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/STUB1_pca_on_diff_genes.png) | IDC: Invasive ductal carcinoma |
DCIS: Ductal carcinoma in situ |
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers |
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/STUB1_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/STUB1_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/STUB1_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/STUB1_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/STUB1_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/STUB1_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/STUB1_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:004339312 | Liver | Cirrhotic | regulation of protein binding | 83/4634 | 196/18723 | 4.44e-08 | 1.42e-06 | 83 |
GO:200006012 | Liver | Cirrhotic | positive regulation of ubiquitin-dependent protein catabolic process | 52/4634 | 107/18723 | 7.75e-08 | 2.30e-06 | 52 |
GO:00313347 | Liver | Cirrhotic | positive regulation of protein-containing complex assembly | 95/4634 | 237/18723 | 1.21e-07 | 3.39e-06 | 95 |
GO:19018005 | Liver | Cirrhotic | positive regulation of proteasomal protein catabolic process | 54/4634 | 114/18723 | 1.30e-07 | 3.57e-06 | 54 |
GO:00704827 | Liver | Cirrhotic | response to oxygen levels | 125/4634 | 347/18723 | 1.55e-06 | 3.02e-05 | 125 |
GO:00324366 | Liver | Cirrhotic | positive regulation of proteasomal ubiquitin-dependent protein catabolic process | 43/4634 | 90/18723 | 1.80e-06 | 3.40e-05 | 43 |
GO:00346057 | Liver | Cirrhotic | cellular response to heat | 35/4634 | 69/18723 | 2.90e-06 | 5.16e-05 | 35 |
GO:001921611 | Liver | Cirrhotic | regulation of lipid metabolic process | 119/4634 | 331/18723 | 3.05e-06 | 5.39e-05 | 119 |
GO:007155911 | Liver | Cirrhotic | response to transforming growth factor beta | 96/4634 | 256/18723 | 3.55e-06 | 6.09e-05 | 96 |
GO:00094087 | Liver | Cirrhotic | response to heat | 49/4634 | 110/18723 | 4.47e-06 | 7.42e-05 | 49 |
GO:000020911 | Liver | Cirrhotic | protein polyubiquitination | 89/4634 | 236/18723 | 6.09e-06 | 9.80e-05 | 89 |
GO:007156011 | Liver | Cirrhotic | cellular response to transforming growth factor beta stimulus | 93/4634 | 250/18723 | 7.34e-06 | 1.13e-04 | 93 |
GO:00511316 | Liver | Cirrhotic | chaperone-mediated protein complex assembly | 16/4634 | 23/18723 | 7.54e-06 | 1.15e-04 | 16 |
GO:00362937 | Liver | Cirrhotic | response to decreased oxygen levels | 113/4634 | 322/18723 | 1.87e-05 | 2.52e-04 | 113 |
GO:00192181 | Liver | Cirrhotic | regulation of steroid metabolic process | 44/4634 | 100/18723 | 1.97e-05 | 2.62e-04 | 44 |
GO:00016667 | Liver | Cirrhotic | response to hypoxia | 108/4634 | 307/18723 | 2.51e-05 | 3.26e-04 | 108 |
GO:00511006 | Liver | Cirrhotic | negative regulation of binding | 63/4634 | 162/18723 | 4.54e-05 | 5.31e-04 | 63 |
GO:00714536 | Liver | Cirrhotic | cellular response to oxygen levels | 67/4634 | 177/18723 | 7.10e-05 | 7.98e-04 | 67 |
GO:00320914 | Liver | Cirrhotic | negative regulation of protein binding | 40/4634 | 94/18723 | 1.14e-04 | 1.14e-03 | 40 |
GO:000651511 | Liver | Cirrhotic | protein quality control for misfolded or incompletely synthesized proteins | 16/4634 | 28/18723 | 2.53e-04 | 2.27e-03 | 16 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa0414118 | Breast | Precancer | Protein processing in endoplasmic reticulum | 33/684 | 174/8465 | 2.78e-06 | 3.83e-05 | 2.94e-05 | 33 |
hsa0414119 | Breast | Precancer | Protein processing in endoplasmic reticulum | 33/684 | 174/8465 | 2.78e-06 | 3.83e-05 | 2.94e-05 | 33 |
hsa0414124 | Breast | IDC | Protein processing in endoplasmic reticulum | 36/867 | 174/8465 | 2.73e-05 | 2.86e-04 | 2.14e-04 | 36 |
hsa0414134 | Breast | IDC | Protein processing in endoplasmic reticulum | 36/867 | 174/8465 | 2.73e-05 | 2.86e-04 | 2.14e-04 | 36 |
hsa0414143 | Breast | DCIS | Protein processing in endoplasmic reticulum | 36/846 | 174/8465 | 1.60e-05 | 1.91e-04 | 1.41e-04 | 36 |
hsa0414153 | Breast | DCIS | Protein processing in endoplasmic reticulum | 36/846 | 174/8465 | 1.60e-05 | 1.91e-04 | 1.41e-04 | 36 |
hsa0414126 | Endometrium | AEH | Protein processing in endoplasmic reticulum | 62/1197 | 174/8465 | 5.97e-13 | 1.39e-11 | 1.01e-11 | 62 |
hsa0412016 | Endometrium | AEH | Ubiquitin mediated proteolysis | 41/1197 | 142/8465 | 3.42e-06 | 4.27e-05 | 3.13e-05 | 41 |
hsa04141111 | Endometrium | AEH | Protein processing in endoplasmic reticulum | 62/1197 | 174/8465 | 5.97e-13 | 1.39e-11 | 1.01e-11 | 62 |
hsa0412017 | Endometrium | AEH | Ubiquitin mediated proteolysis | 41/1197 | 142/8465 | 3.42e-06 | 4.27e-05 | 3.13e-05 | 41 |
hsa0414127 | Endometrium | EEC | Protein processing in endoplasmic reticulum | 64/1237 | 174/8465 | 2.17e-13 | 5.09e-12 | 3.80e-12 | 64 |
hsa0412023 | Endometrium | EEC | Ubiquitin mediated proteolysis | 41/1237 | 142/8465 | 7.86e-06 | 9.58e-05 | 7.14e-05 | 41 |
hsa0414136 | Endometrium | EEC | Protein processing in endoplasmic reticulum | 64/1237 | 174/8465 | 2.17e-13 | 5.09e-12 | 3.80e-12 | 64 |
hsa0412033 | Endometrium | EEC | Ubiquitin mediated proteolysis | 41/1237 | 142/8465 | 7.86e-06 | 9.58e-05 | 7.14e-05 | 41 |
hsa04141211 | Esophagus | ESCC | Protein processing in endoplasmic reticulum | 147/4205 | 174/8465 | 3.29e-22 | 1.10e-19 | 5.64e-20 | 147 |
hsa0412027 | Esophagus | ESCC | Ubiquitin mediated proteolysis | 122/4205 | 142/8465 | 6.53e-20 | 7.29e-18 | 3.74e-18 | 122 |
hsa04141310 | Esophagus | ESCC | Protein processing in endoplasmic reticulum | 147/4205 | 174/8465 | 3.29e-22 | 1.10e-19 | 5.64e-20 | 147 |
hsa0412036 | Esophagus | ESCC | Ubiquitin mediated proteolysis | 122/4205 | 142/8465 | 6.53e-20 | 7.29e-18 | 3.74e-18 | 122 |
hsa0414114 | Liver | Cirrhotic | Protein processing in endoplasmic reticulum | 114/2530 | 174/8465 | 1.16e-22 | 9.67e-21 | 5.96e-21 | 114 |
hsa0412021 | Liver | Cirrhotic | Ubiquitin mediated proteolysis | 72/2530 | 142/8465 | 1.32e-07 | 1.97e-06 | 1.21e-06 | 72 |