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/OAT_pca_on_diff_genes.png) | IDC: Invasive ductal carcinoma |
DCIS: Ductal carcinoma in situ |
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers |
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/OAT_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/OAT_pca_on_diff_genes.png) | AD: Adenomas |
SER: Sessile serrated lesions |
MSI-H: Microsatellite-high colorectal cancer |
MSS: Microsatellite stable colorectal 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/OAT_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/OAT_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/OAT_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/OAT_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/OAT_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/OAT_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/OAT_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:00463946 | Breast | Precancer | carboxylic acid biosynthetic process | 32/1080 | 314/18723 | 1.30e-03 | 1.38e-02 | 32 |
GO:00160536 | Breast | Precancer | organic acid biosynthetic process | 32/1080 | 316/18723 | 1.44e-03 | 1.50e-02 | 32 |
GO:001605313 | Breast | IDC | organic acid biosynthetic process | 39/1434 | 316/18723 | 2.13e-03 | 1.99e-02 | 39 |
GO:004639413 | Breast | IDC | carboxylic acid biosynthetic process | 38/1434 | 314/18723 | 3.39e-03 | 2.83e-02 | 38 |
GO:001605322 | Breast | DCIS | organic acid biosynthetic process | 38/1390 | 316/18723 | 2.22e-03 | 2.04e-02 | 38 |
GO:004639422 | Breast | DCIS | carboxylic acid biosynthetic process | 37/1390 | 314/18723 | 3.56e-03 | 2.92e-02 | 37 |
GO:00065755 | Cervix | HSIL_HPV | cellular modified amino acid metabolic process | 16/737 | 188/18723 | 3.18e-03 | 2.89e-02 | 16 |
GO:0044282 | Colorectum | AD | small molecule catabolic process | 118/3918 | 376/18723 | 1.05e-06 | 3.55e-05 | 118 |
GO:0030258 | Colorectum | AD | lipid modification | 67/3918 | 212/18723 | 1.66e-04 | 2.27e-03 | 67 |
GO:0016054 | Colorectum | AD | organic acid catabolic process | 73/3918 | 240/18723 | 3.20e-04 | 3.81e-03 | 73 |
GO:0006575 | Colorectum | AD | cellular modified amino acid metabolic process | 59/3918 | 188/18723 | 4.80e-04 | 5.27e-03 | 59 |
GO:0043648 | Colorectum | AD | dicarboxylic acid metabolic process | 34/3918 | 96/18723 | 7.22e-04 | 7.28e-03 | 34 |
GO:0046395 | Colorectum | AD | carboxylic acid catabolic process | 70/3918 | 236/18723 | 9.06e-04 | 8.71e-03 | 70 |
GO:0006520 | Colorectum | AD | cellular amino acid metabolic process | 81/3918 | 284/18723 | 1.37e-03 | 1.19e-02 | 81 |
GO:0006650 | Colorectum | AD | glycerophospholipid metabolic process | 83/3918 | 306/18723 | 5.40e-03 | 3.55e-02 | 83 |
GO:0006644 | Colorectum | AD | phospholipid metabolic process | 101/3918 | 383/18723 | 5.80e-03 | 3.67e-02 | 101 |
GO:0045017 | Colorectum | AD | glycerolipid biosynthetic process | 69/3918 | 252/18723 | 8.33e-03 | 4.88e-02 | 69 |
GO:00442821 | Colorectum | SER | small molecule catabolic process | 87/2897 | 376/18723 | 5.31e-05 | 1.27e-03 | 87 |
GO:0046486 | Colorectum | SER | glycerolipid metabolic process | 82/2897 | 392/18723 | 2.26e-03 | 2.17e-02 | 82 |
GO:00066441 | Colorectum | SER | phospholipid metabolic process | 79/2897 | 383/18723 | 3.94e-03 | 3.24e-02 | 79 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa00330 | Colorectum | AD | Arginine and proline metabolism | 23/2092 | 50/8465 | 8.27e-04 | 5.90e-03 | 3.76e-03 | 23 |
hsa003301 | Colorectum | AD | Arginine and proline metabolism | 23/2092 | 50/8465 | 8.27e-04 | 5.90e-03 | 3.76e-03 | 23 |
hsa003302 | Colorectum | SER | Arginine and proline metabolism | 17/1580 | 50/8465 | 7.12e-03 | 3.77e-02 | 2.74e-02 | 17 |
hsa003303 | Colorectum | SER | Arginine and proline metabolism | 17/1580 | 50/8465 | 7.12e-03 | 3.77e-02 | 2.74e-02 | 17 |
hsa003304 | Colorectum | MSS | Arginine and proline metabolism | 23/1875 | 50/8465 | 1.52e-04 | 1.24e-03 | 7.61e-04 | 23 |
hsa003305 | Colorectum | MSS | Arginine and proline metabolism | 23/1875 | 50/8465 | 1.52e-04 | 1.24e-03 | 7.61e-04 | 23 |
hsa0033021 | Liver | HCC | Arginine and proline metabolism | 33/4020 | 50/8465 | 6.28e-03 | 1.77e-02 | 9.83e-03 | 33 |
hsa0033031 | Liver | HCC | Arginine and proline metabolism | 33/4020 | 50/8465 | 6.28e-03 | 1.77e-02 | 9.83e-03 | 33 |
hsa0033010 | Oral cavity | OSCC | Arginine and proline metabolism | 30/3704 | 50/8465 | 1.50e-02 | 3.26e-02 | 1.66e-02 | 30 |
hsa0033013 | Oral cavity | OSCC | Arginine and proline metabolism | 30/3704 | 50/8465 | 1.50e-02 | 3.26e-02 | 1.66e-02 | 30 |
hsa0033023 | Oral cavity | LP | Arginine and proline metabolism | 26/2418 | 50/8465 | 3.94e-04 | 2.08e-03 | 1.34e-03 | 26 |
hsa0033033 | Oral cavity | LP | Arginine and proline metabolism | 26/2418 | 50/8465 | 3.94e-04 | 2.08e-03 | 1.34e-03 | 26 |
hsa003309 | Prostate | BPH | Arginine and proline metabolism | 18/1718 | 50/8465 | 7.17e-03 | 2.32e-02 | 1.43e-02 | 18 |
hsa0033012 | Prostate | BPH | Arginine and proline metabolism | 18/1718 | 50/8465 | 7.17e-03 | 2.32e-02 | 1.43e-02 | 18 |
hsa0033022 | Prostate | Tumor | Arginine and proline metabolism | 19/1791 | 50/8465 | 4.73e-03 | 1.67e-02 | 1.03e-02 | 19 |
hsa0033032 | Prostate | Tumor | Arginine and proline metabolism | 19/1791 | 50/8465 | 4.73e-03 | 1.67e-02 | 1.03e-02 | 19 |