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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... ... @@ -1,105 +1,47 @@ 1 -(% class="box infomessage" %) 2 -((( 3 -==== This collab is describing the use of the software toolchain version of the QUINT workflow. The integrated QUINT service will soon be available here. ==== 4 -))) 1 +(% style="text-align:center" %) 2 +[[image:QUINT_workflow_pic.png||height="394" width="1011"]] 5 5 6 - [[image:QUINT_workflow_Plaques.png||height="470"style="float:left" width="1277"]]4 +== (% style="color:#c0392b" %)**Workflow Description**(%%) == 7 7 8 - ====6 +The QUINT workflow enables 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: 9 9 10 -== == 8 +1. [[(% style="color:#2980b9" %)//ilastik//>>doc:.3\. Image segmentation with ilastik.WebHome]](%%) allows the extraction of labelled features such as cells by segmentation. 9 +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. //[[(% style="color:#3498db" %)VisuAlign>>doc:.Image registration to reference atlas using QuickNII.WebHome]]//(%%) enables nonlinear adjustments of the reference atlas to the experimental section. 10 +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//. 11 11 12 - ====12 +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. 13 13 14 -== 14 +[[[[image:Youtube_QUINT.PNG||height="282" style="float:left" width="500"]]>>https://www.youtube.com/watch?v=yPkAbSfla_c]] 15 15 16 -== == 17 17 18 -== == 19 19 20 -== == 21 21 22 -== == 23 23 24 -== == 25 25 26 26 27 -==== Online documentation ==== 28 28 29 -[[QuickNII user documentation>>https://quicknii.readthedocs.io/en/latest/index.html]] 30 30 31 -[[VisuAlign user documentation>>https://visualign.readthedocs.io/en/latest/index.html]] 32 32 33 - [[Ilastikuserdocumentation>>https://nutil.readthedocs.io/en/latest/Ilastik.html]]25 +==== ==== 34 34 35 -[[Nutil user documentation>>https://nutil.readthedocs.io/en/latest/index.html]] 36 36 37 -== == 38 38 39 -== (% style="color:#c0392b" %)**Description**(%%) == 40 40 41 -**The QUINT workflow enables an atlas-based analysis of extracted features from histological image sections from the rodent brain by using 3D reference atlases. ** 42 42 43 - **Examplesofuse are cell counting and spatialdistributions, determination of projection areas in connectivity experiments, and explorationofpathologicalhallmarksin brain-disease models. Integration of various data to the same reference space enables new exploration strategies and reuse of experimental data.**31 +==== (% style="color:#c0392b" %)**Workflow highlights**(%%) ==== 44 44 45 -The workflow is builtnthefollowing open-accesssoftware.33 +* The QUINT workflow is semi-automated, combining three open-source software that can be operated without scripting knowledge. 46 46 47 -* [[(% 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. 48 -* [[(% 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. 49 -* //[[(% 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. 50 -* (% 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//. 35 +((( 36 +* As the quantifications are performed in regions defined by a reference atlas, the region definitions are standardized, allowing comparisons of data from different laboratories. 51 51 52 - Incombination,the toolsfacilitatesemi-automated quantification, eliminating the need formore time-consumingmethods such as stereological analysis with manual delineation of brain regions.38 +==== (% style="color:#c0392b" %)**References**(%%) ==== 53 53 40 +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 54 54 55 -[[ [[image:Youtube_QUINT.PNG||height="310"style="float:right"width="550"]]>>https://www.youtube.com/watch?v=8oeg3qTzLnE]]42 +[[www.nitrc.org/projects/nutil>>url:https://www.nitrc.org/projects/nutil/]][[/>>url:https://www.nitrc.org/projects/quicknii]] 56 56 57 -[[ [[image:Quintutorial videopic.png||height="339" style="float:left" width="550"]]>>https://www.youtube.com/watch?v=n-gQigcGMJ0]]44 +[[https:~~/~~/www.nitrc.org/projects/quicknii>>https://www.nitrc.org/projects/quicknii]] 58 58 59 - 60 - 61 - 62 - 63 - 64 - 65 - 66 - 67 - 68 - 69 - 70 - 71 - 72 - 73 - 74 - 75 - 76 - 77 - 78 - 79 -QUINT workflow video 80 - 81 - 82 -== (% style="color:#c0392b" %)**Workflow highlights**(%%) == 83 - 84 -(% class="box successmessage" %) 85 -((( 86 -The semi-automated QUINT workflow uses open-access software that can be operated without any scripting knowledge. 46 +[[https:~~/~~/www.ilastik.org>>url:https://www.ilastik.org/]][[/>>url:https://www.ilastik.org/]] 87 87 ))) 88 - 89 -((( 90 -(% class="box successmessage" %) 91 -((( 92 -Because the quantifications are performed in regions defined by a reference atlas, the region definitions are standardised, allowing comparisons of data from different laboratories. 93 -))) 94 - 95 -==== (% style="color:#c0392b" %)**References**(%%) ==== 96 - 97 -* 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]] 98 -* 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]] 99 -* 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]] 100 -* ((( 101 -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]] 102 -))) 103 - 104 -==== ==== 105 -)))
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