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Liao L, Qin Q, Yi D, Lai Q, Cong B, Zhang H, Shao Z, Zhang J, Chen B. Evolution and adaptation of terrestrial plant-associated Plantibacter species into remote marine environments. Mol Ecol 2024; 33:e17385. [PMID: 38738821 DOI: 10.1111/mec.17385] [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: 10/10/2023] [Revised: 04/04/2024] [Accepted: 04/30/2024] [Indexed: 05/14/2024]
Abstract
Microbes are thought to be distributed and circulated around the world, but the connection between marine and terrestrial microbiomes remains largely unknown. We use Plantibacter, a representative genus associated with plants, as our research model to investigate the global distribution and adaptation of plant-related bacteria in plant-free environments, particularly in the remote Southern Ocean and the deep Atlantic Ocean. The marine isolates and their plant-associated relatives shared over 98% whole-genome average nucleotide identity (ANI), indicating recent divergence and ongoing speciation from plant-related niches to marine environments. Comparative genomics revealed that the marine strains acquired new genes via horizontal gene transfer from non-Plantibacter species and refined existing genes through positive selection to improve adaptation to new habitats. Meanwhile, marine strains retained the ability to interact with plants, such as modifying root system architecture and promoting germination. Furthermore, Plantibacter species were found to be widely distributed in marine environments, revealing an unrecognized phenomenon that plant-associated microbiomes have colonized the ocean, which could serve as a reservoir for plant growth-promoting microbes. This study demonstrates the presence of an active reservoir of terrestrial plant growth-promoting bacteria in remote marine systems and advances our understanding of the microbial connections between plant-associated and plant-free environments at the genome level.
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Affiliation(s)
- Li Liao
- Key Laboratory for Polar Science, Ministry of Natural Resources, Polar Research Institute of China, Shanghai, China
- School of Oceanography, Shanghai Jiao Tong University, Shanghai, China
| | - Qilong Qin
- State Key Laboratory of Microbial Technology, Shandong University, Qingdao, China
| | - Dian Yi
- Shanghai Center for Plant Stress Biology, CAS Center of Excellence in Molecular Plant Sciences, the Chinese Academy of Sciences, Shanghai, China
| | - Qiliang Lai
- Third Institute of Oceanography, Ministry of Natural Resources, P. R. China, Xiamen, China
| | - Bolin Cong
- First Institute of Oceanography, Ministry of Natural Resources, P. R. China, Qingdao, China
| | - Huiming Zhang
- Shanghai Center for Plant Stress Biology, CAS Center of Excellence in Molecular Plant Sciences, the Chinese Academy of Sciences, Shanghai, China
| | - Zongze Shao
- Third Institute of Oceanography, Ministry of Natural Resources, P. R. China, Xiamen, China
| | - Jin Zhang
- Key Laboratory for Polar Science, Ministry of Natural Resources, Polar Research Institute of China, Shanghai, China
| | - Bo Chen
- Key Laboratory for Polar Science, Ministry of Natural Resources, Polar Research Institute of China, Shanghai, China
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2
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Taylor RS, Manseau M, Keobouasone S, Liu P, Mastromonaco G, Solmundson K, Kelly A, Larter NC, Gamberg M, Schwantje H, Thacker C, Polfus J, Andrew L, Hervieux D, Simmons D, Wilson PJ. High genetic load without purging in caribou, a diverse species at risk. Curr Biol 2024; 34:1234-1246.e7. [PMID: 38417444 DOI: 10.1016/j.cub.2024.02.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Revised: 11/17/2023] [Accepted: 02/01/2024] [Indexed: 03/01/2024]
Abstract
High intra-specific genetic diversity is associated with adaptive potential, which is key for resilience to global change. However, high variation may also support deleterious alleles through genetic load, thereby increasing the risk of inbreeding depression if population sizes decrease. Purging of deleterious variation has been demonstrated in some threatened species. However, less is known about the costs of declines and inbreeding in species with large population sizes and high genetic diversity even though this encompasses many species globally that are expected to undergo population declines. Caribou is a species of ecological and cultural significance in North America with a wide distribution supporting extensive phenotypic variation but with some populations undergoing significant declines resulting in their at-risk status in Canada. We assessed intra-specific genetic variation, adaptive divergence, inbreeding, and genetic load across populations with different demographic histories using an annotated chromosome-scale reference genome and 66 whole-genome sequences. We found high genetic diversity and nine phylogenomic lineages across the continent with adaptive diversification of genes, but also high genetic load among lineages. We found highly divergent levels of inbreeding across individuals, including the loss of alleles by drift but not increased purging in inbred individuals, which had more homozygous deleterious alleles. We also found comparable frequencies of homozygous deleterious alleles between lineages regardless of nucleotide diversity. Thus, further inbreeding may need to be mitigated through conservation efforts. Our results highlight the "double-edged sword" of genetic diversity that may be representative of other species atrisk affected by anthropogenic activities.
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Affiliation(s)
- Rebecca S Taylor
- Landscape Science and Technology, Environment and Climate Change Canada, Colonel By Drive, Ottawa, ON K1S 5B6, Canada.
| | - Micheline Manseau
- Landscape Science and Technology, Environment and Climate Change Canada, Colonel By Drive, Ottawa, ON K1S 5B6, Canada
| | - Sonesinh Keobouasone
- Landscape Science and Technology, Environment and Climate Change Canada, Colonel By Drive, Ottawa, ON K1S 5B6, Canada
| | - Peng Liu
- Landscape Science and Technology, Environment and Climate Change Canada, Colonel By Drive, Ottawa, ON K1S 5B6, Canada
| | | | - Kirsten Solmundson
- Environmental & Life Sciences Graduate Program, Trent University, Peterborough, ON K9L 1Z8, Canada
| | - Allicia Kelly
- Department of Environment and Natural Resources, Government of Northwest Territories, PO Box 900, Fort Smith, NT X0E 0P0, Canada
| | - Nicholas C Larter
- Department of Environment and Natural Resources, Government of Northwest Territories, PO Box 900, Fort Smith, NT X0E 0P0, Canada
| | - Mary Gamberg
- Gamberg Consulting, Jarvis Street, Whitehorse, YK Y1A 2J2, Canada
| | - Helen Schwantje
- British Columbia Ministry of Forest, Lands, Natural Resource Operations, and Rural Development, Labieux Road, Nanaimo, BC V9T 6E9, Canada
| | - Caeley Thacker
- British Columbia Ministry of Forest, Lands, Natural Resource Operations, and Rural Development, Labieux Road, Nanaimo, BC V9T 6E9, Canada
| | - Jean Polfus
- Canadian Wildlife Service - Pacific Region, Environment and Climate Change Canada, 1238 Discovery Avenue, Kelowna, BC V1V 1V9, Canada
| | - Leon Andrew
- Ɂehdzo Got'ı̨nę Gots'ę́ Nákedı (Sahtú Renewable Resources Board), P.O. Box 134, Tulít'a, NT X0E 0K0, Canada
| | - Dave Hervieux
- Alberta Ministry of Environment and Protected Areas, Government of Alberta, 10320-99 Street, Grande Prairie, AB T8V 6J4, Canada
| | - Deborah Simmons
- Ɂehdzo Got'ı̨nę Gots'ę́ Nákedı (Sahtú Renewable Resources Board), P.O. Box 134, Tulít'a, NT X0E 0K0, Canada
| | - Paul J Wilson
- Biology Department, Trent University, East Bank Drive, Peterborough, ON K9L 1Z8, Canada
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3
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Poikela N, Laetsch DR, Hoikkala V, Lohse K, Kankare M. Chromosomal Inversions and the Demography of Speciation in Drosophila montana and Drosophila flavomontana. Genome Biol Evol 2024; 16:evae024. [PMID: 38482698 PMCID: PMC10972691 DOI: 10.1093/gbe/evae024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/30/2024] [Indexed: 04/01/2024] Open
Abstract
Chromosomal inversions may play a central role in speciation given their ability to locally reduce recombination and therefore genetic exchange between diverging populations. We analyzed long- and short-read whole-genome data from sympatric and allopatric populations of 2 Drosophila virilis group species, Drosophila montana and Drosophila flavomontana, to understand if inversions have contributed to their divergence. We identified 3 large alternatively fixed inversions on the X chromosome and one on each of the autosomes 4 and 5. A comparison of demographic models estimated for inverted and noninverted (colinear) chromosomal regions suggests that these inversions arose before the time of the species split. We detected a low rate of interspecific gene flow (introgression) from D. montana to D. flavomontana, which was further reduced inside inversions and was lower in allopatric than in sympatric populations. Together, these results suggest that the inversions were already present in the common ancestral population and that gene exchange between the sister taxa was reduced within inversions both before and after the onset of species divergence. Such ancestrally polymorphic inversions may foster speciation by allowing the accumulation of genetic divergence in loci involved in adaptation and reproductive isolation inside inversions early in the speciation process, while gene exchange at colinear regions continues until the evolving reproductive barriers complete speciation. The overlapping X inversions are particularly good candidates for driving the speciation process of D. montana and D. flavomontana, since they harbor strong genetic incompatibilities that were detected in a recent study of experimental introgression.
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Affiliation(s)
- Noora Poikela
- Department of Biological and Environmental Science, University of Jyväskylä, FI-40014, Jyväskylä, Finland
| | - Dominik R Laetsch
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
| | - Ville Hoikkala
- Department of Biological and Environmental Science, University of Jyväskylä, FI-40014, Jyväskylä, Finland
| | - Konrad Lohse
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
| | - Maaria Kankare
- Department of Biological and Environmental Science, University of Jyväskylä, FI-40014, Jyväskylä, Finland
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Ceron-Noriega A, Schoonenberg VAC, Butter F, Levin M. AlexandrusPS: A User-Friendly Pipeline for the Automated Detection of Orthologous Gene Clusters and Subsequent Positive Selection Analysis. Genome Biol Evol 2023; 15:evad187. [PMID: 37831426 PMCID: PMC10612477 DOI: 10.1093/gbe/evad187] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Revised: 09/26/2023] [Accepted: 10/06/2023] [Indexed: 10/14/2023] Open
Abstract
The detection of adaptive selection in a system approach considering all protein-coding genes allows for the identification of mechanisms and pathways that enabled adaptation to different environments. Currently, available programs for the estimation of positive selection signals can be divided into two groups. They are either easy to apply but can analyze only one gene family at a time, restricting system analysis; or they can handle larger cohorts of gene families, but require considerable prerequisite data such as orthology associations, codon alignments, phylogenetic trees, and proper configuration files. All these steps require extensive computational expertise, restricting this endeavor to specialists. Here, we introduce AlexandrusPS, a high-throughput pipeline that overcomes technical challenges when conducting transcriptome-wide positive selection analyses on large sets of nucleotide and protein sequences. The pipeline streamlines 1) the execution of an accurate orthology prediction as a precondition for positive selection analysis, 2) preparing and organizing configuration files for CodeML, 3) performing positive selection analysis using CodeML, and 4) generating an output that is easy to interpret, including all maximum likelihood and log-likelihood test results. The only input needed from the user is the CDS and peptide FASTA files of proteins of interest. The pipeline is provided in a Docker image, requiring no program or module installation, enabling the application of the pipeline in any computing environment. AlexandrusPS and its documentation are available via GitHub (https://github.com/alejocn5/AlexandrusPS).
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Affiliation(s)
- Alejandro Ceron-Noriega
- Institute of Molecular Biology (IMB), Quantitative Proteomics, Mainz, Germany
- Institute of Human Genetics, University Medical Center of the Johannes Gutenberg University Mainz, Department of Human Genetics, Mainz, Germany
| | - Vivien A C Schoonenberg
- Institute of Molecular Biology (IMB), Quantitative Proteomics, Mainz, Germany
- Present address: Division of Hematology/Oncology, Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts, USA.
- Present address: Molecular Pathology Unit and Center for Cancer Research, Massachusetts General Hospital, Department of Pathology, Harvard Medical School, Boston, Massachusetts, USA.
| | - Falk Butter
- Institute of Molecular Biology (IMB), Quantitative Proteomics, Mainz, Germany
- Institute of Molecular Virology and Cell Biology, Friedrich-Loeffler-Institute, Greifswald, Germany
| | - Michal Levin
- Institute of Molecular Biology (IMB), Quantitative Proteomics, Mainz, Germany
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5
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Sanders JG, Sprockett DD, Li Y, Mjungu D, Lonsdorf EV, Ndjango JBN, Georgiev AV, Hart JA, Sanz CM, Morgan DB, Peeters M, Hahn BH, Moeller AH. Widespread extinctions of co-diversified primate gut bacterial symbionts from humans. Nat Microbiol 2023:10.1038/s41564-023-01388-w. [PMID: 37169918 DOI: 10.1038/s41564-023-01388-w] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Accepted: 04/19/2023] [Indexed: 05/13/2023]
Abstract
Humans and other primates harbour complex gut bacterial communities that influence health and disease, but the evolutionary histories of these symbioses remain unclear. This is partly due to limited information about the microbiota of ancestral primates. Here, using phylogenetic analyses of metagenome-assembled genomes (MAGs), we show that hundreds of gut bacterial clades diversified in parallel (that is, co-diversified) with primate species over millions of years, but that humans have experienced widespread losses of these ancestral symbionts. Analyses of 9,460 human and non-human primate MAGs, including newly generated MAGs from chimpanzees and bonobos, revealed significant co-diversification within ten gut bacterial phyla, including Firmicutes, Actinobacteriota and Bacteroidota. Strikingly, ~44% of the co-diversifying clades detected in African apes were absent from available metagenomic data from humans and ~54% were absent from industrialized human populations. In contrast, only ~3% of non-co-diversifying clades detected in African apes were absent from humans. Co-diversifying clades present in both humans and chimpanzees displayed consistent genomic signatures of natural selection between the two host species but differed in functional content from co-diversifying clades lost from humans, consistent with selection against certain functions. This study discovers host-species-specific bacterial symbionts that predate hominid diversification, many of which have undergone accelerated extinctions from human populations.
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Affiliation(s)
- Jon G Sanders
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, USA
| | - Daniel D Sprockett
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, USA
| | - Yingying Li
- Departments of Medicine and Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Deus Mjungu
- Gombe Stream Research Center, Kigoma, Tanzania
| | - Elizabeth V Lonsdorf
- Department of Psychology and Biological Foundations of Behavior Program, Franklin and Marshall College, Lancaster, PA, USA
- Department of Anthropology, Emory University, Atlanta, GA, USA
| | - Jean-Bosco N Ndjango
- Department of Ecology and Management of Plant and Animal Resources, Faculty of Sciences, University of Kisangani, Kisangani, Democratic Republic of the Congo
| | - Alexander V Georgiev
- Department of Human Evolutionary Biology, Harvard University, Cambridge, MA, USA
- School of Natural Sciences, Bangor University, Bangor, UK
| | - John A Hart
- Lukuru Wildlife Research Foundation, Tshuapa-Lomami-Lualaba Project, Kinshasa, Democratic Republic of the Congo
| | - Crickette M Sanz
- Department of Anthropology, Washington University in St Louis, Saint Louis, MO, USA
- Wildlife Conservation Society, Congo Program, Brazzaville, Republic of Congo
| | - David B Morgan
- Lester E. Fisher Center for the Study and Conservation of Apes, Lincoln Park Zoo, Chicago, IL, USA
| | - Martine Peeters
- Recherche Translationnelle Appliquée au VIH et aux Maladies Infectieuses, Institut de Recherche pour le Développement, University of Montpellier, INSERM, Montpellier, France
| | - Beatrice H Hahn
- Departments of Medicine and Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Andrew H Moeller
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, USA.
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6
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Rivera-Colón AG, Rayamajhi N, Minhas BF, Madrigal G, Bilyk KT, Yoon V, Hüne M, Gregory S, Cheng CHC, Catchen JM. Genomics of Secondarily Temperate Adaptation in the Only Non-Antarctic Icefish. Mol Biol Evol 2023; 40:7035026. [PMID: 36806940 PMCID: PMC9985337 DOI: 10.1093/molbev/msad029] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Revised: 01/10/2023] [Accepted: 01/30/2023] [Indexed: 02/23/2023] Open
Abstract
White-blooded Antarctic icefishes, a family within the adaptive radiation of Antarctic notothenioid fishes, are an example of extreme biological specialization to both the chronic cold of the Southern Ocean and life without hemoglobin. As a result, icefishes display derived physiology that limits them to the cold and highly oxygenated Antarctic waters. Against these constraints, remarkably one species, the pike icefish Champsocephalus esox, successfully colonized temperate South American waters. To study the genetic mechanisms underlying secondarily temperate adaptation in icefishes, we generated chromosome-level genome assemblies of both C. esox and its Antarctic sister species, Champsocephalus gunnari. The C. esox genome is similar in structure and organization to that of its Antarctic congener; however, we observe evidence of chromosomal rearrangements coinciding with regions of elevated genetic divergence in pike icefish populations. We also find several key biological pathways under selection, including genes related to mitochondria and vision, highlighting candidates behind temperate adaptation in C. esox. Substantial antifreeze glycoprotein (AFGP) pseudogenization has occurred in the pike icefish, likely due to relaxed selection following ancestral escape from Antarctica. The canonical AFGP locus organization is conserved in C. esox and C. gunnari, but both show a translocation of two AFGP copies to a separate locus, previously unobserved in cryonotothenioids. Altogether, the study of this secondarily temperate species provides an insight into the mechanisms underlying adaptation to ecologically disparate environments in this otherwise highly specialized group.
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Affiliation(s)
- Angel G Rivera-Colón
- Department of Evolution, Ecology, and Behavior, University of Illinois at Urbana-Champaign, Urbana, IL
| | - Niraj Rayamajhi
- Department of Evolution, Ecology, and Behavior, University of Illinois at Urbana-Champaign, Urbana, IL
| | | | - Giovanni Madrigal
- Department of Evolution, Ecology, and Behavior, University of Illinois at Urbana-Champaign, Urbana, IL
| | - Kevin T Bilyk
- Department of Biology, Montclair State University, Montclair, NJ
| | - Veronica Yoon
- Department of Evolution, Ecology, and Behavior, University of Illinois at Urbana-Champaign, Urbana, IL
| | - Mathias Hüne
- Centro de Investigación para la Conservación de los Ecosistemas Australes, Punta Arenas, Chile
| | - Susan Gregory
- British Antarctic Survey, Cambridge, United Kingdom.,Government of South Georgia and the South Sandwich Islands, Stanley, Falklands
| | - C H Christina Cheng
- Department of Evolution, Ecology, and Behavior, University of Illinois at Urbana-Champaign, Urbana, IL
| | - Julian M Catchen
- Department of Evolution, Ecology, and Behavior, University of Illinois at Urbana-Champaign, Urbana, IL
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7
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Zhang L, He J, Tan P, Gong Z, Qian S, Miao Y, Zhang HY, Tu G, Chen Q, Zhong Q, Han G, He J, Wang M. The genome of an apodid holothuroid (Chiridota heheva) provides insights into its adaptation to a deep-sea reducing environment. Commun Biol 2022; 5:224. [PMID: 35273345 PMCID: PMC8913654 DOI: 10.1038/s42003-022-03176-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2021] [Accepted: 02/16/2022] [Indexed: 11/09/2022] Open
Abstract
Cold seeps and hydrothermal vents are deep-sea reducing environments that are characterized by lacking oxygen and photosynthesis-derived nutrients. Most animals acquire nutrition in cold seeps or hydrothermal vents by maintaining epi- or endosymbiotic relationship with chemoautotrophic microorganisms. Although several seep- and vent-dwelling animals hosting symbiotic microbes have been well-studied, the genomic basis of adaptation to deep-sea reducing environment in nonsymbiotic animals is still lacking. Here, we report a high-quality genome of Chiridota heheva Pawson & Vance, 2004, which thrives by extracting organic components from sediment detritus and suspended material, as a reference for nonsymbiotic animal's adaptation to deep-sea reducing environments. The expansion of the aerolysin-like protein family in C. heheva compared with other echinoderms might be involved in the disintegration of microbes during digestion. Moreover, several hypoxia-related genes (Pyruvate Kinase M2, PKM2; Phospholysine Phosphohistidine Inorganic Pyrophosphate Phosphatase, LHPP; Poly(A)-specific Ribonuclease Subunit PAN2, PAN2; and Ribosomal RNA Processing 9, RRP9) were subject to positive selection in the genome of C. heheva, which contributes to their adaptation to hypoxic environments.
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Affiliation(s)
- Long Zhang
- State Key Laboratory for Biocontrol, Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Marine Sciences, Sun Yat-sen University, Zhuhai, 519000, China
| | - Jian He
- State Key Laboratory for Biocontrol, Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Marine Sciences, Sun Yat-sen University, Zhuhai, 519000, China
| | - Peipei Tan
- State Key Laboratory for Biocontrol, Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Marine Sciences, Sun Yat-sen University, Zhuhai, 519000, China
| | - Zhen Gong
- College of Life Sciences, Nanjing Normal University, Nanjing, 210023, China
| | - Shiyu Qian
- School of Medicine, Jinan University, Guangzhou, 510632, China
| | - Yuanyuan Miao
- State Key Laboratory for Biocontrol, Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Marine Sciences, Sun Yat-sen University, Zhuhai, 519000, China
| | - Han-Yu Zhang
- Hainan Key Laboratory of Marine Georesource and Prospecting, Institute of Deep-sea Science and Engineering, Chinese Academy of Sciences, Sanya, 572000, China
| | - Guangxian Tu
- State Key Laboratory for Biocontrol, Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Marine Sciences, Sun Yat-sen University, Zhuhai, 519000, China
| | - Qi Chen
- State Key Laboratory for Biocontrol, Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Marine Sciences, Sun Yat-sen University, Zhuhai, 519000, China
| | - Qiqi Zhong
- State Key Laboratory for Biocontrol, Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Marine Sciences, Sun Yat-sen University, Zhuhai, 519000, China
| | - Guanzhu Han
- College of Life Sciences, Nanjing Normal University, Nanjing, 210023, China
| | - Jianguo He
- State Key Laboratory for Biocontrol, Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Marine Sciences, Sun Yat-sen University, Zhuhai, 519000, China. .,Guangdong Province Key Laboratory for Aquatic Economic Animals, School of Life Sciences, Sun Yat-sen University, Guangzhou, 510275, China. .,Maoming Branch, Guangdong Laboratory for Lingnan Modern Agricultural Science and Technology, Maoming, 525435, China.
| | - Muhua Wang
- State Key Laboratory for Biocontrol, Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Marine Sciences, Sun Yat-sen University, Zhuhai, 519000, China. .,Maoming Branch, Guangdong Laboratory for Lingnan Modern Agricultural Science and Technology, Maoming, 525435, China.
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