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Prasad VK, Chuang MF, Das A, Ramesh K, Yi Y, Dinesh KP, Borzée A. Coexisting good neighbours: acoustic and calling microhabitat niche partitioning in two elusive syntopic species of balloon frogs, Uperodon systoma and U. globulosus (Anura: Microhylidae) and potential of individual vocal signatures. BMC ZOOL 2022; 7:27. [PMID: 37170156 PMCID: PMC10127398 DOI: 10.1186/s40850-022-00132-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Accepted: 05/18/2022] [Indexed: 11/10/2022] Open
Abstract
Abstract
Background
Most amphibians use a repertoire of acoustic signals to propagate signals in social contexts. The description of these repertoires provides a key towards the understanding of the behaviour of individuals and the evolutionary functions of calls. Here, we assessed the variations in advertisement calls within and between two fossorial sympatric species, Uperodon systoma and Uperodon globulosus, that share their breeding season and breeding sites. For each species, we applied Beecher’s index of total information capacity (HS) for the individual vocal signature, determined the difference in call properties and demonstrated the segregation in the calling microhabitat niche between the two species.
Results
Our results demonstrated that the advertisement calls of U. systoma are pulsatile with a call rate of 3.00 ± 0.97 calls per second while those of U. globulosus are not pulsatile with a lower call rate of 0.53 ± 0.22 calls per second. For both species, the variations in call properties among individuals was higher than that within individual, a pattern consistent with that of other fossorial anurans. The body condition and air temperature did not significantly impact the call properties of either species. The outcome of the Beecher’s index (HS) showed that the calls of U. systoma can be used to identify 14 different individuals and the calls of U. globulosus can be used to identify 26 different individuals. The statistical analyses on the advertisement call of the two species showed a significant difference in the temporal properties as the call duration, and fall time and rise time were significantly different between the two species. Lastly, we successfully demonstrated that there is a clear segregation in calling site microhabitat between the two species, where U. globulosus calls floating close to the bank of the waterbody while U. systoma calls floating further away from the bank.
Conclusion
This study highlights the potential for pre-mating isolation, character displacement and assortative mating in two syntopic fossorial anurans, leading to association between acoustic, calling microhabitat niche and body index divergence as important behavioural and ecological traits.
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Roh N, Park J, Kim J, Kwon H, Park D. Prevalence of Ranavirus Infection in Three Anuran Species across South Korea. Viruses 2022; 14:v14051073. [PMID: 35632814 PMCID: PMC9148164 DOI: 10.3390/v14051073] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Revised: 05/15/2022] [Accepted: 05/16/2022] [Indexed: 12/13/2022] Open
Abstract
To cope with amphibian die-offs caused by ranavirus, it is important to know the underlying ranavirus prevalence in a region. We studied the ranavirus prevalence in tadpoles of two native and one introduced anuran species inhabiting agricultural and surrounding areas at 49 locations across eight provinces of South Korea by applying qPCR. The local ranavirus prevalence and the individual infection rates at infected locations were 32.6% and 16.1%, respectively, for Dryophytes japonicus (Japanese tree frog); 25.6% and 26.1% for Pelophylax nigromaculatus (Black-spotted pond frog); and 30.5% and 50.0% for Lithobates catesbeianus (American bullfrog). The individual infection rate of L. catesbeianus was significantly greater than that of D. japonicus. The individual infection rate of P. nigromaculatus was related to the site-specific precipitation and air temperature. The individual infection rate gradually increased from Gosner development stage 39, and intermittent infection was confirmed in the early and middle developmental stages. Our results show that ranavirus is widespread among wild amphibians living in agricultural areas of South Korea, and mass die-offs by ranavirus could occur at any time.
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Affiliation(s)
- Namho Roh
- Department of Biological Sciences, Kangwon National University, Chuncheon 24341, Kangwon, Korea;
| | - Jaejin Park
- Division of Science Education, Kangwon National University, Chuncheon 24341, Kangwon, Korea; (J.P.); (J.K.); (H.K.)
| | - Jongsun Kim
- Division of Science Education, Kangwon National University, Chuncheon 24341, Kangwon, Korea; (J.P.); (J.K.); (H.K.)
| | - Hyerim Kwon
- Division of Science Education, Kangwon National University, Chuncheon 24341, Kangwon, Korea; (J.P.); (J.K.); (H.K.)
| | - Daesik Park
- Division of Science Education, Kangwon National University, Chuncheon 24341, Kangwon, Korea; (J.P.); (J.K.); (H.K.)
- Correspondence: ; Tel.: +82-33-250-6739; Fax: +82-33-259-5600
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Borzée A, Litvinchuk SN, Ri K, Andersen D, Nam TY, Jon GH, Man HS, Choe JS, Kwon S, Othman SN, Messenger K, Bae Y, Shin Y, Kim A, Maslova I, Luedtke J, Hobin L, Moores N, Seliger B, Glenk F, Jang Y. Update on Distribution and Conservation Status of Amphibians in the Democratic People's Republic of Korea: Conclusions Based on Field Surveys, Environmental Modelling, Molecular Analyses and Call Properties. Animals (Basel) 2021; 11:2057. [PMID: 34359183 PMCID: PMC8300379 DOI: 10.3390/ani11072057] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2021] [Revised: 05/25/2021] [Accepted: 07/01/2021] [Indexed: 11/17/2022] Open
Abstract
Determining the range, status, ecology and behaviour of species from areas where surveys and samplings are uncommon or difficult to conduct is a challenge, such as in the Democratic People's Republic of Korea (DPR Korea). Here, we used genetic samples, field surveys, call recordings, photographic identification and a literature review to estimate the presence, range and status of amphibians in the DPR Korea. From our combined results and based on the IUCN Red List categories and criteria, we were able to estimate the national threat levels for most species. Our results demonstrated the presence of 18 native species and the suspected presence of Karsenia koreana and two Onychodactylus species. We reported the first record for Rana uenoi in the vicinity of Pyongyang using molecular tools and similarly confirmed the presence of Dryophytes japonicus at the same location. Based on distribution and modelling, we can expect the contact zone between species within the Rana and Onychodactylus genera to be located along the Changbai Massif, a mountain range that marks a shift in ecoregions and acts as a barrier to dispersion. The species richness was higher in the lowlands and at lower latitudes, with such areas populated by up to 11 species, while more northern regions were characterised by species richness of about half of that value. The combination of ecological models and known threats resulted in the recommendation of ten species as threatened at the national level following the IUCN Red List categories and criteria. This high number of threatened species was anticipated based on the high threat level to amphibians in bordering nations and globally. While the ecology of species in the DPR Korea is still understudied, we argue that species relying on agricultural wetlands such as rice paddies are not under imminent threat due to the enduring presence of extensive agricultural landscapes with low rates of chemical use and mechanisation. The maintenance of such landscapes is a clear benefit to amphibian species, in contrast to more industrialised agricultural landscapes in neighbouring nations. In comparison, the status of species dependent on forested habitats is unclear and threat levels are likely to be higher because of deforestation, as in neighbouring nations.
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Affiliation(s)
- Amaël Borzée
- Laboratory of Animal Behaviour and Conservation, College of Biology and the Environment, Nanjing Forestry University, 159 Longpan Rd, Nanjing 210037, China; (Y.B.); (Y.S.)
- Amphibian Specialist Group, IUCN Species Survival Commission, Toronto, ON L5A, Canada; (J.L.); (L.H.)
| | - Spartak N. Litvinchuk
- Institute of Cytology, Russian Academy of Sciences, Tikhoretsky pr. 4, 194064 St. Petersburg, Russia;
- Department of Zoology and Physiology, Dagestan State University, Gadzhiyev str. 43-a, Makhachkala, 3367000 Dagestan, Russia
| | - Kyongsim Ri
- Department of International Economic Cooperation, Ministry of Land and Environment Protection, Pyongyang, Democratic People’s Republic of Korea
| | - Desiree Andersen
- Interdisciplinary Program of Eco Creative, Ewha Womans University, Seoul 03760, Korea; (D.A.); (S.K.); (S.N.O.); (A.K.)
| | - Tu Yong Nam
- Institute of Zoology, State Academy of Science, Daesong-dong, Daesong District, Pyongyang, Democratic People’s Republic of Korea
| | - Gwang Hyok Jon
- Department of Ecology, State Academy of Science, Daesong-dong, Daesong District, Pyongyang, Democratic People’s Republic of Korea
| | - Ho Song Man
- Department of Ecology, Life Science College, Kim Il Sung University, Ryongnam-dong, Daesong-dong, Daesong District, Pyongyang, Democratic People’s Republic of Korea
| | - Jong Sik Choe
- Department of Ecology, Life Science College, Kim Il Sung University, Ryongnam-dong, Daesong-dong, Daesong District, Pyongyang, Democratic People’s Republic of Korea
| | - Sera Kwon
- Interdisciplinary Program of Eco Creative, Ewha Womans University, Seoul 03760, Korea; (D.A.); (S.K.); (S.N.O.); (A.K.)
| | - Siti N. Othman
- Interdisciplinary Program of Eco Creative, Ewha Womans University, Seoul 03760, Korea; (D.A.); (S.K.); (S.N.O.); (A.K.)
| | - Kevin Messenger
- Herpetology and Applied Conservation Lab, College of Biology and the Environment, Nanjing Forestry University, 159 Longpan Rd, Nanjing 210037, China;
| | - Yoonhyuk Bae
- Laboratory of Animal Behaviour and Conservation, College of Biology and the Environment, Nanjing Forestry University, 159 Longpan Rd, Nanjing 210037, China; (Y.B.); (Y.S.)
- Interdisciplinary Program of Eco Creative, Ewha Womans University, Seoul 03760, Korea; (D.A.); (S.K.); (S.N.O.); (A.K.)
| | - Yucheol Shin
- Laboratory of Animal Behaviour and Conservation, College of Biology and the Environment, Nanjing Forestry University, 159 Longpan Rd, Nanjing 210037, China; (Y.B.); (Y.S.)
| | - Ajoung Kim
- Interdisciplinary Program of Eco Creative, Ewha Womans University, Seoul 03760, Korea; (D.A.); (S.K.); (S.N.O.); (A.K.)
| | - Irina Maslova
- Federal Scientific Center of the East Asia Terrestrial Biodiversity, Far Eastern Branch of Russian Academy of Sciences, 690022 Vladivostok, Russia;
| | - Jennifer Luedtke
- Amphibian Specialist Group, IUCN Species Survival Commission, Toronto, ON L5A, Canada; (J.L.); (L.H.)
- Re:wild, Austin, TX 78746, USA
| | - Louise Hobin
- Amphibian Specialist Group, IUCN Species Survival Commission, Toronto, ON L5A, Canada; (J.L.); (L.H.)
| | - Nial Moores
- Birds Korea, 101-1902, Hyundai I Park, Busan 48559, Korea;
| | | | - Felix Glenk
- Hanns Seidel Foundation, Seoul 04419, Korea; (B.S.); (F.G.)
| | - Yikweon Jang
- Department of Life Sciences and Division of EcoScience, Ewha Womans University, Seoul 03760, Korea;
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Defining Conservation Requirements for the Suweon Treefrog (Dryophytes suweonensis) Using Species Distribution Models. DIVERSITY 2021. [DOI: 10.3390/d13020069] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Numerous amphibian species are declining because of habitat loss and fragmentation due to urbanization of landscapes and the construction of roads. This is a mounting threat to species restricted to habitats close to urban areas, such as agricultural wetlands in North East Asia. The Suweon treefrog (Dryophytes suweonensis) falls into the list of species threatened with habitat loss and most populations are under threat of extirpation. Over the last decades, sub-populations have become increasingly disconnected and specifically the density of paved roads has increased around the only site connecting northern and southern Seoul populations. We surveyed this locality in Hojobeol, Siheung, Republic of Korea in 2012, 2015 and 2019 to first confirm the decline in the number of sites where D. suweonensis was present. The second objective was to analyze the habitat characteristics and determine the remaining suitable habitat for D. suweonensis through a species distribution model following the maximum entropy method. Our results show that rice paddy cover and distance from the paved road are the most important factor defining suitable habitat for D. suweonensis. At this locality, uninterrupted rice paddies are a suitable habitat for the species when reaching at least 0.19 km2, with an average distance of 138 ± 93 m2 from the roads. We link the decrease in the number of sites where D. suweonensis is present with the decrease in rice paddy cover, generally replaced by localized infrastructures, greenhouses and habitat fragmentation. Rice paddies should remain connected over a large area for the protection of the remaining populations. In addition, habitat requirements should be integrated in the requisites to designate protected areas.
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Recommendations for IUCN Red List Conservation Status of the “Dryophytes immaculatus Group” in North East Asia. DIVERSITY 2020. [DOI: 10.3390/d12090336] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
Threat assessment is important to prioritize species conservation projects and planning. The taxonomic resolution regarding the status of the “Dryophytes immaculatus group” and the description of a new species in the Republic of Korea resulted in a shift in ranges and population sizes. Thus, reviewing the IUCN Red List status of the three species from the group: D. immaculatus, D. suweonensis and D. flaviventris and recommending an update is needed. While the three species have similar ecological requirements and are distributed around the Yellow Sea, they are under contrasting anthropological pressure and threats. Here, based on the literature available, I have applied all IUCN Red List criterion and tested the fit of each species in each criteria to recommend listing under the appropriate threat level. This resulted in the recommendation of the following categories: Near Threatened for D. immaculatus, Endangered following the criteria C2a(i)b for D. suweonensis and Critically Endangered following the criteria E for D. flaviventris. All three species are declining, mostly because of landscape changes as a result of human activities, but the differences in range, population dynamics and already extirpated subpopulations result in different threat levels for each species. Dryophytes flaviventris is under the highest threat category mostly because of its limited range segregated into two subpopulations; and several known extirpated subpopulations. Immediate actions for the conservation of this species are required. Dryophytes suweonensis is present in both the Republic of Korea and the Democratic Republic of Korea (DPR Korea) and is under lower ecological pressure in DPR Korea. Dryophytes immaculatus is present in the People’s Republic of China, over a very large range despite a marked decline. I recommend joint efforts for the conservation of these species.
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Borzée A, Messenger KR, Chae S, Andersen D, Groffen J, Kim YI, An J, Othman SN, Ri K, Nam TY, Bae Y, Ren JL, Li JT, Chuang MF, Yi Y, Shin Y, Kwon T, Jang Y, Min MS. Yellow sea mediated segregation between North East Asian Dryophytes species. PLoS One 2020; 15:e0234299. [PMID: 32579561 PMCID: PMC7314424 DOI: 10.1371/journal.pone.0234299] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2019] [Accepted: 05/21/2020] [Indexed: 12/13/2022] Open
Abstract
While comparatively few amphibian species have been described on the North East Asian mainland in the last decades, several species have been the subject of taxonomical debates in relation to the Yellow sea. Here, we sampled Dryophytes sp. treefrogs from the Republic of Korea, the Democratic People's Republic of Korea and the People's Republic of China to clarify the status of this clade around the Yellow sea and determine the impact of sea level change on treefrogs' phylogenetic relationships. Based on genetics, call properties, adult morphology, tadpole morphology and niche modelling, we determined the segregated status species of D. suweonensis and D. immaculatus. We then proceeded to describe a new treefrog species, D. flaviventris sp. nov., from the central lowlands of the Republic of Korea. The new species is geographically segregated from D. suweonensis by the Chilgap mountain range and known to occur only in the area of Buyeo, Nonsan and Iksan in the Republic of Korea. While the Yellow sea is the principal element to the current isolation of the three clades, the paleorivers of the Yellow sea basin are likely to have been the major factor for the divergences within this clade. We recommend conducting rapid conservation assessments as these species are present on very narrow and declining ranges.
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Affiliation(s)
- Amaël Borzée
- College of Biology and the Environment, Nanjing Forestry University, Nanjing, Jiangsu, People’s Republic of China
| | - Kevin R. Messenger
- College of Biology and the Environment, Nanjing Forestry University, Nanjing, Jiangsu, People’s Republic of China
| | - Shinhyeok Chae
- Department of Biomedical Engineering, School of Life Sciences, Ulsan National Institute of Science and Technology (UNIST), Ulsan, Republic of Korea
| | - Desiree Andersen
- Department of Life Science and Division of EcoScience, Ewha Womans University, Seoul, Republic of Korea
| | - Jordy Groffen
- Department of Life Science and Division of EcoScience, Ewha Womans University, Seoul, Republic of Korea
- Department of Fish and Wildlife Conservation, Virginia Tech, Blacksburg, Virginia, United States of America
| | - Ye Inn Kim
- Department of Life Science and Division of EcoScience, Ewha Womans University, Seoul, Republic of Korea
| | - Junghwa An
- National Institute for Biological Resources, Animal Resources Division, Incheon, Republic of Korea
| | - Siti N. Othman
- Department of Life Science and Division of EcoScience, Ewha Womans University, Seoul, Republic of Korea
| | - Kyongsin Ri
- Department of International Economic Cooperation, Ministry of Land and Environment Protection, Pyongyang, Democratic People’s Republic of Korea
| | - Tu Yong Nam
- Institute of Zoology, State Academy of Science, Daesong-dong, Daesong District, Pyongyang, Democratic People’s Republic of Korea
| | - Yoonhyuk Bae
- Department of Life Science and Division of EcoScience, Ewha Womans University, Seoul, Republic of Korea
| | - Jin-Long Ren
- Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu, People’s Republic of China
| | - Jia-Tang Li
- Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu, People’s Republic of China
| | - Ming-Feng Chuang
- Department of Life Science and Division of EcoScience, Ewha Womans University, Seoul, Republic of Korea
| | - Yoonjung Yi
- Department of Life Science and Division of EcoScience, Ewha Womans University, Seoul, Republic of Korea
| | - Yucheol Shin
- College of Biology and the Environment, Nanjing Forestry University, Nanjing, Jiangsu, People’s Republic of China
| | - Taejoon Kwon
- Department of Biomedical Engineering, School of Life Sciences, Ulsan National Institute of Science and Technology (UNIST), Ulsan, Republic of Korea
| | - Yikweon Jang
- Department of Life Science and Division of EcoScience, Ewha Womans University, Seoul, Republic of Korea
| | - Mi-Sook Min
- Research Institute for Veterinary Science, College of Veterinary Medicine, Seoul National University, Seoul, Republic of Korea
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Kim K, Macias D, Borzée A, Jang Y. Ueno’s brown frog Rana uenoiindiscriminately ceases calling in the presence of daytime birds. ETHOL ECOL EVOL 2020. [DOI: 10.1080/03949370.2020.1717638] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Affiliation(s)
- Kyungmin Kim
- Division of EcoScience and Department of Life Sciences, Ewha Woman’s University, Seoul 03760, Republic of Korea
- National Institute of Ecology, Seocheon, South Chungcheong Province, Republic of Korea
| | - Daniel Macias
- Division of EcoScience and Department of Life Sciences, Ewha Woman’s University, Seoul 03760, Republic of Korea
| | - Amaël Borzée
- College of Biology and the Environment, Nanjing Forestry University, Nanjing, People’s Republic of China
| | - Yikweon Jang
- Division of EcoScience and Department of Life Sciences, Ewha Woman’s University, Seoul 03760, Republic of Korea
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Borzée A, Fong JJ, Nguyen HQ, Jang Y. Large-Scale Hybridisation as an Extinction Threat to the Suweon Treefrog (Hylidae: Dryophytes suweonensis). Animals (Basel) 2020; 10:ani10050764. [PMID: 32349428 PMCID: PMC7278489 DOI: 10.3390/ani10050764] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2020] [Revised: 04/05/2020] [Accepted: 04/13/2020] [Indexed: 01/09/2023] Open
Abstract
Simple Summary A large number of amphibian species are now endangered, mostly because of human activities. An example is land modification, which may bring species that were previously isolated in contact, and allows them to hybridise. Here, we assessed the presence of hybrid individuals between the endangered Suweon treefrog (Dryophytes suweonensis) and the widespread Japanese treefrog (Dryophytes japonicus). We found hybrids to be relatively widespread and present at all populations where the Suweon treefrog occurred. This is important, as it results in an additional threat to the Suweon treefrog. Abstract Amphibians are in the midst of a sixth mass extinction, and human activities play a major role in pushing species towards extinction. Landscape anthropisation has impacts that indirectly threaten species, in addition to the obvious destruction of natural habitats. For instance, land modification may bring human-commensal species in contact with sister-clades from which they were previously isolated. The species in these new contact zones are then able to hybridise to the point of reaching lineage fusion, through which the gene pool of the two species merges and one of the parental lineages becomes extirpated. Here, we documented the patterns of hybridisation between the spatially restricted D. suweonensis and the widespread D. japonicus. On the basis of the analysis of Cytochrome c oxidase subunit I mitochondrial DNA sequences (404 individuals from 35 sites) and six polymorphic microsatellites (381 individuals from 34 sites), we revealed a generalised, bi-directional, and geographically widespread hybridisation between the two species. Evidence of fertile back-crosses is provided by relatively high numbers of individuals in cyto-nuclear disequilibrium, as well as the presence of hybrid individuals further south than the species distribution limit, determined on the basis of call properties. Hybridisation is an additional threat to the endangered D. suweonensis.
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Affiliation(s)
- Amaël Borzée
- Laboratory of Animal Behaviour and Conservation, College of Biology and the Environment, Nanjing Forestry University, Nanjing 210037, China;
| | | | - Hoa Quynh Nguyen
- Department of Life Sciences and Division of EcoScience, Ewha Woman’s University, Seoul 03760, Korea
- Centre for Research and Development of Membrane Technology, Institute of Environmental Technology, Vietnam Academy of Science and Technology, Hanoi 10072, Vietnam
| | - Yikweon Jang
- Department of Life Sciences and Division of EcoScience, Ewha Woman’s University, Seoul 03760, Korea
- Correspondence:
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Kim E, Cahyana AN, Jang Y, Borzée A. Breeding range variation between Korean hylids (Dryophytes sp.). JOURNAL OF ASIA-PACIFIC BIODIVERSITY 2019. [DOI: 10.1016/j.japb.2018.12.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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Borzée A, Choi Y, Kim YE, Jablonski PG, Jang Y. Interspecific Variation in Seasonal Migration and Brumation Behavior in Two Closely Related Species of Treefrogs. Front Ecol Evol 2019. [DOI: 10.3389/fevo.2019.00055] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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Jiang J, Xing F, Wang C, Zeng X. Identification and Analysis of Rice Yield-Related Candidate Genes by Walking on the Functional Network. FRONTIERS IN PLANT SCIENCE 2018; 9:1685. [PMID: 30524460 PMCID: PMC6262309 DOI: 10.3389/fpls.2018.01685] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/28/2018] [Accepted: 10/30/2018] [Indexed: 05/04/2023]
Abstract
Rice (Oryza sativa L.) is one of the most important staple foods in the world. It is possible to identify candidate genes associated with rice yield using the model of random walk with restart on a functional similarity network. We demonstrated the high performance of this approach by a five-fold cross-validation experiment, as well as the robustness of the parameter r. We also assessed the strength of associations between known seeds and candidate genes in the light of the results scores. The candidates ranking at the top of the results list were considered to be the most relevant rice yield-related genes. This study provides a valuable alternative for rice breeding and biology research. The relevant dataset and script can be downloaded at the website: http://lab.malab.cn/jj/rice.htm.
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Affiliation(s)
- Jing Jiang
- School of Aerospace Engineering, Xiamen University, Xiamen, China
| | - Fei Xing
- School of Aerospace Engineering, Xiamen University, Xiamen, China
| | - Chunyu Wang
- School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China
- *Correspondence: Chunyu Wang, Xiangxiang Zeng,
| | - Xiangxiang Zeng
- School of Information Science and Engineering, Xiamen University, Xiamen, China
- *Correspondence: Chunyu Wang, Xiangxiang Zeng,
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