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An Ant-Inspired Track-to-Track Recovery Approach for Construction of Cell Lineage Trees

Correct track-to-track association is crucial to the construction of cell lineage trees as well as the discovery of novel biological phenomenon that occur at rare frequencies. In this paper, an ant colony optimization based heuristic approach is proposed to link potential tracks through minimizing t...

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Detalles Bibliográficos
Autores principales: Wu, Di, Bu, Hui, Xu, Benlian, Lu, Mingli, Sun, Zhen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7354794/
http://dx.doi.org/10.1007/978-3-030-53956-6_20
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author Wu, Di
Bu, Hui
Xu, Benlian
Lu, Mingli
Sun, Zhen
author_facet Wu, Di
Bu, Hui
Xu, Benlian
Lu, Mingli
Sun, Zhen
author_sort Wu, Di
collection PubMed
description Correct track-to-track association is crucial to the construction of cell lineage trees as well as the discovery of novel biological phenomenon that occur at rare frequencies. In this paper, an ant colony optimization based heuristic approach is proposed to link potential tracks through minimizing the cost function that mainly occurs on the fragmented intervals with the constraint of maximum inter-frame displacement. Specifically, both cell motion and morphology are emphasized in the defined cost function, and two decisions are made respectively to recover the mitotic and non-mitotic cases. Our method has proven to be feasible that can repair the broken tracklets caused by large migration, occlusion and mitosis missing, as well as false positives and missed detections, and can effectively help the construction of reliable cell lineage trees.
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spelling pubmed-73547942020-07-13 An Ant-Inspired Track-to-Track Recovery Approach for Construction of Cell Lineage Trees Wu, Di Bu, Hui Xu, Benlian Lu, Mingli Sun, Zhen Advances in Swarm Intelligence Article Correct track-to-track association is crucial to the construction of cell lineage trees as well as the discovery of novel biological phenomenon that occur at rare frequencies. In this paper, an ant colony optimization based heuristic approach is proposed to link potential tracks through minimizing the cost function that mainly occurs on the fragmented intervals with the constraint of maximum inter-frame displacement. Specifically, both cell motion and morphology are emphasized in the defined cost function, and two decisions are made respectively to recover the mitotic and non-mitotic cases. Our method has proven to be feasible that can repair the broken tracklets caused by large migration, occlusion and mitosis missing, as well as false positives and missed detections, and can effectively help the construction of reliable cell lineage trees. 2020-06-22 /pmc/articles/PMC7354794/ http://dx.doi.org/10.1007/978-3-030-53956-6_20 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Wu, Di
Bu, Hui
Xu, Benlian
Lu, Mingli
Sun, Zhen
An Ant-Inspired Track-to-Track Recovery Approach for Construction of Cell Lineage Trees
title An Ant-Inspired Track-to-Track Recovery Approach for Construction of Cell Lineage Trees
title_full An Ant-Inspired Track-to-Track Recovery Approach for Construction of Cell Lineage Trees
title_fullStr An Ant-Inspired Track-to-Track Recovery Approach for Construction of Cell Lineage Trees
title_full_unstemmed An Ant-Inspired Track-to-Track Recovery Approach for Construction of Cell Lineage Trees
title_short An Ant-Inspired Track-to-Track Recovery Approach for Construction of Cell Lineage Trees
title_sort ant-inspired track-to-track recovery approach for construction of cell lineage trees
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7354794/
http://dx.doi.org/10.1007/978-3-030-53956-6_20
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