Changes for page SGA2 SP3 UC002 KR3.2 - Slow Wave Analysis Pipeline
Last modified by robing on 2022/03/25 09:55
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... ... @@ -9,11 +9,11 @@ 9 9 10 10 Robin Gutzen^^1^^, Giulia De Bonis^^2^^, Elena Pastorelli^^2,3^^, Cristiano Capone^^2^^, 11 11 12 -Chiara De Luca^^2,3^^, Michael Denker^^1^^, Sonja Grün^^1^^, 12 +Chiara De Luca^^2,3^^, Michael Denker^^1^^, Sonja Grün^^1,4^^, 13 13 14 -Pier Stanislao Paolucci^^2^^, Andrew Davison^^ 4^^14 +Pier Stanislao Paolucci^^2^^, Andrew Davison^^5^^ 15 15 16 -Experiments: Anna Letizia Allegra Mascaro^^ 5,6^^, Francesco Resta^^5^^, Francesco Saverio Pavone^^5^^, Maria-Victoria Sanchez-Vives^^7,8^^16 +Experiments: Anna Letizia Allegra Mascaro^^6,7^^, Francesco Resta^^6^^, Francesco Saverio Pavone^^6^^, Maria-Victoria Sanchez-Vives^^8,9^^ 17 17 18 18 ,,1) Institute of Neuroscience and Medicine (INM-6) and Institute for Advanced Simulation (IAS-6) and JARA-Institute Brain Structure-Function Relationships (INM-10), Jülich Research Centre, Jülich, Germany,, 19 19 ... ... @@ -21,15 +21,17 @@ 21 21 22 22 ,,3) Ph.D. Program in Behavioural Neuroscience, “Sapienza” University of Rome, Rome, Italy,, 23 23 24 -,,4) Unité de Neurosciences, InformationetComplexité,Neuroinformatics Group,CNRSFRE3693, Gif-sur-Yvette,France,,24 +,,4) Theoretical Systems Neurobiology, RWTH Aachen University, Aachen, Germany,, 25 25 26 -,,5) EuropeanLaboratoryforNon-linearSpectroscopy (LENS), (% style="--darkreader-inline-color:inherit;color:inherit"%)UniversityofFlorence, Florence,Italy(%%),,26 +,,5) Unité de Neurosciences, Information et Complexité, Neuroinformatics Group, CNRS FRE 3693, Gif-sur-Yvette, France,, 27 27 28 -,,6) IstitutodiNeuroscienze,CNR,Pisa, Italy,,28 +,,6) European Laboratory for Non-linear Spectroscopy (LENS), (% style="--darkreader-inline-color:inherit; color:inherit" %)University of Florence, Florence, Italy(%%),, 29 29 30 -,,7) nstitut d’InvestigacionsBiomèdiquesAugust Pii Sunyer(IDIBAPS),Barcelona,Spain,,30 +,,7) Istituto di Neuroscienze, CNR, Pisa, Italy,, 31 31 32 -,,8) Institució Catalana de Recerca i Estudis Avanc ̨ats (ICREA), Barcelona, Spain,, 32 +,,8) Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain,, 33 + 34 +,,9) Institució Catalana de Recerca i Estudis Avanc ̨ats (ICREA), Barcelona, Spain,, 33 33 ))) 34 34 ))) 35 35 ... ... @@ -111,8 +111,20 @@ 111 111 112 112 All results are stored in the path specified in the //settings.py// file. The folder structure reflects the structuring of the pipeline into stages and blocks. All intermediate results are stored as //.nix// files using the [[Neo data format>>https://neo.readthedocs.io/en/stable/]] and can be loaded with ##neo.NixIO('/path/to/file.nix').read_block()##. Additionally, most blocks produce a figure, and each stage a report file, to give an overview of the execution log, parameters, intermediate results, and to help with debugging. The final stage (//stage05_wave_characterization//) stores the results as[[ //pandas.DataFrames//>>https://pandas.pydata.org/]] in //.csv// files, separately for each measure as well as in a combined dataframe for all measures. 113 113 114 - ==Outlook==116 +**Examples of the output figures (for IDIBAPS dataset)** 115 115 118 +* Stage 01 - [[example signal traces and metadata>>https://drive.ebrains.eu/smart-link/cf2fa914-260d-4d61-a2da-03ea07b7f9be/]] 119 +* Stage 02 - [[background substraction>>https://drive.ebrains.eu/smart-link/586d2f3c-591b-4dfb-94ee-8c0e28050dc4/]] 120 +* Stage 02 - [[logMUA estimation>>https://drive.ebrains.eu/smart-link/c92e4b0c-0938-44e8-9f8d-00522796b2fd/]] 121 +* Stage 02 - [[processed signal trace>>https://drive.ebrains.eu/smart-link/26ed27c6-de56-4b48-a57b-f70aab629197/]] 122 +* Stage 03 - [[amplitude distribution>>https://drive.ebrains.eu/smart-link/8ba80293-ba75-4a37-8a8f-05d44cf6f65c/]] 123 +* Stage 03 - [[UP state detection>>https://drive.ebrains.eu/smart-link/ab172be0-178e-4153-a3e6-b4bace32dd50/]] 124 +* Stage 04 - [[trigger clustering>>https://drive.ebrains.eu/smart-link/4a1f0169-8b43-49ce-80c8-f2fa0f4d50d3/]] 125 +* Stage 05 - [[planar velocities>>https://drive.ebrains.eu/smart-link/f4de8073-cb40-47a7-bc82-f97d36dbae25/]] 126 +* Stage 05 - [[directionality>>https://drive.ebrains.eu/smart-link/5485032d-0121-4cde-9ea2-3e0af3f12178/]] 127 + 128 +=== Outlook === 129 + 116 116 * Using the **KnowledgeGraph API **to insert data directly from the Knowledge Graph into the pipeline and also register and store the corresponding results as Analysis Objects. Such Analysis Objects are to incorporate **Provenance Tracking, **using [[fairgraph>>https://github.com/HumanBrainProject/fairgraph]],** **to record the details of the processing and analysis steps. 117 117 * Adding support for the pipeline to make use of **HPC** resources when running on the collab. 118 118 * Further extending the available **methods** to address a wider variety of analysis objectives and support the processing of other datatypes. Additional documentation and guides should also make it easier for non-developers to contribute new method blocks. ... ... @@ -127,7 +127,6 @@ 127 127 * [[Sanchez-Vives, M. (2020). "Propagation modes of slow waves in mouse cortex". //EBRAINS//>>https://doi.org/10.25493/WKA8-Q4T]] 128 128 * [[Sanchez-Vives, M. (2019). "Cortical activity features in transgenic mouse models of cognitive deficits (Fragile X Syndrome).//" EBRAINS//>>https://doi.org/10.25493/ANF9-EG3]] 129 129 130 - 131 131 Code developed at: 132 132 133 133 [[image:https://github.githubassets.com/images/modules/logos_page/GitHub-Mark.png||height="35" width="35"]][[INM-6/wavescalephant>>https://github.com/INM-6/wavescalephant]]