Decoding 3 - D reach and grasp from hybrid signals 1 in motor and premotor cortices : spikes , multiunit 2 activity and local field potentials

نویسندگان

  • Arjun K. Bansal
  • Wilson Truccolo
  • John P. Donoghue
چکیده

21 Neural activity in motor cortex during reach and grasp movements shows modulations in 22 a broad range of signals from single-neuron spiking activity (SA) to various frequency 23 bands in broadband local field potentials (LFPs). In particular, spatiotemporal patterns in 24 multiband LFPs are thought to reflect dendritic integration of local and inter-areal 25 synaptic inputs, attentional and preparatory processes, and multiunit activity (MUA) 26 related to movement representation in the local motor area. Nevertheless, the relationship 27 between multiband LFPs and SA, as well as their relationship to movement parameters 28 and their relative value as brain-computer interface (BCI) control signals, remain poorly 29 understood. In addition, even as this broad range of signals may provide complementary 30 information channels in primary (MI) and ventral pre-motor (PMv) areas, areal 31 differences in information have not been systematically examined. Here, for the first 32 time, the amount of information in SA and multiband LFPs was compared for MI and 33 PMv by recording from dual 96-multielectrode arrays while monkeys made naturalistic 34 reach and grasp actions. Information was assessed as decoding accuracy for 3-D arm35 endpoint and grip-aperture kinematics based on SA or LFPs in MI and PMv, or 36 combinations of signal types across areas. In contrast with previous studies with ≤16 37 simultaneous electrodes, here ensembles of >16 units (on average) carried more 38 information than multiband, multichannel LFPs. Further, reach and grasp information 39 added by various LFP frequency bands was not independent from that in SA ensembles, 40 but rather typically less than and primarily contained within the latter. Notably, MI and 41 PMv did not show a particular bias towards reach or grasp for this task or for a broad 42 range of signal types. For BCIs, our results indicate that neuronal ensemble spiking is the 43 preferred signal for decoding, while LFPs and combined signals from PMv and MI can 44 add robustness to BCI control. 45

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Decoding 3D reach and grasp from hybrid signals in motor and premotor cortices: spikes, multiunit activity, and local field potentials.

Neural activity in motor cortex during reach and grasp movements shows modulations in a broad range of signals from single-neuron spiking activity (SA) to various frequency bands in broadband local field potentials (LFPs). In particular, spatiotemporal patterns in multiband LFPs are thought to reflect dendritic integration of local and interareal synaptic inputs, attentional and preparatory pro...

متن کامل

Relationships among low-frequency local field potentials, spiking activity, and three-dimensional reach and grasp kinematics in primary motor and ventral premotor cortices.

A prominent feature of motor cortex field potentials during movement is a distinctive low-frequency local field potential (lf-LFP) (<4 Hz), referred to as the movement event-related potential (mEP). The lf-LFP appears to be a global signal related to regional synaptic input, but its relationship to nearby output signaled by single unit spiking activity (SUA) or to movement remains to be establi...

متن کامل

Local field potentials allow accurate decoding of muscle activity 1 2 3

25 Local field potentials (LFPs) in primary motor cortex include significant information 26 about reach target location and upper limb movement kinematics. Some evidence suggests that 27 they may be a more robust, longer-lasting signal than action potentials (spikes). Here we assess 28 whether LFPs can also be used to decode upper limb muscle activity, a complex movement29 related signal. We re...

متن کامل

A high performing brain-machine interface driven by low-frequency local field potentials alone and together with spikes.

OBJECTIVE Brain-machine interfaces (BMIs) seek to enable people with movement disabilities to directly control prosthetic systems with their neural activity. Current high performance BMIs are driven by action potentials (spikes), but access to this signal often diminishes as sensors degrade over time. Decoding local field potentials (LFPs) as an alternative or complementary BMI control signal m...

متن کامل

Principal components of hand kinematics and neurophysiological signals in motor cortex during reach to grasp movements.

A few kinematic synergies identified by principal component analysis (PCA) account for most of the variance in the coordinated joint rotations of the fingers and wrist used for a wide variety of hand movements. To examine the possibility that motor cortex might control the hand through such synergies, we collected simultaneous kinematic and neurophysiological data from monkeys performing a reac...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2011