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Wang Y, Dong W, Liang Y, Lin W, Chen J, Henry R, Chen F. PhyloForge: Unifying Micro- and Macroevolution With Comprehensive Genomic Signals. Mol Ecol Resour 2024:e14050. [PMID: 39588658 DOI: 10.1111/1755-0998.14050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2024] [Revised: 10/31/2024] [Accepted: 11/15/2024] [Indexed: 11/27/2024]
Abstract
The dimensions of phylogenetic research have expanded to encompass the study of large-scale populations at the microevolutionary level and comparisons between different species or taxonomic units at the macroevolutionary level. Traditional phylogenetic tools often struggle to handle the diverse and complex data required for these different evolutionary scales. In response to this challenge, we introduce PhyloForge, a robust tool designed to seamlessly integrate the demands of both micro- and macroevolution, comprehensively utilising diverse phylogenomic signals, such as genes, SNPs, and structural variations, as well as mitochondrial and chloroplast genomes. PhyloForge's innovation lies in its capability to seamlessly integrate multiple phylogenomic signals, enabling the unified analysis of multidimensional genomic data. This unique feature empowers researchers to gain a more comprehensive understanding of diverse aspects of biological evolution. PhyloForge not only provides highly customisable analysis tools for experienced researchers but also features an intuitively designed interface, facilitating effortless phylogenetic analysis for beginners. Extensive testing across various domains, including animals, plants and fungi, attests to its broad applicability in the field of phylogenetics. In summary, PhyloForge has significant potential in the era of large-scale genomics, offering a new perspective and toolset for a deeper understanding of the evolution of life. PhyloForge codes could be found in GitHub (https://github.com/wangyayaya/PhyloForge/), and the program could be installed in Conda (https://anaconda.org/wangxiaobei/phyloforge).
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Affiliation(s)
- Ya Wang
- National Key Laboratory for Tropical Crop Breeding, College of Breeding and Multiplication, Sanya Institute of Breeding and Multiplication, Hainan University, Sanya, China
- College of Tropical Agriculture and Forestry, Hainan University, Danzhou, China
| | - Wei Dong
- Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China
| | - Yufan Liang
- National Key Laboratory for Tropical Crop Breeding, College of Breeding and Multiplication, Sanya Institute of Breeding and Multiplication, Hainan University, Sanya, China
- College of Tropical Agriculture and Forestry, Hainan University, Danzhou, China
| | - Weiwei Lin
- National Key Laboratory for Tropical Crop Breeding, College of Breeding and Multiplication, Sanya Institute of Breeding and Multiplication, Hainan University, Sanya, China
- College of Tropical Agriculture and Forestry, Hainan University, Danzhou, China
| | - Junhao Chen
- Department of Biology, Saint Louis University, St. Louis, Missouri, USA
| | - Robert Henry
- Queensland Alliance for Agriculture and Food Innovation, The University of Queensland, St Lucia, Australia
| | - Fei Chen
- National Key Laboratory for Tropical Crop Breeding, College of Breeding and Multiplication, Sanya Institute of Breeding and Multiplication, Hainan University, Sanya, China
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Unnikrishnan R, Balakrishnan S, Sumod M, Sujanapal P, Balan B, Dev SA. Gender specific SNP markers in Coscinium fenestratum (Gaertn.) Colebr. for resource augmentation. Mol Biol Rep 2024; 51:93. [PMID: 38194000 DOI: 10.1007/s11033-023-09044-6] [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: 02/06/2023] [Accepted: 11/06/2023] [Indexed: 01/10/2024]
Abstract
BACKGROUND Unregulated extraction of highly traded medicinal plant species results in drastic decline of the natural resources and alters viable sex ratio of populations. Conservation and long-term survival of such species, require gender specific restoration programs to ensure reproductive success. However, it is often difficult to differentiate sex of individuals before reaching reproductive maturity. C. fenestratum is one of the medicinally important and overexploited dioecious woody liana, with a reproductive maturity of 15 years. Currently, no information is available to identify sex of C. fenestratum in seedling stage while augmenting the resources. Thus, the current study envisages to utilize transcriptomics approach for gender differentiation which is imperative for undertaking viable resource augmentation programmes. METHODS AND RESULTS Gender specific SNPs with probable role in sexual reproduction/sex determination was located using comparative transcriptomics approach (sampling male and female individuals), alongside gene ontology and annotation. Nine sets of primers were synthesized from 7 transcripts (involved in sexual reproduction/other biological process) containing multiple SNP variants. Out of the nine primer pairs, only one SNP locus with no available information of its role in reproduction, showed consistent and accurate results (males-heterozygous and females-homozygous), in the analyzed 40 matured individuals of known sexes. Thus validated the efficiency of this SNP marker in differentiating male and female individuals. CONCLUSIONS The study could identify SNPs linked to the loci with apparent role in gender differentiation. This SNP marker can be used for early sexing of seedlings for in-situ conservation and resource augmentation of C. fenestratum in Kerala, India.
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Affiliation(s)
- Remya Unnikrishnan
- Forest Genetics and Biotechnology Division, Kerala Forest Research Institute, Peechi, Thrissur, Kerala, 680653, India
- Cochin University of Science & Technology, Kochi, Kerala, India
| | - Swathi Balakrishnan
- Forest Genetics and Biotechnology Division, Kerala Forest Research Institute, Peechi, Thrissur, Kerala, 680653, India
- Cochin University of Science & Technology, Kochi, Kerala, India
| | - M Sumod
- Sustainable Forest Management Division, Kerala Forest Research Institute, Peechi, Thrissur, Kerala, 680653, India
| | - P Sujanapal
- Sustainable Forest Management Division, Kerala Forest Research Institute, Peechi, Thrissur, Kerala, 680653, India
| | - Bipin Balan
- Department of Agricultural, Food and Forest Sciences, University of Palermo, Viale delle Scienze-Ed. 4, Palermo, 90128, Italy
| | - Suma Arun Dev
- Forest Genetics and Biotechnology Division, Kerala Forest Research Institute, Peechi, Thrissur, Kerala, 680653, India.
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Karikari B, Lemay MA, Belzile F. k-mer-Based Genome-Wide Association Studies in Plants: Advances, Challenges, and Perspectives. Genes (Basel) 2023; 14:1439. [PMID: 37510343 PMCID: PMC10379394 DOI: 10.3390/genes14071439] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Revised: 07/04/2023] [Accepted: 07/07/2023] [Indexed: 07/30/2023] Open
Abstract
Genome-wide association studies (GWAS) have allowed the discovery of marker-trait associations in crops over recent decades. However, their power is hampered by a number of limitations, with the key one among them being an overreliance on single-nucleotide polymorphisms (SNPs) as molecular markers. Indeed, SNPs represent only one type of genetic variation and are usually derived from alignment to a single genome assembly that may be poorly representative of the population under study. To overcome this, k-mer-based GWAS approaches have recently been developed. k-mer-based GWAS provide a universal way to assess variation due to SNPs, insertions/deletions, and structural variations without having to specifically detect and genotype these variants. In addition, k-mer-based analyses can be used in species that lack a reference genome. However, the use of k-mers for GWAS presents challenges such as data size and complexity, lack of standard tools, and potential detection of false associations. Nevertheless, efforts are being made to overcome these challenges and a general analysis workflow has started to emerge. We identify the priorities for k-mer-based GWAS in years to come, notably in the development of user-friendly programs for their analysis and approaches for linking significant k-mers to sequence variation.
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Affiliation(s)
- Benjamin Karikari
- Département de Phytologie, Université Laval, Quebec City, QC G1V 0A6, Canada
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Quebec City, QC G1V 0A6, Canada
- Department of Agricultural Biotechnology, Faculty of Agriculture, Food and Consumer Sciences, University for Development Studies, Tamale P.O. Box TL 1882, Ghana
| | - Marc-André Lemay
- Département de Phytologie, Université Laval, Quebec City, QC G1V 0A6, Canada
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Quebec City, QC G1V 0A6, Canada
| | - François Belzile
- Département de Phytologie, Université Laval, Quebec City, QC G1V 0A6, Canada
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Quebec City, QC G1V 0A6, Canada
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Masuda K, Akagi T. Evolution of sex in crops: recurrent scrap and rebuild. BREEDING SCIENCE 2023; 73:95-107. [PMID: 37404348 PMCID: PMC10316312 DOI: 10.1270/jsbbs.22082] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Accepted: 11/20/2022] [Indexed: 07/06/2023]
Abstract
Sexuality is the main strategy for maintaining genetic diversity within a species. In flowering plants (angiosperms), sexuality is derived from ancestral hermaphroditism and multiple sexualities can be expressed in an individual. The mechanisms conferring chromosomal sex determination in plants (or dioecy) have been studied for over a century by both biologists and agricultural scientists, given the importance of this field for crop cultivation and breeding. Despite extensive research, the sex determining gene(s) in plants had not been identified until recently. In this review, we dissect plant sex evolution and determining systems, with a focus on crop species. We introduced classic studies with theoretical, genetic, and cytogenic approaches, as well as more recent research using advanced molecular and genomic techniques. Plants have undergone very frequent transitions into, and out of, dioecy. Although only a few sex determinants have been identified in plants, an integrative viewpoint on their evolutionary trends suggests that recurrent neofunctionalization events are potentially common, in a "scrap and (re)build" cycle. We also discuss the potential association between crop domestication and transitions in sexual systems. We focus on the contribution of duplication events, which are particularly frequent in plant taxa, as a trigger for the creation of new sexual systems.
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Affiliation(s)
- Kanae Masuda
- Graduate School of Environmental and Life Science, Okayama University, Okayama 700-8530, Japan
| | - Takashi Akagi
- Graduate School of Environmental and Life Science, Okayama University, Okayama 700-8530, Japan
- JST, PRESTO, Kawaguchi, Saitama 332-0012, Japan
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Jankowicz-Cieslak J, Hofinger BJ, Jarc L, Junttila S, Galik B, Gyenesei A, Ingelbrecht IL, Till BJ. Spectrum and Density of Gamma and X-ray Induced Mutations in a Non-Model Rice Cultivar. PLANTS (BASEL, SWITZERLAND) 2022; 11:3232. [PMID: 36501272 PMCID: PMC9741009 DOI: 10.3390/plants11233232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Revised: 11/19/2022] [Accepted: 11/20/2022] [Indexed: 06/17/2023]
Abstract
Physical mutagens are a powerful tool used for genetic research and breeding for over eight decades. Yet, when compared to chemical mutagens, data sets on the effect of different mutagens and dosages on the spectrum and density of induced mutations remain lacking. To address this, we investigated the landscape of mutations induced by gamma and X-ray radiation in the most widely cultivated crop species: rice. A mutant population of a tropical upland rice, Oryza sativa L., was generated and propagated via self-fertilization for seven generations. Five dosages ranging from 75 Gy to 600 Gy in both X-ray and gamma-irradiated material were applied. In the process of a forward genetic screens, 11 unique rice mutant lines showing phenotypic variation were selected for mutation analysis via whole-genome sequencing. Thousands of candidate mutations were recovered in each mutant with single base substitutions being the most common, followed by small indels and structural variants. Higher dosages resulted in a higher accumulation of mutations in gamma-irradiated material, but not in X-ray-treated plants. The in vivo role of all annotated rice genes is yet to be directly investigated. The ability to induce a high density of single nucleotide and structural variants through mutagenesis will likely remain an important approach for functional genomics and breeding.
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Affiliation(s)
- Joanna Jankowicz-Cieslak
- Plant Breeding and Genetics Laboratory, FAO/IAEA Joint Division, International Atomic Energy Agency (IAEA), 2444 Seibersdorf, Austria
| | - Bernhard J. Hofinger
- Plant Breeding and Genetics Laboratory, FAO/IAEA Joint Division, International Atomic Energy Agency (IAEA), 2444 Seibersdorf, Austria
| | - Luka Jarc
- Plant Breeding and Genetics Laboratory, FAO/IAEA Joint Division, International Atomic Energy Agency (IAEA), 2444 Seibersdorf, Austria
| | - Sini Junttila
- Bioinformatics and Scientific Computing Core, Vienna Biocenter Core Facilities GmbH, Dr-Bohr-Gasse 3, 1030 Vienna, Austria
- Medical Bioinformatics Centre, Turku Bioscience Centre, University of Turku, Tykistökatu 6, 20520 Turku, Finland
- Medical Bioinformatics Centre, Turku Bioscience Centre, Åbo Akademi University, Tykistökatu 6, 20520 Turku, Finland
| | - Bence Galik
- Bioinformatics and Scientific Computing Core, Vienna Biocenter Core Facilities GmbH, Dr-Bohr-Gasse 3, 1030 Vienna, Austria
- Department of Clinical Molecular Biology, Medical University of Bialystok, 15-269 Bialystok, Poland
- Bioinformatics Research Group, Genomics and Bioinformatics Core Facility Szentágothai Research Centre, University of Pécs, H-7622 Pecs, Hungary
| | - Attila Gyenesei
- Bioinformatics and Scientific Computing Core, Vienna Biocenter Core Facilities GmbH, Dr-Bohr-Gasse 3, 1030 Vienna, Austria
- Bioinformatics Research Group, Genomics and Bioinformatics Core Facility Szentágothai Research Centre, University of Pécs, H-7622 Pecs, Hungary
| | - Ivan L. Ingelbrecht
- Plant Breeding and Genetics Laboratory, FAO/IAEA Joint Division, International Atomic Energy Agency (IAEA), 2444 Seibersdorf, Austria
| | - Bradley J. Till
- Plant Breeding and Genetics Laboratory, FAO/IAEA Joint Division, International Atomic Energy Agency (IAEA), 2444 Seibersdorf, Austria
- Veterinary Genetics Laboratory, University of California, Old Davis Road, Davis, CA 95616, USA
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Zhang J, Nie C, Li X, Zhao X, Jia Y, Han J, Chen Y, Wang L, Lv X, Yang W, Li K, Zhang J, Ning Z, Bao H, Zhao C, Li J, Qu L. Comprehensive analysis of structural variants in chickens using PacBio sequencing. Front Genet 2022; 13:971588. [PMID: 36338955 PMCID: PMC9632285 DOI: 10.3389/fgene.2022.971588] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Accepted: 09/08/2022] [Indexed: 11/13/2022] Open
Abstract
Structural variants (SVs) are one of the main sources of genetic variants and have a greater impact on phenotype evolution, disease susceptibility, and environmental adaptations than single nucleotide polymorphisms (SNPs). However, SVs remain challenging to accurately type, with several detection methods showing different limitations. Here, we explored SVs from 10 different chickens using PacBio technology and detected 49,501 high-confidence SVs. The results showed that the PacBio long-read detected more SVs than Illumina short-read technology genomes owing to some SV sites on chromosomes, which are related to chicken growth and development. During chicken domestication, some SVs beneficial to the breed or without any effect on the genomic function of the breed were retained, whereas deleterious SVs were generally eliminated. This study could facilitate the analysis of the genetic characteristics of different chickens and provide a better understanding of their phenotypic characteristics at the SV level, based on the long-read sequencing method. This study enriches our knowledge of SVs in chickens and improves our understanding of chicken genomic diversity.
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Affiliation(s)
- Jinxin Zhang
- Department of Animal Genetics and Breeding, National Engineering Laboratory for Animal Breeding, College of Animal Science and Technology, China Agricultural University, Beijing, China
| | - Changsheng Nie
- Department of Animal Genetics and Breeding, National Engineering Laboratory for Animal Breeding, College of Animal Science and Technology, China Agricultural University, Beijing, China
| | - Xinghua Li
- Department of Animal Genetics and Breeding, National Engineering Laboratory for Animal Breeding, College of Animal Science and Technology, China Agricultural University, Beijing, China
| | - Xiurong Zhao
- Department of Animal Genetics and Breeding, National Engineering Laboratory for Animal Breeding, College of Animal Science and Technology, China Agricultural University, Beijing, China
| | - Yaxiong Jia
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Jianlin Han
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Yu Chen
- Beijing Municipal General Station of Animal Science, Beijing, China
| | - Liang Wang
- Beijing Municipal General Station of Animal Science, Beijing, China
| | - Xueze Lv
- Beijing Municipal General Station of Animal Science, Beijing, China
| | - Weifang Yang
- Beijing Municipal General Station of Animal Science, Beijing, China
| | - Kaiyang Li
- Beijing Municipal General Station of Animal Science, Beijing, China
| | - Jianwei Zhang
- Beijing Municipal General Station of Animal Science, Beijing, China
| | - Zhonghua Ning
- Department of Animal Genetics and Breeding, National Engineering Laboratory for Animal Breeding, College of Animal Science and Technology, China Agricultural University, Beijing, China
| | - Haigang Bao
- Department of Animal Genetics and Breeding, National Engineering Laboratory for Animal Breeding, College of Animal Science and Technology, China Agricultural University, Beijing, China
| | - Chunjiang Zhao
- Department of Animal Genetics and Breeding, National Engineering Laboratory for Animal Breeding, College of Animal Science and Technology, China Agricultural University, Beijing, China
| | - Junying Li
- Department of Animal Genetics and Breeding, National Engineering Laboratory for Animal Breeding, College of Animal Science and Technology, China Agricultural University, Beijing, China
| | - Lujiang Qu
- Department of Animal Genetics and Breeding, National Engineering Laboratory for Animal Breeding, College of Animal Science and Technology, China Agricultural University, Beijing, China
- *Correspondence: Lujiang Qu,
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Esposito S, Aiese Cigliano R, Cardi T, Tripodi P. Whole-genome resequencing reveals genomic footprints of Italian sweet and hot pepper heirlooms giving insight into genes underlying key agronomic and qualitative traits. BMC Genom Data 2022; 23:21. [PMID: 35337259 PMCID: PMC8957157 DOI: 10.1186/s12863-022-01039-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2021] [Accepted: 03/11/2022] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Pepper is a major crop species of the Solanaceae family, largely appreciated for its high nutritional and healthy contribution to human diets. In the Mediterranean basin, the favorable pedoclimatic conditions enhanced the selection of several diversified landraces cultivated pepper (Capsicum annuum), for whom Italy can be considered a main pole of diversification. Hence, a survey of traditional C. annuum genetic resources is essential for deep understanding of such diversity and for applications in genomics assisted breeding. Here, we report whole-genome resequencing analyses of two sweet and two pungent genotypes highly diffused in South Italy and representative of the variability for shape, colour and nutritional properties. RESULTS The four genomes were reconstructed at a chromosomal scale using a reference-guided approach, based on a dataset of 2.6 billion paired-end reads, corresponding to 20× genome coverage and a mapping rate above 99% for a final genomes size of approximately 3 Gb. After five iterations of variant calling, a total of 29,258,818 single nucleotide polymorphisms (SNPs) and 1,879,112 InDels, were identified. Substantial differences were observed among the four genomes based on geographical origin, with chromosomes 9 and 11 showing more polymorphisms in the accessions with higher fruit weight and absence of pungency. Among the identified variants, a small private indel (T - > TA) shared between sweet and big fruits accessions induces a frameshift with the generation of a new stop codon in a gene annotated as extensin, whereas two private SNPs within hot types were identified in 1-aminocyclopropane-1-carboxylate oxidase (ACO), a key gene involved in fruit ripening. The estimation of repetitive elements highlights a preponderant presence of Long Terminal Repeats (LTRs), the majority of which belonged to Gypsy superfamily. By comparing the four genomes with publicly available references including 'CM334' and Zunla-1 highlight the presence of 49,475 shared gene families. CONCLUSIONS The new genomic sequences aim to enrich the whole genome information of pepper local varieties, providing a valuable tool for precision gene mapping, marker discovery, comparative studies. Such knowledge widens the frontiers to understand the selection history of Italian pepper landraces toward the recognition of specificity local agri-food products marks.
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Affiliation(s)
- Salvatore Esposito
- CREA Research Centre for Cereal and Industrial Crops, S.S. 673, km 25.200, 71122, Foggia, Italy
| | | | - Teodoro Cardi
- CNR-IBBR, Institute of Biosciences and Bioresources, via Università 133, 80055, Portici, Italy
- CREA Research Centre for Vegetable and Ornamental Crops, Via dei Cavalleggeri 25, 84098, Pontecagnano Faiano, SA, Italy
| | - Pasquale Tripodi
- CREA Research Centre for Vegetable and Ornamental Crops, Via dei Cavalleggeri 25, 84098, Pontecagnano Faiano, SA, Italy.
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Chen JR, Ueno H, Matsumura H, Urasaki N, Lee CY, Chen FC, Chin SW, Liu CC, Chiu CT, Tarora K, Li JY, Lee CY, Ku HM. Genomic characterization of a rare Carica papaya X chromosome mutant reveals a candidate monodehydroascorbate reductase 4 gene involved in all-hermaphrodite phenomenon. Mol Genet Genomics 2021; 296:1323-1335. [PMID: 34609588 DOI: 10.1007/s00438-021-01822-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2021] [Accepted: 09/11/2021] [Indexed: 11/27/2022]
Abstract
Sex form is one of the most important characteristics in papaya cultivation in which hermaphrodite is the preferable form. Self-pollination of H*-TSS No.7, an inbred line derived from a rare X chromosome mutant SR*, produced all-hermaphrodite progeny. The recessive lethal allele controlling the all-hermaphrodite phenomenon was proposed to be the recessive Germination suppressor (gs) locus. This study employed next-generation sequencing technology and genome comparison to identify the candidate Gs gene. One specific gene, monodehydroascorbate reductase 4 (MDAR4) harboring a unique polymorphic 3 bp deletion in H*-TSS No.7 was identified. The function of MDAR4 is known to be involved in the hydrogen peroxide (H2O2) scavenging pathway and is associated with seed germination. Furthermore, MDAR4 showed higher expression in the imbibed seeds than that in the dry seeds indicating its potential role in the seed germination. Perhaps this is the very first report providing the evidences that MDAR4 is the candidate of Gs locus in H*-TSS No.7. In addition, Gs allele-specific markers were developed which would be facilitated for breeding all-hermaphrodite lines.
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Affiliation(s)
- Jen-Ren Chen
- Taiwan Seed Improvement and Propagation Station, No 6 Xingzhong St, Xinshe Dist, Taichung, 426, Taiwan
| | - Hiroki Ueno
- Vegetable and Floriculture Science, The National Agriculture and Food Research Organization, 360 Kusawa, Ano, Tsu, Mie, 514-2392, Japan
| | - Hideo Matsumura
- Gene Research Center, Shinshu University, Tokida 3-15-1, Ueda, Nagano, 386-8567, Japan
| | - Naoya Urasaki
- Okinawa Prefectural Agriculture Research Center, Itoman, Okinawa, 901-0336, Japan
| | - Chen-Yu Lee
- Department of Plant Industry, National Pingtung University of Science and Technology, No 1, Shuefu Rd, Neipu, Pingtung, 912, Taiwan
| | - Fure-Chyi Chen
- Department of Plant Industry, National Pingtung University of Science and Technology, No 1, Shuefu Rd, Neipu, Pingtung, 912, Taiwan
| | - Shih-Wen Chin
- Department of Plant Industry, National Pingtung University of Science and Technology, No 1, Shuefu Rd, Neipu, Pingtung, 912, Taiwan
| | - Chun-Chi Liu
- Institute of Genomics and Bioinformatics, National Chung Hsing University, No 145 Xingda Rd, South Dist, Taichung, 402, Taiwan
| | - Chan-Tai Chiu
- Taiwan Seed Improvement and Propagation Station, No 6 Xingzhong St, Xinshe Dist, Taichung, 426, Taiwan
| | - Kazuhiko Tarora
- Okinawa Prefectural Agriculture Research Center, Itoman, Okinawa, 901-0336, Japan
| | - Jing-Yi Li
- Dashu District, Known-You Seed Co. Ltd, No 114-6, Zhuliao Road, Kaohsiung, 840, Taiwan
| | - Chieh Ying Lee
- Dashu District, Known-You Seed Co. Ltd, No 114-6, Zhuliao Road, Kaohsiung, 840, Taiwan
| | - Hsin-Mei Ku
- Agronomy Department, National Chung Hsing University, No 145 Xingda Rd, South Dist, Taichung, 402, Taiwan.
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