Multi-elements linear discriminant analysis of herbaceous and woody plants in southwest china karst region using orthogonal partial least squares model

被引:2
作者
Zhao, Yuqing [1 ,2 ,3 ]
Han, Guilin [1 ,2 ,3 ]
Qu, Rui [1 ,2 ,3 ]
Zhang, Qian [4 ]
机构
[1] China Univ Geosci Beijing, State Key Lab Biogeol & Environm Geol, Beijing 100083, Peoples R China
[2] China Univ Geosci Beijing, Inst Earth Sci, Beijing 100083, Peoples R China
[3] China Univ Geosci Beijing, Frontiers Sci Ctr Deep Time Digital Earth, Beijing 100083, Peoples R China
[4] Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China
基金
中国国家自然科学基金;
关键词
Karst areas; Herbaceous plants; Woody plants; Trace elements; Multivariate statistical analysis; OPLS-DA; HEAVY-METALS; SOIL; MULTIVARIATE; GUIZHOU;
D O I
10.1007/s11258-024-01424-7
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
The karst region in southwest China is one of world's largest continuous karst landforms in the world, renowned for its unique landscapes and abundant biodiversity. This study collected 49 leaf samples (21 herbaceous plants and 28 woody plants) from the typical karst zone in Puding County, China, and determined the content of elements in plant leaves using ICP-OES. The concentration characteristics and discrepancy of trace elements (Cr, Cu, Fe, Mn, Pb, Sr, and Zn) in herbaceous and woody plants were analyzed employing statistical analysis models. The results revealed that there were significant differences in the concentrations of trace elements between herbaceous and woody plants. The median concentrations of trace elements in herbaceous plants and woody plants, ranked from high to low, were: Fe > Sr > Mn > Zn > Cr > Cu > Pb and Fe > Sr > Mn > Cr > Zn > Pb > Cu. The outcomes of the correlation analysis revealed discernible differences in the interactions of trace elements within the leaves of herbaceous and woody plants. Principal component analysis (PCA) indicated that Cu, Mn and Zn were influenced by different mechanisms from Cr, Fe, Pb and Sr in plant system. Orthogonal partial least squares discriminant analysis (OPLS-DA) showed that Pb and Cr had stronger distinguishing capabilities between herbaceous and woody plants compared to other elements. The OPLS-DA model was likely considered an optimized model for tracing element sources from different plant species, which has a greatly applied potential in source identification of plant-derived trace elements in a complex environment.
引用
收藏
页码:653 / 667
页数:15
相关论文
共 51 条
  • [1] Assessment of trace element concentrations in soil and plants from cropland irrigated with wastewater
    Avci, Halim
    Deveci, Tugrul
    [J]. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY, 2013, 98 : 283 - 291
  • [2] Borade S. N., 2011, 2011 INT C BUS ENG I, P203, DOI [10.1109/ICBEIA.2011.5994243, DOI 10.1109/ICBEIA.2011.5994243]
  • [3] Partial least squares discriminant analysis: taking the magic away
    Brereton, Richard G.
    Lloyd, Gavin R.
    [J]. JOURNAL OF CHEMOMETRICS, 2014, 28 (04) : 213 - 225
  • [4] OPLS discriminant analysis:: combining the strengths of PLS-DA and SIMCA classification
    Bylesjo, Max
    Rantalainen, Mattias
    Cloarec, Olivier
    Nicholson, Jeremy K.
    Holmes, Elaine
    Trygg, Johan
    [J]. JOURNAL OF CHEMOMETRICS, 2006, 20 (8-10) : 341 - 351
  • [5] Multivariate and geostatistical analyses of the spatial distribution and source of arsenic and heavy metals in the agricultural soils in Shunde, Southeast China
    Cai, Limei
    Xu, Zhencheng
    Bao, Peng
    He, Mei
    Dou, Lei
    Chen, Laiguo
    Zhou, Yongzhang
    Zhu, Yong-Guan
    [J]. JOURNAL OF GEOCHEMICAL EXPLORATION, 2015, 148 : 189 - 195
  • [6] Use of principal component scores in multiple linear regression models for prediction of Chlorophyll-a in reservoirs
    Çamdevyren, H
    Demyr, N
    Kanik, A
    Keskyn, S
    [J]. ECOLOGICAL MODELLING, 2005, 181 (04) : 581 - 589
  • [7] Distribution, speciation, and bioaccumulation of potentially toxic elements in the grey mangroves at Indian Sundarbans, in relation to vessel movements
    Chowdhury, Abhiroop
    Naz, Aliya
    Maiti, Subodh Kumar
    [J]. MARINE ENVIRONMENTAL RESEARCH, 2023, 189
  • [8] Effects of landscape plant species and concentration of sewage sludge compost on plant growth, nutrient uptake, and heavy metal removal
    Chu, Shuangshuang
    Jacobs, Douglass F.
    Liao, Dandan
    Liang, Liyin L.
    Wu, Daoming
    Chen, Peijiang
    Lai, Can
    Zhong, Fengdi
    Zeng, Shucai
    [J]. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2018, 25 (35) : 35184 - 35199
  • [9] Discrimination of geographical origin of rice (Oryza sativa L.) by multielement analysis using inductively coupled plasma atomic emission spectroscopy and multivariate analysis
    Chung, Ill-Min
    Kim, Jae-Kwang
    Lee, Jae-Keun
    Kim, Seung-Hyun
    [J]. JOURNAL OF CEREAL SCIENCE, 2015, 65 : 252 - 259
  • [10] [崔培鑫 Cui Peixin], 2020, [生态学报, Acta Ecologica Sinica], V40, P9148