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1 -TVB EBRAINS Baltic-Nordic school 2024
1 +EBRAINS Baltic-Nordic school 2024
Author
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1 -XWiki.mhashemi
1 +XWiki.petkoski
Content
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4 4  (((
5 5  = Building personalized brain network models with TVB =
6 6  
7 -Spase Petkoski, Damien Depannemaecker, Meysam Hashemi, and Pierpaolo Sorrentino
7 +Spase Petkoski, Damien Depannemaecker and Pierpaolo Sorrentino
8 8  )))
9 9  )))
10 10  
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16 16  
17 17  This collab contains access to the notebooks and reading materials that will be used during the EBRAINS Baltic-Nordic summer school 2024 [[https:~~/~~/lsmu.lt/en/events/ebrains/>>https://lsmu.lt/en/events/ebrains/]].
18 18  
19 -The objective is to give to the participants an overview to building whole-brain network models with TVB. We will begin with the [[First steps of TVB>>https://lab.ch.ebrains.eu/hub/user-redirect/lab/tree/shared/TVB%20EBRAINS%20Baltic-Nordic%20school%202024/1_TVB_First_steps.ipynb||style="background-color: rgb(255, 255, 255);"]], where we will describe the building blocks of TVB through the paradigm of resting state activity. This will be followed by [[Modelling Epilepsy>>https://lab.ch.ebrains.eu/hub/user-redirect/lab/tree/shared/TVB%20EBRAINS%20Baltic-Nordic%20school%202024/2_TVB_Modelling_Epilepsy.ipynb||style="background-color: rgb(255, 255, 255);"]], where seizure propagation will be modeled. Then, there is one tutorial describing a deeper analysis of [[BOLD monitors>>https://lab.ch.ebrains.eu/hub/user-redirect/lab/tree/shared/TVB%20EBRAINS%20Baltic-Nordic%20school%202024/3_TVB_BOLD_digging_deeper.ipynb||style="background-color: rgb(255, 255, 255);"]].  Finally, a [[Bayesian approach>>https://wiki.ebrains.eu/bin/view/Collabs/ebrains-task-3-3/Drive#notebooks/EITN_tutorial||style="background-color: rgb(255, 255, 255);"]] is used on synthetic data to infer the posterior of the parameters.  These can all be found in the drive and accessed through the lab.
19 +It will allow users to build whole-brain network models with TVB.
20 20  
21 +We will begin wit the [[First steps of TVB>>url:https://lab.ch.ebrains.eu/hub/user-redirect/lab/tree/shared/TVB%20tutorial%3A%20first%20steps/tvb_tutorials/1_TVB_First_steps.ipynb||style="background-color: rgb(255, 255, 255);"]], where we will describe the building blocks of TVB through the paradigm of resting state activity. This will be followed by [[Modelling Epilepsy>>url:https://lab.ch.ebrains.eu/hub/user-redirect/lab/tree/shared/TVB%20tutorial%3A%20first%20steps/tvb_tutorials/2_TVB_Modelling_Epilepsy.ipynb||style="background-color: rgb(255, 255, 255);"]], where seizure propagation will be modeled. Finally there is one tutorial describing deeper analysis of [[BOLD monitors>>url:https://lab.ch.ebrains.eu/hub/user-redirect/lab/tree/shared/TVB%20tutorial%3A%20first%20steps/tvb_tutorials/3_TVB_BOLD_digging_deeper.ipynb||style="background-color: rgb(255, 255, 255);"]]. These can be all found in the following EBRAINS lab:
22 +
23 +[[https:~~/~~/lab.ch.ebrains.eu/hub/user-redirect/lab/tree/shared/TVB%20tutorial%3A%20first%20steps/tvb_tutorials>>url:https://lab.ch.ebrains.eu/hub/user-redirect/lab/tree/shared/TVB%20tutorial%3A%20first%20steps/tvb_tutorials]]
24 +
21 21  = Requirements =
22 22  
23 -School participants should have EBRAINS accounts to be able to access and work on the tutorials.
27 +School participants should have EBRAINS accounts in order to be able to access and work on the tutorials.
24 24  
25 -They are also advised to install TVB locally in case of connection issues. After installation from the following link: https:~/~/www.thevirtualbrain.org/tvb/zwei/brainsimulator-software users can access many more tutorials.
29 +They are also advised to install TVB locally in case there are issues with the connection. After installation from the following link  [[https:~~/~~/www.thevirtualbrain.org/tvb/zwei/brainsimulator-software>>https://www.thevirtualbrain.org/tvb/zwei/brainsimulator-software||style="background-color: rgb(255, 255, 255);"]] users will have access to many more tutorials.
26 26  
27 27  = Other tutorials =
28 28  
29 -In addition to these notebooks, we also refer to the readers to the collab for the Showcase 1 of HBP: "Degeneracy in neuroscience - when is Big Data big enough"
33 +In addition to these noptebooks, we also refer to the readers to the collab for the Showcase 1 of HBP: "Degeneracy in neuroscience - when is Big Data big enough"
30 30  
31 31  [[https:~~/~~/wiki.ebrains.eu/bin/view/Collabs/sga3-d1-5-showcase-1/>>url:https://wiki.ebrains.eu/bin/view/Collabs/sga3-d1-5-showcase-1/]]
32 32  
33 -[[https:~~/~~/wiki.ebrains.eu/bin/view/Collabs/automatic-dcm/>>https://wiki.ebrains.eu/bin/view/Collabs/automatic-dcm/]]
34 -
35 35  = References =
36 36  
37 -(((
38 -
39 -
40 -* Sanz-Leon P, Knock SA, Spiegler A, Jirsa VK. [[Mathematical framework for large-scale brain network modeling in The Virtual Brain>>https://www.sciencedirect.com/science/article/pii/S1053811915000051]]. Neuroimage. 2015 May 1;111:385-430.
39 +* (((
40 +Sanz-Leon P, Knock SA, Spiegler A, Jirsa VK. [[Mathematical framework for large-scale brain network modeling in The Virtual Brain>>https://www.sciencedirect.com/science/article/pii/S1053811915000051]]. Neuroimage. 2015 May 1;111:385-430.
41 41  )))
42 -
43 -(((
44 -* Schirner M, Domide L, Perdikis D, Triebkorn P, Stefanovski L, Pai R, Prodan P, Valean B, Palmer J, Langford C, Blickensdörfer A. [[Brain simulation as a cloud service: The Virtual Brain on EBRAINS>>https://www.sciencedirect.com/science/article/pii/S1053811922001021]]. NeuroImage. 2022 May 1;251:118973.
45 -* Lavanga M, Stumme J, Yalcinkaya BH, Fousek J, Jockwitz C, Sheheitli H, Bittner N, Hashemi M, Petkoski S, Caspers S, Jirsa V. [[The virtual aging brain: Causal inference supports interhemispheric dedifferentiation in healthy aging>>https://www.sciencedirect.com/science/article/pii/S1053811923005542]]. NeuroImage. 2023 Dec 1;283:120403.
42 +* (((
43 +Schirner M, Domide L, Perdikis D, Triebkorn P, Stefanovski L, Pai R, Prodan P, Valean B, Palmer J, Langford C, Blickensdörfer A. [[Brain simulation as a cloud service: The Virtual Brain on EBRAINS>>https://www.sciencedirect.com/science/article/pii/S1053811922001021]]. NeuroImage. 2022 May 1;251:118973.
46 46  )))
47 -
48 -(((
49 -* Wang HE, Triebkorn P, Breyton M, Dollomaja B, Lemarechal JD, Petkoski S, Sorrentino P, Depannemaecker D, Hashemi M, Jirsa VK. [[Virtual brain twins: from basic neuroscience to clinical use>>https://academic.oup.com/nsr/article/11/5/nwae079/7616087]]. National Science Review. 2024 May;11(5):nwae079.
50 -* Baldy N, Woodman M, Jirsa V, Hashemi M. [[Dynamic Causal Modeling in Probabilistic Programming Languages>>https://www.biorxiv.org/content/10.1101/2024.11.06.622230v1.abstract]]. bioRxiv. 2024:2024-11.
45 +* (((
46 +Lavanga M, Stumme J, Yalcinkaya BH, Fousek J, Jockwitz C, Sheheitli H, Bittner N, Hashemi M, Petkoski S, Caspers S, Jirsa V. [[The virtual aging brain: Causal inference supports interhemispheric dedifferentiation in healthy aging>>https://www.sciencedirect.com/science/article/pii/S1053811923005542]]. NeuroImage. 2023 Dec 1;283:120403.
51 51  )))
52 -
53 -(((
54 -* Ziaeemehr A, Woodman M, Domide L, Petkoski S, Jirsa V, Hashemi M. [[Virtual Brain Inference (VBI): A flexible and integrative toolkit for efficient probabilistic inference on virtual brain models>>https://www.biorxiv.org/content/10.1101/2025.01.21.633922v1.abstract]] bioRxiv. 2025:2025-01.
48 +* (((
49 +Wang HE, Triebkorn P, Breyton M, Dollomaja B, Lemarechal JD, Petkoski S, Sorrentino P, Depannemaecker D, Hashemi M, Jirsa VK. [[Virtual brain twins: from basic neuroscience to clinical use>>https://academic.oup.com/nsr/article/11/5/nwae079/7616087]]. National Science Review. 2024 May;11(5):nwae079.
55 55  )))
56 56  )))
57 57