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Novel Metrics to Characterize In Vitro Pollen Tube Growth Performance of Apple Cultivars

In vitro germination assays are frequently used in screening trials to evaluate the pollen viability of pollinizers. To be effective, screening trials must have defined threshold criteria, from which individuals can then be assessed. However, despite decades of research on pollen viability, no estab...

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Autores principales: Roeder, Stefan, Serra, Sara, Musacchi, Stefano
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8309383/
https://www.ncbi.nlm.nih.gov/pubmed/34371663
http://dx.doi.org/10.3390/plants10071460
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author Roeder, Stefan
Serra, Sara
Musacchi, Stefano
author_facet Roeder, Stefan
Serra, Sara
Musacchi, Stefano
author_sort Roeder, Stefan
collection PubMed
description In vitro germination assays are frequently used in screening trials to evaluate the pollen viability of pollinizers. To be effective, screening trials must have defined threshold criteria, from which individuals can then be assessed. However, despite decades of research on pollen viability, no established threshold is available to categorize apple cultivars based on their in vitro pollen tube lengths. This study aimed to identify and characterize the subgroups of cultivars based on their pollen tube growth performance. In vitro pollen tube lengths of 41 individuals were determined by incubating samples on artificial germination media at 15 and 25 °C. A six-number summary statistic was calculated, and hierarchical clustering on principal component (HCPC) analysis was used to determine and characterize subgroups. Furthermore, a decision tree model was used to predict class membership for future datasets. HCPC analysis partitioned the 41 individuals into three subgroups with different performances. The decision tree quickly predicted the cluster membership based on the second quartile at 15 °C and the third quartile at 25 °C. The thresholds from the decision tree can be used to characterize new observations. The use of the methods will be demonstrated using a case study with 29 apple accessions.
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spelling pubmed-83093832021-07-25 Novel Metrics to Characterize In Vitro Pollen Tube Growth Performance of Apple Cultivars Roeder, Stefan Serra, Sara Musacchi, Stefano Plants (Basel) Article In vitro germination assays are frequently used in screening trials to evaluate the pollen viability of pollinizers. To be effective, screening trials must have defined threshold criteria, from which individuals can then be assessed. However, despite decades of research on pollen viability, no established threshold is available to categorize apple cultivars based on their in vitro pollen tube lengths. This study aimed to identify and characterize the subgroups of cultivars based on their pollen tube growth performance. In vitro pollen tube lengths of 41 individuals were determined by incubating samples on artificial germination media at 15 and 25 °C. A six-number summary statistic was calculated, and hierarchical clustering on principal component (HCPC) analysis was used to determine and characterize subgroups. Furthermore, a decision tree model was used to predict class membership for future datasets. HCPC analysis partitioned the 41 individuals into three subgroups with different performances. The decision tree quickly predicted the cluster membership based on the second quartile at 15 °C and the third quartile at 25 °C. The thresholds from the decision tree can be used to characterize new observations. The use of the methods will be demonstrated using a case study with 29 apple accessions. MDPI 2021-07-16 /pmc/articles/PMC8309383/ /pubmed/34371663 http://dx.doi.org/10.3390/plants10071460 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Roeder, Stefan
Serra, Sara
Musacchi, Stefano
Novel Metrics to Characterize In Vitro Pollen Tube Growth Performance of Apple Cultivars
title Novel Metrics to Characterize In Vitro Pollen Tube Growth Performance of Apple Cultivars
title_full Novel Metrics to Characterize In Vitro Pollen Tube Growth Performance of Apple Cultivars
title_fullStr Novel Metrics to Characterize In Vitro Pollen Tube Growth Performance of Apple Cultivars
title_full_unstemmed Novel Metrics to Characterize In Vitro Pollen Tube Growth Performance of Apple Cultivars
title_short Novel Metrics to Characterize In Vitro Pollen Tube Growth Performance of Apple Cultivars
title_sort novel metrics to characterize in vitro pollen tube growth performance of apple cultivars
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8309383/
https://www.ncbi.nlm.nih.gov/pubmed/34371663
http://dx.doi.org/10.3390/plants10071460
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