MetaboLights MTBLS1 → GO function enrichment (via Rhea + rhea2go)
Input: MetaboLights MTBLS1, 64 metabolites (Salek et al.; urine NMR, T2D vs control)
Generated by go_enrichment.py — closure-aware
hypergeometric (Fisher) over-representation of GO terms reached from the
metabolite set through Rhea + rhea2go, with is_a/part_of closure from
go-basic.obo. All inputs fetched live; nothing hardcoded.
- Foreground: 64 study metabolites mapped into Rhea-participant space
(normalized for protonation + skeleton). - Background universe: 7174 Rhea participants reaching ≥1 GO term via rhea2go.
- Test: one-sided hypergeometric per GO term; Benjamini-Hochberg FDR.
Top enriched GO terms
| GO term | Aspect | k/n | K/N | Fold | FDR |
|---|---|---|---|---|---|
| GO:0016810 hydrolase activity, acting on carbon-nitrogen (but not peptide) bonds | MF | 38/64 | 513/7174 | 8.3× | 8.6e-25 |
| GO:0016811 hydrolase activity, acting on carbon-nitrogen (but not peptide) bonds, in linear amides | MF | 32/64 | 354/7174 | 10.1× | 8.7e-23 |
| GO:0008131 primary methylamine oxidase activity | MF | 22/64 | 119/7174 | 20.7× | 1.4e-21 |
| GO:0016641 oxidoreductase activity, acting on the CH-NH2 group of donors, oxygen as acceptor | MF | 23/64 | 141/7174 | 18.3× | 1.7e-21 |
| GO:0016874 ligase activity | MF | 32/64 | 456/7174 | 7.9× | 1.0e-19 |
| GO:0016638 oxidoreductase activity, acting on the CH-NH2 group of donors | MF | 23/64 | 183/7174 | 14.1× | 5.7e-19 |
| GO:0001716 L-amino-acid oxidase activity | MF | 14/64 | 52/7174 | 30.2× | 9.0e-16 |
| GO:0016787 hydrolase activity | MF | 48/64 | 1839/7174 | 2.9× | 1.8e-14 |
| GO:0047661 amino-acid racemase activity | MF | 13/64 | 57/7174 | 25.6× | 1.3e-13 |
| GO:0016855 racemase and epimerase activity, acting on amino acids and derivatives | MF | 13/64 | 69/7174 | 21.1× | 1.7e-12 |
| GO:0140385 amino acid transaminase activity | MF | 13/64 | 73/7174 | 20.0× | 3.4e-12 |
| GO:0015291 secondary active transmembrane transporter activity | MF | 12/64 | 57/7174 | 23.6× | 3.8e-12 |
| GO:0005310 dicarboxylic acid transmembrane transporter activity | MF | 8/64 | 14/7174 | 64.1× | 5.8e-12 |
| GO:0003884 D-amino-acid oxidase activity | MF | 11/64 | 48/7174 | 25.7× | 1.5e-11 |
| GO:0015297 antiporter activity | MF | 10/64 | 36/7174 | 31.1× | 2.2e-11 |
| GO:0050018 amino-acid dehydrogenase [NAD(P)+] activity | MF | 10/64 | 41/7174 | 27.3× | 8.9e-11 |
| GO:0047635 L-alanine:oxo-acid transaminase activity | MF | 10/64 | 42/7174 | 26.7× | 1.1e-10 |
| GO:0015556 C4-dicarboxylate transmembrane transporter activity | MF | 7/64 | 12/7174 | 65.4× | 1.4e-10 |
| GO:0046943 carboxylic acid transmembrane transporter activity | MF | 10/64 | 44/7174 | 25.5× | 1.6e-10 |
| GO:0016854 racemase and epimerase activity | MF | 15/64 | 165/7174 | 10.2× | 4.4e-10 |
| GO:0004084 branched-chain-amino-acid:2-oxoglutarate transaminase activity | MF | 6/64 | 8/7174 | 84.1× | 5.4e-10 |
| GO:0016639 oxidoreductase activity, acting on the CH-NH2 group of donors, NAD or NADP as acceptor | MF | 10/64 | 51/7174 | 22.0× | 6.9e-10 |
| GO:0160215 deacylase activity | MF | 17/64 | 260/7174 | 7.3× | 2.6e-09 |
| GO:0016790 thiolester hydrolase activity | MF | 15/64 | 196/7174 | 8.6× | 4.4e-09 |
| GO:0016769 transferase activity, transferring nitrogenous groups | MF | 14/64 | 164/7174 | 9.6× | 4.5e-09 |
| GO:0016903 oxidoreductase activity, acting on the aldehyde or oxo group of donors | MF | 19/64 | 356/7174 | 6.0× | 4.5e-09 |
| GO:0016620 oxidoreductase activity, acting on the aldehyde or oxo group of donors, NAD or NADP as acceptor | MF | 18/64 | 313/7174 | 6.4× | 4.5e-09 |
| GO:0016774 phosphotransferase activity, carboxyl group as acceptor | MF | 8/64 | 31/7174 | 28.9× | 6.3e-09 |
| GO:0016830 carbon-carbon lyase activity | MF | 20/64 | 415/7174 | 5.4× | 7.3e-09 |
| GO:0016823 hydrolase activity, acting on carbon-carbon bonds, in ketonic substances | MF | 9/64 | 48/7174 | 21.0× | 8.6e-09 |
Reading this
k/n = foreground metabolites annotated to the term / foreground size;
K/N = same in the background universe; Fold = (k/n)/(K/N). Terms reached
via rhea2go are GO molecular function; closure lifts them to more general
function terms. BP-level lift via the enzyme/gene layer (GOA / GO-CAM) is the
documented next step (see the project page).