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User perspective on the Human Connectome
Project (HCP) MEG data
Tzvetan Popov, University of Konstanz
Who is HCP?
David van Essen and ~100 researchers in the WU-Minn HCP consortium
All subjects
that participated
2
Human Connectome Project
• 2010: start of project
• 2012: start of data acquisition in St Louis
• 2015: complete 100 subject MEG release
• 2015: first outreach workshop Honolulu
• 2016: second workshop Boston
• 2017: complete 1200 subject MRI release
• 2017: third workshop Vancouver
• 2018: fourth workshop Oxford
• 2019: t.b.a.
3
PREPROCESSING
RESTING STATE
DATA TASK DATA
CONNECTIVITY
ConnectomeDB
functional data in
shared anatomical representation tabular data genetics 4
Overview of MEG analysis
PREPROCESSING
CONNECTIVITY
TEMPORAL AND SPECTRAL ESTIMATES
SOURCE ESTIMATION
5
Overview of MEG analysis
PREPROCESSING
RESTING STATE
DATA TASK DATA
CONNECTIVITY
ANATOMY
6
Paradigms with MEG – subset of fMRI
tasks
• 3x 5 mins Resting state
• 0 and 2-back Working Memory task
• Story/Math task
• Motor task (with EMG)
7
Data access- fast, of the shelf
8
Various download options
9
Alpha and gamma power change with
WM load
Popov et al., 2018, NeuroImage
10
IPS
FF
V1
IPS alpha power predicts V1 gamma
power on a trial-by-trial basis
11
Popov et al., 2018, NeuroImage
Dorsal cortex exerts top-down control
over visual and ventral areas at 10 Hz
Popov et al., under review
12
No GC effects in
gamma found!
Popov et al., 2018, NeuroImage 12
• Spatially specific power-power correlations between alpha
and gamma activity during WM
• Ventral regions are under top-down control from dorsal
regions
• Do these findings generalize to other tasks too?
• What is the relationship to hemodynamic responses?
• The HCP initiative provides a framework to address these
open issues?
Using the HCP data in the context of WM
task:
13
Thank You
The HCP MEG team
Linda Larson-Prior
Robert Oostenveld
Jan-Mathijs Schoffelen
Francesco de Pompeo
Giorgios Michalareas
Abbas Babajani-Feremi
Stefania Dela Penna
Vittorio Pizzella
Francesco di Pasquale
and others
Ole Jensen
University of Birmingham

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BIOMAG2018 - Tzvetan Popov - HCP from a user's perspective

  • 1. User perspective on the Human Connectome Project (HCP) MEG data Tzvetan Popov, University of Konstanz
  • 2. Who is HCP? David van Essen and ~100 researchers in the WU-Minn HCP consortium All subjects that participated 2
  • 3. Human Connectome Project • 2010: start of project • 2012: start of data acquisition in St Louis • 2015: complete 100 subject MEG release • 2015: first outreach workshop Honolulu • 2016: second workshop Boston • 2017: complete 1200 subject MRI release • 2017: third workshop Vancouver • 2018: fourth workshop Oxford • 2019: t.b.a. 3
  • 4. PREPROCESSING RESTING STATE DATA TASK DATA CONNECTIVITY ConnectomeDB functional data in shared anatomical representation tabular data genetics 4
  • 5. Overview of MEG analysis PREPROCESSING CONNECTIVITY TEMPORAL AND SPECTRAL ESTIMATES SOURCE ESTIMATION 5
  • 6. Overview of MEG analysis PREPROCESSING RESTING STATE DATA TASK DATA CONNECTIVITY ANATOMY 6
  • 7. Paradigms with MEG – subset of fMRI tasks • 3x 5 mins Resting state • 0 and 2-back Working Memory task • Story/Math task • Motor task (with EMG) 7
  • 8. Data access- fast, of the shelf 8
  • 10. Alpha and gamma power change with WM load Popov et al., 2018, NeuroImage 10 IPS FF V1
  • 11. IPS alpha power predicts V1 gamma power on a trial-by-trial basis 11 Popov et al., 2018, NeuroImage
  • 12. Dorsal cortex exerts top-down control over visual and ventral areas at 10 Hz Popov et al., under review 12 No GC effects in gamma found! Popov et al., 2018, NeuroImage 12
  • 13. • Spatially specific power-power correlations between alpha and gamma activity during WM • Ventral regions are under top-down control from dorsal regions • Do these findings generalize to other tasks too? • What is the relationship to hemodynamic responses? • The HCP initiative provides a framework to address these open issues? Using the HCP data in the context of WM task: 13
  • 14.
  • 15. Thank You The HCP MEG team Linda Larson-Prior Robert Oostenveld Jan-Mathijs Schoffelen Francesco de Pompeo Giorgios Michalareas Abbas Babajani-Feremi Stefania Dela Penna Vittorio Pizzella Francesco di Pasquale and others Ole Jensen University of Birmingham