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NMR Analysis Reveals a Wealth of Metabolites in Root-Knot Nematode Resistant Roots of Citrullus amarus Watermelon Plants Cover

NMR Analysis Reveals a Wealth of Metabolites in Root-Knot Nematode Resistant Roots of Citrullus amarus Watermelon Plants

Open Access
|Oct 2018

Figures & Tables

Fig. 1

Pair-wise comparison between Citrullus amarus PIs and Citrullus lanatus Charleston Gray (CG), respectively Crimson Sweet (CSW). PC1 vs. PC2 score plots are shown for each pairwise comparison with a total explained variance of >70% for each. The ovals represent 95% confidence intervals, and the Mahalanobis distances (M
D) are listed for each.
Pair-wise comparison between Citrullus amarus PIs and Citrullus lanatus Charleston Gray (CG), respectively Crimson Sweet (CSW). PC1 vs. PC2 score plots are shown for each pairwise comparison with a total explained variance of >70% for each. The ovals represent 95% confidence intervals, and the Mahalanobis distances (M D) are listed for each.

Fig. 2

Pathway analysis using significantly different metabolites involved 9 metabolic pathways (shown inside rounded boxes). Yellow highlighted metabolites correspond to those listed in Table 3.
Pathway analysis using significantly different metabolites involved 9 metabolic pathways (shown inside rounded boxes). Yellow highlighted metabolites correspond to those listed in Table 3.

Supplemental Fig. 1

Unknown peak assignments using one dimensional 1H and two dimensional 1H–13C HSQC NMR. The 1H spectrum is shown in blue and is at the top of the 1H–13C HSQC shown with red contour points. Each contour point of the HSQC represents a hydrogen directly bounded to a carbon. This specific HSQC experiment shows red contour points for CH or CH3 correlations and green contour points for CH2 correlations.
Unknown peak assignments using one dimensional 1H and two dimensional 1H–13C HSQC NMR. The 1H spectrum is shown in blue and is at the top of the 1H–13C HSQC shown with red contour points. Each contour point of the HSQC represents a hydrogen directly bounded to a carbon. This specific HSQC experiment shows red contour points for CH or CH3 correlations and green contour points for CH2 correlations.

List of metabolites identified in Citrullus amarus or Citrullus lanatus by using 1D 1H and 2D 1H–13C-NMR spectroscopy_ All chemical shifts for H–C pairs in each metabolite are given with bold chemical shifts corresponding to the peaks labeled in the 1D 1H noesy and 2D 1H–13C HSQC spectra shown in figure x_ Un-bold chemical shift estimations are given for H–C pairs that were not identified in the spectra due to overlap with other peaks or noise_

No.Metabolite 1H chemical shifts (ppm) (functional group or specific H, multiplicity of peak) 13C chemical shifts (ppm) (functional group or specific C)
14-Aminobutyrate 1.92 (2CH2); 2.30 (1CH2); 3.02 (3CH2) 26.6 (2CH2); 37.2 ( 1CH2);42.0 (3CH2)
22-Oxoglutarate 2.50 (1CH2, t); 3.02 (2CH2, t)33 (1CH2); 39 (2CH2)
3Acetate 1.92 (CH3, s)26 (CH3)
4Alanine 1.48 (Hβ,d); 3.8 (Hα,q) 19.0 (Cβ); 53 (Cα)
5Arginine 3.25 (Hδ,t); 1.66, 1.74 (Hγ,m); 1.92 (Hβ,m); 3.8 (Hα,t)43 (Cδ); 27 (Cγ); 30 (Cβ); 57 (Cα)
6Asparagine 2.87, 2.96 (Hβ,dd); 4.0 (Hα,q) 37.5 (Cβ); 54 (Cα)
7Aspartate 2.70, 2.82 (Hβ,dd); 3.90 (Hα,q) 39.4 (Cβ); 55.1 (Cα)
8Betaine 3.27 (CH3, s); 3.91 (CH2, s)56 (CH3); 69 (CH2)
9Choline 3.21 (CH3, s); 3.52 (1CH2, m); 4.07 (2CH2, m) 56.8 (CH3); 70.3 (1CH2); 58.5 (2CH2)
10Ethanolamine 3.15 (1CH2, t); 3.8 (2CH2, t) 44.1 (1CH2, t); 60 (2CH2, t);
11Formate 8.46 (CH, s)174 (CH)
12Fructose 3.57, 3.72 (1CH2, dd); 3.70, 4.03 (6CH2, dd); 3.80 (3CH, d); 3.8,4.00 (5CH, d); 3.90, 4.12 (4CH, t) 65.3 (1CH2); 66.2 (6CH2); 70.5 (3CH); 70 (5CH); 72.5 (4CH)
13Glucose 3.25 (CH, dd), 3.41 (4CH, dd); 3.47 (CH, m); 3.50 (CH, t); 3.54 (CH, dd); 3.72 (CH, t); 3.73 (CH2, dd), 3.84 (CH, m); 3.90 (CH2, dd); 4.65 (CH, d); 5.24 (CH,d) 77.0 (CH); 72.5 (4CH); 78.8 (CH); 78.7 (CH); 74.3 (CH); 75.7 (CH); 63.7 (6CH); 74.4 (CH); 98.8 (CH); 94.9 (CH)
14Glutamate 2.07, 2.14 (Hβ,m); 2.36 (Hγ,m); 3.76 (Hα,t) 29.8 (Cβ); 36.4 (Cγ); 57.4 (Cα)
15Glutamine 2.16 (Hβ,m); 2.5 (Hγ,m); 3.78 (Hα,t) 29.1 (Cβ); 34 (Cγ); 57.2 (Cα)
16Guanidoacetate 3.79 (CH2, s) 46.3 (CH2, s)
17Histamine3.0 (2CH2, t);3.3 (1CH2, t); 7.10 (2CH, s); 7.86(1CH,s)26 (2CH2, t); 41(1CH2, t); 120 (2CH, s); 140 (1CH,s)
18Histidine3.2, 3.2 (Hβ,dd); 4.0 (Hα,t); 7.10 (Hδ,s); 7.84 (Hε,s)31 (Cβ); 58 (Cα); 120 (Cδ); 139 (Cε)
19Isoleucine 0.94 (Hδ,t), 1.02 (Hγ,d); 1.2, 1.5 (Hγ,m); 2.0 (Hβ,m); 3.7 (Hα,d) 14.0 (Cδ); 17, 6 (Cγ); 39 (Cβ); 62 (Cα)
20Lactate 1.33 (CH3, d); 4.1 (CH, q) 22.3 (CH3); 71 (CH)
21Leucine 0.96, 0.97 (Hδ,d); 1.7 (Hγ,m); 1.7 (Hβ,m); 3.7 (Hα,m) 23.8, 24.8 (Cδ); 27 (Cγ); 43 (Cβ); 56 (Cα)
22Lysine1.4 (Hγ,m); 1.73 (Hδ,m); 1.92 (Hβ,m);3.03 (Hε,t); 3.7 (Hα,t)24 (Cγ); 29.3 (Cδ); 32.7 (Cβ); 42.0 (Cε); 57 (Cα)
23Malate 2.37, 2.67 (CH2, dd); 4.30 (CH, dd) 45.5 (CH2); 73.3 (CH)
24Malonate 3.15 (CH2, s)50 (CH2)
Methanol (contaminant) 3.36 (CH3, s)51 (CH3, s)
25Oxalacetate 2.41 (CH2, s) 28.4 (CH2)
26Phenylalanine 3.12, 3.29 (Hβ,dq); 3.9 (Hα,q); 7.34 (Hδ,d); 7.39 (Hζ ,t); 7.43 (Hε,t)42 (Cβ); 60 (Cα); 132 (Cδ); 131 (Hζ,t); 132 (Hε,t);
27Pyroglutamate 2.04, 2.51 (Hβ,m); 2.41 (Hγ,t); 4.18 (Hα,q) 28.2 (Cβ);32.5(Cγ); 61.2 (Cα)
28Raffinosea 5.44 (1′CH, d); 5.00 (1″CH, d)00 95.0 (1′CH); 101.00 (1″CH)
29Sarcosine 2.76 (CH3 , s); 3.6 (CH2, s)35 (CH3); 53 (CH2, s)
30Succinate 2.40 (CH2, s) 37.1 (CH2)
31Sucrose 3.49 (3CH, t); 3.6 (2CH, dd); 3.69 (1′CH2, s); 3.77 (4CH, t); 3.85 (5CH, m); 3.83 (6,6′CH2, m); 3.90 (5′CH, m); 4.06 (4′CH, t); 4.23 (3′CH, d); 5.42 (1CH, d) 72.2 (3CH); 74 (2CH); 64.3 (1′CH2); 75.6 (4CH); 75.3 (5CH); 65.4 (6,6′CH2); 84.2 (5′CH); 76.9 (4′CH); 79.4 (3′CH); 94.9 (1CH)
32Tartrate 4.35 (CH, s)77 (CH)
33Threonine 1.33 (Hγ,d); 4.3 (Hβ,m); 3.6 (Hα,d) 22.3 (Cγ); 69 (Cβ); 63 (Cα)
34Trimethylamine functional groupb 3.22 (CH3, s); 3.225 (CH3, s); 3.23 (CH3, s) 56.9 (CH3)
35Tyrosine 3.07, 3.18 (Hβ,dq); 3.9 (Hα,q); 6.91 (Hε,d); 7.20 (Hδ,d)42 (Cβ); 60 (Cα);120 (Cε); 134 (Cδ)
36Valine 1.00, 1.05 (Hγ,d); 2.3 (Hβ,m); 3.6 (Hα,d) 19.6, 20.8 (Cγ); 32 (Cβ); 63 (Cα)

Germplasm lines of Citrullus amarus (CA) and watermelon cultivars (Citrullus lanatus; CL) used in this study_

Watermelon germplasm line/cultivarParental PI of germplasm line Citrullus spp.
W2001PI 482303 CA
W1832PI 189225 CA
W1849PI 482324 CA
W1254PI 244017 CA
W1446PI 244018 CA
W1813PI 482319 CA
W1482PI 482259 CA
Charleston Gray CL
Crimson Sweet CL

Significantly different metabolites in each of the Citrullus amarus PIs when compared with Citrullus lanatus Charleston Gray (CG), respectively Crimson Sweet (CSW)_

1832125418491813144614822001
Metabolites with higher concentrations in resistant linesa Crimson Sweet (CSW), Fold Change or Charleston Grey (CG), Fold Change
2-oxoglutarate + 4-aminobutyrateCSW 6.27
4-aminobutyrateCSW 5.42CSW 6.23 CG 1.66
AlanineCSW 3.14CSW 4.53 CG 4.56CSW 2.11CSW 4.02 CG 1.53CSW 4.43 CG 1.78
ArginineCSW 3.4 CG 2.50
AsparagineCSW 47.72 CG 21.47
BetaineCSW 5.87
CholineCSW 2.86 CG 1.76CSW 2.40 CG 1.50CSW 1.63CSW 2.32 CG 1.41
EthanolamineCSW 5.77 CG 1.86CSW 4.11CSW 3.77
FormateCSW 2.51 CG 3.07
FructoseCSW 2.83 CG 1.97CSW 2.38 CG 1.85CSW 2.36CSW 3.83 CG 2.33CSW 2.79 CG 1.71
GlucoseCSW 4.28CSW 2.19CSW 2.10CSW 1.87CSW 2.82 CG 1.37CSW 3.81 CG 1.26
GlutamateCG 2.29CSW 15.60CSW 26.02
GlutamineCSW 5.17 CG 3.09CSW 6.77 CG 5.40CSW 3.81 CG 2.32CSW 3.81 CG 2.22CSW 3.14 CG 2.18
IsoleucineCG 2.59CSW 7.18CSW 8.73 CG 2.55
LysineCG 14.09
MalateCSW 20.6 CG 1.75CSW 2.47CSW 3.58CSW 21.94 CG 1.97CSW 9.79 CG 1.61
Malonate + ethanolamineCSW 2.29
Multipleb CSW 2.27CSW 2.16CSW 2.37
RaffinoseCSW 2.60 CG 2.22
SuccinateCSW 1.94CSW 3.23 CG 2.04
Succinate/OxalacetateCSW 1.92CSW 1.89
SucroseCG 2.96CSW 4.04 CG 3.67
Sucrose/CholineCSW 2.95
Tartaric acidCSW 2.20
Trimethylamine functional groupCG 2.72CG 1.30 CSW 1.86CG 1.71
UNK at 1.22CSW 1.88
UNK at 6.41CG 5.07CSW 7.34 CG 7.49CSW 5.94 CG 6.12CSW 5.05 CG 4.92CSW 4.94 CG 5.05
UNK at 7.64CSW 4.28 CG 5.40CSW 7.08 CG 8.24CG 4.82CSW 4.20 CG 5.00CSW 4.32 CG 5.52
UNK at 7.68CG 3.61CSW 2.08 CG 3.49CSW 4.89 CG 4.12CSW 1.91CG 2.21CG 3.02
ValineCSW 9.94 CG 3.58CSW 9.47CSW 5.33 CG 3.07CSW 10.22 CG 2.59

Consensus of metabolites that have significantly higher concentrations in the Citrullus amarus PIs compared with the Citrullus lanatus cultivars_

CA PI versus cultivars
4-Aminobutyrate
Alanine
Arginine
Asparagine
Ethanolamine
Formate
Fructose
Glutamate
Glutamine
Isoleucine
Succinate/oxalacetate
Unk 6.14
Unk 7.64
Unk 7.68
Valine

Statistical analysis and significance levels of metabolic change in Citrullus amarus PIs as compared with Citrullus lanatus Crimson Sweet (CSW) and Charleston Gray (CG)_

Statistical Parameter1254 vs. CSW1446 vs. CSW1482 vs. CSW1813 vs. CSW1832 vs. CSW1849 vs. CSW2001 vs. CSW
D M 4.434.174.573.767.3514.942.43
F-true26.4823.4928.2419.0972.91301.507.95
F-critical4.964.964.964.964.964.964.96
Significance statusYesYesYesYesYesYesYes
Statistical Parameter1254 vs. CG1446 vs. CG1482 vs. CG1813 vs. CG1832 vs. CG1849 vs. CG2001 vs. CG
D M 6.193.414.125.517.144.905.27
F-true51.7415.7322.9341.0268.7632.3737.48
F-critical4.964.964.964.964.964.964.96
Significance statusYesYesYesYesYesYesYes
DOI: https://doi.org/10.21307/jofnem-2018-030 | Journal eISSN: 2640-396X | Journal ISSN: 0022-300X
Language: English
Page range: 303 - 316
Published on: Oct 17, 2018
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2018 Mihail Kantor, Amnon Levi, Judith Thies, Nihat Guner, Camelia Kantor, Stuart Parnham, Arezue Boroujerdi, published by Society of Nematologists, Inc.
This work is licensed under the Creative Commons Attribution 4.0 License.