Tissue | Expression Dynamics | Abbreviation |
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/ALDH18A1_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/ALDH18A1_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/ALDH18A1_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/ALDH18A1_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/ALDH18A1_pca_on_diff_genes.png) | EOLP: Erosive Oral lichen planus |
LP: leukoplakia |
NEOLP: Non-erosive oral lichen planus |
OSCC: Oral squamous cell carcinoma |
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/ALDH18A1_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:0043648 | Colorectum | AD | dicarboxylic acid metabolic process | 34/3918 | 96/18723 | 7.22e-04 | 7.28e-03 | 34 |
GO:0006520 | Colorectum | AD | cellular amino acid metabolic process | 81/3918 | 284/18723 | 1.37e-03 | 1.19e-02 | 81 |
GO:00065201 | Colorectum | SER | cellular amino acid metabolic process | 61/2897 | 284/18723 | 4.20e-03 | 3.41e-02 | 61 |
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:00436481 | Colorectum | FAP | dicarboxylic acid metabolic process | 24/2622 | 96/18723 | 2.88e-03 | 2.20e-02 | 24 |
GO:00086525 | Esophagus | ESCC | cellular amino acid biosynthetic process | 51/8552 | 76/18723 | 1.30e-04 | 8.88e-04 | 51 |
GO:00463948 | Esophagus | ESCC | carboxylic acid biosynthetic process | 175/8552 | 314/18723 | 1.98e-04 | 1.26e-03 | 175 |
GO:00160538 | Esophagus | ESCC | organic acid biosynthetic process | 175/8552 | 316/18723 | 3.04e-04 | 1.82e-03 | 175 |
GO:19016075 | Esophagus | ESCC | alpha-amino acid biosynthetic process | 45/8552 | 68/18723 | 5.13e-04 | 2.84e-03 | 45 |
GO:00436485 | Esophagus | ESCC | dicarboxylic acid metabolic process | 58/8552 | 96/18723 | 2.55e-03 | 1.09e-02 | 58 |
GO:001605321 | Liver | HCC | organic acid biosynthetic process | 200/7958 | 316/18723 | 5.24e-14 | 3.22e-12 | 200 |
GO:004639421 | Liver | HCC | carboxylic acid biosynthetic process | 198/7958 | 314/18723 | 1.19e-13 | 6.78e-12 | 198 |
GO:00086522 | Liver | HCC | cellular amino acid biosynthetic process | 58/7958 | 76/18723 | 1.98e-09 | 5.63e-08 | 58 |
GO:19016052 | Liver | HCC | alpha-amino acid metabolic process | 124/7958 | 195/18723 | 2.07e-09 | 5.79e-08 | 124 |
GO:19016072 | Liver | HCC | alpha-amino acid biosynthetic process | 53/7958 | 68/18723 | 2.62e-09 | 7.16e-08 | 53 |
GO:00436482 | Liver | HCC | dicarboxylic acid metabolic process | 68/7958 | 96/18723 | 1.73e-08 | 4.14e-07 | 68 |
GO:00065202 | Liver | HCC | cellular amino acid metabolic process | 167/7958 | 284/18723 | 1.91e-08 | 4.56e-07 | 167 |
GO:0009064 | Liver | HCC | glutamine family amino acid metabolic process | 47/7958 | 78/18723 | 1.17e-03 | 6.54e-03 | 47 |
GO:0006536 | Liver | HCC | glutamate metabolic process | 21/7958 | 33/18723 | 1.16e-02 | 4.28e-02 | 21 |
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 |
hsa01230 | Colorectum | AD | Biosynthesis of amino acids | 28/2092 | 75/8465 | 9.99e-03 | 3.89e-02 | 2.48e-02 | 28 |
hsa003301 | Colorectum | AD | Arginine and proline metabolism | 23/2092 | 50/8465 | 8.27e-04 | 5.90e-03 | 3.76e-03 | 23 |
hsa012301 | Colorectum | AD | Biosynthesis of amino acids | 28/2092 | 75/8465 | 9.99e-03 | 3.89e-02 | 2.48e-02 | 28 |
hsa012302 | Colorectum | SER | Biosynthesis of amino acids | 23/1580 | 75/8465 | 8.11e-03 | 4.14e-02 | 3.01e-02 | 23 |
hsa012303 | Colorectum | SER | Biosynthesis of amino acids | 23/1580 | 75/8465 | 8.11e-03 | 4.14e-02 | 3.01e-02 | 23 |
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 |
hsa003306 | Colorectum | FAP | Arginine and proline metabolism | 16/1404 | 50/8465 | 5.33e-03 | 2.10e-02 | 1.27e-02 | 16 |
hsa003307 | Colorectum | FAP | Arginine and proline metabolism | 16/1404 | 50/8465 | 5.33e-03 | 2.10e-02 | 1.27e-02 | 16 |
hsa0123023 | Esophagus | ESCC | Biosynthesis of amino acids | 49/4205 | 75/8465 | 4.35e-03 | 1.12e-02 | 5.74e-03 | 49 |
hsa0123033 | Esophagus | ESCC | Biosynthesis of amino acids | 49/4205 | 75/8465 | 4.35e-03 | 1.12e-02 | 5.74e-03 | 49 |
hsa0123021 | Liver | HCC | Biosynthesis of amino acids | 53/4020 | 75/8465 | 3.79e-05 | 2.11e-04 | 1.18e-04 | 53 |
hsa0033021 | Liver | HCC | Arginine and proline metabolism | 33/4020 | 50/8465 | 6.28e-03 | 1.77e-02 | 9.83e-03 | 33 |
hsa0123031 | Liver | HCC | Biosynthesis of amino acids | 53/4020 | 75/8465 | 3.79e-05 | 2.11e-04 | 1.18e-04 | 53 |
hsa0033031 | Liver | HCC | Arginine and proline metabolism | 33/4020 | 50/8465 | 6.28e-03 | 1.77e-02 | 9.83e-03 | 33 |
hsa012305 | Oral cavity | OSCC | Biosynthesis of amino acids | 45/3704 | 75/8465 | 3.27e-03 | 8.23e-03 | 4.19e-03 | 45 |
hsa0123012 | Oral cavity | OSCC | Biosynthesis of amino acids | 45/3704 | 75/8465 | 3.27e-03 | 8.23e-03 | 4.19e-03 | 45 |
hsa0123022 | Oral cavity | LP | Biosynthesis of amino acids | 36/2418 | 75/8465 | 2.68e-04 | 1.51e-03 | 9.74e-04 | 36 |
hsa0123032 | Oral cavity | LP | Biosynthesis of amino acids | 36/2418 | 75/8465 | 2.68e-04 | 1.51e-03 | 9.74e-04 | 36 |