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48.1 | 1 | [[image:QUINT_workflow_Plaques.png||style="float:left"]] |
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7.1 | 2 | |
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49.1 | 3 | == (% style="color:#c0392b" %)**Description**(%%) == |
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8.1 | 4 | |
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50.1 | 5 | **The QUINT workflow enables an atlas based analysis of extracted features from histological image sections from the rodent brain using 3D reference atlases. ** |
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50.1 | 7 | **Examples of use are: cell counting and spatial distributions; determination of projection areas in connectivity experiments; exploration of pathological hallmarks in brain disease models. Integration of various data to the same reference space enables new exploration strategies and re-use of experimental data.** |
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| 9 | The workflow is built on the following open access software: | ||
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36.2 | 11 | * [[(% style="color:#2980b9" %)//ilastik//>>doc:.3\. Image segmentation with ilastik.WebHome]](%%) allows the extraction of labelled features such as cells, using machine learning image segmentation. |
| 12 | * [[(% style="color:#2980b9" %)//QuickNII//>>doc:.Image registration to reference atlas using QuickNII.WebHome]](%%) generates custom-angle slices from volumetric brain atlases to match the proportions and cutting plane of histological sections. | ||
| 13 | * //[[(% style="color:#3498db" %)VisuAlign>>doc:.Image registration to reference atlas using QuickNII.WebHome]]//(%%) is then used for nonlinear alignment of the reference atlas slice to the section image.. | ||
| 14 | * (% style="color:#2980b9" %)//Nutil//(%%) enables image [[transformations>>doc:.1\. Preparing the images.WebHome]], in addition to [[quantification and spatial analysis>>doc:.4\. Quantification and spatial analysis with Nutil.WebHome]] of features by drawing on the output of //ilastik// and //QuickNII//. | ||
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9.1 | 16 | In combination, the tools facilitate semi-automated quantification, eliminating the need for more time consuming methods such as stereological analysis with manual delineation of brain regions. |
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31.1 | 18 | [[[[image:Youtube_QUINT.PNG||height="282" style="float:left" width="500"]]>>https://www.youtube.com/watch?v=yPkAbSfla_c]] |
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43.2 | 34 | QUINT workflow video |
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14.1 | 36 | ==== (% style="color:#c0392b" %)**Workflow highlights**(%%) ==== |
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38.1 | 38 | * The semi-automated QUINT workflow uses open access software that can be operated without any scripting knowledge. |
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20.1 | 41 | * As the quantifications are performed in regions defined by a reference atlas, the region definitions are standardized, allowing comparisons of data from different laboratories. |
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| 43 | ==== (% style="color:#c0392b" %)**References**(%%) ==== | ||
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39.1 | 45 | * Yates SC et al. 2019. QUINT: Workflow for Quantification and Spatial Analysis of Features in Histological Images From Rodent Brain. Front. Neuroinform. 13:75. doi: [[10.3389/fninf.2019.00075>>https://www.frontiersin.org/articles/10.3389/fninf.2019.00075/full]] |
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42.1 | 46 | * Groeneboom NE, Yates SC, Puchades MA and Bjaalie JG (2020) Nutil: A Pre- and Post-processing Toolbox for Histological Rodent Brain Section Images. //Front. Neuroinform.// 14:37. doi: 10.3389/fninf.2020.00037 |
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43.1 | 47 | * [[Nutil>>https://github.com/Neural-Systems-at-UIO/nutil]] |
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39.1 | 48 | * [[QuickNII>>https://www.nitrc.org/projects/quicknii]] |
| 49 | * [[VisuAlign>>https://www.nitrc.org/projects/visualign/]] | ||
| 50 | * [[ilastik>>https://www.ilastik.org/]] | ||
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14.1 | 51 | ))) |