Eye tracking is more sensitive than skin conductance response in detecting mild environmental stimuli
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作者:
Khazaei, Saman
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NYU, Dept Biomed Engn, 433 1st Ave, New York, NY 10010 USA
NYU Langone Hlth, Tech4Health Inst, 433 1st Ave, New York, NY 10010 USANYU, Dept Biomed Engn, 433 1st Ave, New York, NY 10010 USA
Khazaei, Saman
[1
,2
]
Faghih, Rose T.
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NYU, Dept Biomed Engn, 433 1st Ave, New York, NY 10010 USA
NYU Langone Hlth, Tech4Health Inst, 433 1st Ave, New York, NY 10010 USANYU, Dept Biomed Engn, 433 1st Ave, New York, NY 10010 USA
Faghih, Rose T.
[1
,2
]
机构:
[1] NYU, Dept Biomed Engn, 433 1st Ave, New York, NY 10010 USA
[2] NYU Langone Hlth, Tech4Health Inst, 433 1st Ave, New York, NY 10010 USA
The skin conductance (SC) and eye tracking data are two potential arousal-related psychophysiological signals that can serve as the interoceptive unconditioned response to aversive stimuli (e.g. electric shocks). The current research investigates the sensitivity of these signals in detecting mild electric shock by decoding the hidden arousal and interoceptive awareness (IA) states. While well-established frameworks exist to decode the arousal state from the SC signal, there is a lack of a systematic approach that decodes the IA state from pupillometry and eye gaze measurements. We extract the physiological-based features from eye tracking data to recover the IA-related neural activity. Employing a Bayesian filtering framework, we decode the IA state in fear conditioning and extinction experiments where mild electric shock is used. We independently decode the underlying arousal state using binary and marked point process (MPP) observations derived from concurrently collected SC data. Eight of 11 subjects present a significantly (P-value <0.001) higher IA state in trials that were always accompanied by electric shock (CS+US+) compared to trials that were never accompanied by electric shock (CS-). According to the decoded SC-based arousal state, only five (binary observation) and four (MPP observation) subjects present a significantly higher arousal state in CS+US+ trials than CS- trials. In conclusion, the decoded hidden brain state from eye tracking data better agrees with the presented mild stimuli. Tracking IA state from eye tracking data can lead to the development of contactless monitors for neuropsychiatric and neurodegenerative disorders.
机构:
Shanghai Univ Sport, Sch Kinesiol, Shanghai 200438, Peoples R ChinaShanghai Univ Sport, Sch Kinesiol, Shanghai 200438, Peoples R China
Tian, Shi-Liu
Liu, Yu
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Shanghai Univ Sport, Sch Kinesiol, Shanghai 200438, Peoples R ChinaShanghai Univ Sport, Sch Kinesiol, Shanghai 200438, Peoples R China
Liu, Yu
Li, Li
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Shanghai Univ Sport, Sch Kinesiol, Shanghai 200438, Peoples R China
Louisiana State Univ, Dept Kinesiol, Baton Rouge, LA 70803 USAShanghai Univ Sport, Sch Kinesiol, Shanghai 200438, Peoples R China
Li, Li
Fu, Wei-Jie
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Shanghai Univ Sport, Sch Kinesiol, Shanghai 200438, Peoples R ChinaShanghai Univ Sport, Sch Kinesiol, Shanghai 200438, Peoples R China
Fu, Wei-Jie
Peng, Chien-Hua
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机构:
Chinese Culture Univ, Inst Sport Coaching Sci, Taipei 111, TaiwanShanghai Univ Sport, Sch Kinesiol, Shanghai 200438, Peoples R China
机构:
Lanzhou Univ, Inst Microbiome Frontiers & One Hlth, Sch Publ Hlth, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Inst Microbiome Frontiers & One Hlth, Sch Publ Hlth, Lanzhou 730000, Peoples R China
Han, Binghua
Gan, Xueying
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Lanzhou Univ, Inst Microbiome Frontiers & One Hlth, Sch Publ Hlth, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Inst Microbiome Frontiers & One Hlth, Sch Publ Hlth, Lanzhou 730000, Peoples R China
Gan, Xueying
Shi, Shunqin
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Lanzhou Univ, Inst Microbiome Frontiers & One Hlth, Sch Publ Hlth, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Inst Microbiome Frontiers & One Hlth, Sch Publ Hlth, Lanzhou 730000, Peoples R China
Shi, Shunqin
Hu, Xueqian
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Lanzhou Univ, Inst Microbiome Frontiers & One Hlth, Sch Publ Hlth, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Inst Microbiome Frontiers & One Hlth, Sch Publ Hlth, Lanzhou 730000, Peoples R China
Hu, Xueqian
Mu, Xianxian
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机构:
Lanzhou Univ, Inst Microbiome Frontiers & One Hlth, Sch Publ Hlth, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Inst Microbiome Frontiers & One Hlth, Sch Publ Hlth, Lanzhou 730000, Peoples R China
Mu, Xianxian
Yu, Qiaoling
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机构:
Lanzhou Univ, Ctr Grassland Microbiome, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Inst Microbiome Frontiers & One Hlth, Sch Publ Hlth, Lanzhou 730000, Peoples R China
Yu, Qiaoling
Zhang, Shiheng
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机构:
Chongqing Three Gorges Med Coll, Fac Basic Med Sci, Chongqing Key Lab Dev & Utilizat Genuine Med Mat T, Wanzhou 404120, Peoples R China
Chongqing Three Gorges Med Coll, Affiliated Peoples Hosp, Wanzhou 404120, Peoples R ChinaLanzhou Univ, Inst Microbiome Frontiers & One Hlth, Sch Publ Hlth, Lanzhou 730000, Peoples R China
Zhang, Shiheng
Li, Huan
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机构:
Lanzhou Univ, Inst Microbiome Frontiers & One Hlth, Sch Publ Hlth, Lanzhou 730000, Peoples R China
Lanzhou Univ, Ctr Grassland Microbiome, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Inst Microbiome Frontiers & One Hlth, Sch Publ Hlth, Lanzhou 730000, Peoples R China