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/UGDH_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/UGDH_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/UGDH_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/UGDH_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/UGDH_pca_on_diff_genes.png) | HCC: Hepatocellular carcinoma |
NAFLD: Non-alcoholic fatty liver disease |
Lung | ![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/Lung/UGDH_pca_on_diff_genes.png) | AAH: Atypical adenomatous hyperplasia |
AIS: Adenocarcinoma in situ |
IAC: Invasive lung adenocarcinoma |
MIA: Minimally invasive adenocarcinoma |
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/UGDH_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/UGDH_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/UGDH_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/UGDH_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:0006790 | Colorectum | AD | sulfur compound metabolic process | 101/3918 | 339/18723 | 6.46e-05 | 1.07e-03 | 101 |
GO:0009225 | Colorectum | AD | nucleotide-sugar metabolic process | 16/3918 | 36/18723 | 1.27e-03 | 1.12e-02 | 16 |
GO:0007369 | Colorectum | AD | gastrulation | 53/3918 | 185/18723 | 7.60e-03 | 4.60e-02 | 53 |
GO:00067901 | Colorectum | SER | sulfur compound metabolic process | 73/2897 | 339/18723 | 1.75e-03 | 1.81e-02 | 73 |
GO:00073691 | Colorectum | SER | gastrulation | 43/2897 | 185/18723 | 3.44e-03 | 2.92e-02 | 43 |
GO:00092251 | Colorectum | SER | nucleotide-sugar metabolic process | 12/2897 | 36/18723 | 6.11e-03 | 4.42e-02 | 12 |
GO:00067902 | Colorectum | MSS | sulfur compound metabolic process | 85/3467 | 339/18723 | 1.52e-03 | 1.39e-02 | 85 |
GO:00092252 | Colorectum | MSS | nucleotide-sugar metabolic process | 14/3467 | 36/18723 | 3.40e-03 | 2.56e-02 | 14 |
GO:0046394 | Colorectum | MSS | carboxylic acid biosynthetic process | 76/3467 | 314/18723 | 6.71e-03 | 4.38e-02 | 76 |
GO:0016053 | Colorectum | MSS | organic acid biosynthetic process | 76/3467 | 316/18723 | 7.88e-03 | 4.84e-02 | 76 |
GO:00463941 | Colorectum | MSI-H | carboxylic acid biosynthetic process | 36/1319 | 314/18723 | 2.68e-03 | 3.48e-02 | 36 |
GO:00160531 | Colorectum | MSI-H | organic acid biosynthetic process | 36/1319 | 316/18723 | 2.98e-03 | 3.78e-02 | 36 |
GO:00073692 | Colorectum | FAP | gastrulation | 42/2622 | 185/18723 | 8.97e-04 | 9.10e-03 | 42 |
GO:0009101 | Colorectum | FAP | glycoprotein biosynthetic process | 63/2622 | 317/18723 | 2.31e-03 | 1.86e-02 | 63 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa01250 | Colorectum | FAP | Biosynthesis of nucleotide sugars | 13/1404 | 37/8465 | 4.79e-03 | 1.91e-02 | 1.16e-02 | 13 |
hsa012501 | Colorectum | FAP | Biosynthesis of nucleotide sugars | 13/1404 | 37/8465 | 4.79e-03 | 1.91e-02 | 1.16e-02 | 13 |
hsa012502 | Colorectum | CRC | Biosynthesis of nucleotide sugars | 12/1091 | 37/8465 | 1.66e-03 | 1.20e-02 | 8.16e-03 | 12 |
hsa012503 | Colorectum | CRC | Biosynthesis of nucleotide sugars | 12/1091 | 37/8465 | 1.66e-03 | 1.20e-02 | 8.16e-03 | 12 |
hsa012405 | Esophagus | ESCC | Biosynthesis of cofactors | 97/4205 | 153/8465 | 3.88e-04 | 1.35e-03 | 6.94e-04 | 97 |
hsa012505 | Esophagus | ESCC | Biosynthesis of nucleotide sugars | 28/4205 | 37/8465 | 1.10e-03 | 3.42e-03 | 1.75e-03 | 28 |
hsa005202 | Esophagus | ESCC | Amino sugar and nucleotide sugar metabolism | 35/4205 | 49/8465 | 1.60e-03 | 4.88e-03 | 2.50e-03 | 35 |
hsa0124012 | Esophagus | ESCC | Biosynthesis of cofactors | 97/4205 | 153/8465 | 3.88e-04 | 1.35e-03 | 6.94e-04 | 97 |
hsa0125012 | Esophagus | ESCC | Biosynthesis of nucleotide sugars | 28/4205 | 37/8465 | 1.10e-03 | 3.42e-03 | 1.75e-03 | 28 |
hsa0052011 | Esophagus | ESCC | Amino sugar and nucleotide sugar metabolism | 35/4205 | 49/8465 | 1.60e-03 | 4.88e-03 | 2.50e-03 | 35 |
hsa01240 | Liver | Cirrhotic | Biosynthesis of cofactors | 66/2530 | 153/8465 | 3.11e-04 | 1.99e-03 | 1.23e-03 | 66 |
hsa012401 | Liver | Cirrhotic | Biosynthesis of cofactors | 66/2530 | 153/8465 | 3.11e-04 | 1.99e-03 | 1.23e-03 | 66 |
hsa012402 | Liver | HCC | Biosynthesis of cofactors | 103/4020 | 153/8465 | 4.67e-07 | 5.05e-06 | 2.81e-06 | 103 |
hsa012403 | Liver | HCC | Biosynthesis of cofactors | 103/4020 | 153/8465 | 4.67e-07 | 5.05e-06 | 2.81e-06 | 103 |
hsa00520 | Oral cavity | OSCC | Amino sugar and nucleotide sugar metabolism | 34/3704 | 49/8465 | 2.48e-04 | 8.08e-04 | 4.11e-04 | 34 |
hsa012404 | Oral cavity | OSCC | Biosynthesis of cofactors | 88/3704 | 153/8465 | 3.84e-04 | 1.20e-03 | 6.12e-04 | 88 |
hsa012504 | Oral cavity | OSCC | Biosynthesis of nucleotide sugars | 25/3704 | 37/8465 | 2.93e-03 | 7.49e-03 | 3.81e-03 | 25 |
hsa005201 | Oral cavity | OSCC | Amino sugar and nucleotide sugar metabolism | 34/3704 | 49/8465 | 2.48e-04 | 8.08e-04 | 4.11e-04 | 34 |
hsa0124011 | Oral cavity | OSCC | Biosynthesis of cofactors | 88/3704 | 153/8465 | 3.84e-04 | 1.20e-03 | 6.12e-04 | 88 |
hsa0125011 | Oral cavity | OSCC | Biosynthesis of nucleotide sugars | 25/3704 | 37/8465 | 2.93e-03 | 7.49e-03 | 3.81e-03 | 25 |