Tissue | Expression Dynamics | Abbreviation |
Breast | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Breast/PGAM1_pca_on_diff_genes.png) | IDC: Invasive ductal carcinoma |
DCIS: Ductal carcinoma in situ |
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers |
Cervix | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Cervix/PGAM1_pca_on_diff_genes.png) | CC: Cervix cancer |
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions |
N_HPV: HPV-infected normal cervix |
Colorectum (GSE201348) | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Colorectum/Becker/PGAM1_pca_on_diff_genes.png) | FAP: Familial adenomatous polyposis |
CRC: Colorectal cancer |
Colorectum (HTA11) | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Colorectum/Chen/PGAM1_pca_on_diff_genes.png) | AD: Adenomas |
SER: Sessile serrated lesions |
MSI-H: Microsatellite-high colorectal cancer |
MSS: Microsatellite stable colorectal cancer |
Endometrium | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Endometrium/PGAM1_pca_on_diff_genes.png) | AEH: Atypical endometrial hyperplasia |
EEC: Endometrioid Cancer |
Esophagus | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Esophagus/PGAM1_pca_on_diff_genes.png) | ESCC: Esophageal squamous cell carcinoma |
HGIN: High-grade intraepithelial neoplasias |
LGIN: Low-grade intraepithelial neoplasias |
Liver | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Liver/PGAM1_pca_on_diff_genes.png) | HCC: Hepatocellular carcinoma |
NAFLD: Non-alcoholic fatty liver disease |
Oral Cavity | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/OralCavity/PGAM1_pca_on_diff_genes.png) | EOLP: Erosive Oral lichen planus |
LP: leukoplakia |
NEOLP: Non-erosive oral lichen planus |
OSCC: Oral squamous cell carcinoma |
Prostate | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Prostate/PGAM1_pca_on_diff_genes.png) | BPH: Benign Prostatic Hyperplasia |
Skin | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Skin/PGAM1_pca_on_diff_genes.png) | AK: Actinic keratosis |
cSCC: Cutaneous squamous cell carcinoma |
SCCIS:squamous cell carcinoma in situ |
Thyroid | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Thyroid/PGAM1_pca_on_diff_genes.png) | ATC: Anaplastic thyroid cancer |
HT: Hashimoto's thyroiditis |
PTC: Papillary thyroid cancer |
GO ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | Count |
GO:00460349 | Breast | Precancer | ATP metabolic process | 82/1080 | 277/18723 | 1.94e-36 | 5.19e-33 | 82 |
GO:00060918 | Breast | Precancer | generation of precursor metabolites and energy | 94/1080 | 490/18723 | 1.54e-25 | 1.64e-22 | 94 |
GO:00196938 | Breast | Precancer | ribose phosphate metabolic process | 49/1080 | 396/18723 | 3.81e-07 | 1.78e-05 | 49 |
GO:00091509 | Breast | Precancer | purine ribonucleotide metabolic process | 46/1080 | 368/18723 | 6.47e-07 | 2.71e-05 | 46 |
GO:00091179 | Breast | Precancer | nucleotide metabolic process | 56/1080 | 489/18723 | 7.40e-07 | 3.00e-05 | 56 |
GO:00092598 | Breast | Precancer | ribonucleotide metabolic process | 47/1080 | 385/18723 | 9.69e-07 | 3.84e-05 | 47 |
GO:00469398 | Breast | Precancer | nucleotide phosphorylation | 20/1080 | 101/18723 | 1.07e-06 | 4.18e-05 | 20 |
GO:00067539 | Breast | Precancer | nucleoside phosphate metabolic process | 56/1080 | 497/18723 | 1.24e-06 | 4.70e-05 | 56 |
GO:00061639 | Breast | Precancer | purine nucleotide metabolic process | 47/1080 | 396/18723 | 2.14e-06 | 7.50e-05 | 47 |
GO:00091858 | Breast | Precancer | ribonucleoside diphosphate metabolic process | 20/1080 | 106/18723 | 2.37e-06 | 8.17e-05 | 20 |
GO:00060968 | Breast | Precancer | glycolytic process | 17/1080 | 81/18723 | 2.94e-06 | 9.73e-05 | 17 |
GO:00061658 | Breast | Precancer | nucleoside diphosphate phosphorylation | 19/1080 | 99/18723 | 3.23e-06 | 1.05e-04 | 19 |
GO:00067578 | Breast | Precancer | ATP generation from ADP | 17/1080 | 82/18723 | 3.52e-06 | 1.13e-04 | 17 |
GO:00434677 | Breast | Precancer | regulation of generation of precursor metabolites and energy | 22/1080 | 130/18723 | 4.95e-06 | 1.51e-04 | 22 |
GO:00091328 | Breast | Precancer | nucleoside diphosphate metabolic process | 21/1080 | 124/18723 | 7.98e-06 | 2.17e-04 | 21 |
GO:00725219 | Breast | Precancer | purine-containing compound metabolic process | 47/1080 | 416/18723 | 8.19e-06 | 2.20e-04 | 47 |
GO:00460318 | Breast | Precancer | ADP metabolic process | 17/1080 | 90/18723 | 1.31e-05 | 3.30e-04 | 17 |
GO:00091359 | Breast | Precancer | purine nucleoside diphosphate metabolic process | 18/1080 | 103/18723 | 2.24e-05 | 5.20e-04 | 18 |
GO:00091799 | Breast | Precancer | purine ribonucleoside diphosphate metabolic process | 18/1080 | 103/18723 | 2.24e-05 | 5.20e-04 | 18 |
GO:00060908 | Breast | Precancer | pyruvate metabolic process | 18/1080 | 106/18723 | 3.35e-05 | 7.29e-04 | 18 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa052302 | Colorectum | SER | Central carbon metabolism in cancer | 25/1580 | 70/8465 | 5.43e-04 | 4.51e-03 | 3.27e-03 | 25 |
hsa000102 | Colorectum | SER | Glycolysis / Gluconeogenesis | 24/1580 | 67/8465 | 6.62e-04 | 5.36e-03 | 3.89e-03 | 24 |
hsa012302 | Colorectum | SER | Biosynthesis of amino acids | 23/1580 | 75/8465 | 8.11e-03 | 4.14e-02 | 3.01e-02 | 23 |
hsa049223 | Colorectum | SER | Glucagon signaling pathway | 38/1580 | 107/8465 | 2.57e-05 | 3.28e-04 | 2.38e-04 | 38 |
hsa012003 | Colorectum | SER | Carbon metabolism | 40/1580 | 115/8465 | 2.77e-05 | 3.41e-04 | 2.47e-04 | 40 |
hsa052303 | Colorectum | SER | Central carbon metabolism in cancer | 25/1580 | 70/8465 | 5.43e-04 | 4.51e-03 | 3.27e-03 | 25 |
hsa000103 | Colorectum | SER | Glycolysis / Gluconeogenesis | 24/1580 | 67/8465 | 6.62e-04 | 5.36e-03 | 3.89e-03 | 24 |
hsa012303 | Colorectum | SER | Biosynthesis of amino acids | 23/1580 | 75/8465 | 8.11e-03 | 4.14e-02 | 3.01e-02 | 23 |
hsa012004 | Colorectum | MSS | Carbon metabolism | 43/1875 | 115/8465 | 1.37e-04 | 1.17e-03 | 7.19e-04 | 43 |
hsa000104 | Colorectum | MSS | Glycolysis / Gluconeogenesis | 28/1875 | 67/8465 | 2.36e-04 | 1.81e-03 | 1.11e-03 | 28 |
hsa049224 | Colorectum | MSS | Glucagon signaling pathway | 39/1875 | 107/8465 | 5.00e-04 | 3.45e-03 | 2.11e-03 | 39 |
hsa052304 | Colorectum | MSS | Central carbon metabolism in cancer | 25/1875 | 70/8465 | 6.50e-03 | 2.64e-02 | 1.62e-02 | 25 |
hsa012005 | Colorectum | MSS | Carbon metabolism | 43/1875 | 115/8465 | 1.37e-04 | 1.17e-03 | 7.19e-04 | 43 |
hsa000105 | Colorectum | MSS | Glycolysis / Gluconeogenesis | 28/1875 | 67/8465 | 2.36e-04 | 1.81e-03 | 1.11e-03 | 28 |
hsa049225 | Colorectum | MSS | Glucagon signaling pathway | 39/1875 | 107/8465 | 5.00e-04 | 3.45e-03 | 2.11e-03 | 39 |
hsa052305 | Colorectum | MSS | Central carbon metabolism in cancer | 25/1875 | 70/8465 | 6.50e-03 | 2.64e-02 | 1.62e-02 | 25 |
hsa012006 | Colorectum | FAP | Carbon metabolism | 38/1404 | 115/8465 | 1.04e-05 | 1.44e-04 | 8.76e-05 | 38 |
hsa000106 | Colorectum | FAP | Glycolysis / Gluconeogenesis | 24/1404 | 67/8465 | 1.05e-04 | 9.46e-04 | 5.76e-04 | 24 |
hsa049226 | Colorectum | FAP | Glucagon signaling pathway | 32/1404 | 107/8465 | 4.08e-04 | 3.10e-03 | 1.89e-03 | 32 |
hsa052306 | Colorectum | FAP | Central carbon metabolism in cancer | 23/1404 | 70/8465 | 6.12e-04 | 4.26e-03 | 2.59e-03 | 23 |