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 ,4^^,12 +Chiara De Luca^^2,3^^, Michael Denker^^1^^, Sonja Grün^^1^^, 13 13 14 -Pier Stanislao Paolucci^^2^^, Andrew Davison^^ 5^^14 +Pier Stanislao Paolucci^^2^^, Andrew Davison^^4^^ 15 15 16 -Experiments: Anna Letizia Allegra Mascaro^^ 6,7^^, Francesco Resta^^6^^, Francesco Saverio Pavone^^6^^, Maria-Victoria Sanchez-Vives^^8,9^^16 +Experiments: Anna Letizia Allegra Mascaro^^5,6^^, Francesco Resta^^5^^, Francesco Saverio Pavone^^5^^, Maria-Victoria Sanchez-Vives^^7,8^^ 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 ... ... @@ -21,17 +21,15 @@ 21 21 22 22 ,,3) Ph.D. Program in Behavioural Neuroscience, “Sapienza” University of Rome, Rome, Italy,, 23 23 24 -,,4) Theoretical SystemsNeurobiology, RWTHAachenUniversity, Aachen,Germany,,24 +,,4) Unité de Neurosciences, Information et Complexité, Neuroinformatics Group, CNRS FRE 3693, Gif-sur-Yvette, France,, 25 25 26 -,,5) Unité de Neurosciences,Information etComplexité, NeuroinformaticsGroup,CNRSFRE 3693, Gif-sur-Yvette, France,,26 +,,5) European Laboratory for Non-linear Spectroscopy (LENS), (% style="--darkreader-inline-color:inherit; color:inherit" %)University of Florence, Florence, Italy(%%),, 27 27 28 -,,6) European LaboratoryforNon-linearSpectroscopy (LENS), (% style="--darkreader-inline-color:inherit;color:inherit"%)University of Florence,Florence,Italy(%%),,28 +,,6) Istituto di Neuroscienze, CNR, Pisa, Italy,, 29 29 30 -,,7) odiNeuroscienze,CNR,Pisa,Italy,,30 +,,7) Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain,, 31 31 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,, 32 +,,8) Institució Catalana de Recerca i Estudis Avanc ̨ats (ICREA), Barcelona, Spain,, 35 35 ))) 36 36 ))) 37 37 ... ... @@ -113,20 +113,8 @@ 113 113 114 114 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. 115 115 116 - **Examplesof the output figures (forIDIBAPS dataset)**114 +== Outlook == 117 117 118 -* 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 - 130 130 * 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. 131 131 * Adding support for the pipeline to make use of **HPC** resources when running on the collab. 132 132 * 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. ... ... @@ -141,6 +141,7 @@ 141 141 * [[Sanchez-Vives, M. (2020). "Propagation modes of slow waves in mouse cortex". //EBRAINS//>>https://doi.org/10.25493/WKA8-Q4T]] 142 142 * [[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]] 143 143 130 + 144 144 Code developed at: 145 145 146 146 [[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]]