Skip to main content
Data in Brief logoLink to Data in Brief
. 2019 Dec 5;28:104892. doi: 10.1016/j.dib.2019.104892

A normalized dataset of 1821 cortical and subcortical functional responses collected during direct electrical stimulation in patients undergoing awake brain surgery

Silvio Sarubbo a,∗,1, Matthew Tate b,1, Alessandro De Benedictis c, Stefano Merler d, Sylvie Moritz-Gasser e,f, Guillaume Herbet e,f, Hugues Duffau e,f
PMCID: PMC6921148  PMID: 31886348

Abstract

In this data article, we provide the dataset which served as the basis for our related research article “Mapping critical cortical hubs and white matter pathways by direct electrical stimulation: an original functional atlas of the human brain” [1], which represents the first probabilistic cortical and subcortical atlas of critical structures mediating human brain functions based on direct electrical stimulation (DES) in patients undergoing awake brain surgery. 1162 cortical and 659 subcortical DES-derived responses were recorded during testing of 16 functional domains in 256 patients undergoing awake surgery. Normalized [Montreal Neurological Institute (MNI) 152] spatial coordinates for cortical and subcortical responses, and probabilistic heat maps for each functional domain, were computed using methods previously developed by our group [2,3]. Source data, including the MNI-normalized coordinates of all 1821 DES-derived cortical and subcortical data points, and multi-planar (MNI-152, T1 1mm) videos showing the probabilistic distribution of each functional domain are provided. This novel dataset can improve and refine our understanding about the functional anatomy of critical brain networks, and these data are made available for medical and neuroscience applications.

Keywords: Atlas, Brain functions, Brain mapping, Direct electrical stimulation, White matter


Specifications Table

Subject Behavioral Neuroscience
Specific subject area Functional human brain mapping data
Type of data Tables (2)
Videos (16)
How data were acquired Direct electrical stimulation of the cortical surface and subcortical white matter in patients undergoing awake brain surgery.
Data format Raw data: normalized MNI coordinates (x,y,z) for all 1821 stimulation points.
Analysed: videos of the spatial cortico-subcortical probabilistic distributions for 16 key brain functions on axial, sagittal and coronal T1 (MN1-152, 1 mm) sequences.
Parameters for data collection Cortical or subcortical sites for which promotion or interruption of function were observed during intra-operative direct electrical stimulation were collected.
Description of data collection Intra-operative photographs were taken for collection of positive cortical and subcortical stimulation sites. Data were then plotted onto standardized MNI-152 template (T1, 1 mm) brain for each patient.
Data source location Department of Neurosurgery, Gui de Chauliac Hospital, Montpellier University Medical Center, 80 Avenue Augustin Fliche, Montpellier (France)
Division of Neurosurgery, Structural and Functional Connectivity Lab Project, Azienda Provinciale per i Servizi Sanitari (APSS), 9 Largo Medaglie d’Oro, 38122 Trento (Italy)
Data accessibility With the article.
Related research article S. Sarubbo, M. Tate, A. De Benedictis, S. Merler, S. Moritz-Gasser, G. Herbet, H. Duffau, Mapping critical cortical hubs and white matter pathways by direct electrical stimulation: an original functional atlas of the human brain, Neuroimage. 205 (2020) 116237. https://doi.org/10.1016/j.neuroimage.2019.116237.
Value of the Data
  • Here we present the first integrated and comprehensive cortical-subcortical atlas of structures essential for humans' neural functions based on highly-specific direct electrical stimulation-based mapping during real-time neuropsychological testing in a very large dataset (>250 patients) and with an unprecedented number of functional responses (>1800).

  • These data provide a template of critical brain nodes, at both the cortical and subcortical levels, for major functional categories, which can be utilized to better understand the relationships between brain injuries and subsequent functional deficits, an issue of importance to neurologists, neurosurgeons, psychologists, and rehabilitation physicians.

  • This novel and unique atlas can serve as a reliable and complementary tool for future multi-modal modeling and analyses exploring the structure and function of brain processing in humans.

1. Data

Location of main functional hubs of brain networks at the cortical level remains an open challenge for neuroscientists involved into connectome exploration as well as neurosurgeons aiming to achieve safe yet meaningful brain tumor resections. In addition, the identification network connections at the level of local and distant white matter pathways, has proved even more challenging, given that no non-invasive neuroimaging techniques exist that are able to provide information about the functional processing at the subcortical level.

In 2015 our Group published the first functional atlas of human white matter based on direct electrical stimulation (DES) during awake surgery procedures for resection of low-grade gliomas (LGGs) [3,4]. Recently we reported the unique and sole atlas integrating an unprecedented number (1821) of subcortical (659) and cortical (1162) functional responses collected in a large series of 256 patients, among 16 functional domains [1]. Each different category of functional response (semantic paraphasia, movement, sensation, etc.) is associated with a network (or sub-network) explored (e.g. movement arrest is associated with motor planning network).

In addition, the atlas includes a probability distribution of all functional responses collected, at both the cortical and subcortical levels, based on a multinomial statistical analysis of the frequency in eliciting each response. The probabilistic maps for each network were computed in 1mm Montreal Neurological Institute (MNI) space, and are presented in this report as separate videos for each cortical-subcortical functional distribution (videos 1–16).

Supplementary video related to this article can be found at https://doi.org/10.1016/j.dib.2019.104892.

The following are the supplementary data related to this article:

Video 1

Motor. In this video the probabilistic cortico-subcortical distribution of motor functional responses is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (26.1MB, flv)
Video 2

Somatosensory. In this video the probabilistic cortico-subcortical distribution of somatosensory functional responses is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (24.2MB, flv)
Video 3

Motor Control. In this video the probabilistic cortico-subcortical distribution of functional responses related to motor control is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (23.5MB, flv)
Video 4

Language and motor planning. In this video the probabilistic cortico-subcortical distribution of functional responses related to language and motor planning is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (22.3MB, flv)
Video 5

Eyes movement control. In this video the probabilistic cortico-subcortical distribution of functional responses related to eyes movement control [5] is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (21.7MB, flv)
Video 6

Speech output. In this video the probabilistic cortico-subcortical distribution of functional responses related to speech output [2] is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (22.8MB, flv)
Video 7

Speech articulation. In this video the probabilistic cortico-subcortical distribution of functional responses related to speech articulatory network [6] is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (23.3MB, flv)
Video 8

Anomia. In this video the probabilistic cortico-subcortical distribution of anomia is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (25.4MB, flv)
Video 9

Semantic. In this video the probabilistic cortico-subcortical distribution of semantic functional responses is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (24.8MB, flv)
Video 10

Non-verbal comprehension disorders. In this video the probabilistic cortico-subcortical distribution of non-verbal comprehension disorders [7] is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (23.2MB, flv)
Video 11

Phonologic. In this video the probabilistic cortico-subcortical distribution of phonological functional responses is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (26.7MB, flv)
Video 12

Visual. In this video the probabilistic cortico-subcortical distribution of positive visual functional responses [8] is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (22.8MB, flv)
Video 13

Reading. In this video the probabilistic cortico-subcortical distribution of reading functional responses [4,9] is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (22.5MB, flv)
Video 14

Spatial perception. In this video the probabilistic cortico-subcortical distribution of spatial perception [10] disorders is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (25.3MB, flv)
Video 15

Mentalizing. In this video the probabilistic cortico-subcortical distribution of mentalizing disorders [11] is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (23.7MB, flv)
Video 16

Acoustic. In this video the probabilistic cortico-subcortical distribution of acoustic functional responses [[12], [13], [14]] is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (21.7MB, flv)

The value of this unique dataset for improving surgical and clinical practice relates to the uniqueness of functional data obtained from in-vivo brain mapping in a large and homogeneous cohort of patients. In addition to the clinical impact of these data, the exact location of large number of cortical and subcortical functional sites will be useful for integration into multimodal neuroscience studies focused on resolving the complex structural and functional networks that constitute human brain processing.

For this purpose, we make available in this report the full list of normalized MNI-152 spatial coordinates of each of the 1821 functional responses collected for the cortical-subcortical version of our functional brain atlas in two separate tables (Table 1 for cortical functional responses; Table 2 for subcortical functional responses).

2. Experimental design, material and methods

All the functional responses were collected during asleep-awake-asleep surgery procedures with bipolar stimulation (frequency: 60Hz; pulse duration: 1 ms; intensity range: 2–4 mA) during execution of dedicated functional tasks, as previously reported [3,4]. All the 256 patients (mean age: 38.7 years; M:135, F:121; 85.1% right-handers, 9.4% left-handers, 5.5 ambidextrous) were affected by LGGs (60.6% in the left hemisphere, 39.4% in the right hemisphere). No patients had neurological deficits before surgery. Intraoperatively, functional sites were noted with numeric tags and then normalized coordinates tabulated based on a combination of intraoperative photographs along with post-operative 1-mm axial/sagittal/coronal T1-weighted MRI reconstructions by two expert anatomists (S.S. and M.T.).

Footnotes

Appendix A

Supplementary data to this article can be found online at https://doi.org/10.1016/j.dib.2019.104892.

Conflict of Interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Appendix A. Supplementary data

The following is the supplementary data to this article:

Multimedia component 1

Table 1. Cortical functions. In this table the full list of functional responses elicited during cortical direct electrical stimulation are provided along with the respective MNI coordinates. Table 2. Subcortical functions. In this table the full list of functional responses elicited during subcortical direct electrical stimulation are provided along with the respective MNI coordinates.

mmc1.docx (605KB, docx)

References

  • 1.Sarubbo S., Tate M., De Benedictis A., Merler S., Moritz-Gasser S., Herbet G., Duffau H. Mapping critical cortical hubs and white matter pathways by direct electrical stimulation: an original functional atlas of the human brain. Neuroimage. 2020;205:116237. doi: 10.1016/j.neuroimage.2019.116237. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 2.Tate M.C., Herbet G., Moritz-Gasser S., Tate J.E., Duffau H. Probabilistic map of critical functional regions of the human cerebral cortex: broca's area revisited. Brain. 2014;137:2773–2782. doi: 10.1093/brain/awu168. [DOI] [PubMed] [Google Scholar]
  • 3.Sarubbo S., De Benedictis A., Merler S., Mandonnet E., Balbi S., Granieri E., Duffau H. Towards a functional atlas of human white matter. Hum. Brain Mapp. 2015;36:3117–3136. doi: 10.1002/hbm.22832. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 4.Sarubbo S., De Benedictis A., Merler S., Mandonnet E., Barbareschi M., Dallabona M., Chioffi F., Duffau H. Structural and functional integration between dorsal and ventral language streams as revealed by blunt dissection and direct electrical stimulation. Hum. Brain Mapp. 2016;37:3858–3872. doi: 10.1002/hbm.23281. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 5.Petit L., Haxby J.V. Functional anatomy of pursuit eye movements in humans as revealed by fMRI. J. Neurophysiol. 1999 doi: 10.1152/jn.1999.82.1.463. [DOI] [PubMed] [Google Scholar]
  • 6.Zacà D., Corsini F., Rozzanigo U., Dallabona M., Avesani P., Annicchiarico L., Zigiotto L., Faraca G., Chioffi F., Jovicich J., Sarubbo S. Whole-brain network connectivity underlying the human speech articulation as emerged integrating direct electric stimulation, resting state fMRI and tractography. Front. Hum. Neurosci. 2018 doi: 10.3389/fnhum.2018.00405. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 7.Moritz-Gasser S., Herbet G., Duffau H. Mapping the connectivity underlying multimodal (verbal and non-verbal) semantic processing: a brain electrostimulation study. Neuropsychologia. 2013;51:1814–1822. doi: 10.1016/j.neuropsychologia.2013.06.007. [DOI] [PubMed] [Google Scholar]
  • 8.Sarubbo S., De Benedictis A., Milani P., Paradiso B., Barbareschi M., Rozzanigo U., Colarusso E., Tugnoli V., Farneti M., Granieri E., Duffau H., Chioffi F. The course and the anatomo-functional relationships of the optic radiation: a combined study with “post mortem” dissections and “in vivo” direct electrical mapping. J. Anat. 2015;226 doi: 10.1111/joa.12254. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 9.Zemmoura I., Herbet G., Moritz-Gasser S., Duffau H. New insights into the neural network mediating reading processes provided by cortico-subcortical electrical mapping. Hum. Brain Mapp. 2015 doi: 10.1002/hbm.22766. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 10.Thiebaut de Schotten M., Urbanski M., Duffau H., Volle E., Levy R., Dubois B., Bartolomeo P. Direct evidence for a parietal-frontal pathway subserving spatial awareness in humans. Science. 2005;309:2226–2228. doi: 10.1126/science.1116251. http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&dopt=Citation&list_uids=16195465 [DOI] [PubMed] [Google Scholar]
  • 11.Herbet G., Lafargue G., Moritz-Gasser S., Bonnetblanc F., Duffau H. Interfering with the neural activity of mirror-related frontal areas impairs mentalistic inferences. Brain Struct. Funct. 2015 doi: 10.1007/s00429-014-0777-x. [DOI] [PubMed] [Google Scholar]
  • 12.Maffei C., Jovicich J., De Benedictis A., Corsini F., Barbareschi M., Chioffi F., Sarubbo S. Topography of the human acoustic radiation as revealed by ex vivo fibers micro-dissection and in vivo diffusion-based tractography. Brain Struct. Funct. 2018;223 doi: 10.1007/s00429-017-1471-6. [DOI] [PubMed] [Google Scholar]
  • 13.Maffei C., Sarubbo S., Jovicich J. A missing connection: a review of the macrostructural anatomy and tractography of the acoustic radiation. Front. Neuroanat. 2019 doi: 10.3389/fnana.2019.00027. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 14.Maffei C., Sarubbo S., Jovicich J. Diffusion-based tractography atlas of the human acoustic radiation. Sci. Rep. 2019 doi: 10.1038/s41598-019-40666-8. [DOI] [PMC free article] [PubMed] [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Video 1

Motor. In this video the probabilistic cortico-subcortical distribution of motor functional responses is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (26.1MB, flv)
Video 2

Somatosensory. In this video the probabilistic cortico-subcortical distribution of somatosensory functional responses is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (24.2MB, flv)
Video 3

Motor Control. In this video the probabilistic cortico-subcortical distribution of functional responses related to motor control is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (23.5MB, flv)
Video 4

Language and motor planning. In this video the probabilistic cortico-subcortical distribution of functional responses related to language and motor planning is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (22.3MB, flv)
Video 5

Eyes movement control. In this video the probabilistic cortico-subcortical distribution of functional responses related to eyes movement control [5] is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (21.7MB, flv)
Video 6

Speech output. In this video the probabilistic cortico-subcortical distribution of functional responses related to speech output [2] is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (22.8MB, flv)
Video 7

Speech articulation. In this video the probabilistic cortico-subcortical distribution of functional responses related to speech articulatory network [6] is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (23.3MB, flv)
Video 8

Anomia. In this video the probabilistic cortico-subcortical distribution of anomia is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (25.4MB, flv)
Video 9

Semantic. In this video the probabilistic cortico-subcortical distribution of semantic functional responses is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (24.8MB, flv)
Video 10

Non-verbal comprehension disorders. In this video the probabilistic cortico-subcortical distribution of non-verbal comprehension disorders [7] is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (23.2MB, flv)
Video 11

Phonologic. In this video the probabilistic cortico-subcortical distribution of phonological functional responses is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (26.7MB, flv)
Video 12

Visual. In this video the probabilistic cortico-subcortical distribution of positive visual functional responses [8] is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (22.8MB, flv)
Video 13

Reading. In this video the probabilistic cortico-subcortical distribution of reading functional responses [4,9] is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (22.5MB, flv)
Video 14

Spatial perception. In this video the probabilistic cortico-subcortical distribution of spatial perception [10] disorders is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (25.3MB, flv)
Video 15

Mentalizing. In this video the probabilistic cortico-subcortical distribution of mentalizing disorders [11] is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (23.7MB, flv)
Video 16

Acoustic. In this video the probabilistic cortico-subcortical distribution of acoustic functional responses [[12], [13], [14]] is reported in the axial, sagittal, and coronal planes of the MNI-152 template brain (T1-weighted sequence, 1mm resolution) as a color heat map representing cohort-level confidence intervals.

Download video file (21.7MB, flv)
Multimedia component 1

Table 1. Cortical functions. In this table the full list of functional responses elicited during cortical direct electrical stimulation are provided along with the respective MNI coordinates. Table 2. Subcortical functions. In this table the full list of functional responses elicited during subcortical direct electrical stimulation are provided along with the respective MNI coordinates.

mmc1.docx (605KB, docx)

Articles from Data in Brief are provided here courtesy of Elsevier

RESOURCES