Untargeted Metabolomics of Nicotiana tabacum Grown in United States and India Characterizes the Association of Plant Metabolomes With Natural Climate and Geography
Climate change and geography affect all the living organisms. To date, the effects of climate and geographical factors on plant metabolome largely remain open for worldwide and local investigations. In this study, we designed field experiments with tobacco ( Nicotiana tabacum ) in India versus USA a...
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Published in | Frontiers in plant science Vol. 10; p. 1370 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
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Frontiers Media S.A
30.10.2019
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Abstract | Climate change and geography affect all the living organisms. To date, the effects of climate and geographical factors on plant metabolome largely remain open for worldwide and local investigations. In this study, we designed field experiments with tobacco (
Nicotiana tabacum
) in India
versus
USA and used untargeted metabolomics to understand the association of two weather factors and two different continental locations with respect to tobacco metabolism. Field research stations in Oxford, North Carolina, USA, and Rajahmundry, Andhra Pradesh India were selected to grow a commercial tobacco genotype (K326) for 2 years. Plant growth, field management, and leaf curing followed protocols standardized for tobacco cultivation. Gas chromatography–mass spectrometry based unbiased profiling annotated 171 non-polar and 225 polar metabolites from cured tobacco leaves. Principal component analysis (PCA) and hierarchical cluster analysis (HCA) showed that two growing years and two field locations played primary and secondary roles affecting metabolite profiles, respectively. PCA and Pearson analysis, which used nicotine, 11 other groups of metabolites, two locations, temperatures, and precipitation, revealed that in North Carolina, temperature changes were positively associated with the profiles of sesquiterpenes, diterpenes, and triterpenes, but negatively associated with the profiles of nicotine, organic acids of tricarboxylic acid, and sugars; in addition, precipitation was positively associated with the profiles of triterpenes. In India, temperature was positively associated with the profiles of benzenes and polycyclic aromatic hydrocarbons, but negatively associated with the profiles of amino acids and sugar. Further comparative analysis revealed that nicotine levels were affected by weather conditions, nevertheless, its trend in leaves was independent of two geographical locations and weather changes. All these findings suggested that climate and geographical variation significantly differentiated the tobacco metabolism. |
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AbstractList | Climate change and geography affect all the living organisms. To date, the effects of climate and geographical factors on plant metabolome largely remain open for worldwide and local investigations. In this study, we designed field experiments with tobacco (Nicotiana tabacum) in India versus USA and used untargeted metabolomics to understand the association of two weather factors and two different continental locations with respect to tobacco metabolism. Field research stations in Oxford, North Carolina, USA, and Rajahmundry, Andhra Pradesh India were selected to grow a commercial tobacco genotype (K326) for 2 years. Plant growth, field management, and leaf curing followed protocols standardized for tobacco cultivation. Gas chromatography–mass spectrometry based unbiased profiling annotated 171 non-polar and 225 polar metabolites from cured tobacco leaves. Principal component analysis (PCA) and hierarchical cluster analysis (HCA) showed that two growing years and two field locations played primary and secondary roles affecting metabolite profiles, respectively. PCA and Pearson analysis, which used nicotine, 11 other groups of metabolites, two locations, temperatures, and precipitation, revealed that in North Carolina, temperature changes were positively associated with the profiles of sesquiterpenes, diterpenes, and triterpenes, but negatively associated with the profiles of nicotine, organic acids of tricarboxylic acid, and sugars; in addition, precipitation was positively associated with the profiles of triterpenes. In India, temperature was positively associated with the profiles of benzenes and polycyclic aromatic hydrocarbons, but negatively associated with the profiles of amino acids and sugar. Further comparative analysis revealed that nicotine levels were affected by weather conditions, nevertheless, its trend in leaves was independent of two geographical locations and weather changes. All these findings suggested that climate and geographical variation significantly differentiated the tobacco metabolism. Climate change and geography affect all the living organisms. To date, the effects of climate and geographical factors on plant metabolome largely remain open for worldwide and local investigations. In this study, we designed field experiments with tobacco ( Nicotiana tabacum ) in India versus USA and used untargeted metabolomics to understand the association of two weather factors and two different continental locations with respect to tobacco metabolism. Field research stations in Oxford, North Carolina, USA, and Rajahmundry, Andhra Pradesh India were selected to grow a commercial tobacco genotype (K326) for 2 years. Plant growth, field management, and leaf curing followed protocols standardized for tobacco cultivation. Gas chromatography–mass spectrometry based unbiased profiling annotated 171 non-polar and 225 polar metabolites from cured tobacco leaves. Principal component analysis (PCA) and hierarchical cluster analysis (HCA) showed that two growing years and two field locations played primary and secondary roles affecting metabolite profiles, respectively. PCA and Pearson analysis, which used nicotine, 11 other groups of metabolites, two locations, temperatures, and precipitation, revealed that in North Carolina, temperature changes were positively associated with the profiles of sesquiterpenes, diterpenes, and triterpenes, but negatively associated with the profiles of nicotine, organic acids of tricarboxylic acid, and sugars; in addition, precipitation was positively associated with the profiles of triterpenes. In India, temperature was positively associated with the profiles of benzenes and polycyclic aromatic hydrocarbons, but negatively associated with the profiles of amino acids and sugar. Further comparative analysis revealed that nicotine levels were affected by weather conditions, nevertheless, its trend in leaves was independent of two geographical locations and weather changes. All these findings suggested that climate and geographical variation significantly differentiated the tobacco metabolism. |
Author | Xie, De-Yu Ma, Dong-Ming Manoharlal, Raman Gandra, Saiprasad V. S. La Hovary, Christophe |
AuthorAffiliation | 2 ITC Life Sciences and Technology Centre (LSTC), ITC Limited, Karnataka , Bengaluru , India 1 Department of Plant and Microbial Biology, North Carolina State University , Raleigh, NC , United States |
AuthorAffiliation_xml | – name: 2 ITC Life Sciences and Technology Centre (LSTC), ITC Limited, Karnataka , Bengaluru , India – name: 1 Department of Plant and Microbial Biology, North Carolina State University , Raleigh, NC , United States |
Author_xml | – sequence: 1 givenname: Dong-Ming surname: Ma fullname: Ma, Dong-Ming – sequence: 2 givenname: Saiprasad V. S. surname: Gandra fullname: Gandra, Saiprasad V. S. – sequence: 3 givenname: Raman surname: Manoharlal fullname: Manoharlal, Raman – sequence: 4 givenname: Christophe surname: La Hovary fullname: La Hovary, Christophe – sequence: 5 givenname: De-Yu surname: Xie fullname: Xie, De-Yu |
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CitedBy_id | crossref_primary_10_1016_j_plaphy_2022_10_016 crossref_primary_10_3390_plants13020277 crossref_primary_10_1016_j_jare_2021_06_017 crossref_primary_10_1016_j_cpb_2020_100159 crossref_primary_10_1186_s12870_023_04093_2 crossref_primary_10_3389_fpls_2020_00896 crossref_primary_10_1016_j_microc_2023_109163 crossref_primary_10_1111_tpj_16083 |
Cites_doi | 10.1093/aob/mcg152 10.1186/1744-8603-8-10 10.1016/j.molp.2015.07.004 10.1007/s00442-013-2846-x 10.1111/pbi.12467 10.1007/s11356-015-5857-9 10.2111/REM-D-12-00068.1 10.1175/JCLI-D-13-00753.1 10.4236/ajps.2012.312215 10.1111/j.1399-3054.2007.00999.x 10.3354/cr011019 10.1016/j.indcrop.2015.01.067 10.1007/s00425-013-1899-8 10.1002/jssc.201301138 10.1001/jama.1996.03530270057032 10.1038/ncomms4833 10.1016/j.pbi.2004.03.007 10.1093/aob/mcg199 10.1021/es072475x 10.1100/tsw.2007.91 10.1177/0309133311407650 10.1038/nclimate2622 10.1093/jxb/erv352 10.1111/gcb.12286 10.1590/S0103-84782010001100028 10.1080/15592324.2016.1184811 10.1126/science.342.6154.24 10.1105/tpc.112.108852 10.1016/j.agwat.2015.06.015 10.1039/b9ay00256a 10.1104/pp.17.00070 10.1038/501298a 10.3390/ijms15034237 10.1111/gcb.12978 10.1177/194008291600900111 10.1093/mp/ssr093 10.2307/j.ctv2rcnfz3.3 10.1104/pp.006858 |
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Snippet | Climate change and geography affect all the living organisms. To date, the effects of climate and geographical factors on plant metabolome largely remain open... |
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StartPage | 1370 |
SubjectTerms | climate change continent geography metabolomics nicotine Plant Science tobacco |
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Title | Untargeted Metabolomics of Nicotiana tabacum Grown in United States and India Characterizes the Association of Plant Metabolomes With Natural Climate and Geography |
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