Age-Dependent Statistical Changes of Involuntary Head Motion Signatures Across Autism and Controls of the ABIDE Repository

被引:8
作者
Caballero, Carla [1 ,2 ]
Mistry, Sejal [3 ]
Torres, Elizabeth B. [2 ,4 ,5 ]
机构
[1] Miguel Hernandez Univ Elche, Sports Res Ctr, Sports Sci Dept, Elche, Spain
[2] Rutgers State Univ, Dept Psychol, Piscataway, NJ 08854 USA
[3] Rutgers State Univ, Dept Math, Piscataway, NJ USA
[4] Rutgers State Univ, Ctr Computat Biomed Imaging & Modeling, Comp Sci, Piscataway, NJ 08854 USA
[5] Rutgers State Univ, Ctr Cognit Sci, Piscataway, NJ 08854 USA
关键词
autism spectrum disorder; involuntary motions; stochastic analyses; head motion analysis; resting state - fMRI; Gamma distributed data; FUNCTIONAL CONNECTIVITY; SPECTRUM DISORDER; INTERNAL-MODELS; HUMAN BRAIN; MOTOR; CHILDREN; SENSORIMOTOR; DEFICITS; DYSFUNCTIONS; MOVEMENTS;
D O I
10.3389/fnint.2020.00023
中图分类号
B84 [心理学]; C [社会科学总论]; Q98 [人类学];
学科分类号
03 ; 0303 ; 030303 ; 04 ; 0402 ;
摘要
The DSM-5 definition of autism spectrum disorders includes sensory issues and part of the sensory information that the brain continuously receives comes from kinesthetic reafference, in the form of self-generated motions, including those that the nervous systems produce at rest. Some of the movements that we self-generate are deliberate, while some occur spontaneously, consequentially following those that we can control. Yet, some motions occur involuntarily, largely beneath our awareness. We do not know much about involuntary motions across development, but these motions typically manifest during resting state in fMRI studies. Here we ask in a large data set from the Autism Brain Imaging Exchange repository, whether the stochastic signatures of variability in the involuntary motions of the head typically shift with age. We further ask if those motions registered from individuals with autism show a significant departure from the normative data as we examine different age groups selected at random from cross-sections of the population. We find significant shifts in statistical features of typical levels of involuntary head motions for different age groups. Further, we find that in autism these changes also manifest in non-uniform ways, and that they significantly differ from their age-matched groups. The results suggest that the levels of random involuntary motor noise are elevated in autism across age groups. This calls for the use of different age-appropriate statistical models in research that involves dynamically changing signals self-generated by the nervous systems.
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页数:14
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