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. 2026 Aug 4;17:1896630. doi: 10.3389/fmicb.2026.1896630

TABLE 5.

Combined analysis of transcriptome, proteome and metabolome.

Leaves Description of KEGG Transcriptome Proteomics Metabolomics Metabolite_ID
Ko-ID Test/Ref* P-value Test/Ref # P-value Diff_metabolites_
in_pathway
All_metabolites_
in_pathway
ko00500 Starch and sucrose metabolism 17/144 0.0023 5/15 0.0107 − − −
ko00520 Amino sugar and nucleotide sugar metabolism 14/155 0.046992 4/14 0.0389 − − −
ko00052 Galactose metabolism 10/63 0.0021 1 4 neg7248
ko00360 Phenylalanine metabolism 10/63 0.0021 1 2 neg2827
ko00061 Fatty acid biosynthesis 7/44 0.0097 1 1 neg3117
ko00073 Cutin, suberine and wax biosynthesis 4/27 0.0590 2 3 pos5859, pos8974
ko00350 Tyrosine metabolism 7/64 0.0618 2 6 pos4799, pos1734
ko00950 Isoquinoline alkaloid biosynthesis 5/35 0.0511 2 5 pos6241, neg6379
ko02010 ABC transporters 4/25 0.0463 2 17 pos4107; neg3760
Roots
ko00592 alpha-Linolenic acid metabolism 13/57 8.70E-10 4/13 0.0125 3 3 pos4424, neg8346, neg6553
ko00940 Phenylpropanoid biosynthesis 18/236 2.1192e-05 1 5 neg6209
ko00410 beta-Alanine metabolism 6/45 0.0008 1 2 neg3760
ko00460 Cyanoamino acid metabolism 7/61 0.0007 2 5 neg3760, pos975
ko00260 Glycine, serine and threonine metabolism 6/67 0.0064 2 5 pos7565, neg3760
ko00052 Galactose metabolism 5/63 0.0204 1 4 neg1004
ko00630 Glyoxylate and dicarboxylate metabolism 5/65 0.0230 3 9 Pos5702, neg3760, neg4075
ko00910 Nitrogen metabolism 3/31 0.0417 1 1 neg4075
ko00770 Pantothenate and CoA biosynthesis 3/37 0.0648 1 3 neg3760
ko00591 Linoleic acid metabolism 4/12 0.0001 3/6 0.0068 −
ko00900 Terpenoid backbone biosynthesis 5/62 0.0191 3/6 0.0068
ko00999 Biosynthesis of other secondary metabolites 2/5 0.0473 5 42 neg_7370; pos_2997; pos_7409; neg_3760; neg_5728

*The values indicate the ratio of differential genes to all background genes in each corresponding pathway (Test/Ref). #The values indicate the ratio of differential proteins to all background proteins in each corresponding pathway.