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. 2023 Jan 24;9(2):e13219. doi: 10.1016/j.heliyon.2023.e13219

Table 2.

Relative amounts of select metabolites in wild-type and cdc48-3 cells.

A ID
m/z MT/RT Relative Area
Comparative Analysis
Compound name KEGG ID wild type
cdc48-3
wild type
cdc48-3
cdc48-3 vs wild type
A1 A2 A3 B1 B2 B3 Mean S.D. Mean S.D. Ratio p-value||
A_0057 Glucose 6-phosphate C00668, C01172, C00092 259.023 9.90 6.4E-03 7.0E-03 6.4E-03 3.5E-02 3.7E-02 3.6E-02 6.6E-03 3.6E-04 3.6E-02 1.2E-03 5.4334 0.000244 ***
A_0058 Fructose 6-phosphate C05345, C00085 259.023 10.00 4.1E-03 3.9E-03 4.0E-03 N.D. N.D. N.D. 4.0E-03 1.2E-04 N.A. N.A. <1 N.A.
A_0071 Fructose 1,6-diphosphate C00354 338.990 14.62 1.7E-02 1.8E-02 1.8E-02 1.0E-01 1.1E-01 1.1E-01 1.8E-02 7.4E-04 1.1E-01 2.5E-03 6.0188 0.000081 ***
A_0031 Glyceraldehyde 3-phosphate C00118, C00661 168.991 11.66 N.D. N.D. N.D. 1.4E-03 1.2E-03 1.1E-03 N.A. N.A. 1.2E-03 1.7E-04 1< N.A.
A_0039 3-Phosphoglyceric acid C00197 184.986 19.64 4.3E-02 4.1E-02 4.6E-02 2.8E-02 2.3E-02 2.4E-02 4.4E-02 2.6E-03 2.5E-02 2.6E-03 0.5811 0.000966 ***
A_0040 2-Phosphoglyceric acid C00631 184.986 19.17 8.1E-03 7.3E-03 7.4E-03 4.7E-03 4.2E-03 4.1E-03 7.6E-03 4.3E-04 4.3E-03 3.3E-04 0.5699 0.000651 ***
A_0030 Phosphoenolpyruvic acid C00074 166.976 21.00 2.1E-02 2.3E-02 2.3E-02 1.3E-02 1.1E-02 1.2E-02 2.2E-02 1.1E-03 1.2E-02 1.0E-03 0.5243 0.000263 ***
A_0004 Pyruvic acid C00022 87.009 12.91 1.6E-02 1.7E-02 2.1E-02 1.5E-02 1.5E-02 1.6E-02 1.8E-02 2.6E-03 1.5E-02 5.7E-04 0.8487 0.209150
B ID
m/z MT/RT Relative Area
Comparative Analysis
Compound name KEGG ID wild type
cdc48-3
wild type
cdc48-3
cdc48-3 vs wild type
A1 A2 A3 B1 B2 B3 Mean S.D. Mean S.D. Ratio p-value||
A_0043 Isocitric acid C00311 191.019 28.49 3.0E-03 N.D. 3.6E-03 3.4E-03 4.4E-03 4.0E-03 3.3E-03 4.4E-04 3.9E-03 4.9E-04 1.1858 0.254070
A_0019 Malic acid C00149, C00497, C00711 133.015 21.20 1.5E-01 1.5E-01 1.5E-01 3.3E-01 3.2E-01 3.3E-01 1.5E-01 1.7E-03 3.3E-01 5.2E-03 2.1558 0.000079 ***
A_0016 Succinic acid C00042 117.020 20.78 1.4E-01 1.4E-01 1.5E-01 2.4E-01 2.2E-01 2.5E-01 1.4E-01 6.4E-03 2.4E-01 1.1E-02 1.6325 0.000693 ***
A_0092 ADP C00008 426.023 10.93 1.3E-01 1.3E-01 1.4E-01 1.1E-01 9.9E-02 1.0E-01 1.3E-01 6.3E-03 1.0E-01 4.4E-03 0.7704 0.003398 **
A_0105 ATP C00002 505.990 11.85 2.3E-01 2.3E-01 2.4E-01 3.4E-01 3.4E-01 3.6E-01 2.3E-01 7.2E-03 3.5E-01 7.0E-03 1.4983 0.000037 ***
A_0112 NAD+ C00003 662.104 6.65 2.5E-01 2.5E-01 2.5E-01 2.5E-01 2.3E-01 2.4E-01 2.5E-01 8.8E-04 2.4E-01 9.3E-03 0.9702 0.301370
A_0113 NADH C00004 664.120 8.25 9.5E-03 9.5E-03 1.0E-02 1.3E-02 1.4E-02 1.4E-02 9.8E-03 4.8E-04 1.4E-02 4.7E-04 1.3813 0.000641 ***
C ID
m/z MT/RT Relative Area
Comparative Analysis
Compound name KEGG ID wild type
cdc48-3
wild type
cdc48-3
cdc48-3 vs wild type
A1 A2 A3 B1 B2 B3 Mean S.D. Mean S.D. Ratio p-value||
C_0004 Ala C00041, C00133, C01401 90.055 8.83 3.1E+00 3.1E+00 3.2E+00 1.9E+00 2.1E+00 2.0E+00 3.1E+00 4.4E-02 2.0E+00 7.5E-02 0.6353 0.000110 ***
C_0040 Arg C00062, C00792 175.119 6.91 1.5E+00 1.6E+00 1.7E+00 1.5E+00 1.6E+00 1.6E+00 1.6E+00 1.1E-01 1.6E+00 4.6E-02 1.0109 0.814850
C_0025 Asn C00152, C01905, C16438 133.061 10.31 4.3E-01 4.5E-01 4.6E-01 3.1E-01 3.4E-01 3.1E-01 4.5E-01 1.2E-02 3.2E-01 1.8E-02 0.7119 0.000830 ***
C_0027 Asp C00049, C00402, C16433 134.045 11.41 2.5E+00 2.5E+00 2.5E+00 9.0E-01 9.4E-01 9.0E-01 2.5E+00 3.3E-02 9.1E-01 2.7E-02 0.3689 0.000001 ***
C_0019 Cys C00097, C00736, C00793 122.027 11.17 1.9E-03 1.5E-03 2.3E-03 1.1E-03 9.1E-04 9.9E-04 1.9E-03 4.0E-04 9.9E-04 8.2E-05 0.5184 0.051546
C_0033 Gln C00064, C00303, C00819 147.076 10.57 2.3E+00 2.4E+00 2.5E+00 3.5E+00 3.9E+00 3.6E+00 2.4E+00 9.0E-02 3.7E+00 1.8E-01 1.5538 0.001801 **
C_0035 Glu C00025, C00217, C00302 149.064 10.69 7.4E-01 7.5E-01 7.5E-01 6.5E-01 7.1E-01 6.5E-01 7.5E-01 8.7E-03 6.7E-01 3.6E-02 0.8943 0.055789
C_0001 Gly C00037 76.039 8.13 7.7E-01 7.7E-01 8.4E-01 7.1E-01 7.4E-01 7.2E-01 7.9E-01 3.9E-02 7.2E-01 1.1E-02 0.9132 0.082860
C_0038 His C00135, C00768, C06419 156.077 7.10 1.7E+00 1.8E+00 1.9E+00 1.1E+00 1.2E+00 1.1E+00 1.8E+00 1.2E-01 1.1E+00 3.7E-02 0.6397 0.006336 **
C_0023 Ile C00407, C06418, C16434 132.102 10.07 7.2E-01 7.6E-01 7.8E-01 5.1E-01 5.1E-01 5.1E-01 7.5E-01 2.9E-02 5.1E-01 3.1E-03 0.6764 0.004439 **
C_0024 Leu C00123, C01570, C16439 132.102 10.17 1.7E+00 1.6E+00 1.7E+00 8.2E-01 8.5E-01 8.3E-01 1.7E+00 4.9E-02 8.4E-01 1.7E-02 0.5052 0.000366 ***
C_0034 Lys C00047, C00739, C16440 148.116 6.62 6.2E-01 6.4E-01 6.7E-01 3.2E-01 3.3E-01 3.2E-01 6.4E-01 2.5E-02 3.3E-01 4.4E-03 0.5054 0.001625 **
C_0036 Met C00073, C00855, C01733 150.059 10.54 2.8E-01 2.8E-01 2.9E-01 1.4E-01 1.5E-01 1.4E-01 2.8E-01 4.0E-03 1.4E-01 2.5E-03 0.5086 0.000005 ***
C_0039 Phe C00079, C02057, C02265 166.086 10.94 7.3E-01 7.4E-01 7.6E-01 3.2E-01 3.5E-01 3.4E-01 7.4E-01 1.5E-02 3.4E-01 1.4E-02 0.4569 0.000005 ***
C_0013 Pro C00148, C00763, C16435 116.071 10.65 8.2E-01 8.5E-01 8.0E-01 7.7E-01 8.2E-01 7.7E-01 8.2E-01 2.8E-02 7.9E-01 2.8E-02 0.9566 0.192940
C_0009 Ser C00065, C00716, C00740 106.050 9.81 7.0E-01 7.2E-01 7.4E-01 7.2E-01 7.7E-01 7.1E-01 7.2E-01 1.9E-02 7.3E-01 3.3E-02 1.0177 0.601030
C_0017 Thr C00188, C00820 120.066 10.35 1.3E+00 1.3E+00 1.3E+00 9.9E-01 1.0E+00 9.8E-01 1.3E+00 4.9E-02 1.0E+00 3.1E-02 0.7765 0.002050 **
C_0044 Trp C00078, C00525, C00806 205.097 10.80 1.1E-02 1.0E-02 1.2E-02 8.4E-03 9.2E-03 8.8E-03 1.1E-02 7.2E-04 8.8E-03 3.6E-04 0.7815 0.014066 *
C_0042 Tyr C00082, C01536, C06420 182.082 11.22 8.6E-02 8.7E-02 9.4E-02 8.2E-02 8.8E-02 8.1E-02 8.9E-02 4.5E-03 8.4E-02 3.7E-03 0.9400 0.192220
C_0014 Val C00183, C06417, C16436 118.086 9.87 1.4E+00 1.5E+00 1.5E+00 1.0E+00 1.1E+00 1.0E+00 1.5E+00 4.2E-02 1.0E+00 2.6E-02 0.6949 0.000301 ***
D ID
m/z MT/RT Relative Area
Comparative Analysis
Compound name KEGG ID wild type
cdc48-3
wild type
cdc48-3
cdc48-3 vs wild type
A1 A2 A3 B1 B2 B3 Mean S.D. Mean S.D. Ratio p-value||
A_0107 GTP C00044 521.985 11.53 4.6E-02 4.6E-02 5.0E-02 7.4E-02 7.5E-02 7.8E-02 4.7E-02 2.4E-03 7.6E-02 2.0E-03 1.5999 0.000111 ***
A_0101 CTP C00063 481.980 12.42 1.7E-02 1.8E-02 1.7E-02 3.4E-02 3.3E-02 3.6E-02 1.7E-02 6.6E-04 3.4E-02 1.3E-03 1.9569 0.000303 ***
A_0104 dATP C00131 489.996 11.80 4.8E-03 4.7E-03 4.7E-03 9.9E-03 9.6E-03 1.0E-02 4.8E-03 6.3E-05 9.9E-03 3.9E-04 2.0859 0.001461 **
A_0100 dTTP C00459 480.984 12.17 6.0E-03 5.1E-03 5.6E-03 1.4E-02 1.4E-02 1.3E-02 5.5E-03 4.5E-04 1.4E-02 7.3E-04 2.4781 0.000264 ***
A_0106 dGTP C00286 505.991 11.54 1.6E-03 1.5E-03 1.7E-03 2.8E-03 2.8E-03 3.1E-03 1.6E-03 1.0E-04 2.9E-03 1.6E-04 1.8463 0.000698 ***
A_0099 dCTP C00458 465.984 12.50 2.6E-03 2.8E-03 2.7E-03 7.0E-03 7.2E-03 7.6E-03 2.7E-03 1.2E-04 7.3E-03 3.4E-04 2.6934 0.000653 ***

ID consists of analysis mode and number. ‘C’ and ‘A’ showed cation and anion modes, respectively.

N.D. (Not Detected): The target peak or metabolite was below detection limits.

N.A. (Not Available): The calculation was impossible because of insufficience of the data.

¶ The ratio is of computed by using averaged detection values. The latter was used as denominator.

|| The p-value is computed by Welch’s t-test. (*<0.05, **<0.01, ***<0.001).

Glu, Lys: Peak intensity is saturated. Relative area was computed by using 13C isotope ion peak.