Result Information
Result ID
56
Type
Ordination
Status
completed
Dataset ID
721
Created
2026-09-21 02:18:08.066263
Ordination Result – PCA
Method
PCA
Components
3
Rows ordinated
149
Feature columns
Protein_content_pct, Days_after_flowering, Orientin.1, benzyladenine-9-N-glucoside, (+)-7-epi-12-hydroxy-12-oxojasmonoyl-L-isoleucine.17, apigenin.2, Soyasaponin III.2, (-)-epicatechin, Myricetin.5, N 6-isopentenyladenosine 5ʹ-monophosphate, (+)-epigallocatechin, Myricetin.6, Quercetin.3, (+)-6a-Hydroxymaackiain, (+)-dihydrokaempferol, Myricetin.3, Dihydromyricetin, genistin, glutathione, melatonin, (indol-3-yl)pyruvate.3, Myricetin.2, kaempferol-3-O-β-D-glucopyranoside-7-O-α-L-rhamnopyranoside, Myricetin.8, myricetin, (+)-dihydromyricetin.3, myricetin 3-O-β-D-glucoside.4, Myricetin.4, Epoxyroussoedione, Orientin, myricetin 3-O-β-D-glucoside.2, (+)-7-epi-12-hydroxyjasmonoyl-L-isoleucine.20, (Z)-ω-(methylsulfanyl)nonyl-thiohydroximate, epoxypheophorbide a.3, (+)-7-epi-12-oxojasmonoyl-L-isoleucine.18, myricetin 3-O-β-D-glucoside.5, (2R,3S,4S)-leucodelphinidin, (+)-taxifolin, myricetin 3-O-β-D-glucoside.1, 4-hydroxybenzoate, neophaseate.2, N-hydroxyhexahomomethioniate, quercetin.5, Kaempferol.1, indole-3-carbaldehyde.2, 3-(3,4-dihydroxyphenyl)pyruvate, a jasmonoyl-L-isoleucine.10, trans-zeatin, a jasmonoyl-L-isoleucine.11, Esculetin, (+)-7-epi-12-hydroxyjasmonoyl-L-isoleucine.22, (-)-epicatechin.2, (2-oxindol-3-yl)acetyl-L-aspartate.8, (+)-7-epi-12-hydroxyjasmonoyl-L-isoleucine.17, (+)-7-epi-12-hydroxy-12-oxojasmonoyl-L-isoleucine.13, Zeatin riboside.1, (-)-epigallocatechin, betulinic aldehyde.7, indole.2, (+)-taxifolin.1, gibberellin A53, (2-oxindol-3-yl)acetyl-L-aspartate.2
Explained variance
AxisFractionCumulative
Axis 1 0.3832 0.3832
Axis 2 0.2030 0.5862
Axis 3 0.0991 0.6854
Ordination scatter
Figures
Ordination scores (axes 1–2) Download PNG
Ordination scores (axes 1–2)
Scree plot Download PNG
Scree plot
Top feature loadings Download PNG
Top feature loadings
Pathway Analysis (same dataset)

Method & Provenance

Method
Ordination — PCA
Method key
pca (result type: ordination, result #56)
Engine
Python · scikit-learn v1.8.0
Dataset(s)
#721 gallery — cat_g_metabolomics_subset.csv
Status
completed
Permanent link
https://cat-g-omxpert.wishartlab.com/results/by-token/5b04a18a889d41b2a78dc32205a6aefe Bookmark or share this URL — it does not depend on your session.
Created
2026-09-21 02:18:08.066263

Parameters used

ParameterValue
ordination_methodpca
methodpca
feature_colsProtein_content_pct, Days_after_flowering, Orientin.1, benzyladenine-9-N-glucoside, (+)-7-epi-12-hydroxy-12-oxojasmonoyl-L-isoleucine.17, apigenin.2, Soyasaponin III.2, (-)-epicatechin, Myricetin.5, N 6-isopentenyladenosine 5ʹ-monophosphate, (+)-epigallocatechin, Myricetin.6, Quercetin.3, (+)-6a-Hydroxymaackiain, (+)-dihydrokaempferol, Myricetin.3, Dihydromyricetin, genistin, glutathione, melatonin, (indol-3-yl)pyruvate.3, Myricetin.2, kaempferol-3-O-β-D-glucopyranoside-7-O-α-L-rhamnopyranoside, Myricetin.8, myricetin, (+)-dihydromyricetin.3, myricetin 3-O-β-D-glucoside.4, Myricetin.4, Epoxyroussoedione, Orientin, myricetin 3-O-β-D-glucoside.2, (+)-7-epi-12-hydroxyjasmonoyl-L-isoleucine.20, (Z)-ω-(methylsulfanyl)nonyl-thiohydroximate, epoxypheophorbide a.3, (+)-7-epi-12-oxojasmonoyl-L-isoleucine.18, myricetin 3-O-β-D-glucoside.5, (2R,3S,4S)-leucodelphinidin, (+)-taxifolin, myricetin 3-O-β-D-glucoside.1, 4-hydroxybenzoate, neophaseate.2, N-hydroxyhexahomomethioniate, quercetin.5, Kaempferol.1, indole-3-carbaldehyde.2, 3-(3,4-dihydroxyphenyl)pyruvate, a jasmonoyl-L-isoleucine.10, trans-zeatin, a jasmonoyl-L-isoleucine.11, Esculetin, (+)-7-epi-12-hydroxyjasmonoyl-L-isoleucine.22, (-)-epicatechin.2, (2-oxindol-3-yl)acetyl-L-aspartate.8, (+)-7-epi-12-hydroxyjasmonoyl-L-isoleucine.17, (+)-7-epi-12-hydroxy-12-oxojasmonoyl-L-isoleucine.13, Zeatin riboside.1, (-)-epigallocatechin, betulinic aldehyde.7, indole.2, (+)-taxifolin.1, gibberellin A53, (2-oxindol-3-yl)acetyl-L-aspartate.2
n_components3
color_colDevelopment_stage

Execution trace

Reconstructed from the parameters stored with this result — represents the Python/R calls the analysis service made.

from sklearn.decomposition import PCA
from sklearn.preprocessing import StandardScaler
X_scaled = StandardScaler().fit_transform(X)
coords = PCA(n_components=3).fit_transform(X_scaled)