From: Construction of the XGBoost model for early lung cancer prediction based on metabolic indices
 |  | Trainning set | Validation set | t/X2 | p |
---|---|---|---|---|---|
 | Cancer,n(%) |  |  | 0.512 | 0.474 |
Cancer | 1 | 339 (57.2%) | 139 (54.5%) | Â | Â |
Control | 0 | 254 (42.8%) | 116 (45.5%) | Â | Â |
 | Gen,n(%) |  |  | 0.000 | 0.995 |
Male | 1 | 258 (43.5%) | 111 (43.5%) | Â | Â |
Female | 2 | 335 (56.5%) | 144 (56.5%) | Â | Â |
 | Age | 59.67 ± 11.171 | 57.99 ± 12.062 | 1.896 | 0.059 |
 | Ala | 199.054 ± 56.12044 | 197.2165 ± 59.27866 | 0.421 | 0.674 |
 | Arg | 5.4492 ± 4.38343 | 5.5269 ± 4.46307 | -0.234 | 0.815 |
 | Asn | 69.0887 ± 17.82592 | 69.4194 ± 17.96983 | -0.246 | 0.806 |
 | Asp | 35.1613 ± 16.52604 | 35.4882 ± 16.83844 | -0.261 | 0.794 |
 | Cit | 24.6365 ± 7.34445 | 24.4859 ± 7.94816 | 0.267 | 0.789 |
 | Gln | 9.8903 ± 4.19254 | 9.863 ± 3.84004 | 0.092 | 0.927 |
 | Glu | 141.0167 ± 37.25826 | 137.7836 ± 34.30504 | 1.226 | 0.221 |
 | Gly | 179.5135 ± 42.16088 | 178.2929 ± 42.26813 | 0.386 | 0.7 |
 | His | 73.4783 ± 39.00866 | 72.5345 ± 37.57843 | 0.332 | 0.74 |
 | Leu | 104.9761 ± 26.48005 | 105.7343 ± 29.42508 | -0.354 | 0.723 |
 | Lys | 167.6568 ± 73.42178 | 167.287 ± 69.5349 | 0.07 | 0.944 |
 | Met | 15.0179 ± 5.0314 | 14.9744 ± 4.42083 | 0.126 | 0.9 |
 | Orn | 18.3114 ± 11.21142 | 18.7665 ± 11.85603 | -0.521 | 0.603 |
 | Phe | 41.8976 ± 10.51855 | 42.8135 ± 11.25443 | -1.108 | 0.268 |
 | Pro | 455.1023 ± 176.01961 | 450.3627 ± 192.78222 | 0.337 | 0.736 |
 | Ser | 50.8357 ± 12.45631 | 51.4933 ± 13.66541 | -0.66 | 0.51 |
 | Thr | 29.7092 ± 11.6085 | 28.9984 ± 11.08072 | 0.844 | 0.399 |
 | Trp | 45.7117 ± 11.12782 | 45.3099 ± 11.53162 | 0.47 | 0.638 |
 | Tyr | 53.8403 ± 15.331 | 54.2151 ± 14.92072 | -0.333 | 0.74 |
 | Val | 143.824 ± 31.4995 | 143.8147 ± 31.08277 | 0.004 | 0.997 |
 | C0 | 26.2352 ± 7.05355 | 26.7528 ± 8.16229 | -0.933 | 0.351 |
 | C2 | 13.9471 ± 4.25947 | 14.5375 ± 4.76873 | -1.784 | 0.075 |
 | C3 | 1.5983 ± 0.65777 | 1.6219 ± 0.70672 | -0.455 | 0.649 |
 | C4 | 0.189 ± 0.07882 | 0.1924 ± 0.09217 | -0.501 | 0.617 |
 | C4OH | 0.051 ± 0.03245 | 0.055 ± 0.03971 | -1.42 | 0.156 |
 | C4DC | 0.3444 ± 0.17949 | 0.3393 ± 0.1621 | 0.407 | 0.684 |
 | C5 | 0.1195 ± 0.06796 | 0.1178 ± 0.05114 | 0.394 | 0.694 |
 | C5OH | 0.1908 ± 0.0878 | 0.1818 ± 0.0815 | 1.447 | 0.148 |
 | C5DC | 0.0914 ± 0.05613 | 0.096 ± 0.07168 | -0.905 | 0.366 |
 | C51 | 0.0338 ± 0.02117 | 0.0354 ± 0.02647 | -0.882 | 0.378 |
 | C6 | 0.0818 ± 0.04389 | 0.0779 ± 0.03393 | 1.4 | 0.162 |
 | C6DC | 0.3588 ± 0.31717 | 0.3463 ± 0.33094 | 0.511 | 0.61 |
 | C8 | 0.1048 ± 0.10183 | 0.0996 ± 0.06134 | 0.916 | 0.36 |
 | C10 | 0.1071 ± 0.08288 | 0.102 ± 0.07157 | 0.899 | 0.369 |
 | C12 | 0.064 ± 0.03504 | 0.0626 ± 0.02942 | 0.617 | 0.538 |
 | C14 | 0.0623 ± 0.02436 | 0.0611 ± 0.02956 | 0.576 | 0.565 |
 | C14OH | 0.0275 ± 0.02267 | 0.0283 ± 0.01785 | -0.568 | 0.57 |
 | C14DC | 0.0299 ± 0.01999 | 0.0285 ± 0.01886 | 1.017 | 0.31 |
 | C141 | 0.0774 ± 0.03909 | 0.0714 ± 0.03836 | 2.074 | 0.039 |
 | C16 | 0.8732 ± 0.32386 | 0.8746 ± 0.32464 | -0.056 | 0.956 |
 | C16OH | 0.024 ± 0.02289 | 0.0242 ± 0.01988 | -0.153 | 0.878 |
 | C161OH | 0.0436 ± 0.01865 | 0.0434 ± 0.02107 | 0.107 | 0.915 |
 | C18 | 0.4969 ± 0.16667 | 0.497 ± 0.16228 | -0.007 | 0.995 |
 | C20 | 0.023 ± 0.01313 | 0.0223 ± 0.0146 | 0.6 | 0.549 |
 | C22 | 0.0528 ± 0.02774 | 0.0546 ± 0.03187 | -0.81 | 0.418 |
 | C24 | 0.0367 ± 0.01857 | 0.0382 ± 0.01974 | -1.022 | 0.307 |
 | C26 | 0.0309 ± 0.01692 | 0.03 ± 0.0141 | 0.745 | 0.456 |