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/SUMO2_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/SUMO2_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/SUMO2_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/SUMO2_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/SUMO2_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/SUMO2_pca_on_diff_genes.png) | ESCC: Esophageal squamous cell carcinoma |
HGIN: High-grade intraepithelial neoplasias |
LGIN: Low-grade intraepithelial neoplasias |
GC | ![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/GC/SUMO2_pca_on_diff_genes.png) | CAG: Chronic atrophic gastritis |
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia |
CSG: Chronic superficial gastritis |
GC: Gastric cancer |
SIM: Severe intestinal metaplasia |
WIM: Wild intestinal metaplasia |
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/SUMO2_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/SUMO2_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/SUMO2_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/SUMO2_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/SUMO2_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:004586214 | Breast | IDC | positive regulation of proteolysis | 66/1434 | 372/18723 | 9.76e-11 | 1.29e-08 | 66 |
GO:001049814 | Breast | IDC | proteasomal protein catabolic process | 75/1434 | 490/18723 | 5.59e-09 | 4.41e-07 | 75 |
GO:004217614 | Breast | IDC | regulation of protein catabolic process | 63/1434 | 391/18723 | 1.32e-08 | 9.61e-07 | 63 |
GO:190336214 | Breast | IDC | regulation of cellular protein catabolic process | 46/1434 | 255/18723 | 4.00e-08 | 2.68e-06 | 46 |
GO:190305014 | Breast | IDC | regulation of proteolysis involved in cellular protein catabolic process | 41/1434 | 221/18723 | 9.77e-08 | 5.84e-06 | 41 |
GO:006113614 | Breast | IDC | regulation of proteasomal protein catabolic process | 33/1434 | 187/18723 | 5.24e-06 | 1.75e-04 | 33 |
GO:190336414 | Breast | IDC | positive regulation of cellular protein catabolic process | 29/1434 | 155/18723 | 5.93e-06 | 1.90e-04 | 29 |
GO:200005814 | Breast | IDC | regulation of ubiquitin-dependent protein catabolic process | 30/1434 | 164/18723 | 6.62e-06 | 2.05e-04 | 30 |
GO:004316114 | Breast | IDC | proteasome-mediated ubiquitin-dependent protein catabolic process | 57/1434 | 412/18723 | 9.55e-06 | 2.68e-04 | 57 |
GO:004573214 | Breast | IDC | positive regulation of protein catabolic process | 37/1434 | 231/18723 | 1.46e-05 | 3.71e-04 | 37 |
GO:190305213 | Breast | IDC | positive regulation of proteolysis involved in cellular protein catabolic process | 25/1434 | 133/18723 | 2.34e-05 | 5.59e-04 | 25 |
GO:190180014 | Breast | IDC | positive regulation of proteasomal protein catabolic process | 22/1434 | 114/18723 | 4.68e-05 | 1.04e-03 | 22 |
GO:000989614 | Breast | IDC | positive regulation of catabolic process | 62/1434 | 492/18723 | 7.06e-05 | 1.42e-03 | 62 |
GO:003243414 | Breast | IDC | regulation of proteasomal ubiquitin-dependent protein catabolic process | 24/1434 | 134/18723 | 7.59e-05 | 1.50e-03 | 24 |
GO:00324368 | Breast | IDC | positive regulation of proteasomal ubiquitin-dependent protein catabolic process | 18/1434 | 90/18723 | 1.39e-04 | 2.48e-03 | 18 |
GO:20000609 | Breast | IDC | positive regulation of ubiquitin-dependent protein catabolic process | 20/1434 | 107/18723 | 1.61e-04 | 2.76e-03 | 20 |
GO:003133114 | Breast | IDC | positive regulation of cellular catabolic process | 54/1434 | 427/18723 | 1.85e-04 | 3.07e-03 | 54 |
GO:004586224 | Breast | DCIS | positive regulation of proteolysis | 65/1390 | 372/18723 | 7.13e-11 | 9.17e-09 | 65 |
GO:001049824 | Breast | DCIS | proteasomal protein catabolic process | 75/1390 | 490/18723 | 1.44e-09 | 1.40e-07 | 75 |
GO:004217624 | Breast | DCIS | regulation of protein catabolic process | 62/1390 | 391/18723 | 9.98e-09 | 7.53e-07 | 62 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa0541824 | Breast | IDC | Fluid shear stress and atherosclerosis | 34/867 | 139/8465 | 9.41e-07 | 1.61e-05 | 1.20e-05 | 34 |
hsa0541834 | Breast | IDC | Fluid shear stress and atherosclerosis | 34/867 | 139/8465 | 9.41e-07 | 1.61e-05 | 1.20e-05 | 34 |
hsa0541844 | Breast | DCIS | Fluid shear stress and atherosclerosis | 34/846 | 139/8465 | 5.31e-07 | 9.03e-06 | 6.65e-06 | 34 |
hsa0541854 | Breast | DCIS | Fluid shear stress and atherosclerosis | 34/846 | 139/8465 | 5.31e-07 | 9.03e-06 | 6.65e-06 | 34 |
hsa0541820 | Cervix | CC | Fluid shear stress and atherosclerosis | 50/1267 | 139/8465 | 5.71e-10 | 1.32e-08 | 7.81e-09 | 50 |
hsa05418110 | Cervix | CC | Fluid shear stress and atherosclerosis | 50/1267 | 139/8465 | 5.71e-10 | 1.32e-08 | 7.81e-09 | 50 |
hsa05418 | Colorectum | AD | Fluid shear stress and atherosclerosis | 54/2092 | 139/8465 | 1.41e-04 | 1.16e-03 | 7.37e-04 | 54 |
hsa054181 | Colorectum | AD | Fluid shear stress and atherosclerosis | 54/2092 | 139/8465 | 1.41e-04 | 1.16e-03 | 7.37e-04 | 54 |
hsa054182 | Colorectum | SER | Fluid shear stress and atherosclerosis | 40/1580 | 139/8465 | 2.28e-03 | 1.75e-02 | 1.27e-02 | 40 |
hsa054183 | Colorectum | SER | Fluid shear stress and atherosclerosis | 40/1580 | 139/8465 | 2.28e-03 | 1.75e-02 | 1.27e-02 | 40 |
hsa054184 | Colorectum | MSS | Fluid shear stress and atherosclerosis | 51/1875 | 139/8465 | 6.06e-05 | 5.80e-04 | 3.55e-04 | 51 |
hsa054185 | Colorectum | MSS | Fluid shear stress and atherosclerosis | 51/1875 | 139/8465 | 6.06e-05 | 5.80e-04 | 3.55e-04 | 51 |
hsa054186 | Colorectum | MSI-H | Fluid shear stress and atherosclerosis | 25/797 | 139/8465 | 1.11e-03 | 1.20e-02 | 1.01e-02 | 25 |
hsa054187 | Colorectum | MSI-H | Fluid shear stress and atherosclerosis | 25/797 | 139/8465 | 1.11e-03 | 1.20e-02 | 1.01e-02 | 25 |
hsa054188 | Colorectum | FAP | Fluid shear stress and atherosclerosis | 45/1404 | 139/8465 | 3.05e-06 | 4.63e-05 | 2.81e-05 | 45 |
hsa054189 | Colorectum | FAP | Fluid shear stress and atherosclerosis | 45/1404 | 139/8465 | 3.05e-06 | 4.63e-05 | 2.81e-05 | 45 |
hsa0541826 | Endometrium | AEH | Fluid shear stress and atherosclerosis | 43/1197 | 139/8465 | 2.47e-07 | 3.49e-06 | 2.55e-06 | 43 |
hsa05418112 | Endometrium | AEH | Fluid shear stress and atherosclerosis | 43/1197 | 139/8465 | 2.47e-07 | 3.49e-06 | 2.55e-06 | 43 |
hsa0541827 | Endometrium | EEC | Fluid shear stress and atherosclerosis | 45/1237 | 139/8465 | 7.76e-08 | 1.22e-06 | 9.07e-07 | 45 |
hsa0541836 | Endometrium | EEC | Fluid shear stress and atherosclerosis | 45/1237 | 139/8465 | 7.76e-08 | 1.22e-06 | 9.07e-07 | 45 |