MeioSeed: a CellProfiler-based program to count fluorescent seeds for crossover frequency analysis in Arabidopsis thaliana

Abstract Background The formation of crossovers during meiosis is pivotal for the redistribution of traits among the progeny of sexually reproducing organisms. In plants the molecular mechanisms underlying the formation of crossovers have been well established, but relatively little is known about t...

Full description

Bibliographic Details
Main Authors: Niels van Tol, Martijn Rolloos, Peter van Loon, Bert J. van der Zaal
Format: Article
Language:English
Published: BMC 2018-04-01
Series:Plant Methods
Subjects:
Online Access:http://link.springer.com/article/10.1186/s13007-018-0298-3
id doaj-1d173cb0433648819195283df63a8d05
record_format Article
spelling doaj-1d173cb0433648819195283df63a8d052020-11-24T20:46:34ZengBMCPlant Methods1746-48112018-04-0114111110.1186/s13007-018-0298-3MeioSeed: a CellProfiler-based program to count fluorescent seeds for crossover frequency analysis in Arabidopsis thalianaNiels van Tol0Martijn Rolloos1Peter van Loon2Bert J. van der Zaal3Faculty of Science, Institute of Biology Leiden, Leiden UniversityFaculty of Science, Institute of Biology Leiden, Leiden UniversityRijk Zwaan Breeding BVFaculty of Science, Institute of Biology Leiden, Leiden UniversityAbstract Background The formation of crossovers during meiosis is pivotal for the redistribution of traits among the progeny of sexually reproducing organisms. In plants the molecular mechanisms underlying the formation of crossovers have been well established, but relatively little is known about the factors that determine the exact location and the frequency of crossover events in the genome. In the model plant species Arabidopsis, research on these factors has been greatly facilitated by reporter lines containing linked fluorescence marker genes under control of promoters active in seeds or pollen, allowing for the visualization of crossover events by fluorescence microscopy. However, the usefulness of these reporter lines to screen for novel modulators of crossover frequency in a high throughput manner relies on the availability of programs that can accurately count fluorescent seeds. Such a program was previously not available in scientific literature. Results Here we present MeioSeed, a novel CellProfiler-based program that accurately counts GFP and RFP fluorescent Arabidopsis seeds with adjustable detection thresholds for fluorescence intensity, making use of a robust seed classifier which was trained by machine learning in Ilastik. Using the previously published reporter line Col3-4/20 as an example, we explain the use of MeioSeed and the steps taken to optimize the thresholding settings of the program to fit the published model for recombination frequency and transgene segregation. The use of MeioSeed is illustrated by investigating salt stress as a novel abiotic trigger for changes in crossover frequency in Col3-4/20 (♂) × Ler-0 (♀) F1 hybrids. Salt stress was found to trigger increases in crossover frequency between the marker genes of up to 70% compared to the control treatment without salt stress. Genotyping of control and salt treated populations revealed that the changes in crossover frequency were not limited to the region between the marker genes, but that fluctuations in crossover frequency are likely to occur genome-wide after treatment with high salt concentrations. Conclusions MeioSeed allows for the high throughput recognition and counting of fluorescent Arabidopsis seeds and can facilitate the screening for novel abiotic and biotic modulators of crossover frequency using reporter lines in Arabidopsis.http://link.springer.com/article/10.1186/s13007-018-0298-3ArabidopsisMeiosisCrossover frequencyFluorescent seed reporterSeed countingProgram
collection DOAJ
language English
format Article
sources DOAJ
author Niels van Tol
Martijn Rolloos
Peter van Loon
Bert J. van der Zaal
spellingShingle Niels van Tol
Martijn Rolloos
Peter van Loon
Bert J. van der Zaal
MeioSeed: a CellProfiler-based program to count fluorescent seeds for crossover frequency analysis in Arabidopsis thaliana
Plant Methods
Arabidopsis
Meiosis
Crossover frequency
Fluorescent seed reporter
Seed counting
Program
author_facet Niels van Tol
Martijn Rolloos
Peter van Loon
Bert J. van der Zaal
author_sort Niels van Tol
title MeioSeed: a CellProfiler-based program to count fluorescent seeds for crossover frequency analysis in Arabidopsis thaliana
title_short MeioSeed: a CellProfiler-based program to count fluorescent seeds for crossover frequency analysis in Arabidopsis thaliana
title_full MeioSeed: a CellProfiler-based program to count fluorescent seeds for crossover frequency analysis in Arabidopsis thaliana
title_fullStr MeioSeed: a CellProfiler-based program to count fluorescent seeds for crossover frequency analysis in Arabidopsis thaliana
title_full_unstemmed MeioSeed: a CellProfiler-based program to count fluorescent seeds for crossover frequency analysis in Arabidopsis thaliana
title_sort meioseed: a cellprofiler-based program to count fluorescent seeds for crossover frequency analysis in arabidopsis thaliana
publisher BMC
series Plant Methods
issn 1746-4811
publishDate 2018-04-01
description Abstract Background The formation of crossovers during meiosis is pivotal for the redistribution of traits among the progeny of sexually reproducing organisms. In plants the molecular mechanisms underlying the formation of crossovers have been well established, but relatively little is known about the factors that determine the exact location and the frequency of crossover events in the genome. In the model plant species Arabidopsis, research on these factors has been greatly facilitated by reporter lines containing linked fluorescence marker genes under control of promoters active in seeds or pollen, allowing for the visualization of crossover events by fluorescence microscopy. However, the usefulness of these reporter lines to screen for novel modulators of crossover frequency in a high throughput manner relies on the availability of programs that can accurately count fluorescent seeds. Such a program was previously not available in scientific literature. Results Here we present MeioSeed, a novel CellProfiler-based program that accurately counts GFP and RFP fluorescent Arabidopsis seeds with adjustable detection thresholds for fluorescence intensity, making use of a robust seed classifier which was trained by machine learning in Ilastik. Using the previously published reporter line Col3-4/20 as an example, we explain the use of MeioSeed and the steps taken to optimize the thresholding settings of the program to fit the published model for recombination frequency and transgene segregation. The use of MeioSeed is illustrated by investigating salt stress as a novel abiotic trigger for changes in crossover frequency in Col3-4/20 (♂) × Ler-0 (♀) F1 hybrids. Salt stress was found to trigger increases in crossover frequency between the marker genes of up to 70% compared to the control treatment without salt stress. Genotyping of control and salt treated populations revealed that the changes in crossover frequency were not limited to the region between the marker genes, but that fluctuations in crossover frequency are likely to occur genome-wide after treatment with high salt concentrations. Conclusions MeioSeed allows for the high throughput recognition and counting of fluorescent Arabidopsis seeds and can facilitate the screening for novel abiotic and biotic modulators of crossover frequency using reporter lines in Arabidopsis.
topic Arabidopsis
Meiosis
Crossover frequency
Fluorescent seed reporter
Seed counting
Program
url http://link.springer.com/article/10.1186/s13007-018-0298-3
work_keys_str_mv AT nielsvantol meioseedacellprofilerbasedprogramtocountfluorescentseedsforcrossoverfrequencyanalysisinarabidopsisthaliana
AT martijnrolloos meioseedacellprofilerbasedprogramtocountfluorescentseedsforcrossoverfrequencyanalysisinarabidopsisthaliana
AT petervanloon meioseedacellprofilerbasedprogramtocountfluorescentseedsforcrossoverfrequencyanalysisinarabidopsisthaliana
AT bertjvanderzaal meioseedacellprofilerbasedprogramtocountfluorescentseedsforcrossoverfrequencyanalysisinarabidopsisthaliana
_version_ 1716812331660345344