this process, the retrieval memory brings information about the current word features and attributes into working memory. According to this information, the prefrontal cortex predicts and triggers the next saccade. The frequency and cloze predictability of the fixated word, the preceding words and the upcoming ones affect when and where the eyes will move next. In this paper we present a diagnostic technique for early stage cognitive impairment detection by analyzing eye movements during reading proverbs. We performed a case-control study involving 20 patients with probable Alzheimer's disease and 40 age-matched, healthy control patients. The measurements were analyzed using linear mixed-effects models, revealing that eye movement behavior while reading can provide valuable information about whether a person is cognitively impaired. To the best of our knowledge, this is the first study using word-based properties, proverbs and linear mixed-effect models for identifying cognitive abnormalities.
引用
收藏
页码:121 / 133
页数:13
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