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Deep learning applications advance plant genomics research
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作者 Wenyuan Fan Zhongwei Guo +5 位作者 Xiang Wang Lingkui Zhang Yuanhang Liu Chengcheng Cai Kang Zhang Feng Cheng 《Horticultural Plant Journal》 2025年第5期1791-1806,共16页
With the rapid development of high-throughput sequencing technologies and the accumulation of large-scale multi-omics data,deep learning(DL)has emerged as a powerful tool to solve complex biological problems,with part... With the rapid development of high-throughput sequencing technologies and the accumulation of large-scale multi-omics data,deep learning(DL)has emerged as a powerful tool to solve complex biological problems,with particular promise in plant genomics.This review systematically examines the progress of DL applications in DNA,RNA,and protein sequence analysis,covering key tasks such as gene regulatory element identification,gene function annotation,and protein structure prediction,and highlighting how these DL applications illuminate research of plants,including horticultural plants.We evaluate the advantages of different neural network architectures and their applications in different biology studies,as well as the development of large language models(LLMs)in genomic modelling,such as the plantspecific models PDLLMs and AgroNT.We also briefly introduce the general workflow of the basic DL model for plant genomics study.While DL has significantly improved prediction accuracy in plant genomics,its broader application remains constrained by several challenges,including the limited availability of well-annotated data,computational capacity,innovative model architectures adapted to plant genomes,and model interpretability.Future advances will require interdisciplinary collaborations to develop DL applications for intelligent plant genomic research frameworks with broader applicability. 展开更多
关键词 Deep learning GENOMICS Transfer learning Language model Multi-omics Neural network architecture
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BIG to CNCB:An Exploratory Journey from Genomics to Bioinformation
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作者 YANG Yungui XUE Yongbiao +1 位作者 WU Zhongyi YANG Huanming 《Bulletin of the Chinese Academy of Sciences》 2024年第3期164-169,共6页
The Beijing Institute of Genomics(BIG)of the Chinese Academy of Sciences,as the leading Institute in Genomics,has walked through 20 year’s journey since being founded in November 2003.From participating in the Human ... The Beijing Institute of Genomics(BIG)of the Chinese Academy of Sciences,as the leading Institute in Genomics,has walked through 20 year’s journey since being founded in November 2003.From participating in the Human Genome Project(HGP)in completing the“1%task”to independently accomplishing the super-hybrid rice genome and other several national and international genome projects,BIG has made tremendous contributions in genomics research and development in China.In 2024,bearing great ambition and responsibility,BIG is transformed to the China National Center for Bioinformation(CNCB),aiming to become a global hub in bioinformatics big data services,innovation,and entrepreneurship.With the completion of its new infrastructure in 2027,CNCB is looking into a brighter future. 展开更多
关键词 Human Genome Research Center(HGRC) Beijing Genomics Institute(BGI) Beijing Institute of Genomics(BIG) China National Center for Bioinformation(CNCB) Genomics Proteomics&Bioinformatics(GPB) Human Genome Project(HGP)
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Unravelling sorghum functional genomics and molecular breeding:past achievements and future prospects
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作者 Fangyuan Liu Baye Wodajo +3 位作者 Kangxu Zhao Sanyuan Tang Qi Xie Peng Xie 《Journal of Genetics and Genomics》 2025年第6期719-732,共14页
Sorghum,renowned for its substantial biomass production and remarkable tolerance to various stresses,possesses extensive gene resources and phenotypic variations.A comprehensive understanding of the genetic basis unde... Sorghum,renowned for its substantial biomass production and remarkable tolerance to various stresses,possesses extensive gene resources and phenotypic variations.A comprehensive understanding of the genetic basis underlying complex agronomic traits is essential for unlocking the potential of sorghum in addressing food and feed security and utilizing marginal lands.In this context,we provide an overview of the major trends in genomic resource studies focusing on key agronomic traits over the past decade,accompanied by a summary of functional genomic platforms.We also delve into the molecular functions and regulatory networks of impactful genes for important agricultural traits.Lastly,we discuss and synthesize the current challenges and prospects for advancing molecular design breeding by gene-editing and polymerization of the excellent alleles,with the aim of accelerating the development of desired sorghum varieties. 展开更多
关键词 SORGHUM Genomic resource Multi-omics Genotype-to-phenotype DOMESTICATION Environmental adaptation Design breeding
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Harnessing male germline epigenomics for the genetic improvement in cattle 被引量:1
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作者 Xiao Wang Wenlong Li +4 位作者 Xia Feng Jianbin Li George E.Liu Lingzhao Fang Ying Yu 《Journal of Animal Science and Biotechnology》 SCIE CAS CSCD 2023年第5期1834-1853,共20页
Sperm is essential for successful artificial insemination in dairy cattle,and its quality can be influenced by both epi-genetic modification and epigenetic inheritance.The bovine germline differentiation is characteri... Sperm is essential for successful artificial insemination in dairy cattle,and its quality can be influenced by both epi-genetic modification and epigenetic inheritance.The bovine germline differentiation is characterized by epigenetic reprogramming,while intergenerational and transgenerational epigenetic inheritance can influence the offspring’s development through the transmission of epigenetic features to the offspring via the germline.Therefore,the selec-tion of bulls with superior sperm quality for the production and fertility traits requires a better understanding of the epigenetic mechanism and more accurate identifications of epigenetic biomarkers.We have comprehensively reviewed the current progress in the studies of bovine sperm epigenome in terms of both resources and biological discovery in order to provide perspectives on how to harness this valuable information for genetic improvement in the cattle breeding industry. 展开更多
关键词 Artificial insemination CATTLE Epigenetic inheritance Genetic improvement Germline epigenomics
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Pharmacogenetics, pharmacogenomics and ecogenetics 被引量:1
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作者 MOTULSKY Amo G. QI Ming 《Journal of Zhejiang University-Science B(Biomedicine & Biotechnology)》 SCIE CAS CSCD 2006年第2期169-170,共2页
Pharmacogenetics and pharmacogenomics deal with the role of genetic factors in drug effectiveness and adverse drug reactions. The promise of a personalized medicine is beginning to be explored but requires much more c... Pharmacogenetics and pharmacogenomics deal with the role of genetic factors in drug effectiveness and adverse drug reactions. The promise of a personalized medicine is beginning to be explored but requires much more clinical and translational research. Specific DNA abnormalities in some cancers already have led to effective targeted treatments. Racially determined frequency differences in pharmacogenetic traits may affect choice of treatment requiring specific testing rather than basing treatments according to racial designation. The role of genes in variable responses to foreign chemicals (xenobiotics) has been termed ecogenetics or toxicogenetics raising problems in public health and occupational medicine. Nutrigenetics refers to genetic variation in response to nutrients and may affect nutritional requirements and predisposition to chronic disease. 展开更多
关键词 PHARMACOGENETICS PHARMACOGENOMICS Ecogenetics NUTRIGENETICS Adverse drug reactions
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Host-Pathogen Wars: New Weapons from Biotechnology and Genomics 被引量:1
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作者 Mychele B. da Silva Richard F. Davis +3 位作者 Andrew H. Paterson Nelson Dias Suassuna Shavannor M. Smith Peng W. Chee 《American Journal of Plant Sciences》 2019年第3期402-416,共15页
Pathogens are imminent threats to crop production. Among the management tools available to protect crops from diseases, the use of host-plant resistance had been hindered by a lack of tools and resources to identify r... Pathogens are imminent threats to crop production. Among the management tools available to protect crops from diseases, the use of host-plant resistance had been hindered by a lack of tools and resources to identify resistance genes (R-genes). Genomic technologies have empowered acquisition of a new level and quality of information on plant-pathogen interactions. Next generation sequencing, differential transcriptome analysis, gene editing, and use of bioinformatics have greatly expanded the numbers of R-genes identified, enriched understanding of R-avirulence gene interactions, and disease diagnosis. In this review, we highlight the application of genomic technologies to identification of pathogen machinery for future improvement of host plant resistance. 展开更多
关键词 HOST-PLANT Resistance R-Genes GENOMICS CROP Improvement
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An everlasting role of genetics and genomics in public health: a meeting report of ACGA-HKSMG International Conference on Genetic and Genomic Medicine 2008 被引量:1
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作者 Wai-Yee Chan Stephen T.S. Lam Bai-Lin Wu 《Journal of Genetics and Genomics》 SCIE CAS CSCD 2009年第4期189-190,共2页
The Association of Chinese Geneticists in America (ACGA) and the Hong Kong Society of Medical Genetics (HKSMG) held their first joint Conference on Genetic and Genomic Medicine in Hong Kong from June 9-11 in 2008 ... The Association of Chinese Geneticists in America (ACGA) and the Hong Kong Society of Medical Genetics (HKSMG) held their first joint Conference on Genetic and Genomic Medicine in Hong Kong from June 9-11 in 2008 at the Cheung Kung Hai Conference Center, William MW Mong Block, Li Ka Shing Faculty of Medicine, the University of Hong Kong. Other co-organizers included the University of Hong Kong and Chinese Society of Medical Genetics. A satellite conference "ACGA-WZMC International Symposium of Genetics and Translational Medicine", co-organized with Wenzhou Medical College and Chinese Society of Medical Genetics, was held from June 12-14, 2008 at Wenzhou, Zhejiang Province of China. 展开更多
关键词 In An everlasting role of genetics and genomics in public health a meeting report of ACGA-HKSMG International Conference on Genetic and Genomic Medicine 2008
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Genomics of schizophrenia and pharmacogenomics of antipsychotic drugs
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作者 Ramón Cacabelos Pablo Cacabelos Gjumrakch Aliev 《Open Journal of Psychiatry》 2013年第1期46-139,共94页
Antipsychotic drugs are the neuroleptics currently used in the treatment of schizophrenia (SCZ) and psychotic disorders. SCZ has a heritability estimated at 70% - 90%;and pharmacogenomics accounts for 60% - 90% variab... Antipsychotic drugs are the neuroleptics currently used in the treatment of schizophrenia (SCZ) and psychotic disorders. SCZ has a heritability estimated at 70% - 90%;and pharmacogenomics accounts for 60% - 90% variability in the pharmacokinetics and pharmacodynamics of psychotropic drugs. Personalized therapeutics based on individual genomic profiles in SCZ entails the characterization of 5 types of gene clusters and their related metabolomic profiles: 1) genes associated with disease pathogenesis;2) genes associated with the mechanism of action of drugs;3) genes associated with drug metabolism (phase I and II reactions);4) genes associated with drug transporters;and 5) pleiotropic genes involved in multifaceted cascades and metabolic reactions. Genetic studies in SCZ have revealed the presence of chromosome anomalies, copy number variants, multiple single-nucleotide polymorphisms of susceptibility distributed across the human genome, aberrant single-nucleotide polymorphisms in microRNA genes, mitochondrial DNA mutations, and epigenetic phenomena. Pharmacogenetic studies of psychotropic drug response have focused on determining the relationship between variation in specific candidate genes and the positive and adverse effects of drug treatment. Approximately 18% of neuroleptics are major substrates of CYP1A2 enzymes, 40% of CYP2D6, and 23% of CYP3A4. About 10% - 20% of Western populations are defective in genes of the CYP superfamily. Only 26% of Southern Europeans are pure extensive metabolizers for the trigenic cluster integrated by the CYP2D6 + CYP2C19 + CYP2C9 genes. Efficacy and safety issues in the pharmacological treatment of SCZ are directly linked to genetic clusters involved in the pharmacogenomics of antipsychotic drugs and also to environmental factors. Consequently, the incorporation of pharmacogenomic procedures both to drugs under development and drugs on the market would help to optimize therapeutics in SCZ and other central nervous system disorders. 展开更多
关键词 GENOMICS ANTIPSYCHOTIC DRUGS SCHIZOPHRENIA
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Clinical utilities and end-user experience of pharmacogenomics:39 mo of clinical implementation experience in an Australian hospital setting
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作者 Rosalind Moxham Andrew Tjokrowidjaja +4 位作者 Sophie Devery Renee Smyth Alison McLean Darren M Roberts Kathy H C Wu 《World Journal of Medical Genetics》 2023年第4期39-50,共12页
BACKGROUND Pharmacogenomics(PG)testing is under-utilised in Australia.Our research provides Australia-specific data on the perspectives of patients who have had PG testing and those of the clinicians involved in their... BACKGROUND Pharmacogenomics(PG)testing is under-utilised in Australia.Our research provides Australia-specific data on the perspectives of patients who have had PG testing and those of the clinicians involved in their care,with the aim to inform wider adoption of PG into routine clinical practice.AIM To investigate the frequency of actionable drug gene interactions and assess the perceived utility of PG among patients and clinicians.METHODS We conducted a retrospective audit of PG undertaken by 100 patients at an Australian public hospital genetics service from 2018 to 2021.Via electronic surveys we compared and contrasted the experience,understanding and usage of results between these patients and their clinicians.RESULTS Of 100 patients who had PG,84% were taking prescription medications,of which 67% were taking medications with actionable drug-gene interactions.Twenty-five out of 81 invited patients and 17 out of 89 invited clinicians completed the surveys.Sixty-eight percent of patients understood their PG results and 48% had medications changed following testing.Paired patient-clinician surveys showed patient-perceived utility and experience was positive,contrasting their clinicians’hesitancy on PG adoption who identified insufficient education/training,lack of clinical support,test turnaround time and cost as barriers to adoption.CONCLUSION Our dichotomous findings between the perspectives of our patient and clinician cohorts suggest the uptake of PG is likely to be driven by patients and clinicians need to be prepared to provide information and guidance to their patients. 展开更多
关键词 Pharmacogenomics testing Clinical adoption Drug gene interactions Clinician perspectives Patient perspectives
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An online coronavirus analysis platform from the National Genomics Data Center 被引量:8
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作者 Zheng Gong Jun-Wei Zhu +13 位作者 Cui-Ping Li Shuai Jiang Li-Na Ma Bi-Xia Tang Dong Zou Mei-Li Chen Yu-Bin Sun Shu-Hui Song Zhang Zhang Jing-Fa Xiao Yong-Biao Xue Yi-Ming Bao Zheng-Lin Du Wen-Ming Zhao 《Zoological Research》 SCIE CAS CSCD 2020年第6期705-708,共4页
DEAR EDITOR,Since the first reported severe acute respiratory syndrome coronavirus 2(SARS-CoV-2)infection in December 2019,coronavirus disease 2019(COVID-19)has become a global pandemic,spreading to more than 200 coun... DEAR EDITOR,Since the first reported severe acute respiratory syndrome coronavirus 2(SARS-CoV-2)infection in December 2019,coronavirus disease 2019(COVID-19)has become a global pandemic,spreading to more than 200 countries and regions worldwide.With continued research progress and virus detection,SARS-CoV-2 genomes and sequencing data have been reported and accumulated at an unprecedented rate. 展开更多
关键词 ACUTE RESPIRATORY continued
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Coriander Genomics Database:a genomic,transcriptomic,and metabolic database for coriander 被引量:5
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作者 Xiaoming Song Fulei Nie +14 位作者 Wei Chen Xiao Ma Ke Gong Qihang Yang Jinpeng Wang Nan Li Pengchuan Sun Qiaoying Pei Tong Yu Jingjing Hu Xinyu Li Tong Wu Shuyan Feng Xiu-Qing Li Xiyin Wang 《Horticulture Research》 SCIE 2020年第1期2082-2091,共10页
Coriander(Coriandrum sativum L.),also known as cilantro,is a globally important vegetable and spice crop.Its genome and that of carrot are models for studying the evolution of the Apiaceae family.Here,we developed the... Coriander(Coriandrum sativum L.),also known as cilantro,is a globally important vegetable and spice crop.Its genome and that of carrot are models for studying the evolution of the Apiaceae family.Here,we developed the Coriander Genomics Database(CGDB,http://cgdb.bio2db.com/)to collect,store,and integrate the genomic,transcriptomic,metabolic,functional annotation,and repeat sequence data of coriander and carrot to serve as a central online platform for Apiaceae and other related plants.Using these data sets in the CGDB,we intriguingly found that seven transcription factor(TF)families showed significantly greater numbers of members in the coriander genome than in the carrot genome.The highest ratio of the numbers of MADS TFs between coriander and carrot reached 3.15,followed by those for tubby protein(TUB)and heat shock factors.As a demonstration of CGDB applications,we identified 17 TUB family genes and conducted systematic comparative and evolutionary analyses.RNA-seq data deposited in the CGDB also suggest dose compensation effects of gene expression in coriander.CGDB allows bulk downloading,significance searches,genome browser analyses,and BLAST searches for comparisons between coriander and other plants regarding genomics,gene families,gene collinearity,gene expression,and the metabolome.A detailed user manual and contact information are also available to provide support to the scientific research community and address scientific questions.CGDB will be continuously updated,and new data will be integrated for comparative and functional genomic analysis in Apiaceae and other related plants. 展开更多
关键词 COR COR globally
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Genome assembly of the maize inbred line A188 provides a new reference genome for functional genomics 被引量:2
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作者 Fei Ge Jingtao Qu +8 位作者 Peng Liu Lang Pan Chaoying Zou Guangsheng Yuan Cong Yang Guangtang Pan Jianwei Huang Langlang Ma Yaou Shen 《The Crop Journal》 SCIE CSCD 2022年第1期47-55,共9页
The current assembled maize genomes cannot represent the broad genetic diversity of maize germplasms.Acquiring more genome sequences is critical for constructing a pan-genome and elucidating the linkage between genoty... The current assembled maize genomes cannot represent the broad genetic diversity of maize germplasms.Acquiring more genome sequences is critical for constructing a pan-genome and elucidating the linkage between genotype and phenotype in maize.Here we describe the genome sequence and annotation of A188,a maize inbred line with high phenotypic variation relative to other lines,acquired by single-molecule sequencing and optical genome mapping.We assembled a 2210-Mb genome with a scaffold N50 size of 11.61 million bases(Mb),compared to 9.73 Mb for B73 and 10.2 Mb for Mo17.Based on the B73_Ref Gen_V4 genome,295 scaffolds(2084.35 Mb,94.30%of the final genome assembly)were anchored and oriented on ten chromosomes.Comparative analysis revealed that~30%of the predicted A188 genes showed large structural divergence from B73,Mo17,and W22 genomes,which causes high protein divergence and may lead to phenotypic variation among the four inbred lines.As a line with high embryonic callus(EC)induction capacity,A188 provides a convenient tool for elucidating the molecular mechanism underlying the formation of EC in maize.Combining our new A188 genome with previously reported QTL and RNA sequencing data revealed eight genes with large structural variation and two differentially expressed genes playing potential roles in maize EC induction. 展开更多
关键词 MAIZE Embryonic callus A188 Genome assembly Single-molecule sequencing
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Oryza pan-genomics: A new foundation for future rice research and improvement 被引量:2
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作者 Chao Huang Zhuo Chen Chengzhi Liang 《The Crop Journal》 SCIE CSCD 2021年第3期622-632,共11页
The wild rice species in the genus Oryza harbor a large amount of genetic diversity that has been untapped for rice improvement.Pan-genomics has revolutionized genomic research in plants.However,rice pan-genomic studi... The wild rice species in the genus Oryza harbor a large amount of genetic diversity that has been untapped for rice improvement.Pan-genomics has revolutionized genomic research in plants.However,rice pan-genomic studies so far have been limited mostly to cultivated accessions,with only a few close wild relatives.Advances in sequencing technologies have permitted the assembly of highquality rice genome sequences at low cost,making it possible to construct genus-level pan-genomes across all species.In this review,we summarize progress in current research on genetic and genomic resources in Oryza,and in sequencing and computational technologies used for rice genome and pangenome construction.For future work,we discuss the approaches and challenges in the construction of,and data access to,Oryza pan-genomes based on representative high-quality genome assemblies.The Oryza pan-genomes will provide a basis for the exploration and use of the extensive genetic diversity present in both cultivated and wild rice populations. 展开更多
关键词 ORYZA PAN-GENOME De novo assembly Genetic diversity Wild rice
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Genomics and introgression: Discovery and mapping of thousands of species-diagnostic SNPs using RAD sequencing 被引量:1
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作者 Brian K. HAND Tyler D. HETHER +8 位作者 Ryan P. KOVACH Clint C. MUHLFELD Stephen J. AMISH Matthew C. BOYER Sean M. O'ROURKE Michael R. MILLER Winsor H. LOWE Paul A. HOHENLOHE Gordon LUIKART 《Current Zoology》 SCIE CAS CSCD 2015年第1期146-154,共9页
Invasive hybridization and introgression pose a serious threat to the persistence of many native species. Understand- ing the effects of hybridization on native populations (e.g., fitness consequences) requires nume... Invasive hybridization and introgression pose a serious threat to the persistence of many native species. Understand- ing the effects of hybridization on native populations (e.g., fitness consequences) requires numerous species-diagnostic loci dis- tributed genome-wide. Here we used RAD sequencing to discover thousands of single-nucleotide polymorphisms (SNPs) that are diagnostic between rainbow trout (RBT, Oncorhynchus mykiss), the world's most widely introduced fish, and native westslope cutthroat trout (WCT, (9. clarkii lewisi) in the northern Rocky Mountains, USA. We advanced previous work that identified 4,914 species-diagnostic loci by using longer sequence reads (100 bp vs. 60 bp) and a larger set of individuals (n = 84). We sequenced RAD libraries for individuals from diverse sampling sources, including native populations of WCT and hatchery broodstocks of WCT and RBT. We also took advantage of a newly released reference genome assembly for RBT to align our RAD loci. In total, we discovered 16,788 putatively diagnostic SNPs, 10,267 of which we mapped to anchored chromosome locations on the RBT genome. A small portion of previously discovered putative diagnostic loci (325 of 4,914) were no longer diagnostic (i.e., fixed between species) based on our wider survey of non-hybridized RBT and WCT individuals. Our study suggests that RAD loci mapped to a draft genome assembly could provide the marker density required to identify genes and chromosomal regions in- fluencing selection in admixed populations of conservation concern and evolutionary interest [Current Zoology 61 (1): 146-154, 2015]. 展开更多
关键词 Conservation genetics HYBRIDIZATION Invasive species Next generation sequencing Salmonid fish SNP discovery
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Global cold-chain related SARS-CoV-2 transmission identified by pandemic-scale phylogenomics 被引量:1
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作者 Dalang Yu Junwei Zhu +12 位作者 Jianing Yang Yi-Hsuan Pan Hailong Mu Ruifang Cao Bixia Tang Guangya Duan Zi-Qian Hao Long Dai Guo-Ping Zhao Ya-Ping Zhang Wenming Zhao Guoqing Zhang Haipeng Li 《Zoological Research》 SCIE CAS CSCD 2022年第5期871-874,共4页
DEAR EDITOR,The COVID-19 pandemic caused by SARS-CoV-2 continues to pose a tremendous threat to human society. SARS-CoV-2is airborne and transmits primarily through social contact;however, whether cold chain-related t... DEAR EDITOR,The COVID-19 pandemic caused by SARS-CoV-2 continues to pose a tremendous threat to human society. SARS-CoV-2is airborne and transmits primarily through social contact;however, whether cold chain-related transmission has occurred remains highly debated(Han & Liu, 2022;Lewis,2021;Ma et al., 2021;Mallapaty et al., 2021;Pang et al.,2020;Wu et al., 2021). Here, we present a novel method and identify two transmission routes based on lineage-specific reductions in the SARS-CoV-2 evolutionary rate. 展开更多
关键词 primarily EDIT identif
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Plastid phylogenomics provides new insights into the systematics,diversification,and biogeography of Cymbidium(Orchidaceae) 被引量:2
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作者 Hai-Yao Chen Zhi-Rong Zhang +7 位作者 Xin Yao Ji-Dong Ya Xiao-Hua Jin Lin Wang Lu Lu De-Zhu Li Jun-Bo Yang Wen-Bin Yu 《Plant Diversity》 SCIE CAS CSCD 2024年第4期448-461,共14页
Cymbidium(Orchidaceae:Epidendroideae),with around 60 species,is widely-distributed across Southeast Asia,providing a nice system for studying the processes that underlie patterns of biodiversity in the region.However,... Cymbidium(Orchidaceae:Epidendroideae),with around 60 species,is widely-distributed across Southeast Asia,providing a nice system for studying the processes that underlie patterns of biodiversity in the region.However,phylogenetic relationships of Cymbidium have not been well resolved,hampering investigations of species diversification and the biogeographical history of this genus.In this study,we construct a plastome phylogeny of 56 Cymbidium species,with four well-resolved major clades,which provides a framework for biogeographical and diversification rate analyses.Molecular dating and biogeographical analyses show that Cymbidium likely originated in the region spanning northern IndoBurma to the eastern Himalayas during the early Miocene(~21.10 Ma).It then rapidly diversified into four major clades in East Asia within approximately a million years during the middle Miocene.Cymbidium spp.migration to the adjacent regions(Borneo,Philippines,and Sulawesi)primarily occurred during the Pliocene-Pleistocene period.Our analyses indicate that the net diversification rate of Cymbidium has decreased since its origin,and is positively associated with changes in temperature and monsoon intensity.Favorable hydrothermal conditions brought by monsoon intensification in the early Miocene possibly contributed to the initial rapid diversification,after which the net diversification rate was reduced with the cooling climate after the middle Miocene.The transition from epiphytic to terrestrial habits may have enabled adaptation to cooler environments and colonization of northern niches,yet without a significant effect on diversification rates.This study provides new insights into how monsoon activity and temperature changes affected the diversification dynamics of plants in Southeast Asia. 展开更多
关键词 CYMBIDIUM East Asia Asian monsoons Climate change Biogeographical patterns
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