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Dallaire X, Bouchard R, Hénault P, Ulmo-Diaz G, Normandeau E, Mérot C, Bernatchez L, Moore JS. Widespread Deviant Patterns of Heterozygosity in Whole-Genome Sequencing Due to Autopolyploidy, Repeated Elements, and Duplication. Genome Biol Evol 2023; 15:evad229. [PMID: 38085037 PMCID: PMC10752349 DOI: 10.1093/gbe/evad229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/30/2023] [Indexed: 12/28/2023] Open
Abstract
Most population genomic tools rely on accurate single nucleotide polymorphism (SNP) calling and filtering to meet their underlying assumptions. However, genomic complexity, resulting from structural variants, paralogous sequences, and repetitive elements, presents significant challenges in assembling contiguous reference genomes. Consequently, short-read resequencing studies can encounter mismapping issues, leading to SNPs that deviate from Mendelian expected patterns of heterozygosity and allelic ratio. In this study, we employed the ngsParalog software to identify such deviant SNPs in whole-genome sequencing (WGS) data with low (1.5×) to intermediate (4.8×) coverage for four species: Arctic Char (Salvelinus alpinus), Lake Whitefish (Coregonus clupeaformis), Atlantic Salmon (Salmo salar), and the American Eel (Anguilla rostrata). The analyses revealed that deviant SNPs accounted for 22% to 62% of all SNPs in salmonid datasets and approximately 11% in the American Eel dataset. These deviant SNPs were particularly concentrated within repetitive elements and genomic regions that had recently undergone rediploidization in salmonids. Additionally, narrow peaks of elevated coverage were ubiquitous along all four reference genomes, encompassed most deviant SNPs, and could be partially associated with transposons and tandem repeats. Including these deviant SNPs in genomic analyses led to highly distorted site frequency spectra, underestimated pairwise FST values, and overestimated nucleotide diversity. Considering the widespread occurrence of deviant SNPs arising from a variety of sources, their important impact in estimating population parameters, and the availability of effective tools to identify them, we propose that excluding deviant SNPs from WGS datasets is required to improve genomic inferences for a wide range of taxa and sequencing depths.
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Affiliation(s)
- Xavier Dallaire
- Institut de biologie intégrative et des systèmes, Université Laval, Québec, Canada
- Centre d'Études Nordiques, Université Laval, Québec, Canada
| | - Raphael Bouchard
- Institut de biologie intégrative et des systèmes, Université Laval, Québec, Canada
- Ressources Aquatique Québec, Université de Rimouski, Rimouski, Canada
| | - Philippe Hénault
- Institut de biologie intégrative et des systèmes, Université Laval, Québec, Canada
- Ressources Aquatique Québec, Université de Rimouski, Rimouski, Canada
| | - Gabriela Ulmo-Diaz
- Institut de biologie intégrative et des systèmes, Université Laval, Québec, Canada
- Ressources Aquatique Québec, Université de Rimouski, Rimouski, Canada
| | - Eric Normandeau
- Institut de biologie intégrative et des systèmes, Université Laval, Québec, Canada
- Ressources Aquatique Québec, Université de Rimouski, Rimouski, Canada
- Plateforme de bio-informatique de l’IBIS, Université Laval, Québec, Canada
| | - Claire Mérot
- CNRS, UMR 6553 ECOBIO, Université de Rennes, Rennes, France
| | - Louis Bernatchez
- Institut de biologie intégrative et des systèmes, Université Laval, Québec, Canada
- Ressources Aquatique Québec, Université de Rimouski, Rimouski, Canada
| | - Jean-Sébastien Moore
- Institut de biologie intégrative et des systèmes, Université Laval, Québec, Canada
- Centre d'Études Nordiques, Université Laval, Québec, Canada
- Ressources Aquatique Québec, Université de Rimouski, Rimouski, Canada
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Baerwald MR, Funk EC, Goodbla AM, Campbell MA, Thompson T, Meek MH, Schreier AD. Rapid CRISPR-Cas13a genetic identification enables new opportunities for listed Chinook salmon management. Mol Ecol Resour 2023. [PMID: 36847138 DOI: 10.1111/1755-0998.13777] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Revised: 02/22/2023] [Accepted: 02/24/2023] [Indexed: 03/01/2023]
Abstract
Accurate taxonomic identification is foundational for effective species monitoring and management. When visual identifications are infeasible or inaccurate, genetic approaches provide a reliable alternative. However, these approaches are sometimes less viable (e.g., need for near real-time results, remote locations, funding concerns, molecular inexperience). In these situations, CRISPR-based genetic tools can fill an unoccupied niche between real-time, inexpensive, but error-prone visual identification and more expensive or time-consuming, but accurate genetic identification for taxonomic units that are difficult or impossible to visually identify. Herein, we use genomic data to develop CRISPR-based SHERLOCK assays capable of rapidly (<1 h), accurately (94%-98% concordance between phenotypic and genotypic assignments), and sensitively (detects 1-10 DNA copies/reaction) distinguishing ESA-listed Chinook salmon runs (winter- and spring-run) from each other and from unlisted runs (fall- and late fall-run) in California's Central Valley. The assays can be field deployable with minimally invasive mucus swabbing negating the need for DNA extraction (decreasing costs and labour), minimal and inexpensive equipment needs, and minimal training to conduct following assay development. This study provides a powerful genetic approach for a species of conservation concern that benefits from near real-time management decision-making but also serves as a precedent for transforming how conservation scientists and managers view genetic identification going forward. Once developed, CRISPR-based tools can provide accurate, sensitive, and rapid results, potentially without the prohibitive need for expensive specialty equipment or extensive molecular training. Further adoption of this technology will have widespread value for the monitoring and protection of our natural resources.
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Affiliation(s)
- Melinda R Baerwald
- Division of Integrated Science and Engineering, California Department of Water Resources, Sacramento, California, USA
| | - Emily C Funk
- Genomic Variation Laboratory, Department of Animal Sciences, University of California Davis, Davis, California, USA
| | - Alisha M Goodbla
- Genomic Variation Laboratory, Department of Animal Sciences, University of California Davis, Davis, California, USA
| | - Matthew A Campbell
- Genomic Variation Laboratory, Department of Animal Sciences, University of California Davis, Davis, California, USA
| | - Tasha Thompson
- Department of Integrative Biology, AgBio Research, and Ecology, Evolution, and Behavior Programme, Michigan State University, East Lansing, Michigan, USA.,Wild Salmon Center, Portland, OR, USA
| | - Mariah H Meek
- Department of Integrative Biology, AgBio Research, and Ecology, Evolution, and Behavior Programme, Michigan State University, East Lansing, Michigan, USA
| | - Andrea D Schreier
- Genomic Variation Laboratory, Department of Animal Sciences, University of California Davis, Davis, California, USA
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3
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Baerwald MR, Goodbla AM, Nagarajan RP, Gootenberg JS, Abudayyeh OO, Zhang F, Schreier AD. Rapid and accurate species identification for ecological studies and monitoring using CRISPR-based SHERLOCK. Mol Ecol Resour 2020; 20:961-970. [PMID: 32396992 PMCID: PMC7497203 DOI: 10.1111/1755-0998.13186] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2019] [Revised: 03/17/2020] [Accepted: 04/23/2020] [Indexed: 12/26/2022]
Abstract
One of the most fundamental aspects of ecological research and monitoring is accurate species identification, but cryptic speciation and observer error can confound phenotype‐based identification. The CRISPR‐Cas toolkit has facilitated remarkable advances in many scientific disciplines, but the fields of ecology and conservation biology have yet to fully embrace this powerful technology. The recently developed CRISPR‐Cas13a platform SHERLOCK (Specific High‐sensitivity Enzymatic Reporter unLOCKing) enables highly accurate taxonomic identification and has all the characteristics needed to transition to ecological and environmental disciplines. Here we conducted a series of “proof of principle” experiments to characterize SHERLOCK’s ability to accurately, sensitively and rapidly distinguish three fish species of management interest co‐occurring in the San Francisco Estuary that are easily misidentified in the field. We improved SHERLOCK’s ease of field deployment by combining the previously demonstrated rapid isothermal amplification and CRISPR genetic identification with a minimally invasive and extraction‐free DNA collection protocol, as well as the option of instrument‐free lateral flow detection. This approach opens the door for redefining how, where and by whom genetic identifications occur in the future.
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Affiliation(s)
| | - Alisha M Goodbla
- Department of Animal Science, University of California Davis, Davis, CA, USA
| | - Raman P Nagarajan
- Department of Animal Science, University of California Davis, Davis, CA, USA
| | - Jonathan S Gootenberg
- Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA.,McGovern Institute for Brain Research, MIT, Cambridge, MA, USA.,Department of Brain and Cognitive Science, MIT, Cambridge, MA, USA.,Department of Biological Engineering, MIT, Cambridge, MA, USA.,Department of Systems Biology, Harvard University, Boston, MA, USA
| | - Omar O Abudayyeh
- Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA.,McGovern Institute for Brain Research, MIT, Cambridge, MA, USA.,Department of Brain and Cognitive Science, MIT, Cambridge, MA, USA.,Department of Biological Engineering, MIT, Cambridge, MA, USA.,Department of Health Sciences and Technology, MIT, Cambridge, MA, USA
| | - Feng Zhang
- Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA.,McGovern Institute for Brain Research, MIT, Cambridge, MA, USA.,Department of Brain and Cognitive Science, MIT, Cambridge, MA, USA.,Department of Biological Engineering, MIT, Cambridge, MA, USA
| | - Andrea D Schreier
- Department of Animal Science, University of California Davis, Davis, CA, USA
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Taillebois L, Sabatino S, Manicki A, Daverat F, Nachón DJ, Lepais O. Variable outcomes of hybridization between declining Alosa alosa and Alosa fallax. Evol Appl 2020; 13:636-651. [PMID: 32211057 PMCID: PMC7086104 DOI: 10.1111/eva.12889] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2019] [Revised: 09/20/2019] [Accepted: 09/24/2019] [Indexed: 12/19/2022] Open
Abstract
Hybridization dynamics between co-occurring species in environments where human-mediated changes take place are important to quantify for furthering our understanding of human impacts on species evolution and for informing management. The allis shad Alosa alosa (Linnaeus, 1758) and twaite shad Alosa fallax (Lacépède, 1803), two clupeids sister species, have been severely impacted by human activities across Europe. The shrinkage of A. alosa distribution range along with the decline of the remaining populations' abundance threatens its persistence. The main objective was to evaluate the extent of hybridization and introgression between those interacting species. We developed a set of 77 species-specific SNP loci that allowed a better resolution than morphological traits as they enabled the detection of hybrids up to the third generation. Variable rates of contemporary hybridization and introgression patterns were detected in 12 studied sites across the French Atlantic coast. Mitochondrial markers revealed a cyto-nuclear discordance almost invariably involving A. alosa individuals with an A. fallax mitochondrial DNA and provided evidence of historical asymmetric introgression. Overall, contemporary and historical introgression revealed by nuclear and mitochondrial markers strongly suggests that a transfer of genes occurs from A. fallax toward A. alosa genome since at least four generations. Moreover, the outcomes of introgression greatly depend on the catchments where local processes are thought to occur. Undoubtedly, interspecific interaction and gene flow should not be overlooked when considering the management of those species.
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Affiliation(s)
- Laura Taillebois
- ECOBIOPINRAUniversité de Pau et Pays de l’AdourSaint‐Pée‐sur‐NivelleFrance
| | | | - Aurélie Manicki
- ECOBIOPINRAUniversité de Pau et Pays de l’AdourSaint‐Pée‐sur‐NivelleFrance
| | | | - David José Nachón
- EABXIRSTEACestas CedexFrance
- Estación de Hidrobioloxía ‘Encoro do Con’Universidade de Santiago de CompostelaVilagarcía de ArousaSpain
| | - Olivier Lepais
- ECOBIOPINRAUniversité de Pau et Pays de l’AdourSaint‐Pée‐sur‐NivelleFrance
- BIOGECOINRA, Univ. BordeauxCestasFrance
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Mahardja B, Hobbs JA, Ikemiyagi N, Benjamin A, Finger AJ. Role of freshwater floodplain-tidal slough complex in the persistence of the endangered delta smelt. PLoS One 2019; 14:e0208084. [PMID: 30601817 PMCID: PMC6314582 DOI: 10.1371/journal.pone.0208084] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2018] [Accepted: 11/12/2018] [Indexed: 11/18/2022] Open
Abstract
Seasonal floodplain wetland is one of the most variable and diverse habitats found in coastal ecosystems, yet it is also one of the most highly altered by humans. The Yolo Bypass, the primary floodplain of the Sacramento River in California's Central Valley, USA, has been shown to provide various benefits to native fishes when inundated. However, the Yolo Bypass exists as a tidal dead-end slough during dry periods and its value to native fishes has been less studied in this state. During the recent drought (2012-2016), we found higher abundance of the endangered Delta Smelt (Hypomesus transpacificus), than the previous 14 years of fish monitoring within the Yolo Bypass. Meanwhile, Delta Smelt abundance elsewhere in the estuary was at record lows during this time. To determine the value of the Yolo Bypass as a nursery habitat for Delta Smelt, we compared growth, hatch dates, and diets of juvenile Delta Smelt collected within the Yolo Bypass with fish collected among other putative nursery habitats in the San Francisco Estuary between 2010 and 2016. Our results indicated that when compared to other areas of the estuary, fish in the Yolo Bypass spawned earlier, and offspring experienced both higher quality feeding conditions and growth rates. The occurrence of healthy juvenile Delta Smelt in the Yolo Bypass suggested that the region may have acted as a refuge for the species during the drought years of 2012-2016. However, our results also demonstrated that no single region provided the best rearing habitat for juvenile Delta Smelt. It will likely require a mosaic of habitats that incorporates floodplain-tidal sloughs in order to promote the resilience of this declining estuarine fish species.
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Affiliation(s)
- Brian Mahardja
- California Department of Water Resources, Division of Environmental Services, West Sacramento, California, United States of America
- * E-mail:
| | - James A. Hobbs
- University of California–Davis, Department of Wildlife, Fish and Conservation Biology, Davis, California, United States of America
| | - Naoaki Ikemiyagi
- California Department of Water Resources, Division of Environmental Services, West Sacramento, California, United States of America
| | - Alyssa Benjamin
- University of California–Davis, Department of Animal Science, Genomic Variation Laboratory, Davis, California, United States of America
| | - Amanda J. Finger
- University of California–Davis, Department of Animal Science, Genomic Variation Laboratory, Davis, California, United States of America
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