2017
DOI: 10.1101/137406
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CytoCensus: mapping cell identity and division in tissues and organs using machine learning

Abstract: In BriefWe have optimised imaging of Hailstone et al Page ! 2017/5/14 2 SUMMARYBrain malformations often result from subtle changes in neural stem cell behaviour, which are difficult to characterise using current methods on fixed material. Here, we tackle this issue by establishing optimised approaches for extended 3D time-lapse imaging of living explanted Drosophila brains and developing QBrain image analysis software, a novel implementation of supervised machine learning. We combined these tools to investig… Show more

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Cited by 8 publications
(9 citation statements)
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“…The number of progeny was increased 1.4-fold in the Imp overexpressing brains and increased 1.6-fold in the syp RNAi brains compared to wild type. This phenotype is consistent with the increased proliferation rate previously observed in syp knockdown brains with ex vivo culture and live imaging (Hailstone et al, 2019). However…”
Section: Imp Promotes Nb Growth and Divisionsupporting
confidence: 91%
See 1 more Smart Citation
“…The number of progeny was increased 1.4-fold in the Imp overexpressing brains and increased 1.6-fold in the syp RNAi brains compared to wild type. This phenotype is consistent with the increased proliferation rate previously observed in syp knockdown brains with ex vivo culture and live imaging (Hailstone et al, 2019). However…”
Section: Imp Promotes Nb Growth and Divisionsupporting
confidence: 91%
“…Individual NBs produce unique lineages of neurons (Pereanu and Hartenstein, 2006), with characteristically different clone sizes (Yu et al, 2013). Individual NBs also have differing division frequencies (Hailstone et al, 2019) and terminate division at different times (NB decommissioning) . This individual control ensures that the appropriate number of each neuron type is produced in the correct location during the construction of the brain.…”
Section: Introductionmentioning
confidence: 99%
“…Whole brains were dissected from 3 rd instar larvae in Schneider’s medium and cultured according to an improved protocol for long term culturing and imaging of larval brains (Cabernard and Doe, 2013; Hailstone et al, 2017). Live imaging was performed for 26 hr in an inverted Olympus FV1200 confocal microscope (Ilan Davis Group, Department of Biochemistry, University of Oxford).…”
Section: Methodsmentioning
confidence: 99%
“…The speed of NB division is also a parameter molecularly controlled that could impact the number of cells produced by a lineage. The average speed of NB divisions in the larvae is around 80-90 mins per division (Hailstone et al, 2020;Homem et al, 2013), however this speed varies from NB to NB (Hailstone et al, 2020). The heterogeneity of NB division speed seems also to be regulated by the opposite temporal gradient of Imp and Syp in the NB.…”
Section: Introductionmentioning
confidence: 96%