Predicting medicinal resources in Ranunculaceae family by a combined approach using DNA barcodes and chemical metabolites

被引:2
作者
An, Qiuju [1 ]
Chen, Jiao [1 ]
Tan, Guodong [1 ]
Ren, Yaoyao [1 ]
Zhou, Jiayu [1 ]
Liao, Hai [1 ]
Tan, Rui [1 ]
机构
[1] Southwest Jiaotong Univ, Sch Life Sci & Engn, Chengdu 610031, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
ITS2; barcode; Machine learning; Metabolites; Plant taxonomy; Ranunculaceae; CHEMOTAXONOMY; ITS2; IDENTIFICATION; NUMBER;
D O I
10.1016/j.phytol.2022.04.009
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Plant taxonomy based on molecular phylogenetic study and/or chemosystematics study has become increasingly important in exploring and utilizing medicinal resources due to the advent of big data era. In this study, we proposed a classifying approach combining DNA and chemical metabolites for the prediction of new medicinal resources. Specifically, we obtained 104 ITS2 barcodes and 847 chemical metabolites from 104 species in Ranunculaceae. Then, phylogenetic tree based on the ITS2 barcode and clustering tree based on structural similarity of metabolites were separately constructed. In addition, we tested the classifying accuracy of the two methods by Baker`s correlation coefficient and the result showed that phylogenetic tree based on the ITS2 barcode was more accurate, giving a higher score of 0.627, whereas clustering tree based on chemical metabolites obtained a lower score of 0.301. Therefore, the natural products of plants might be described using these clades found by ITS2-based methods, and thus new metabolites of plants might be predicted due to the close relationships in a given clade. Using this combined method, 53 plants with structurally similar metabolites were included in 9 plant groups and currently unknown species-metabolite relations were predicted. Finally, 26.92% species in Ranunculaceae were found to contain the predicted metabolites after verification using two alternative KNApSAcKCore and ChEBI databases. As a whole, the combined approach can successfully classify plants and predict specialized natural products based on plant taxa.
引用
收藏
页码:67 / 76
页数:10
相关论文
共 61 条
  • [11] Molecular and phytochemical systematics of the subtribe Hypochaeridinae (Asteraceae, Cichorieae)
    Enke, Neela
    Gemeinholzer, Birgit
    Zidorn, Christian
    [J]. ORGANISMS DIVERSITY & EVOLUTION, 2012, 12 (01) : 1 - 16
  • [12] UPLC-MS Metabolome-Based Seed Classification of 16 Vicia Species: A Prospect for Phyto-Equivalency and Chemotaxonomy of Different Accessions
    Fayek, Nesrin M.
    Mekky, Reham Hassan
    Dias, Clarice Noleto
    Kropf, Matthias
    Heiss, Andreas G.
    Wessjohann, Ludger A.
    Farag, Mohamed A.
    [J]. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2021, 69 (17) : 5252 - 5266
  • [13] Horizontal Gene Transfer Involving Chloroplasts
    Filip, Ewa
    Skuza, Lidia
    [J]. INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2021, 22 (09)
  • [14] Phytochemistry and chemotaxonomy of Sideritis species from the Mediterranean region
    Fraga, Braulio M.
    [J]. PHYTOCHEMISTRY, 2012, 76 : 7 - 24
  • [15] Flavonoids isolated from the flowers of Pulsatilla flavescens and their anti-piroplasm activity
    Ganchimeg, Dorj
    Batbold, Badarch
    Murata, Toshihiro
    Davaapurev, Bekh-Ochir
    Munkhjargal, Tserendorj
    Tuvshintulga, Bumduuren
    Suganuma, Keisuke
    Igarashi, Ikuo
    Buyankhishig, Buyanmandakh
    Sasaki, Kenroh
    Batsuren, Dulamjav
    Batkhuu, Javzan
    [J]. JOURNAL OF NATURAL MEDICINES, 2019, 73 (03) : 633 - 640
  • [16] Plant DNA-barcode library and community phylogeny for a semi-arid East African savanna
    Gill, Brian A.
    Musili, Paul M.
    Kurukura, Samson
    Hassan, Abidikadir A.
    Goheen, Jacob R.
    Kress, W. John
    Kuzmina, Maria
    Pringle, Robert M.
    Kartzinel, Tyler R.
    [J]. MOLECULAR ECOLOGY RESOURCES, 2019, 19 (04) : 838 - 846
  • [17] DNA barcoding of the genus Nepenthes (Pitcher plant): a preliminary assessment towards its identification
    Gogoi, Barbi
    Bhau, Brijmohan Singh
    [J]. BMC PLANT BIOLOGY, 2018, 18
  • [18] Rumen bacterial diversity in relation to nitrogen retention in beef cattle
    Gomes Carvalho Alves, Kenia Larissa
    Granja-Salcedo, Yury Tatiana
    Messana, Juliana Duarte
    de Souza, Vinicius Carneiro
    Generoso Ganga, Maria Julia
    Detogni Colovate, Paulo Henrique
    Kishi, Luciano Takeshi
    Berchielli, Telma Teresinha
    [J]. ANAEROBE, 2021, 67
  • [19] Drug Metabolism and Pharmacokinetic Diversity of Ranunculaceae Medicinal Compounds
    Hao, Da-Cheng
    Ge, Guang-Bo
    Xiao, Pei-Gen
    Wang, Ping
    Yang, Ling
    [J]. CURRENT DRUG METABOLISM, 2015, 16 (04) : 294 - 321
  • [20] Changes in flower coloration and sepal anthocyanins of cyanic Delphinium cultivars during flowering
    Hashimoto, F
    Tanaka, M
    Maeda, H
    Fukuda, S
    Shimizu, K
    Sakata, Y
    [J]. BIOSCIENCE BIOTECHNOLOGY AND BIOCHEMISTRY, 2002, 66 (08) : 1652 - 1659