SlideShare a Scribd company logo
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
BIOMAG2018 - Tzvetan Popov - HCP from a user's perspective
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

More Related Content

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

Reproducibility in human cognitive neuroimaging: a community-­driven data sha...
Reproducibility in human cognitive neuroimaging: a community-­driven data sha...Reproducibility in human cognitive neuroimaging: a community-­driven data sha...
Reproducibility in human cognitive neuroimaging: a community-­driven data sha...
Nolan Nichols
 
012517 ResumeJH Amex DS-ML
012517 ResumeJH Amex DS-ML012517 ResumeJH Amex DS-ML
012517 ResumeJH Amex DS-ML
Jeremy Hadidjojo
 
Cognitive Computing by Professor Gordon Pipa
Cognitive Computing by Professor Gordon PipaCognitive Computing by Professor Gordon Pipa
Cognitive Computing by Professor Gordon Pipa
diannepatricia
 
Why Data Science Matters - 2014 WDS Data Stewardship Award Lecture
Why Data Science Matters - 2014 WDS Data Stewardship Award LectureWhy Data Science Matters - 2014 WDS Data Stewardship Award Lecture
Why Data Science Matters - 2014 WDS Data Stewardship Award Lecture
Xiaogang (Marshall) Ma
 
On the large scale of studying dynamics with MEG: Lessons learned from the Hu...
On the large scale of studying dynamics with MEG: Lessons learned from the Hu...On the large scale of studying dynamics with MEG: Lessons learned from the Hu...
On the large scale of studying dynamics with MEG: Lessons learned from the Hu...
Robert Oostenveld
 
Programme epic1 v3
Programme epic1 v3Programme epic1 v3
Programme epic1 v3
andyrubio8
 
תכניית כנס האיגוד לסטטיסטיקה 2013
תכניית כנס האיגוד לסטטיסטיקה 2013תכניית כנס האיגוד לסטטיסטיקה 2013
תכניית כנס האיגוד לסטטיסטיקה 2013
Anochi.com.
 
Big datalittlebrains
Big datalittlebrainsBig datalittlebrains
Big datalittlebrains
Emma Robinson
 
The Human Connectome Project multimodal cortical parcellation: new avenues fo...
The Human Connectome Project multimodal cortical parcellation: new avenues fo...The Human Connectome Project multimodal cortical parcellation: new avenues fo...
The Human Connectome Project multimodal cortical parcellation: new avenues fo...
Emma Robinson
 
Abstracts Of The Emerging Scholars Program Research Projects Fall 2010 Suppor...
Abstracts Of The Emerging Scholars Program Research Projects Fall 2010 Suppor...Abstracts Of The Emerging Scholars Program Research Projects Fall 2010 Suppor...
Abstracts Of The Emerging Scholars Program Research Projects Fall 2010 Suppor...
Claire Webber
 
Inferring visual behaviour from user interaction data on a medical dashboard
Inferring visual behaviour from user interaction data on a medical dashboardInferring visual behaviour from user interaction data on a medical dashboard
Inferring visual behaviour from user interaction data on a medical dashboard
Markel Vigo
 
Small Is Beautiful: Summarizing Scientific Workflows Using Semantic Annotat...
Small Is Beautiful:  Summarizing Scientific Workflows  Using Semantic Annotat...Small Is Beautiful:  Summarizing Scientific Workflows  Using Semantic Annotat...
Small Is Beautiful: Summarizing Scientific Workflows Using Semantic Annotat...
Khalid Belhajjame
 
Recent Advances in Deep Learning Techniques for Electronic Health Record
Recent Advances in Deep Learning Techniques for Electronic Health RecordRecent Advances in Deep Learning Techniques for Electronic Health Record
Recent Advances in Deep Learning Techniques for Electronic Health Record
kingstdio
 
Towards reproducibility and maximally-open data
Towards reproducibility and maximally-open dataTowards reproducibility and maximally-open data
Towards reproducibility and maximally-open data
Pablo Bernabeu
 
Individual functional atlasing of the human brain with multitask fMRI data: l...
Individual functional atlasing of the human brain with multitask fMRI data: l...Individual functional atlasing of the human brain with multitask fMRI data: l...
Individual functional atlasing of the human brain with multitask fMRI data: l...
Ana Luísa Pinho
 
ChenhuiHu_CV
ChenhuiHu_CVChenhuiHu_CV
ChenhuiHu_CV
Chenhui Hu
 
Continuous modeling - automating model building on high-performance e-Infrast...
Continuous modeling - automating model building on high-performance e-Infrast...Continuous modeling - automating model building on high-performance e-Infrast...
Continuous modeling - automating model building on high-performance e-Infrast...
Ola Spjuth
 
Overview of Machine Learning for Molecules and Materials Workshop @ NIPS2017
Overview of Machine Learning for Molecules and Materials Workshop @ NIPS2017Overview of Machine Learning for Molecules and Materials Workshop @ NIPS2017
Overview of Machine Learning for Molecules and Materials Workshop @ NIPS2017
Kenta Oono
 
Data visualisations: drawing actionable insights from science and technology ...
Data visualisations: drawing actionable insights from science and technology ...Data visualisations: drawing actionable insights from science and technology ...
Data visualisations: drawing actionable insights from science and technology ...
EFSA EU
 
The Symbiotic Nature of Provenance and Workflow
The Symbiotic Nature of Provenance and WorkflowThe Symbiotic Nature of Provenance and Workflow
The Symbiotic Nature of Provenance and Workflow
Eric Stephan
 

Similar to BIOMAG2018 - Tzvetan Popov - HCP from a user's perspective (20)

Reproducibility in human cognitive neuroimaging: a community-­driven data sha...
Reproducibility in human cognitive neuroimaging: a community-­driven data sha...Reproducibility in human cognitive neuroimaging: a community-­driven data sha...
Reproducibility in human cognitive neuroimaging: a community-­driven data sha...
 
012517 ResumeJH Amex DS-ML
012517 ResumeJH Amex DS-ML012517 ResumeJH Amex DS-ML
012517 ResumeJH Amex DS-ML
 
Cognitive Computing by Professor Gordon Pipa
Cognitive Computing by Professor Gordon PipaCognitive Computing by Professor Gordon Pipa
Cognitive Computing by Professor Gordon Pipa
 
Why Data Science Matters - 2014 WDS Data Stewardship Award Lecture
Why Data Science Matters - 2014 WDS Data Stewardship Award LectureWhy Data Science Matters - 2014 WDS Data Stewardship Award Lecture
Why Data Science Matters - 2014 WDS Data Stewardship Award Lecture
 
On the large scale of studying dynamics with MEG: Lessons learned from the Hu...
On the large scale of studying dynamics with MEG: Lessons learned from the Hu...On the large scale of studying dynamics with MEG: Lessons learned from the Hu...
On the large scale of studying dynamics with MEG: Lessons learned from the Hu...
 
Programme epic1 v3
Programme epic1 v3Programme epic1 v3
Programme epic1 v3
 
תכניית כנס האיגוד לסטטיסטיקה 2013
תכניית כנס האיגוד לסטטיסטיקה 2013תכניית כנס האיגוד לסטטיסטיקה 2013
תכניית כנס האיגוד לסטטיסטיקה 2013
 
Big datalittlebrains
Big datalittlebrainsBig datalittlebrains
Big datalittlebrains
 
The Human Connectome Project multimodal cortical parcellation: new avenues fo...
The Human Connectome Project multimodal cortical parcellation: new avenues fo...The Human Connectome Project multimodal cortical parcellation: new avenues fo...
The Human Connectome Project multimodal cortical parcellation: new avenues fo...
 
Abstracts Of The Emerging Scholars Program Research Projects Fall 2010 Suppor...
Abstracts Of The Emerging Scholars Program Research Projects Fall 2010 Suppor...Abstracts Of The Emerging Scholars Program Research Projects Fall 2010 Suppor...
Abstracts Of The Emerging Scholars Program Research Projects Fall 2010 Suppor...
 
Inferring visual behaviour from user interaction data on a medical dashboard
Inferring visual behaviour from user interaction data on a medical dashboardInferring visual behaviour from user interaction data on a medical dashboard
Inferring visual behaviour from user interaction data on a medical dashboard
 
Small Is Beautiful: Summarizing Scientific Workflows Using Semantic Annotat...
Small Is Beautiful:  Summarizing Scientific Workflows  Using Semantic Annotat...Small Is Beautiful:  Summarizing Scientific Workflows  Using Semantic Annotat...
Small Is Beautiful: Summarizing Scientific Workflows Using Semantic Annotat...
 
Recent Advances in Deep Learning Techniques for Electronic Health Record
Recent Advances in Deep Learning Techniques for Electronic Health RecordRecent Advances in Deep Learning Techniques for Electronic Health Record
Recent Advances in Deep Learning Techniques for Electronic Health Record
 
Towards reproducibility and maximally-open data
Towards reproducibility and maximally-open dataTowards reproducibility and maximally-open data
Towards reproducibility and maximally-open data
 
Individual functional atlasing of the human brain with multitask fMRI data: l...
Individual functional atlasing of the human brain with multitask fMRI data: l...Individual functional atlasing of the human brain with multitask fMRI data: l...
Individual functional atlasing of the human brain with multitask fMRI data: l...
 
ChenhuiHu_CV
ChenhuiHu_CVChenhuiHu_CV
ChenhuiHu_CV
 
Continuous modeling - automating model building on high-performance e-Infrast...
Continuous modeling - automating model building on high-performance e-Infrast...Continuous modeling - automating model building on high-performance e-Infrast...
Continuous modeling - automating model building on high-performance e-Infrast...
 
Overview of Machine Learning for Molecules and Materials Workshop @ NIPS2017
Overview of Machine Learning for Molecules and Materials Workshop @ NIPS2017Overview of Machine Learning for Molecules and Materials Workshop @ NIPS2017
Overview of Machine Learning for Molecules and Materials Workshop @ NIPS2017
 
Data visualisations: drawing actionable insights from science and technology ...
Data visualisations: drawing actionable insights from science and technology ...Data visualisations: drawing actionable insights from science and technology ...
Data visualisations: drawing actionable insights from science and technology ...
 
The Symbiotic Nature of Provenance and Workflow
The Symbiotic Nature of Provenance and WorkflowThe Symbiotic Nature of Provenance and Workflow
The Symbiotic Nature of Provenance and Workflow
 

More from Robert Oostenveld

FieldTrip tutorial at WIRED20204 in Paris
FieldTrip tutorial at WIRED20204 in ParisFieldTrip tutorial at WIRED20204 in Paris
FieldTrip tutorial at WIRED20204 in Paris
Robert Oostenveld
 
Developing and sharing tools for bioelectromagnetic research
Developing and sharing tools for bioelectromagnetic researchDeveloping and sharing tools for bioelectromagnetic research
Developing and sharing tools for bioelectromagnetic research
Robert Oostenveld
 
Connecting GLIMR with the BIDS initiative
Connecting GLIMR with the BIDS initiativeConnecting GLIMR with the BIDS initiative
Connecting GLIMR with the BIDS initiative
Robert Oostenveld
 
Spectral-, source-, connectivity- and network analysis of EEG and MEG data
Spectral-, source-, connectivity- and network analysis of EEG and MEG dataSpectral-, source-, connectivity- and network analysis of EEG and MEG data
Spectral-, source-, connectivity- and network analysis of EEG and MEG data
Robert Oostenveld
 
EEG, MEG and FieldTrip
EEG, MEG and FieldTripEEG, MEG and FieldTrip
EEG, MEG and FieldTrip
Robert Oostenveld
 
Donders neuroimage toolkit - open science and good practices
Donders neuroimage toolkit -  open science and good practicesDonders neuroimage toolkit -  open science and good practices
Donders neuroimage toolkit - open science and good practices
Robert Oostenveld
 
The Donders Repository
The Donders RepositoryThe Donders Repository
The Donders Repository
Robert Oostenveld
 
Using Open Science to advance science - advancing open data
Using Open Science to advance science - advancing open data Using Open Science to advance science - advancing open data
Using Open Science to advance science - advancing open data
Robert Oostenveld
 
OHBM 2020 OSR - Brain research data sharing and personal data privacy
OHBM 2020 OSR - Brain research data sharing and personal data privacyOHBM 2020 OSR - Brain research data sharing and personal data privacy
OHBM 2020 OSR - Brain research data sharing and personal data privacy
Robert Oostenveld
 
The Brain Imaging Data Structure and its use for fNIRS
The Brain Imaging Data Structure and its use for fNIRSThe Brain Imaging Data Structure and its use for fNIRS
The Brain Imaging Data Structure and its use for fNIRS
Robert Oostenveld
 
Organizing EEG data using the Brain Imaging Data Structure
Organizing EEG data using the Brain Imaging Data Structure Organizing EEG data using the Brain Imaging Data Structure
Organizing EEG data using the Brain Imaging Data Structure
Robert Oostenveld
 
BIOMAG2018 - Denis Engemann - MNE-HCP
BIOMAG2018 - Denis Engemann - MNE-HCPBIOMAG2018 - Denis Engemann - MNE-HCP
BIOMAG2018 - Denis Engemann - MNE-HCP
Robert Oostenveld
 
BIOMAG2018 - Jan-Mathijs Schoffelen - COBIDAS
BIOMAG2018 - Jan-Mathijs Schoffelen - COBIDASBIOMAG2018 - Jan-Mathijs Schoffelen - COBIDAS
BIOMAG2018 - Jan-Mathijs Schoffelen - COBIDAS
Robert Oostenveld
 
BIOMAG2018 - Darren Price - CamCAN
BIOMAG2018 - Darren Price - CamCANBIOMAG2018 - Darren Price - CamCAN
BIOMAG2018 - Darren Price - CamCAN
Robert Oostenveld
 
CuttingEEG - Open Science, Open Data and BIDS for EEG
CuttingEEG - Open Science, Open Data and BIDS for EEGCuttingEEG - Open Science, Open Data and BIDS for EEG
CuttingEEG - Open Science, Open Data and BIDS for EEG
Robert Oostenveld
 
ChildBrain/Predictable summer school - Open Science
ChildBrain/Predictable summer school - Open Science ChildBrain/Predictable summer school - Open Science
ChildBrain/Predictable summer school - Open Science
Robert Oostenveld
 
Using Open Science to accelerate advancements in auditory EEG signal processing
Using Open Science to accelerate advancements in auditory EEG signal processingUsing Open Science to accelerate advancements in auditory EEG signal processing
Using Open Science to accelerate advancements in auditory EEG signal processing
Robert Oostenveld
 
Donders Repository - removing barriers for management and sharing of research...
Donders Repository - removing barriers for management and sharing of research...Donders Repository - removing barriers for management and sharing of research...
Donders Repository - removing barriers for management and sharing of research...
Robert Oostenveld
 
RDM and the Donders Repository
RDM and the Donders RepositoryRDM and the Donders Repository
RDM and the Donders Repository
Robert Oostenveld
 
Donders Research Data Repository
Donders Research Data Repository Donders Research Data Repository
Donders Research Data Repository
Robert Oostenveld
 

More from Robert Oostenveld (20)

FieldTrip tutorial at WIRED20204 in Paris
FieldTrip tutorial at WIRED20204 in ParisFieldTrip tutorial at WIRED20204 in Paris
FieldTrip tutorial at WIRED20204 in Paris
 
Developing and sharing tools for bioelectromagnetic research
Developing and sharing tools for bioelectromagnetic researchDeveloping and sharing tools for bioelectromagnetic research
Developing and sharing tools for bioelectromagnetic research
 
Connecting GLIMR with the BIDS initiative
Connecting GLIMR with the BIDS initiativeConnecting GLIMR with the BIDS initiative
Connecting GLIMR with the BIDS initiative
 
Spectral-, source-, connectivity- and network analysis of EEG and MEG data
Spectral-, source-, connectivity- and network analysis of EEG and MEG dataSpectral-, source-, connectivity- and network analysis of EEG and MEG data
Spectral-, source-, connectivity- and network analysis of EEG and MEG data
 
EEG, MEG and FieldTrip
EEG, MEG and FieldTripEEG, MEG and FieldTrip
EEG, MEG and FieldTrip
 
Donders neuroimage toolkit - open science and good practices
Donders neuroimage toolkit -  open science and good practicesDonders neuroimage toolkit -  open science and good practices
Donders neuroimage toolkit - open science and good practices
 
The Donders Repository
The Donders RepositoryThe Donders Repository
The Donders Repository
 
Using Open Science to advance science - advancing open data
Using Open Science to advance science - advancing open data Using Open Science to advance science - advancing open data
Using Open Science to advance science - advancing open data
 
OHBM 2020 OSR - Brain research data sharing and personal data privacy
OHBM 2020 OSR - Brain research data sharing and personal data privacyOHBM 2020 OSR - Brain research data sharing and personal data privacy
OHBM 2020 OSR - Brain research data sharing and personal data privacy
 
The Brain Imaging Data Structure and its use for fNIRS
The Brain Imaging Data Structure and its use for fNIRSThe Brain Imaging Data Structure and its use for fNIRS
The Brain Imaging Data Structure and its use for fNIRS
 
Organizing EEG data using the Brain Imaging Data Structure
Organizing EEG data using the Brain Imaging Data Structure Organizing EEG data using the Brain Imaging Data Structure
Organizing EEG data using the Brain Imaging Data Structure
 
BIOMAG2018 - Denis Engemann - MNE-HCP
BIOMAG2018 - Denis Engemann - MNE-HCPBIOMAG2018 - Denis Engemann - MNE-HCP
BIOMAG2018 - Denis Engemann - MNE-HCP
 
BIOMAG2018 - Jan-Mathijs Schoffelen - COBIDAS
BIOMAG2018 - Jan-Mathijs Schoffelen - COBIDASBIOMAG2018 - Jan-Mathijs Schoffelen - COBIDAS
BIOMAG2018 - Jan-Mathijs Schoffelen - COBIDAS
 
BIOMAG2018 - Darren Price - CamCAN
BIOMAG2018 - Darren Price - CamCANBIOMAG2018 - Darren Price - CamCAN
BIOMAG2018 - Darren Price - CamCAN
 
CuttingEEG - Open Science, Open Data and BIDS for EEG
CuttingEEG - Open Science, Open Data and BIDS for EEGCuttingEEG - Open Science, Open Data and BIDS for EEG
CuttingEEG - Open Science, Open Data and BIDS for EEG
 
ChildBrain/Predictable summer school - Open Science
ChildBrain/Predictable summer school - Open Science ChildBrain/Predictable summer school - Open Science
ChildBrain/Predictable summer school - Open Science
 
Using Open Science to accelerate advancements in auditory EEG signal processing
Using Open Science to accelerate advancements in auditory EEG signal processingUsing Open Science to accelerate advancements in auditory EEG signal processing
Using Open Science to accelerate advancements in auditory EEG signal processing
 
Donders Repository - removing barriers for management and sharing of research...
Donders Repository - removing barriers for management and sharing of research...Donders Repository - removing barriers for management and sharing of research...
Donders Repository - removing barriers for management and sharing of research...
 
RDM and the Donders Repository
RDM and the Donders RepositoryRDM and the Donders Repository
RDM and the Donders Repository
 
Donders Research Data Repository
Donders Research Data Repository Donders Research Data Repository
Donders Research Data Repository
 

Recently uploaded

Celebrity Girls Call Navi Mumbai 🎈🔥9920725232 🔥💋🎈 Provide Best And Top Girl S...
Celebrity Girls Call Navi Mumbai 🎈🔥9920725232 🔥💋🎈 Provide Best And Top Girl S...Celebrity Girls Call Navi Mumbai 🎈🔥9920725232 🔥💋🎈 Provide Best And Top Girl S...
Celebrity Girls Call Navi Mumbai 🎈🔥9920725232 🔥💋🎈 Provide Best And Top Girl S...
bellared2
 
17. 20240529_Ingrid Olesen_MariGreen summer school.pdf
17. 20240529_Ingrid Olesen_MariGreen summer school.pdf17. 20240529_Ingrid Olesen_MariGreen summer school.pdf
17. 20240529_Ingrid Olesen_MariGreen summer school.pdf
marigreenproject
 
Animal biotechnology Cattle breeds....pptx
Animal biotechnology Cattle breeds....pptxAnimal biotechnology Cattle breeds....pptx
Animal biotechnology Cattle breeds....pptx
Ritesh Chavan
 
Fish in the Loop: Exploring RAS - Julie Hansen Bergstedt
Fish in the Loop: Exploring RAS - Julie Hansen BergstedtFish in the Loop: Exploring RAS - Julie Hansen Bergstedt
Fish in the Loop: Exploring RAS - Julie Hansen Bergstedt
Faculty of Applied Chemistry and Materials Science
 
How Does Simulation-Based Testing for Self-Driving Cars Match Human Perception?
How Does Simulation-Based Testing for Self-Driving Cars Match Human Perception?How Does Simulation-Based Testing for Self-Driving Cars Match Human Perception?
How Does Simulation-Based Testing for Self-Driving Cars Match Human Perception?
Christian Birchler
 
16. 20240529_Ailin Molosag_MARIGREEN_SS_Day3_Ailin.pdf
16. 20240529_Ailin Molosag_MARIGREEN_SS_Day3_Ailin.pdf16. 20240529_Ailin Molosag_MARIGREEN_SS_Day3_Ailin.pdf
16. 20240529_Ailin Molosag_MARIGREEN_SS_Day3_Ailin.pdf
marigreenproject
 
ADVANCES IN CITRUS BREEDING, Breeding methods
ADVANCES IN CITRUS BREEDING, Breeding methodsADVANCES IN CITRUS BREEDING, Breeding methods
ADVANCES IN CITRUS BREEDING, Breeding methods
Vidhya1706
 
atom, elements, molecule and compounds #CBSE, #IX class, #chapter-3, #ATOMS&M...
atom, elements, molecule and compounds #CBSE, #IX class, #chapter-3, #ATOMS&M...atom, elements, molecule and compounds #CBSE, #IX class, #chapter-3, #ATOMS&M...
atom, elements, molecule and compounds #CBSE, #IX class, #chapter-3, #ATOMS&M...
ManjulaVani3
 
AlgaeBrew project - Unlocking the potential of microalgae for the valorisatio...
AlgaeBrew project - Unlocking the potential of microalgae for the valorisatio...AlgaeBrew project - Unlocking the potential of microalgae for the valorisatio...
AlgaeBrew project - Unlocking the potential of microalgae for the valorisatio...
Faculty of Applied Chemistry and Materials Science
 
End of pipe treatment: Unlocking the potential of RAS waste - Carlos Octavio ...
End of pipe treatment: Unlocking the potential of RAS waste - Carlos Octavio ...End of pipe treatment: Unlocking the potential of RAS waste - Carlos Octavio ...
End of pipe treatment: Unlocking the potential of RAS waste - Carlos Octavio ...
Faculty of Applied Chemistry and Materials Science
 
Accessing Data to Support Pesticide Residue and Emerging Contaminant Analysis...
Accessing Data to Support Pesticide Residue and Emerging Contaminant Analysis...Accessing Data to Support Pesticide Residue and Emerging Contaminant Analysis...
Accessing Data to Support Pesticide Residue and Emerging Contaminant Analysis...
US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
 
Post RN - Biochemistry (Unit 3.1) Chemistry of Nutrients (Carbohydrates)
Post RN - Biochemistry (Unit 3.1) Chemistry of Nutrients (Carbohydrates)Post RN - Biochemistry (Unit 3.1) Chemistry of Nutrients (Carbohydrates)
Post RN - Biochemistry (Unit 3.1) Chemistry of Nutrients (Carbohydrates)
Areesha Ahmad
 
Shoot apex organization and its theories
Shoot apex organization and its theoriesShoot apex organization and its theories
Shoot apex organization and its theories
MEGHASHREE A M
 
SOFIA/HAWC+ FAR-INFRARED POLARIMETRIC LARGE-AREA CMZ EXPLORATION (FIREPLACE) ...
SOFIA/HAWC+ FAR-INFRARED POLARIMETRIC LARGE-AREA CMZ EXPLORATION (FIREPLACE) ...SOFIA/HAWC+ FAR-INFRARED POLARIMETRIC LARGE-AREA CMZ EXPLORATION (FIREPLACE) ...
SOFIA/HAWC+ FAR-INFRARED POLARIMETRIC LARGE-AREA CMZ EXPLORATION (FIREPLACE) ...
Sérgio Sacani
 
Composting blue materials - Joshua Cabell
Composting blue materials - Joshua CabellComposting blue materials - Joshua Cabell
Composting blue materials - Joshua Cabell
Faculty of Applied Chemistry and Materials Science
 
Traditional, current and future use of fish and seaweed for fertilisation - ...
Traditional, current and future use of fish and seaweed for fertilisation -  ...Traditional, current and future use of fish and seaweed for fertilisation -  ...
Traditional, current and future use of fish and seaweed for fertilisation - ...
Faculty of Applied Chemistry and Materials Science
 
All-domain Anomaly Resolution Office Supplement to Oak Ridge National Laborat...
All-domain Anomaly Resolution Office Supplement to Oak Ridge National Laborat...All-domain Anomaly Resolution Office Supplement to Oak Ridge National Laborat...
All-domain Anomaly Resolution Office Supplement to Oak Ridge National Laborat...
Sérgio Sacani
 
Biochar impregnation as slow release fertilizer - Violeta Alexandra Ion
Biochar impregnation as slow release fertilizer - Violeta Alexandra IonBiochar impregnation as slow release fertilizer - Violeta Alexandra Ion
Biochar impregnation as slow release fertilizer - Violeta Alexandra Ion
Faculty of Applied Chemistry and Materials Science
 
Post RN - Biochemistry (Unit 7) Metabolism
Post RN - Biochemistry (Unit 7) MetabolismPost RN - Biochemistry (Unit 7) Metabolism
Post RN - Biochemistry (Unit 7) Metabolism
Areesha Ahmad
 
A NICER VIEW OF THE NEAREST AND BRIGHTEST MILLISECOND PULSAR: PSR J0437−4715
A NICER VIEW OF THE NEAREST AND BRIGHTEST MILLISECOND PULSAR: PSR J0437−4715A NICER VIEW OF THE NEAREST AND BRIGHTEST MILLISECOND PULSAR: PSR J0437−4715
A NICER VIEW OF THE NEAREST AND BRIGHTEST MILLISECOND PULSAR: PSR J0437−4715
Sérgio Sacani
 

Recently uploaded (20)

Celebrity Girls Call Navi Mumbai 🎈🔥9920725232 🔥💋🎈 Provide Best And Top Girl S...
Celebrity Girls Call Navi Mumbai 🎈🔥9920725232 🔥💋🎈 Provide Best And Top Girl S...Celebrity Girls Call Navi Mumbai 🎈🔥9920725232 🔥💋🎈 Provide Best And Top Girl S...
Celebrity Girls Call Navi Mumbai 🎈🔥9920725232 🔥💋🎈 Provide Best And Top Girl S...
 
17. 20240529_Ingrid Olesen_MariGreen summer school.pdf
17. 20240529_Ingrid Olesen_MariGreen summer school.pdf17. 20240529_Ingrid Olesen_MariGreen summer school.pdf
17. 20240529_Ingrid Olesen_MariGreen summer school.pdf
 
Animal biotechnology Cattle breeds....pptx
Animal biotechnology Cattle breeds....pptxAnimal biotechnology Cattle breeds....pptx
Animal biotechnology Cattle breeds....pptx
 
Fish in the Loop: Exploring RAS - Julie Hansen Bergstedt
Fish in the Loop: Exploring RAS - Julie Hansen BergstedtFish in the Loop: Exploring RAS - Julie Hansen Bergstedt
Fish in the Loop: Exploring RAS - Julie Hansen Bergstedt
 
How Does Simulation-Based Testing for Self-Driving Cars Match Human Perception?
How Does Simulation-Based Testing for Self-Driving Cars Match Human Perception?How Does Simulation-Based Testing for Self-Driving Cars Match Human Perception?
How Does Simulation-Based Testing for Self-Driving Cars Match Human Perception?
 
16. 20240529_Ailin Molosag_MARIGREEN_SS_Day3_Ailin.pdf
16. 20240529_Ailin Molosag_MARIGREEN_SS_Day3_Ailin.pdf16. 20240529_Ailin Molosag_MARIGREEN_SS_Day3_Ailin.pdf
16. 20240529_Ailin Molosag_MARIGREEN_SS_Day3_Ailin.pdf
 
ADVANCES IN CITRUS BREEDING, Breeding methods
ADVANCES IN CITRUS BREEDING, Breeding methodsADVANCES IN CITRUS BREEDING, Breeding methods
ADVANCES IN CITRUS BREEDING, Breeding methods
 
atom, elements, molecule and compounds #CBSE, #IX class, #chapter-3, #ATOMS&M...
atom, elements, molecule and compounds #CBSE, #IX class, #chapter-3, #ATOMS&M...atom, elements, molecule and compounds #CBSE, #IX class, #chapter-3, #ATOMS&M...
atom, elements, molecule and compounds #CBSE, #IX class, #chapter-3, #ATOMS&M...
 
AlgaeBrew project - Unlocking the potential of microalgae for the valorisatio...
AlgaeBrew project - Unlocking the potential of microalgae for the valorisatio...AlgaeBrew project - Unlocking the potential of microalgae for the valorisatio...
AlgaeBrew project - Unlocking the potential of microalgae for the valorisatio...
 
End of pipe treatment: Unlocking the potential of RAS waste - Carlos Octavio ...
End of pipe treatment: Unlocking the potential of RAS waste - Carlos Octavio ...End of pipe treatment: Unlocking the potential of RAS waste - Carlos Octavio ...
End of pipe treatment: Unlocking the potential of RAS waste - Carlos Octavio ...
 
Accessing Data to Support Pesticide Residue and Emerging Contaminant Analysis...
Accessing Data to Support Pesticide Residue and Emerging Contaminant Analysis...Accessing Data to Support Pesticide Residue and Emerging Contaminant Analysis...
Accessing Data to Support Pesticide Residue and Emerging Contaminant Analysis...
 
Post RN - Biochemistry (Unit 3.1) Chemistry of Nutrients (Carbohydrates)
Post RN - Biochemistry (Unit 3.1) Chemistry of Nutrients (Carbohydrates)Post RN - Biochemistry (Unit 3.1) Chemistry of Nutrients (Carbohydrates)
Post RN - Biochemistry (Unit 3.1) Chemistry of Nutrients (Carbohydrates)
 
Shoot apex organization and its theories
Shoot apex organization and its theoriesShoot apex organization and its theories
Shoot apex organization and its theories
 
SOFIA/HAWC+ FAR-INFRARED POLARIMETRIC LARGE-AREA CMZ EXPLORATION (FIREPLACE) ...
SOFIA/HAWC+ FAR-INFRARED POLARIMETRIC LARGE-AREA CMZ EXPLORATION (FIREPLACE) ...SOFIA/HAWC+ FAR-INFRARED POLARIMETRIC LARGE-AREA CMZ EXPLORATION (FIREPLACE) ...
SOFIA/HAWC+ FAR-INFRARED POLARIMETRIC LARGE-AREA CMZ EXPLORATION (FIREPLACE) ...
 
Composting blue materials - Joshua Cabell
Composting blue materials - Joshua CabellComposting blue materials - Joshua Cabell
Composting blue materials - Joshua Cabell
 
Traditional, current and future use of fish and seaweed for fertilisation - ...
Traditional, current and future use of fish and seaweed for fertilisation -  ...Traditional, current and future use of fish and seaweed for fertilisation -  ...
Traditional, current and future use of fish and seaweed for fertilisation - ...
 
All-domain Anomaly Resolution Office Supplement to Oak Ridge National Laborat...
All-domain Anomaly Resolution Office Supplement to Oak Ridge National Laborat...All-domain Anomaly Resolution Office Supplement to Oak Ridge National Laborat...
All-domain Anomaly Resolution Office Supplement to Oak Ridge National Laborat...
 
Biochar impregnation as slow release fertilizer - Violeta Alexandra Ion
Biochar impregnation as slow release fertilizer - Violeta Alexandra IonBiochar impregnation as slow release fertilizer - Violeta Alexandra Ion
Biochar impregnation as slow release fertilizer - Violeta Alexandra Ion
 
Post RN - Biochemistry (Unit 7) Metabolism
Post RN - Biochemistry (Unit 7) MetabolismPost RN - Biochemistry (Unit 7) Metabolism
Post RN - Biochemistry (Unit 7) Metabolism
 
A NICER VIEW OF THE NEAREST AND BRIGHTEST MILLISECOND PULSAR: PSR J0437−4715
A NICER VIEW OF THE NEAREST AND BRIGHTEST MILLISECOND PULSAR: PSR J0437−4715A NICER VIEW OF THE NEAREST AND BRIGHTEST MILLISECOND PULSAR: PSR J0437−4715
A NICER VIEW OF THE NEAREST AND BRIGHTEST MILLISECOND PULSAR: PSR J0437−4715
 

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
  • 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