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McClanahan PD, Golinelli L, Le TA, Temmerman L. Automated scoring of nematode nictation on a textured background. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.03.16.533066. [PMID: 36993316 PMCID: PMC10055289 DOI: 10.1101/2023.03.16.533066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/19/2023]
Abstract
Entomopathogenic nematodes including Steinernema spp. play an increasingly important role as biological alternatives to chemical pesticides. The infective juveniles of these worms use nictation - a behavior in which animals stand on their tails - as a host-seeking strategy. The developmentally-equivalent dauer larvae of the free-living nematode Caenorhabditis elegans also nictate, but as a means of phoresy or "hitching a ride" to a new food source. Advanced genetic and experimental tools have been developed for C. elegans , but time-consuming manual scoring of nictation slows efforts to understand this behavior, and the textured substrates required for nictation can frustrate traditional machine vision segmentation algorithms. Here we present a Mask R-CNN-based tracker capable of segmenting C. elegans dauers and S. carpocapsae infective juveniles on a textured background suitable for nictation, and a machine learning pipeline that scores nictation behavior. We use our system to show that the nictation propensity of C. elegans from high-density liquid cultures largely mirrors their development into dauers, and to quantify nictation in S. carpocapsae infective juveniles in the presence of a potential host. This system is an improvement upon existing intensity-based tracking algorithms and human scoring which can facilitate large-scale studies of nictation and potentially other nematode behaviors.
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Affiliation(s)
- Patrick D. McClanahan
- Animal Physiology and Neurobiology, Department of Biology, KU Leuven, Leuven, Belgium
| | - Luca Golinelli
- Animal Physiology and Neurobiology, Department of Biology, KU Leuven, Leuven, Belgium
| | - Tuan Anh Le
- Animal Physiology and Neurobiology, Department of Biology, KU Leuven, Leuven, Belgium
| | - Liesbet Temmerman
- Animal Physiology and Neurobiology, Department of Biology, KU Leuven, Leuven, Belgium
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Kim C, Kim J, Kim S, Cook DE, Evans KS, Andersen EC, Lee J. Long-read sequencing reveals intra-species tolerance of substantial structural variations and new subtelomere formation in C. elegans. Genome Res 2019; 29:1023-1035. [PMID: 31123081 PMCID: PMC6581047 DOI: 10.1101/gr.246082.118] [Citation(s) in RCA: 43] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2018] [Accepted: 04/22/2019] [Indexed: 12/05/2022]
Abstract
Long-read sequencing technologies have contributed greatly to comparative genomics among species and can also be applied to study genomics within a species. In this study, to determine how substantial genomic changes are generated and tolerated within a species, we sequenced a C. elegans strain, CB4856, which is one of the most genetically divergent strains compared to the N2 reference strain. For this comparison, we used the Pacific Biosciences (PacBio) RSII platform (80×, N50 read length 11.8 kb) and generated de novo genome assembly to the level of pseudochromosomes containing 76 contigs (N50 contig = 2.8 Mb). We identified structural variations that affected as many as 2694 genes, most of which are at chromosome arms. Subtelomeric regions contained the most extensive genomic rearrangements, which even created new subtelomeres in some cases. The subtelomere structure of Chromosome VR implies that ancestral telomere damage was repaired by alternative lengthening of telomeres even in the presence of a functional telomerase gene and that a new subtelomere was formed by break-induced replication. Our study demonstrates that substantial genomic changes including structural variations and new subtelomeres can be tolerated within a species, and that these changes may accumulate genetic diversity within a species.
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Affiliation(s)
- Chuna Kim
- Institute of Molecular Biology and Genetics, Seoul National University, Seoul, Korea 08826
- Department of Biological Sciences, Seoul National University, Seoul, Korea 08826
| | - Jun Kim
- Department of Biological Sciences, Seoul National University, Seoul, Korea 08826
- Research Institute of Basic Sciences, Seoul National University, Seoul, Korea 08826
| | - Sunghyun Kim
- Institute of Molecular Biology and Genetics, Seoul National University, Seoul, Korea 08826
- Department of Molecular and Computational Biology, University of Southern California, Los Angeles, California 90089, USA
| | - Daniel E Cook
- Department of Molecular Biosciences, Northwestern University, Evanston, Illinois 60208, USA
| | - Kathryn S Evans
- Department of Molecular Biosciences, Northwestern University, Evanston, Illinois 60208, USA
| | - Erik C Andersen
- Department of Molecular Biosciences, Northwestern University, Evanston, Illinois 60208, USA
| | - Junho Lee
- Institute of Molecular Biology and Genetics, Seoul National University, Seoul, Korea 08826
- Department of Biological Sciences, Seoul National University, Seoul, Korea 08826
- Research Institute of Basic Sciences, Seoul National University, Seoul, Korea 08826
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