Beauchamp Michael S, Laconte Stephen, Yasar Nafi
Department of Neurobiology and Anatomy, University of Texas Health Science Center at Houston, Houston, Texas 77030, USA.
Hum Brain Mapp. 2009 Oct;30(10):3163-71. doi: 10.1002/hbm.20735.
Multi-voxel pattern analysis (MVPA) was used to analyze blood-oxygen level dependent functional magnetic resonance imaging (BOLD fMRI) data, which were acquired as human subjects received brief vibrotactile stimulation of their hands and feet. Support vector machines trained and tested on the whole brain fMRI data were able to accurately decode the body site of single touches, with mean performance of 92% in a two-way discrimination task (chance performance 50%) and 70% in a four-way discrimination task (chance performance 25%). Primary and secondary somatosensory areas (S1 and S2) alone decoded the touched body site with high accuracy. S1 was more accurate at decoding touches closely spaced on the body surface (different fingers of the same hand) whereas S2 and S1 were equally accurate at decoding widely spaced touches (hand vs. foot). The hand and foot regions of S1 (S1hand and S1foot) were separately examined in a two-way classification task. S1hand was better able to decode the hand of stimulation (left vs. right), and S1foot was better able to decode the foot of stimulation. In addition to S1 and S2, vibrotactile responses were observed in a region of visual cortex, areas MST and STP (MST/STP) in lateral occipito-temporal lobe. MST/STP was able to accurately decode the hand but not the foot of stimulation, supporting the idea of a role for MST/STP in eye-hand coordination.
多体素模式分析(MVPA)被用于分析血氧水平依赖性功能磁共振成像(BOLD fMRI)数据,这些数据是在人类受试者手部和足部接受短暂振动触觉刺激时采集的。在全脑fMRI数据上进行训练和测试的支持向量机能够准确解码单次触摸的身体部位,在二分类任务中的平均准确率为92%(随机概率为50%),在四分类任务中的平均准确率为70%(随机概率为25%)。仅初级和次级体感区(S1和S2)就能高精度地解码被触摸的身体部位。S1在解码身体表面近距离的触摸(同一只手的不同手指)时更准确,而S2和S1在解码远距离的触摸(手与脚)时准确率相同。在二分类任务中分别检查了S1的手部和足部区域(S1手部和S1足部)。S1手部更能解码刺激的手(左与右),而S1足部更能解码刺激的脚。除了S1和S2,在视觉皮层的一个区域、枕颞叶外侧的MST和STP区域(MST/STP)观察到了振动触觉反应。MST/STP能够准确解码刺激的手,但不能解码刺激的脚,这支持了MST/STP在眼手协调中发挥作用的观点。