Changes for page QUINT: Workflow for Quantification and Spatial Analysis of Features in Histological Images From Rodent Brain
Last modified by puchades on 2022/11/02 10:16
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... ... @@ -1,44 +1,85 @@ 1 -(% class=" jumbotron" %)1 +(% class="box infomessage" %) 2 2 ((( 3 -(% class="container" %) 4 -((( 5 -== (% style="color:#16a085" %)**QUINT: Workflow for Quantification and Spatial Analysis of Features in Histological Images from Rodent Brain**(%%) == 3 +==== Online documentation ==== 6 6 7 -(% style="color:#999999" %)Neural Systems Laboratory, University of Oslo 5 +[[QuickNII user documentation>>https://quicknii.readthedocs.io/en/latest/index.html]] 6 + 7 +[[VisuAlign user documentation>>https://visualign.readthedocs.io/en/latest/index.html]] 8 + 9 +[[Ilastik user documentation>>https://nutil.readthedocs.io/en/latest/Ilastik.html]] 10 + 11 +[[Nutil user documentation>>https://nutil.readthedocs.io/en/latest/index.html]] 8 8 ))) 9 -))) 10 10 11 -==== ==== 12 12 15 +[[image:QUINT_workflow_Plaques.png||height="470" style="float:left" width="1277"]] 13 13 14 -== ==(%style="color:#c0392b"%)**Workflow Description**(%%)====17 +== == 15 15 16 - TheQUINTworkflowenables the quantification and spatial analysis of labelled features in histological images of rodent brain sections based on reference atlases of the brain. It utilises three open-source software:19 +== == 17 17 18 -1. [[(% style="color:#2980b9" %)//ilastik//>>doc:.3\. Image segmentation with ilastik.WebHome]](%%) allows the extraction of labelled features such as cells by segmentation. 19 -1. [[(% style="color:#2980b9" %)//QuickNII//>>doc:.Image registration to reference atlas using QuickNII.WebHome]](%%) generates atlas maps customised to match the proportions and cutting plane of the brain sections. 20 -1. (% 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. 21 +== == 21 21 22 - Incombination,thetools facilitate semi-automated quantification, eliminating the need for more time consuming methods such as stereological analysis with manual delineation of brain regions.23 +== == 23 23 24 - [[Youtubevideo>>https://www.youtube.com/watch?v=yPkAbSfla_c]]25 +== == 25 25 26 -== ==(%style="color:#c0392b"%)**Workflow highlights**(%%)====27 +== == 27 27 28 - *TheQUINT workflow issemi-automated,combining threeopen-source software that canbeoperated withoutscriptingknowledge.29 +== (% style="color:#c0392b" %)**Description**(%%) == 29 29 30 -((( 31 -* As the quantifications are performed in regions defined by a reference atlas, the region definitions are standardized, allowing comparisons of data from different laboratories. 31 +**The QUINT workflow enables an atlas-based analysis of extracted features from histological image sections from the rodent brain by using 3D reference atlases. ** 32 32 33 - ====(%style="color:#c0392b"%)**References**(%%) ====33 +**Examples of use are cell counting and spatial distributions, determination of projection areas in connectivity experiments, and exploration of pathological hallmarks in brain-disease models. Integration of various data to the same reference space enables new exploration strategies and reuse of experimental data.** 34 34 35 - YatesSC et al. 2019. QUINT: WorkflowforQuantificationand SpatialAnalysisof Featuresin HistologicalImagesFrom RodentBrain. Front. Neuroinform.13:75. doi: 10.3389/fninf.2019.0007535 +The workflow is built on the following open-access software. 36 36 37 -[[www.nitrc.org/projects/nutil>>url:https://www.nitrc.org/projects/nutil/]][[/>>url:https://www.nitrc.org/projects/quicknii]] 37 +* [[(% style="color:#2980b9" %)//ilastik//>>doc:.3\. Image segmentation with ilastik.WebHome]](%%) allows the extraction of labelled features such as cells, by using machine-learning image segmentation. 38 +* [[(% 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. 39 +* //[[(% style="color:#3498db" %)VisuAlign>>doc:.Image registration to reference atlas using QuickNII.WebHome]]//(%%) is then used for non-linear alignment of the reference-atlas slice to the section image. 40 +* (% 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//. 38 38 39 - [[https:~~/~~/www.nitrc.org/projects/quicknii>>https://www.nitrc.org/projects/quicknii]]42 +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. 40 40 41 -[[https:~~/~~/www.ilastik.org>>url:https://www.ilastik.org/]][[/>>url:https://www.ilastik.org/]] 44 +[[[[image:Youtube_QUINT.PNG||height="282" style="float:left" width="500"]]>>https://www.youtube.com/watch?v=8oeg3qTzLnE]] 45 + 46 + 47 + 48 + 49 + 50 + 51 + 52 + 53 + 54 + 55 + 56 + 57 + 58 + 59 + 60 +QUINT workflow video 61 + 62 +== (% style="color:#c0392b" %)**Workflow highlights**(%%) == 63 + 64 +(% class="box successmessage" %) 65 +((( 66 +The semi-automated QUINT workflow uses open-access software that can be operated without any scripting knowledge. 42 42 ))) 43 43 44 - 69 +((( 70 +(% class="box successmessage" %) 71 +((( 72 +Because the quantifications are performed in regions defined by a reference atlas, the region definitions are standardised, allowing comparisons of data from different laboratories. 73 +))) 74 + 75 +==== (% style="color:#c0392b" %)**References**(%%) ==== 76 + 77 +* 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]] 78 +* 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>>https://www.frontiersin.org/articles/10.3389/fninf.2020.00037/full]] 79 +* Berg S, Kutra D, Kroeger T, et al. & Kreshuk A (2019) ilastik: interactive machine learning for (bio)image analysis. Nat Methods. 16:1226-1232. doi: [[10.1038/s41592-019-0582-9>>https://www.nature.com/articles/s41592-019-0582-9]] 80 +* ((( 81 +Puchades MA et al. (2019) Spatial registration of serial microscopic brain images to three-dimensional reference atlases with the QuickNII tool. PlosOne. 14(5): e0216796. doi: [[10.1371/journal.pone.0216796>>https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0216796]] 82 +))) 83 + 84 +==== ==== 85 +)))
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