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Manyara D, Sánchez-García M, Montoliu-Nerin M, Rosling A. Detection of rare variants among nuclei populating the arbuscular mycorrhizal fungal model species Rhizophagus irregularis DAOM197198. G3 (BETHESDA, MD.) 2024; 14:jkae074. [PMID: 38656424 DOI: 10.1093/g3journal/jkae074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Accepted: 03/27/2024] [Indexed: 04/26/2024]
Abstract
Identifying genuine polymorphic variants is a significant challenge in sequence data analysis, although detecting low-frequency variants in sequence data is essential for estimating demographic parameters and investigating genetic processes, such as selection, within populations. Arbuscular mycorrhizal (AM) fungi are multinucleate organisms, in which individual nuclei collectively operate as a population, and the extent of genetic variation across nuclei has long been an area of scientific interest. In this study, we investigated the patterns of polymorphism discovery and the alternate allele frequency distribution by comparing polymorphism discovery in 2 distinct genomic sequence datasets of the AM fungus model species, Rhizophagus irregularis strain DAOM197198. The 2 datasets used in this study are publicly available and were generated either from pooled spores and hyphae or amplified single nuclei from a single spore. We also estimated the intraorganismal variation within the DAOM197198 strain. Our results showed that the 2 datasets exhibited different frequency patterns for discovered variants. The whole-organism dataset showed a distribution spanning low-, intermediate-, and high-frequency variants, whereas the single-nucleus dataset predominantly featured low-frequency variants with smaller proportions in intermediate and high frequencies. Furthermore, single nucleotide polymorphism density estimates within both the whole organism and individual nuclei confirmed the low intraorganismal variation of the DAOM197198 strain and that most variants are rare. Our study highlights the methodological challenges associated with detecting low-frequency variants in AM fungal whole-genome sequence data and demonstrates that alternate alleles can be reliably identified in single nuclei of AM fungi.
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Affiliation(s)
- David Manyara
- Department of Ecology and Genetics, Uppsala University, Uppsala 752 36, Sweden
| | - Marisol Sánchez-García
- Department of Ecology and Genetics, Uppsala University, Uppsala 752 36, Sweden
- Uppsala Biocentre, Department of Forest Mycology and Plant Pathology, Swedish University of Agricultural Sciences, Uppsala 750 07, Sweden
| | - Merce Montoliu-Nerin
- Department of Ecology and Genetics, Uppsala University, Uppsala 752 36, Sweden
- Centro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid (UPM), Madrid 28223, Spain
| | - Anna Rosling
- Department of Ecology and Genetics, Uppsala University, Uppsala 752 36, Sweden
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Rosling A, Eshghi Sahraei S, Kalsoom Khan F, Desirò A, Bryson AE, Mondo SJ, Grigoriev IV, Bonito G, Sánchez-García M. Evolutionary history of arbuscular mycorrhizal fungi and genomic signatures of obligate symbiosis. BMC Genomics 2024; 25:529. [PMID: 38811885 PMCID: PMC11134847 DOI: 10.1186/s12864-024-10391-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Accepted: 05/08/2024] [Indexed: 05/31/2024] Open
Abstract
BACKGROUND The colonization of land and the diversification of terrestrial plants is intimately linked to the evolutionary history of their symbiotic fungal partners. Extant representatives of these fungal lineages include mutualistic plant symbionts, the arbuscular mycorrhizal (AM) fungi in Glomeromycota and fine root endophytes in Endogonales (Mucoromycota), as well as fungi with saprotrophic, pathogenic and endophytic lifestyles. These fungal groups separate into three monophyletic lineages but their evolutionary relationships remain enigmatic confounding ancestral reconstructions. Their taxonomic ranks are currently fluid. RESULTS In this study, we recognize these three monophyletic linages as phyla, and use a balanced taxon sampling and broad taxonomic representation for phylogenomic analysis that rejects a hard polytomy and resolves Glomeromycota as sister to a clade composed of Mucoromycota and Mortierellomycota. Low copy numbers of genes associated with plant cell wall degradation could not be assigned to the transition to a plant symbiotic lifestyle but appears to be an ancestral phylogenetic signal. Both plant symbiotic lineages, Glomeromycota and Endogonales, lack numerous thiamine metabolism genes but the lack of fatty acid synthesis genes is specific to AM fungi. Many genes previously thought to be missing specifically in Glomeromycota are either missing in all analyzed phyla, or in some cases, are actually present in some of the analyzed AM fungal lineages, e.g. the high affinity phosphorus transporter Pho89. CONCLUSION Based on a broad taxon sampling of fungal genomes we present a well-supported phylogeny for AM fungi and their sister lineages. We show that among these lineages, two independent evolutionary transitions to mutualistic plant symbiosis happened in a genomic background profoundly different from that known from the emergence of ectomycorrhizal fungi in Dikarya. These results call for further reevaluation of genomic signatures associated with plant symbiosis.
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Affiliation(s)
- Anna Rosling
- Department of Ecology and Genetics, Uppsala University, Uppsala, Sweden.
| | | | | | - Alessandro Desirò
- Department of Plant Soil and Microbial Sciences, Michigan State University, East Lansing, MI, USA
| | - Abigail E Bryson
- Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI, USA
| | - Stephen J Mondo
- Department of Energy (DOE) Joint Genome Institute (JGI), Lawrence Berkeley National laboratory, Berkeley, CA, USA
| | - Igor V Grigoriev
- Department of Energy (DOE) Joint Genome Institute (JGI), Lawrence Berkeley National laboratory, Berkeley, CA, USA
- Department of Plant and Microbial Biology, University of California Berkeley, Berkeley, CA, 94720, USA
| | - Gregory Bonito
- Department of Plant Soil and Microbial Sciences, Michigan State University, East Lansing, MI, USA
| | - Marisol Sánchez-García
- Department of Ecology and Genetics, Uppsala University, Uppsala, Sweden.
- Department of Forest Mycology and Plant Pathology, Uppsala Biocentre, Swedish University of Agricultural Sciences, Uppsala, Sweden.
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Ángeles-Argáiz RE, Aguirre-Beltrán LFL, Hernández-Oaxaca D, Quintero-Corrales C, Trujillo-Roldán MA, Castillo-Ramírez S, Garibay-Orijel R. Assembly collapsing versus heterozygosity oversizing: detection of homokaryotic and heterokaryotic Laccaria trichodermophora strains by hybrid genome assembly. Microb Genom 2024; 10:001218. [PMID: 38529901 PMCID: PMC10995626 DOI: 10.1099/mgen.0.001218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Accepted: 03/01/2024] [Indexed: 03/27/2024] Open
Abstract
Genome assembly and annotation using short-paired reads is challenging for eukaryotic organisms due to their large size, variable ploidy and large number of repetitive elements. However, the use of single-molecule long reads improves assembly quality (completeness and contiguity), but haplotype duplications still pose assembly challenges. To address the effect of read length on genome assembly quality, gene prediction and annotation, we compared genome assemblers and sequencing technologies with four strains of the ectomycorrhizal fungus Laccaria trichodermophora. By analysing the predicted repertoire of carbohydrate enzymes, we investigated the effects of assembly quality on functional inferences. Libraries were generated using three different sequencing platforms (Illumina Next-Seq, Mi-Seq and PacBio Sequel), and genomes were assembled using single and hybrid assemblies/libraries. Long reads or hybrid assemby resolved the collapsing of repeated regions, but the nuclear heterozygous versions remained unresolved. In dikaryotic fungi, each cell includes two nuclei and each nucleus has differences not only in allelic gene version but also in gene composition and synteny. These heterokaryotic cells produce fragmentation and size overestimation of the genome assembly of each nucleus. Hybrid assembly revealed a wider functional diversity of genomes. Here, several predicted oxidizing activities on glycosyl residues of oligosaccharides and several chitooligosaccharide acetylase activities would have passed unnoticed in short-read assemblies. Also, the size and fragmentation of the genome assembly, in combination with heterozygosity analysis, allowed us to distinguish homokaryotic and heterokaryotic strains isolated from L. trichodermophora fruit bodies.
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Affiliation(s)
- Rodolfo Enrique Ángeles-Argáiz
- Posgrado en Ciencias Biológicas, Universidad Nacional Autónoma de México, Circuito de los Posgrados s/n, Ciudad Universitaria, Delegación Coyoacán, Ciudad de México, México, C.P. 04510, Mexico
- Instituto de Biología, Universidad Nacional Autónoma de México, Tercer Circuito s/n, Ciudad Universitaria, Delegación Coyoacán, Ciudad de México, México, C.P. 04510, Mexico
- Red de Manejo Biotecnológico de Recursos, Instituto de Ecología A. C. Carretera antigua a Coatepec 351, Col. El Haya, Xalapa, Veracruz, México, C.P. 91612, Mexico
| | - Luis Fernando Lozano Aguirre-Beltrán
- Centro de Ciencias Genómicas, Universidad Nacional Autónoma de México, Avenida Universidad s/n, Universidad Autónoma del Estado de Morelos, Cuernavaca, Morelos, México, C.P. 62210, Mexico
| | - Diana Hernández-Oaxaca
- Centro de Ciencias Genómicas, Universidad Nacional Autónoma de México, Avenida Universidad s/n, Universidad Autónoma del Estado de Morelos, Cuernavaca, Morelos, México, C.P. 62210, Mexico
- Red de Biodiversidad y Sistemática, Instituto de Ecología A. C. Carretera antigua a Coatepec 351, Col. El Haya, Xalapa, Veracruz, México, C.P. 91073, Mexico
| | - Christian Quintero-Corrales
- Posgrado en Ciencias Biológicas, Universidad Nacional Autónoma de México, Circuito de los Posgrados s/n, Ciudad Universitaria, Delegación Coyoacán, Ciudad de México, México, C.P. 04510, Mexico
- Instituto de Biología, Universidad Nacional Autónoma de México, Tercer Circuito s/n, Ciudad Universitaria, Delegación Coyoacán, Ciudad de México, México, C.P. 04510, Mexico
| | - Mauricio A. Trujillo-Roldán
- Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Tercer Circuito s/n, Ciudad Universitaria, Delegación Coyoacán, Ciudad de México, México, C.P. 04510, Mexico
- Centro de Nanociencias y Nanotecnología, Universidad Nacional Autónoma de México, Km 107 carretera Tijuana-Ensenada, Ensenada, Baja California, Mexico, C.P. 22860, Mexico
| | - Santiago Castillo-Ramírez
- Centro de Ciencias Genómicas, Universidad Nacional Autónoma de México, Avenida Universidad s/n, Universidad Autónoma del Estado de Morelos, Cuernavaca, Morelos, México, C.P. 62210, Mexico
| | - Roberto Garibay-Orijel
- Instituto de Biología, Universidad Nacional Autónoma de México, Tercer Circuito s/n, Ciudad Universitaria, Delegación Coyoacán, Ciudad de México, México, C.P. 04510, Mexico
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Lee YC, Ke HM, Liu YC, Lee HH, Wang MC, Tseng YC, Kikuchi T, Tsai IJ. Single-worm long-read sequencing reveals genome diversity in free-living nematodes. Nucleic Acids Res 2023; 51:8035-8047. [PMID: 37526286 PMCID: PMC10450198 DOI: 10.1093/nar/gkad647] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 07/10/2023] [Accepted: 07/21/2023] [Indexed: 08/02/2023] Open
Abstract
Obtaining sufficient genetic material from a limited biological source is currently the primary operational bottleneck in studies investigating biodiversity and genome evolution. In this study, we employed multiple displacement amplification (MDA) and Smartseq2 to amplify nanograms of genomic DNA and mRNA, respectively, from individual Caenorhabditis elegans. Although reduced genome coverage was observed in repetitive regions, we produced assemblies covering 98% of the reference genome using long-read sequences generated with Oxford Nanopore Technologies (ONT). Annotation with the sequenced transcriptome coupled with the available assembly revealed that gene predictions were more accurate, complete and contained far fewer false positives than de novo transcriptome assembly approaches. We sampled and sequenced the genomes and transcriptomes of 13 nematodes from early-branching species in Chromadoria, Dorylaimia and Enoplia. The basal Chromadoria and Enoplia species had larger genome sizes, ranging from 136.6 to 738.8 Mb, compared with those in the other clades. Nine mitogenomes were fully assembled, and displayed a complete lack of synteny to other species. Phylogenomic analyses based on the new annotations revealed strong support for Enoplia as sister to the rest of Nematoda. Our result demonstrates the robustness of MDA in combination with ONT, paving the way for the study of genome diversity in the phylum Nematoda and beyond.
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Affiliation(s)
- Yi-Chien Lee
- Biodiversity Research Center, Academia Sinica, Taipei 115, Taiwan
- Biodiversity Program, Taiwan International Graduate Program, Academia Sinica and National Taiwan Normal University, Taipei, Taiwan
- Department of Life Science, National Taiwan Normal University, 116 Wenshan, Taipei, Taiwan
| | - Huei-Mien Ke
- Department of Microbiology, Soochow University, Taipei, Taiwan
| | - Yu-Ching Liu
- Biodiversity Research Center, Academia Sinica, Taipei 115, Taiwan
| | - Hsin-Han Lee
- Biodiversity Research Center, Academia Sinica, Taipei 115, Taiwan
| | - Min-Chen Wang
- Marine Research Station (MRS), Institute of Cellular and Organismic Biology, Academia Sinica, 262 I-Lan County, Taiwan
| | - Yung-Che Tseng
- Marine Research Station (MRS), Institute of Cellular and Organismic Biology, Academia Sinica, 262 I-Lan County, Taiwan
| | - Taisei Kikuchi
- Department of Integrated Biosciences, Graduate School of Frontier Sciences, The University of Tokyo, Chiba 277-8562, Japan
| | - Isheng Jason Tsai
- Biodiversity Research Center, Academia Sinica, Taipei 115, Taiwan
- Biodiversity Program, Taiwan International Graduate Program, Academia Sinica and National Taiwan Normal University, Taipei, Taiwan
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Gryganskyi AP, Golan J, Muszewska A, Idnurm A, Dolatabadi S, Mondo SJ, Kutovenko VB, Kutovenko VO, Gajdeczka MT, Anishchenko IM, Pawlowska J, Tran NV, Ebersberger I, Voigt K, Wang Y, Chang Y, Pawlowska TE, Heitman J, Vilgalys R, Bonito G, Benny GL, Smith ME, Reynolds N, James TY, Grigoriev IV, Spatafora JW, Stajich JE. Sequencing the Genomes of the First Terrestrial Fungal Lineages: What Have We Learned? Microorganisms 2023; 11:1830. [PMID: 37513002 PMCID: PMC10386755 DOI: 10.3390/microorganisms11071830] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Revised: 07/13/2023] [Accepted: 07/16/2023] [Indexed: 07/30/2023] Open
Abstract
The first genome sequenced of a eukaryotic organism was for Saccharomyces cerevisiae, as reported in 1996, but it was more than 10 years before any of the zygomycete fungi, which are the early-diverging terrestrial fungi currently placed in the phyla Mucoromycota and Zoopagomycota, were sequenced. The genome for Rhizopus delemar was completed in 2008; currently, more than 1000 zygomycete genomes have been sequenced. Genomic data from these early-diverging terrestrial fungi revealed deep phylogenetic separation of the two major clades-primarily plant-associated saprotrophic and mycorrhizal Mucoromycota versus the primarily mycoparasitic or animal-associated parasites and commensals in the Zoopagomycota. Genomic studies provide many valuable insights into how these fungi evolved in response to the challenges of living on land, including adaptations to sensing light and gravity, development of hyphal growth, and co-existence with the first terrestrial plants. Genome sequence data have facilitated studies of genome architecture, including a history of genome duplications and horizontal gene transfer events, distribution and organization of mating type loci, rDNA genes and transposable elements, methylation processes, and genes useful for various industrial applications. Pathogenicity genes and specialized secondary metabolites have also been detected in soil saprobes and pathogenic fungi. Novel endosymbiotic bacteria and viruses have been discovered during several zygomycete genome projects. Overall, genomic information has helped to resolve a plethora of research questions, from the placement of zygomycetes on the evolutionary tree of life and in natural ecosystems, to the applied biotechnological and medical questions.
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Affiliation(s)
- Andrii P. Gryganskyi
- Division of Biological & Nanoscale Technologies, UES, Inc., Dayton, OH 45432, USA
| | - Jacob Golan
- Department of Botany, University of Wisconsin-Madison, Madison, WI 53706, USA;
| | - Anna Muszewska
- Institute of Biochemistry & Biophysics, Polish Academy of Sciences, 01-224 Warsaw, Poland;
| | - Alexander Idnurm
- School of BioSciences, University of Melbourne, Parkville, VIC 3010, Australia;
| | - Somayeh Dolatabadi
- Biology Department, Hakim Sabzevari University, Sabzevar 96179-76487, Iran;
| | - Stephen J. Mondo
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA; (S.J.M.); (I.V.G.)
| | - Vira B. Kutovenko
- Department of Agrobiology, National University of Life & Environmental Sciences, 03041 Kyiv, Ukraine; (V.B.K.)
| | - Volodymyr O. Kutovenko
- Department of Agrobiology, National University of Life & Environmental Sciences, 03041 Kyiv, Ukraine; (V.B.K.)
| | | | - Iryna M. Anishchenko
- MG Kholodny Institute of Botany, National Academy of Sciences, 01030 Kyiv, Ukraine;
| | - Julia Pawlowska
- Institute of Evolutionary Biology, Faculty of Biology, Biological & Chemical Research Centre, University of Warsaw, 02-089 Warsaw, Poland;
| | - Ngoc Vinh Tran
- Plant Pathology Department, University of Florida, Gainesville, FL 32611, USA; (N.V.T.); (G.L.B.); (M.E.S.)
| | - Ingo Ebersberger
- Leibniz Institute for Natural Product Research & Infection Biology, 07745 Jena, Germany; (I.E.); (K.V.)
| | - Kerstin Voigt
- Leibniz Institute for Natural Product Research & Infection Biology, 07745 Jena, Germany; (I.E.); (K.V.)
| | - Yan Wang
- Department of Ecology & Evolutionary Biology, University of Toronto, Toronto, ON M5S 1A1, Canada;
- Department of Biological Sciences, University of Toronto Scarborough, Toronto, ON M1C 1A4, Canada
| | - Ying Chang
- Department of Biological Sciences, National University of Singapore, Singapore 119077, Singapore;
| | - Teresa E. Pawlowska
- School of Integrative Plant Science, Cornell University, Ithaca, NY 14850, USA; (T.E.P.); (N.R.)
| | - Joseph Heitman
- Department of Molecular Genetics & Microbiology, Duke University School of Medicine, Durham, NC 27710, USA;
| | - Rytas Vilgalys
- Biology Department, Duke University, Durham, NC 27708, USA;
| | - Gregory Bonito
- Department of Plant, Soil & Microbial Sciences, Michigan State University, East Lansing, MI 48824, USA;
| | - Gerald L. Benny
- Plant Pathology Department, University of Florida, Gainesville, FL 32611, USA; (N.V.T.); (G.L.B.); (M.E.S.)
| | - Matthew E. Smith
- Plant Pathology Department, University of Florida, Gainesville, FL 32611, USA; (N.V.T.); (G.L.B.); (M.E.S.)
| | - Nicole Reynolds
- School of Integrative Plant Science, Cornell University, Ithaca, NY 14850, USA; (T.E.P.); (N.R.)
| | - Timothy Y. James
- Department of Ecology & Evolutionary Biology, University of Michigan, Ann Arbor, MI 48109, USA;
| | - Igor V. Grigoriev
- U.S. Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA; (S.J.M.); (I.V.G.)
- Department of Plant & Microbial Biology, University of California, Berkeley, CA 94720, USA
| | - Joseph W. Spatafora
- Department of Botany & Plant Pathology, Oregon State University, Corvallis, OR 97331, USA;
| | - Jason E. Stajich
- Department of Microbiology & Plant Pathology, University of California, Riverside, CA 93106, USA;
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van Creij J, Auxier B, An J, Wijfjes RY, Bergin C, Rosling A, Bisseling T, Pan Z, Limpens E. Stochastic nuclear organization and host-dependent allele contribution in Rhizophagus irregularis. BMC Genomics 2023; 24:53. [PMID: 36709253 PMCID: PMC9883914 DOI: 10.1186/s12864-023-09126-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2021] [Accepted: 01/10/2023] [Indexed: 01/30/2023] Open
Abstract
BACKGROUND Arbuscular mycorrhizal (AM) fungi are arguably the most important symbionts of plants, offering a range of benefits to their hosts. However, the provisioning of these benefits does not appear to be uniform among AM fungal individuals, with genetic variation between fungal symbionts having a substantial impact on plant performance. Interestingly, genetic variation has also been reported within fungal individuals, which contain millions of haploid nuclei sharing a common cytoplasm. In the model AM fungus, Rhizophagus irregularis, several isolates have been reported to be dikaryotes, containing two genetically distinct types of nuclei recognized based on their mating-type (MAT) locus identity. However, their extremely coenocytic nature and lack of a known single nucleus stage has raised questions on the origin, distribution and dynamics of this genetic variation. RESULTS Here we performed DNA and RNA sequencing at the mycelial individual, single spore and single nucleus levels to gain insight into the dynamic genetic make-up of the dikaryote-like R. irregularis C3 isolate and the effect of different host plants on its genetic variation. Our analyses reveal that parallel spore and root culture batches can have widely variable ratios of two main genotypes in C3. Additionally, numerous polymorphisms were found with frequencies that deviated significantly from the general genotype ratio, indicating a diverse population of slightly different nucleotypes. Changing host plants did not show consistent host effects on nucleotype ratio's after multiple rounds of subculturing. Instead, we found a major effect of host plant-identity on allele-specific expression in C3. CONCLUSION Our analyses indicate a highly dynamic/variable genetic organization in different isolates of R. irregularis. Seemingly random fluctuations in nucleotype ratio's upon spore formation, recombination events, high variability of non-tandemly repeated rDNA sequences and host-dependent allele expression all add levels of variation that may contribute to the evolutionary success of these widespread symbionts.
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Affiliation(s)
- Jelle van Creij
- grid.4818.50000 0001 0791 5666Laboratory of Molecular Biology, Department of Plant Sciences, Wageningen University & Research, Droevendaalsesteeg 1, Wageningen, The Netherlands
| | - Ben Auxier
- grid.4818.50000 0001 0791 5666Laboratory of Genetics, Department of Plant Sciences, Wageningen University & Research, Droevendaalsesteeg 1, Wageningen, The Netherlands
| | - Jianyong An
- grid.4818.50000 0001 0791 5666Laboratory of Molecular Biology, Department of Plant Sciences, Wageningen University & Research, Droevendaalsesteeg 1, Wageningen, The Netherlands ,grid.411626.60000 0004 1798 6793Beijing Advanced Innovation Center for Tree Breeding by Molecular Design, Beijing University of Agriculture, Beijing, 102206 China
| | - Raúl Y. Wijfjes
- grid.4818.50000 0001 0791 5666Laboratory of Bioinformatics, Department of Plant Sciences, Wageningen University & Research, Droevendaalsesteeg 1, Wageningen, The Netherlands ,grid.5252.00000 0004 1936 973XCurrent affiliation: Faculty of Biology, Ludwig Maximilian University of Munich, Munich, Germany
| | - Claudia Bergin
- grid.8993.b0000 0004 1936 9457Department of Cell and Molecular Biology, Uppsala University, and Microbial Single Cell Genomics Facility, Science for Life Laboratory, Uppsala, Sweden
| | - Anna Rosling
- grid.8993.b0000 0004 1936 9457Department of Ecology and Genetics, Uppsala University, Norbyvägen 18D, SE-75236 Uppsala, Sweden
| | - Ton Bisseling
- grid.4818.50000 0001 0791 5666Laboratory of Molecular Biology, Department of Plant Sciences, Wageningen University & Research, Droevendaalsesteeg 1, Wageningen, The Netherlands ,grid.411626.60000 0004 1798 6793Beijing Advanced Innovation Center for Tree Breeding by Molecular Design, Beijing University of Agriculture, Beijing, 102206 China
| | - Zhiyong Pan
- grid.35155.370000 0004 1790 4137Key Laboratory of Horticultural Plant Biology (Ministry of Education), Key Laboratory of Horticultural Crop Biology and Genetic Improvement (Central Region, Ministry of Agriculture), College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan, People’s Republic of China
| | - Erik Limpens
- grid.4818.50000 0001 0791 5666Laboratory of Molecular Biology, Department of Plant Sciences, Wageningen University & Research, Droevendaalsesteeg 1, Wageningen, The Netherlands
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7
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Sahraei SE, Sánchez-García M, Montoliu-Nerin M, Manyara D, Bergin C, Rosendahl S, Rosling A. Whole genome analyses based on single, field collected spores of the arbuscular mycorrhizal fungus Funneliformis geosporum. MYCORRHIZA 2022; 32:361-371. [PMID: 36161535 PMCID: PMC9560946 DOI: 10.1007/s00572-022-01091-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Accepted: 09/13/2022] [Indexed: 06/02/2023]
Abstract
Arbuscular mycorrhizal (AM) fungi are ubiquitous mutualistic symbionts of most terrestrial plants and many complete their lifecycles underground. Whole genome analysis of AM fungi has long been restricted to species and strains that can be maintained under controlled conditions that facilitate collection of biological samples. There is some evidence suggesting that AM fungi can adapt to culture resulting in phenotypic and possibly also genotypic changes in the fungi. In this study, we used field isolated spores of AM fungi and identified them as Funneliformis geosporum based on morphology and phylogenetic analyses. We separately assembled the genomes of two representative spores using DNA sequences of 19 and 22 individually amplified nuclei. The genomes were compared with previously published data from other members of Glomeraceae including two strains of F. mosseae. No significant differences were observed among the species in terms of gene content, while the single nucleotide polymorphism density was higher in the strains of F. geosporum than in the strains of F. mosseae. In this study, we demonstrate that it is possible to sequence and assemble genomes from AM fungal spores sampled in the field, which opens up the possibility to include uncultured AM fungi in phylogenomic and comparative genomic analysis and to study genomic variation in natural populations of these important plant symbionts.
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Affiliation(s)
| | - Marisol Sánchez-García
- Department of Ecology and Genetics, Uppsala University, Uppsala, Sweden
- Department of Forest Mycology and Plant Pathology, Uppsala Biocentre, Swedish University of Agricultural Sciences, Uppsala, Sweden
| | - Merce Montoliu-Nerin
- Department of Ecology and Genetics, Uppsala University, Uppsala, Sweden
- Department of Cell and Molecular Biology, Uppsala University, Uppsala, Sweden
| | - David Manyara
- Department of Ecology and Genetics, Uppsala University, Uppsala, Sweden
| | - Claudia Bergin
- Microbial Single Cell Genomics Facility, Department of Cell and Molecular Biology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Søren Rosendahl
- Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Anna Rosling
- Department of Ecology and Genetics, Uppsala University, Uppsala, Sweden.
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8
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Xie Z, Manichanh C. FunOMIC: Pipeline with built-in fungal taxonomic and functional databases for human mycobiome profiling. Comput Struct Biotechnol J 2022; 20:3685-3694. [PMID: 35891785 PMCID: PMC9293737 DOI: 10.1016/j.csbj.2022.07.010] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2022] [Revised: 07/04/2022] [Accepted: 07/04/2022] [Indexed: 11/30/2022] Open
Abstract
While analysis of the bacterial microbiome has become routine, that of the fungal microbiome is still hampered by the lack of robust databases and bioinformatic pipelines. Here, we present FunOMIC, a pipeline with built-in taxonomic (1.6 million marker genes) and functional (3.4 million non-redundant fungal proteins) databases for the identification of fungi. Applied to more than 2,600 human metagenomic samples, the tool revealed fungal species associated with geography, body sites, and diseases. Correlation network analysis provided new insights into inter-kingdom interactions. With this pipeline and two of the most comprehensive fungal databases, we foresee a fast-growing resource for mycobiome studies.
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Key Words
- CD, Crohn’s disease
- ESRD, End-stage renal disease
- FDR, False discovery rate
- Fungal databases
- GS, Gallstones
- HC, Healthy control
- HTS, High throughput sequencing
- ITS, internal transcribed spacer
- Inter-kingdom interactions
- Mycobiome
- NA, Not applicable
- PLWH, People live with HIV
- PSO, Psoriasis
- SCFA, Short chain fatty acid
- SCZ, Schizophrenia
- Shotgun metagenomics
- T1D, Type 1 diabetes
- T2D, Type 2 diabetes
- TB, Tuberculosis
- Taxonomy and functions
- UC, Ulcerative colitis
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Affiliation(s)
- Zixuan Xie
- Microbiome Lab, Vall d'Hebron Institut de Recerca (VHIR), Vall d'Hebron Barcelona Hospital Campus, Passeig Vall d'Hebron 119-129, 08035 Barcelona, Spain.,Departament de Medicina, Universitat Autònoma de Barcelona, 08193 Barcelona, Spain
| | - Chaysavanh Manichanh
- Microbiome Lab, Vall d'Hebron Institut de Recerca (VHIR), Vall d'Hebron Barcelona Hospital Campus, Passeig Vall d'Hebron 119-129, 08035 Barcelona, Spain.,Departament de Medicina, Universitat Autònoma de Barcelona, 08193 Barcelona, Spain
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9
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Malar C M, Wang Y, Stajich JE, Kokkoris V, Villeneuve-Laroche M, Yildirir G, Corradi N. Early branching arbuscular mycorrhizal fungus Paraglomus occultum carries a small and repeat-poor genome compared to relatives in the Glomeromycotina. Microb Genom 2022; 8:000810. [PMID: 35451944 PMCID: PMC9453076 DOI: 10.1099/mgen.0.000810] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2022] [Accepted: 03/10/2022] [Indexed: 11/18/2022] Open
Abstract
The arbuscular mycorrhizal fungi (AMFs) are obligate root symbionts in the subphylum Glomeromycotina that can benefit land plants by increasing their soil nutrient uptake in exchange for photosynthetically fixed carbon sources. To date, annotated genome data from representatives of the AMF orders Glomerales, Diversisporales and Archaeosporales have shown that these organisms have large and highly repeated genomes, and no genes to produce sugars and fatty acids. This led to the hypothesis that the most recent common ancestor (MRCA) of Glomeromycotina was fully dependent on plants for nutrition. Here, we aimed to further test this hypothesis by obtaining annotated genome data from a member of the early diverging order Paraglomerales (Paraglomus occultum). Genome analyses showed this species carries a 39.6 Mb genome and considerably fewer genes and repeats compared to most AMF relatives with annotated genomes. Consistent with phylogenies based on ribosomal genes, our phylogenetic analyses suggest P. occultum as the earliest diverged branch within Glomeromycotina. Overall, our analyses support the view that the MRCA of Glomeromycotina carried hallmarks of obligate plant biotrophy. The small genome size and content of P. occultum could either reflect adaptive reductive processes affecting some early AMF lineages, or indicate that the high gene and repeat family diversity thought to drive AMF adaptability to host and environmental change was not an ancestral feature of these prominent plant symbionts.
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Affiliation(s)
- Mathu Malar C
- Department of Biology, University of Ottawa, Ottawa, ON K1N 6N5, Canada
| | - Yan Wang
- Department of Biological Sciences, University of Toronto Scarborough, Toronto, Canada
- Department of Ecology and Evolutionary Biology, University of Toronto, Toronto, Canada
| | - Jason E. Stajich
- Department of Microbiology and Plant Pathology, University of California–Riverside, Riverside, CA, USA
- Institute for Integrative Genome Biology, University of California–Riverside, Riverside, CA, USA
| | - Vasilis Kokkoris
- Department of Biology, University of Ottawa, Ottawa, ON K1N 6N5, Canada
| | | | - Gokalp Yildirir
- Department of Biology, University of Ottawa, Ottawa, ON K1N 6N5, Canada
| | - Nicolas Corradi
- Department of Biology, University of Ottawa, Ottawa, ON K1N 6N5, Canada
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10
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Yildirir G, Sperschneider J, Malar C M, Chen ECH, Iwasaki W, Cornell C, Corradi N. Long reads and Hi-C sequencing illuminate the two-compartment genome of the model arbuscular mycorrhizal symbiont Rhizophagus irregularis. THE NEW PHYTOLOGIST 2022; 233:1097-1107. [PMID: 34747029 DOI: 10.1111/nph.17842] [Citation(s) in RCA: 36] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Accepted: 10/29/2021] [Indexed: 06/13/2023]
Abstract
Chromosome folding links genome structure with gene function by generating distinct nuclear compartments and topologically associating domains. In mammals, these undergo preferential interactions and regulate gene expression. However, their role in fungal genome biology is unclear. Here, we combine Nanopore (ONT) sequencing with chromatin conformation capture sequencing (Hi-C) to reveal chromosome and epigenetic diversity in a group of obligate plant symbionts: the arbuscular mycorrhizal fungi (AMF). We find that five phylogenetically distinct strains of the model AMF Rhizophagus irregularis carry 33 chromosomes with substantial within-species variability in size, as well as in gene and repeat content. Strain-specific Hi-C contact maps reveal a 'checkerboard' pattern that underline two dominant euchromatin (A) and heterochromatin (B) compartments. Each compartment differs in the level of gene transcription, regulation of candidate effectors and methylation frequencies. The A-compartment is more gene-dense and contains most core genes, while the B-compartment is more repeat-rich and has higher rates of chromosomal rearrangement. While the B-compartment is transcriptionally repressed, it has significantly more secreted proteins and in planta upregulated candidate effectors, suggesting a possible host-induced change in chromosome conformation. Overall, this study provides a fine-scale view into the genome biology and evolution of model plant symbionts, and opens avenues to study the epigenetic mechanisms that modify chromosome folding during host-microbe interactions.
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Affiliation(s)
- Gökalp Yildirir
- Department of Biology, University of Ottawa, Ottawa, ON, K1N 6N5, Canada
| | - Jana Sperschneider
- Biological Data Science Institute, The Australian National University, Canberra, ACT, 260, Australia
| | - Mathu Malar C
- Department of Biology, University of Ottawa, Ottawa, ON, K1N 6N5, Canada
| | - Eric C H Chen
- Department of Integrated Biosciences, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, 1113-0033, Japan
| | - Wataru Iwasaki
- Department of Integrated Biosciences, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, 1113-0033, Japan
| | - Calvin Cornell
- Department of Biology, University of Ottawa, Ottawa, ON, K1N 6N5, Canada
| | - Nicolas Corradi
- Department of Biology, University of Ottawa, Ottawa, ON, K1N 6N5, Canada
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11
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Lofgren LA, Stajich JE. Fungal biodiversity and conservation mycology in light of new technology, big data, and changing attitudes. Curr Biol 2021; 31:R1312-R1325. [PMID: 34637742 PMCID: PMC8516061 DOI: 10.1016/j.cub.2021.06.083] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
Fungi have successfully established themselves across seemingly every possible niche, substrate, and biome. They are fundamental to biogeochemical cycling, interspecies interactions, food production, and drug bioprocessing, as well as playing less heroic roles as difficult to treat human infections and devastating plant pathogens. Despite community efforts to estimate and catalog fungal diversity, we have only named and described a minute fraction of the fungal world. The identification, characterization, and conservation of fungal diversity is paramount to preserving fungal bioresources, and to understanding and predicting ecosystem cycling and the evolution and epidemiology of fungal disease. Although species and ecosystem conservation are necessarily the foundation of preserving this diversity, there is value in expanding our definition of conservation to include the protection of biological collections, ecological metadata, genetic and genomic data, and the methods and code used for our analyses. These definitions of conservation are interdependent. For example, we need metadata on host specificity and biogeography to understand rarity and set priorities for conservation. To aid in these efforts, we need to draw expertise from diverse fields to tie traditional taxonomic knowledge to data obtained from modern -omics-based approaches, and support the advancement of diverse research perspectives. We also need new tools, including an updated framework for describing and tracking species known only from DNA, and the continued integration of functional predictions to link genetic diversity to functional and ecological diversity. Here, we review the state of fungal diversity research as shaped by recent technological advancements, and how changing viewpoints in taxonomy, -omics, and systematics can be integrated to advance mycological research and preserve fungal biodiversity.
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Affiliation(s)
- Lotus A Lofgren
- Department of Microbiology and Plant Pathology, University of California-Riverside, Riverside, CA 92521, USA.
| | - Jason E Stajich
- Department of Microbiology and Plant Pathology, University of California-Riverside, Riverside, CA 92521, USA
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12
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Montoliu-Nerin M, Sánchez-García M, Bergin C, Kutschera VE, Johannesson H, Bever JD, Rosling A. In-depth Phylogenomic Analysis of Arbuscular Mycorrhizal Fungi Based on a Comprehensive Set of de novo Genome Assemblies. FRONTIERS IN FUNGAL BIOLOGY 2021; 2:716385. [PMID: 37744125 PMCID: PMC10512289 DOI: 10.3389/ffunb.2021.716385] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Accepted: 09/06/2021] [Indexed: 09/26/2023]
Abstract
Morphological characters and nuclear ribosomal DNA (rDNA) phylogenies have so far been the basis of the current classifications of arbuscular mycorrhizal (AM) fungi. Improved understanding of the evolutionary history of AM fungi requires extensive ortholog sampling and analyses of genome and transcriptome data from a wide range of taxa. To circumvent the need for axenic culturing of AM fungi we gathered and combined genomic data from single nuclei to generate de novo genome assemblies covering seven families of AM fungi. We successfully sequenced the genomes of 15 AM fungal species for which genome data was not previously available. Comparative analysis of the previously published Rhizophagus irregularis DAOM197198 assembly confirm that our novel workflow generates genome assemblies suitable for phylogenomic analysis. Predicted genes of our assemblies, together with published protein sequences of AM fungi and their sister clades, were used for phylogenomic analyses. We evaluated the phylogenetic placement of Glomeromycota in relation to its sister phyla (Mucoromycota and Mortierellomycota), and found no support to reject a polytomy. Finally, we explored the phylogenetic relationships within Glomeromycota. Our results support family level classification from previous phylogenetic studies, and the polyphyly of the order Glomerales with Claroideoglomeraceae as the sister group to Glomeraceae and Diversisporales.
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Affiliation(s)
- Merce Montoliu-Nerin
- Department of Ecology and Genetics, Evolutionary Biology, Uppsala University, Uppsala, Sweden
| | - Marisol Sánchez-García
- Department of Ecology and Genetics, Evolutionary Biology, Uppsala University, Uppsala, Sweden
- Department of Forest Mycology and Plant Pathology, Uppsala Biocentre, Swedish University of Agricultural Sciences, Uppsala, Sweden
| | - Claudia Bergin
- Microbial Single Cell Genomics Facility, Department of Cell and Molecular Biology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Verena Esther Kutschera
- Department of Biochemistry and Biophysics, National Bioinformatics Infrastructure Sweden, Science for Life Laboratory, Stockholm University, Solna, Sweden
| | - Hanna Johannesson
- Department of Organismal Biology, Systematic Biology, Uppsala University, Uppsala, Sweden
| | - James D. Bever
- Department of Ecology and Evolutionary Biology, and Kansas Biological Survey, University of Kansas, Lawrence, KS, United States
| | - Anna Rosling
- Department of Ecology and Genetics, Evolutionary Biology, Uppsala University, Uppsala, Sweden
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13
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Genome sequencing and de novo assembly of the giant unicellular alga Acetabularia acetabulum using droplet MDA. Sci Rep 2021; 11:12820. [PMID: 34140556 PMCID: PMC8211769 DOI: 10.1038/s41598-021-92092-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Accepted: 05/28/2021] [Indexed: 11/08/2022] Open
Abstract
The macroscopic single-celled green alga Acetabularia acetabulum has been a model system in cell biology for more than a century. However, no genomic information is available from this species. Since the alga has a long life cycle, is difficult to grow in dense cultures, and has an estimated diploid genome size of almost 2 Gb, obtaining sufficient genomic material for genome sequencing is challenging. Here, we have attempted to overcome these challenges by amplifying genomic DNA using multiple displacement amplification (MDA) combined with microfluidics technology to distribute the amplification reactions across thousands of microscopic droplets. By amplifying and sequencing DNA from five single cells we were able to recover an estimated ~ 7–11% of the total genome, providing the first draft of the A. acetabulum genome. We highlight challenges associated with genome recovery and assembly of MDA data due to biases arising during genome amplification, and hope that our study can serve as a reference for future attempts on sequencing the genome from non-model eukaryotes.
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14
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Sagita R, Quax WJ, Haslinger K. Current State and Future Directions of Genetics and Genomics of Endophytic Fungi for Bioprospecting Efforts. Front Bioeng Biotechnol 2021; 9:649906. [PMID: 33791289 PMCID: PMC8005728 DOI: 10.3389/fbioe.2021.649906] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2021] [Accepted: 02/16/2021] [Indexed: 12/16/2022] Open
Abstract
The bioprospecting of secondary metabolites from endophytic fungi received great attention in the 1990s and 2000s, when the controversy around taxol production from Taxus spp. endophytes was at its height. Since then, hundreds of reports have described the isolation and characterization of putative secondary metabolites from endophytic fungi. However, only very few studies also report the genetic basis for these phenotypic observations. With low sequencing cost and fast sample turnaround, genetics- and genomics-based approaches have risen to become comprehensive approaches to study natural products from a wide-range of organisms, especially to elucidate underlying biosynthetic pathways. However, in the field of fungal endophyte biology, elucidation of biosynthetic pathways is still a major challenge. As a relatively poorly investigated group of microorganisms, even in the light of recent efforts to sequence more fungal genomes, such as the 1000 Fungal Genomes Project at the Joint Genome Institute (JGI), the basis for bioprospecting of enzymes and pathways from endophytic fungi is still rather slim. In this review we want to discuss the current approaches and tools used to associate phenotype and genotype to elucidate biosynthetic pathways of secondary metabolites in endophytic fungi through the lens of bioprospecting. This review will point out the reported successes and shortcomings, and discuss future directions in sampling, and genetics and genomics of endophytic fungi. Identifying responsible biosynthetic genes for the numerous secondary metabolites isolated from endophytic fungi opens the opportunity to explore the genetic potential of producer strains to discover novel secondary metabolites and enhance secondary metabolite production by metabolic engineering resulting in novel and more affordable medicines and food additives.
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Affiliation(s)
| | | | - Kristina Haslinger
- Groningen Institute of Pharmacy, Chemical and Pharmaceutical Biology, University of Groningen, Groningen, Netherlands
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15
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Peona V, Blom MPK, Xu L, Burri R, Sullivan S, Bunikis I, Liachko I, Haryoko T, Jønsson KA, Zhou Q, Irestedt M, Suh A. Identifying the causes and consequences of assembly gaps using a multiplatform genome assembly of a bird-of-paradise. Mol Ecol Resour 2021; 21:263-286. [PMID: 32937018 PMCID: PMC7757076 DOI: 10.1111/1755-0998.13252] [Citation(s) in RCA: 79] [Impact Index Per Article: 19.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2020] [Revised: 08/21/2020] [Accepted: 08/26/2020] [Indexed: 01/09/2023]
Abstract
Genome assemblies are currently being produced at an impressive rate by consortia and individual laboratories. The low costs and increasing efficiency of sequencing technologies now enable assembling genomes at unprecedented quality and contiguity. However, the difficulty in assembling repeat-rich and GC-rich regions (genomic "dark matter") limits insights into the evolution of genome structure and regulatory networks. Here, we compare the efficiency of currently available sequencing technologies (short/linked/long reads and proximity ligation maps) and combinations thereof in assembling genomic dark matter. By adopting different de novo assembly strategies, we compare individual draft assemblies to a curated multiplatform reference assembly and identify the genomic features that cause gaps within each assembly. We show that a multiplatform assembly implementing long-read, linked-read and proximity sequencing technologies performs best at recovering transposable elements, multicopy MHC genes, GC-rich microchromosomes and the repeat-rich W chromosome. Telomere-to-telomere assemblies are not a reality yet for most organisms, but by leveraging technology choice it is now possible to minimize genome assembly gaps for downstream analysis. We provide a roadmap to tailor sequencing projects for optimized completeness of both the coding and noncoding parts of nonmodel genomes.
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Affiliation(s)
- Valentina Peona
- Department of Ecology and Genetics—Evolutionary BiologyScience for Life LaboratoriesUppsala UniversityUppsalaSweden
- Department of Organismal Biology—Systematic BiologyScience for Life LaboratoriesUppsala UniversityUppsalaSweden
| | - Mozes P. K. Blom
- Department of Bioinformatics and GeneticsSwedish Museum of Natural HistoryStockholmSweden
- Museum für NaturkundeLeibniz Institut für Evolutions‐ und BiodiversitätsforschungBerlinGermany
| | - Luohao Xu
- Department of Neurosciences and Developmental BiologyUniversity of ViennaViennaAustria
| | - Reto Burri
- Department of Population EcologyInstitute of Ecology and EvolutionFriedrich‐Schiller‐University JenaJenaGermany
| | | | - Ignas Bunikis
- Department of Immunology, Genetics and PathologyScience for Life LaboratoryUppsala Genome CenterUppsala UniversityUppsalaSweden
| | | | - Tri Haryoko
- Research Centre for BiologyMuseum Zoologicum BogorienseIndonesian Institute of Sciences (LIPI)CibinongIndonesia
| | - Knud A. Jønsson
- Natural History Museum of DenmarkUniversity of CopenhagenCopenhagenDenmark
| | - Qi Zhou
- Department of Neurosciences and Developmental BiologyUniversity of ViennaViennaAustria
- MOE Laboratory of Biosystems Homeostasis & ProtectionLife Sciences InstituteZhejiang UniversityHangzhouChina
- Center for Reproductive MedicineThe 2nd Affiliated HospitalSchool of MedicineZhejiang UniversityHangzhouChina
| | - Martin Irestedt
- Department of Bioinformatics and GeneticsSwedish Museum of Natural HistoryStockholmSweden
| | - Alexander Suh
- Department of Ecology and Genetics—Evolutionary BiologyScience for Life LaboratoriesUppsala UniversityUppsalaSweden
- Department of Organismal Biology—Systematic BiologyScience for Life LaboratoriesUppsala UniversityUppsalaSweden
- School of Biological Sciences—Organisms and the EnvironmentUniversity of East AngliaNorwichUK
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