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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... ... @@ -1,85 +1,47 @@ 1 -(% class="box infomessage" %) 2 -((( 3 -==== QUINT software documentation ==== 1 +(% style="text-align:center" %) 2 +[[image:QUINT_workflow_pic.png||height="394" width="1011"]] 4 4 5 - [[QuickNIIuserdocumentation>>https://quicknii.readthedocs.io/en/latest/index.html]]4 +== (% style="color:#c0392b" %)**Workflow Description**(%%) == 6 6 7 - [[VisuAlignuserdocumentation>>https://visualign.readthedocs.io/en/latest/index.html]]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: 8 8 9 -[[Ilastik user documentation>>https://nutil.readthedocs.io/en/latest/Ilastik.html]] 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//. 10 10 11 -[[Nutil user documentation>>https://nutil.readthedocs.io/en/latest/index.html]] 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 +[[[[image:Youtube_QUINT.PNG||height="282" style="float:left" width="500"]]>>https://www.youtube.com/watch?v=yPkAbSfla_c]] 14 14 15 -[[image:QUINT_workflow_Plaques.png||height="470" style="float:left" width="1277"]] 16 16 17 -== == 18 18 19 -== == 20 20 21 -== == 22 22 23 -== == 24 24 25 -== == 26 26 27 -== == 28 28 29 -== (% style="color:#c0392b" %)**Description**(%%) == 30 30 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 - **Examplesofuseare 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.**25 +==== ==== 34 34 35 -The workflow is built on the following open-access software. 36 36 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//. 41 41 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. 43 43 44 -[[[[image:Youtube_QUINT.PNG||height="282" style="float:left" width="500"]]>>https://www.youtube.com/watch?v=8oeg3qTzLnE]] 45 45 31 +==== (% style="color:#c0392b" %)**Workflow highlights**(%%) ==== 46 46 33 +* The QUINT workflow is semi-automated, combining three open-source software that can be operated without scripting knowledge. 47 47 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. 48 48 38 +==== (% style="color:#c0392b" %)**References**(%%) ==== 49 49 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 50 50 42 +[[www.nitrc.org/projects/nutil>>url:https://www.nitrc.org/projects/nutil/]][[/>>url:https://www.nitrc.org/projects/quicknii]] 51 51 44 +[[https:~~/~~/www.nitrc.org/projects/quicknii>>https://www.nitrc.org/projects/quicknii]] 52 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. 46 +[[https:~~/~~/www.ilastik.org>>url:https://www.ilastik.org/]][[/>>url:https://www.ilastik.org/]] 67 67 ))) 68 - 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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