关键通路与核心分子
方法:综合联合富集、GSEA、通路耦合和已知配对,给全部通路打分。
结果:排名第一的是 Flavonoid biosynthesis。共选出 14 条关键通路,每条都有样本热图和相关热图。

| rank | pid | name | n_co_enriched | n_joint_sig | n_gsea_both | coupling_r | coupling_within | known_pairs | score |
|---|---|---|---|---|---|---|---|---|---|
| 1 | 00941 | Flavonoid biosynthesis | 6 | 15 | 1 | 0.4621 | 0.06848 | 78 | 0.9766 |
| 2 | 00400 | Phenylalanine, tyrosine and tryptophan biosynthesis | 1 | 1 | 0 | -0.1322 | -0.323 | 71 | 0.7993 |
| 3 | 00940 | Phenylpropanoid biosynthesis | 0 | 4 | 0 | -0.2966 | -0.172 | 328 | 0.7697 |
| 4 | 00600 | Sphingolipid metabolism | 0 | 1 | 0 | -0.3862 | -0.4454 | 88 | 0.7566 |
| 5 | 00350 | Tyrosine metabolism | 0 | 2 | 0 | -0.258 | -0.1927 | 61 | 0.7317 |
| 6 | 00360 | Phenylalanine metabolism | 0 | 2 | 0 | -0.1968 | -0.2406 | 95 | 0.7262 |
| 7 | 00480 | Glutathione metabolism | 0 | 1 | 0 | 0.26 | 0.335 | 36 | 0.7179 |
| 8 | 00950 | Isoquinoline alkaloid biosynthesis | 0 | 3 | 0 | 0.174 | -0.2479 | 38 | 0.7055 |
| 9 | 00520 | Amino sugar and nucleotide sugar metabolism | 0 | 1 | 0 | -0.07191 | -0.05861 | 173 | 0.7041 |
| 11 | 00053 | Ascorbate and aldarate metabolism | 0 | 7 | 0 | 0.04773 | -0.04914 | 69 | 0.6986 |
| 13 | 00130 | Ubiquinone and other terpenoid-quinone biosynthesis | 0 | 10 | 0 | 0.1853 | -0.07699 | 15 | 0.6855 |
| 14 | 00380 | Tryptophan metabolism | 0 | 1 | 0 | 0.1434 | -0.3383 | 22 | 0.6745 |
| 16 | 00960 | Tropane, piperidine and pyridine alkaloid biosynthesis | 0 | 3 | 0 | 0.0324 | -0.0102 | 28 | 0.6662 |
| 40 | 00541 | Biosynthesis of various nucleotide sugars | 0 | 1 | 0 | 30 | 0.5986 |
| pid | omics | id | name | ko | tf | n_de | t1 | module | kME | hub | o2 | known | core |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 00130 | met | NEG_q48 | 4-Hydroxybenzoic Acid | 17 | 0 | brown | 0.9315 | 是 | 0.05676 | 是 | 0.9333 | ||
| 00940 | gene | Ac_DH066619_chr1_02645 | K09753 | 27 | 0 | blue | 0.9603 | 是 | 0.02235 | 是 | 0.8965 | ||
| 00520 | gene | Ac_DH066619_chr7_01664 | K00844 | 25 | 0 | blue | 0.9321 | 是 | 0.02151 | 是 | 0.896 | ||
| 00053 | gene | Ac_DH066619_chr2_02309 | K00128 | 27 | 0 | yellow | 0.906 | 是 | 0.02173 | 是 | 0.896 | ||
| 00940 | gene | Ac_DH066619_chr7_00626 | K09753 | 28 | 0 | yellow | 0.9019 | 是 | 0.0209 | 是 | 0.8947 | ||
| 00053 | gene | Ac_DH066619_chr5_03081 | K00128 | 25 | 0 | yellow | 0.9539 | 是 | 0.02304 | 是 | 0.8947 | ||
| 00053 | gene | Ac_DH066619_chr3_04355 | K00469 | 25 | 0 | yellow | 0.9728 | 是 | 0.02287 | 是 | 0.892 | ||
| 00940 | gene | Ac_DH066619_chr6_00708 | K00430 | 25 | 0 | yellow | 0.9196 | 是 | 0.02147 | 是 | 0.8901 | ||
| 00520 | gene | Ac_DH066619_chr3_03237 | K01209 | 22 | 0 | brown | 0.9278 | 是 | 0.008836 | 是 | 0.875 | ||
| 00350 | gene | Ac_DH066619_chr5_02834 | K01593 | 24 | 0 | red | 0.9348 | 是 | 0.007007 | 是 | 0.8708 | ||
| 00360 | gene | Ac_DH066619_chr5_02834 | K01593 | 24 | 0 | red | 0.9348 | 是 | 0.007007 | 是 | 0.8673 | ||
| 00950 | gene | Ac_DH066619_chr5_02834 | K01593 | 24 | 0 | red | 0.9348 | 是 | 0.007007 | 是 | 0.8605 | ||
| 00480 | gene | Ac_DH066619_chr2_01020 | K00434 | 20 | 0 | magenta | 0.9036 | 是 | 0.013 | 是 | 0.8504 | ||
| 00380 | gene | Ac_DH066619_chr5_02834 | K01593 | 24 | 0 | red | 0.9348 | 是 | 0.007007 | 是 | 0.8486 | ||
| 00053 | gene | Ac_DH066619_chr2_01020 | K00434 | 20 | 0 | magenta | 0.9036 | 是 | 0.013 | 是 | 0.848 | ||
| 00350 | gene | Ac_DH066619_chr5_02835 | K01593 | 22 | 0 | purple | 0.91 | 是 | 0.00094 | 是 | 0.84 | ||
| 00940 | gene | Ac_DH066619_chr5_02960 | K09753 | 10 | 0 | yellow | 0.9227 | 是 | 0.02192 | 是 | 0.8386 | ||
| 00940 | gene | Ac_DH066619_chr2_04751 | K00430 | 16 | 0 | red | 0.9186 | 是 | 0.01116 | 是 | 0.8339 | ||
| 00360 | gene | Ac_DH066619_chr5_02835 | K01593 | 22 | 0 | purple | 0.91 | 是 | 0.00094 | 是 | 0.8308 | ||
| 00940 | gene | Ac_DH066619_chr2_04752 | K00430 | 14 | 0 | red | 0.9357 | 是 | 0.0109 | 是 | 0.8246 | ||
| 00400 | gene | Ac_DH066619_chr7_01586 | K15227 | 14 | 0 | red | 0.9003 | 是 | 0.004121 | 是 | 0.822 | ||
| 00380 | gene | Ac_DH066619_chr5_02835 | K01593 | 22 | 0 | purple | 0.91 | 是 | 0.00094 | 是 | 0.8139 | ||
| 00360 | met | POS_q32 | 2-Phenylethylamine | 7 | 0 | red | 0.9048 | 是 | 0.02376 | 是 | 0.8111 | ||
| 00950 | gene | Ac_DH066619_chr5_02835 | K01593 | 22 | 0 | purple | 0.91 | 是 | 0.00094 | 是 | 0.8079 | ||
| 00940 | gene | Ac_DH066619_chr3_04146 | K00430 | 7 | 0 | red | 0.9078 | 是 | 0.01195 | 是 | 0.7982 | ||
| 00480 | met | NEG_q211 | L-Glutamic Acid | 0 | 0 | green | 0.9219 | 是 | 0.009615 | 是 | 0.7667 | ||
| 00130 | met | NEG_q219 | L-Tyrosine | 0 | 0 | yellow | 0.9319 | 是 | 0.009686 | 是 | 0.7667 | ||
| 00520 | gene | Ac_DH066619_chr6_01623 | K01183 | 14 | 0 | blue | 0.9275 | 是 | 0 | 是 | 0.7466 | ||
| 00940 | gene | Ac_DH066619_chr4_04502 | K01904 | 20 | 0 | blue | 0.943 | 是 | 0 | 是 | 0.7421 | ||
| 00480 | met | NEG_q207 | L-Ascorbic Acid | 6 | 0 | brown | 0.6235 | 否 | 0.04399 | 是 | 0.7333 | ||
| 00600 | met | POS_q160 | D-Erythro-Dihydrosphingosine | 8 | 0 | blue | 0.7508 | 否 | 0.02912 | 是 | 0.7167 | ||
| 00400 | met | POS_q95 | Anthranilic Acid | 17 | 0 | turquoise | 0.8363 | 否 | 0.05347 | 是 | 0.7125 | ||
| 00400 | met | POS_t272 | L-PHENYLALANINE | 0 | 0 | yellow | 0.9238 | 是 | 0.014 | 是 | 0.7125 | ||
| 00053 | met | NEG_q128 | D-Glucuronic Acid Lactone | 12 | 0 | brown | 0.7806 | 否 | 0.05135 | 是 | 0.7091 | ||
| 00520 | met | NEG_t25 | 1-Phospho-alpha-D-galacturonate | 8 | 0 | brown | 0.5808 | 否 | 0.04076 | 是 | 0.7077 | ||
| 00541 | gene | Ac_DH066619_chr7_01320 | K00963 | 30 | 0 | yellow | 0.8902 | 否 | 0.02166 | 是 | 0.7023 | ||
| 00520 | gene | Ac_DH066619_chr7_01320 | K00963 | 30 | 0 | yellow | 0.8902 | 否 | 0.02166 | 是 | 0.6994 | ||
| 00520 | gene | Ac_DH066619_chr3_02383 | K13648 | 25 | 0 | blue | 0.9518 | 是 | 0.02206 | 否 | 0.6983 | ||
| 00480 | gene | Ac_DH066619_chr2_06155 | K00036 | 29 | 0 | blue | 0.9092 | 是 | 0.02244 | 否 | 0.6973 | ||
| 00350 | gene | Ac_DH066619_chr6_00332 | K00276 | 23 | 0 | blue | 0.8308 | 否 | 0.01921 | 是 | 0.6954 | ||
| 00360 | gene | Ac_DH066619_chr6_00332 | K00276 | 23 | 0 | blue | 0.8308 | 否 | 0.01921 | 是 | 0.6942 | ||
| 00380 | gene | Ac_DH066619_chr2_02309 | K00128 | 27 | 0 | yellow | 0.906 | 是 | 0.02173 | 否 | 0.6931 | ||
| 00350 | gene | Ac_DH066619_chr1_00689 | K01593 | 29 | 0 | yellow | 0.5584 | 否 | 0.01513 | 是 | 0.6923 | ||
| 00940 | gene | Ac_DH066619_chr3_02670 | K01904 | 27 | 0 | blue | 0.8746 | 否 | 0.0204 | 是 | 0.6918 | ||
| 00360 | gene | Ac_DH066619_chr1_00689 | K01593 | 29 | 0 | yellow | 0.5584 | 否 | 0.01513 | 是 | 0.6904 | ||
| 00380 | gene | Ac_DH066619_chr5_03081 | K00128 | 25 | 0 | yellow | 0.9539 | 是 | 0.02304 | 否 | 0.6903 | ||
| 00130 | gene | Ac_DH066619_chr3_05149 | K09833 | 25 | 0 | yellow | 0.987 | 是 | 0.0229 | 否 | 0.6894 | ||
| 00480 | gene | Ac_DH066619_chr3_04433 | K00799 | 25 | 0 | yellow | 0.9806 | 是 | 0.02295 | 否 | 0.6894 | ||
| 00600 | gene | Ac_DH066619_chr1_04516 | K04713 | 21 | 0 | yellow | 0.7368 | 否 | 0.01689 | 是 | 0.6887 | ||
| 00960 | gene | Ac_DH066619_chr8_02945 | K08081 | 25 | 0 | blue | 0.9621 | 是 | 0.02294 | 否 | 0.6886 | ||
| 00960 | gene | Ac_DH066619_chr8_00409 | K08081 | 29 | 0 | yellow | 0.9531 | 是 | 0.0221 | 否 | 0.6886 | ||
| 00380 | gene | Ac_DH066619_chr7_03249 | K23947 | 26 | 0 | yellow | 0.9022 | 是 | 0.02049 | 否 | 0.6875 | ||
| 00950 | gene | Ac_DH066619_chr1_00689 | K01593 | 29 | 0 | yellow | 0.5584 | 否 | 0.01513 | 是 | 0.6868 | ||
| 00053 | gene | Ac_DH066619_chr4_01386 | K00434 | 25 | 0 | yellow | 0.7382 | 否 | 0.01772 | 是 | 0.6867 | ||
| 00130 | gene | Ac_DH066619_chr7_03083 | K06127 | 25 | 0 | blue | 0.9648 | 是 | 0.02259 | 否 | 0.6864 | ||
| 00600 | gene | Ac_DH066619_chr4_01200 | K04713 | 19 | 0 | blue | 0.8293 | 否 | 0.02063 | 是 | 0.6859 | ||
| 00480 | gene | Ac_DH066619_chr8_00678 | K00036 | 25 | 0 | yellow | 0.9271 | 是 | 0.02205 | 否 | 0.6858 | ||
| 00940 | gene | Ac_DH066619_chr4_02450 | K01904 | 25 | 0 | yellow | 0.8626 | 否 | 0.01953 | 是 | 0.6854 | ||
| 00350 | gene | Ac_DH066619_chr5_02837 | K01593 | 20 | 0 | black | 0.6035 | 否 | 0.01663 | 是 | 0.6846 | ||
| 00960 | gene | Ac_DH066619_chr7_00383 | K08081 | 25 | 0 | blue | 0.95 | 是 | 0.02269 | 否 | 0.6841 |