Tissue | Expression Dynamics | Abbreviation |
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/CCS_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/CCS_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/CCS_pca_on_diff_genes.png) | EOLP: Erosive Oral lichen planus |
LP: leukoplakia |
NEOLP: Non-erosive oral lichen planus |
OSCC: Oral squamous cell carcinoma |
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/CCS_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/CCS_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:0006979111 | Esophagus | ESCC | response to oxidative stress | 303/8552 | 446/18723 | 7.15e-22 | 1.30e-19 | 303 |
GO:0062197111 | Esophagus | ESCC | cellular response to chemical stress | 234/8552 | 337/18723 | 5.37e-19 | 5.97e-17 | 234 |
GO:0034599111 | Esophagus | ESCC | cellular response to oxidative stress | 197/8552 | 288/18723 | 3.76e-15 | 2.15e-13 | 197 |
GO:0000302111 | Esophagus | ESCC | response to reactive oxygen species | 150/8552 | 222/18723 | 3.06e-11 | 1.02e-09 | 150 |
GO:005160418 | Esophagus | ESCC | protein maturation | 189/8552 | 294/18723 | 7.64e-11 | 2.39e-09 | 189 |
GO:001700413 | Esophagus | ESCC | cytochrome complex assembly | 34/8552 | 36/18723 | 5.08e-10 | 1.31e-08 | 34 |
GO:003461420 | Esophagus | ESCC | cellular response to reactive oxygen species | 103/8552 | 155/18723 | 1.34e-07 | 2.17e-06 | 103 |
GO:000963620 | Esophagus | ESCC | response to toxic substance | 150/8552 | 262/18723 | 1.00e-04 | 7.12e-04 | 150 |
GO:007259318 | Esophagus | ESCC | reactive oxygen species metabolic process | 137/8552 | 239/18723 | 1.82e-04 | 1.16e-03 | 137 |
GO:1990748110 | Esophagus | ESCC | cellular detoxification | 70/8552 | 116/18723 | 1.02e-03 | 5.17e-03 | 70 |
GO:0097237110 | Esophagus | ESCC | cellular response to toxic substance | 72/8552 | 124/18723 | 3.65e-03 | 1.49e-02 | 72 |
GO:0098869110 | Esophagus | ESCC | cellular oxidant detoxification | 60/8552 | 101/18723 | 3.76e-03 | 1.53e-02 | 60 |
GO:00513534 | Esophagus | ESCC | positive regulation of oxidoreductase activity | 37/8552 | 59/18723 | 6.23e-03 | 2.29e-02 | 37 |
GO:000697912 | Liver | Cirrhotic | response to oxidative stress | 196/4634 | 446/18723 | 2.80e-19 | 5.86e-17 | 196 |
GO:006219712 | Liver | Cirrhotic | cellular response to chemical stress | 147/4634 | 337/18723 | 1.84e-14 | 1.72e-12 | 147 |
GO:003459912 | Liver | Cirrhotic | cellular response to oxidative stress | 127/4634 | 288/18723 | 4.29e-13 | 3.32e-11 | 127 |
GO:000030212 | Liver | Cirrhotic | response to reactive oxygen species | 100/4634 | 222/18723 | 2.92e-11 | 1.73e-09 | 100 |
GO:00516046 | Liver | Cirrhotic | protein maturation | 121/4634 | 294/18723 | 3.54e-10 | 1.68e-08 | 121 |
GO:00346147 | Liver | Cirrhotic | cellular response to reactive oxygen species | 70/4634 | 155/18723 | 2.27e-08 | 7.91e-07 | 70 |
GO:000963612 | Liver | Cirrhotic | response to toxic substance | 104/4634 | 262/18723 | 5.63e-08 | 1.74e-06 | 104 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa05014210 | Esophagus | ESCC | Amyotrophic lateral sclerosis | 266/4205 | 364/8465 | 1.31e-20 | 2.20e-18 | 1.13e-18 | 266 |
hsa05022210 | Esophagus | ESCC | Pathways of neurodegeneration - multiple diseases | 318/4205 | 476/8465 | 6.10e-15 | 2.04e-13 | 1.05e-13 | 318 |
hsa0501438 | Esophagus | ESCC | Amyotrophic lateral sclerosis | 266/4205 | 364/8465 | 1.31e-20 | 2.20e-18 | 1.13e-18 | 266 |
hsa0502238 | Esophagus | ESCC | Pathways of neurodegeneration - multiple diseases | 318/4205 | 476/8465 | 6.10e-15 | 2.04e-13 | 1.05e-13 | 318 |
hsa0501414 | Liver | Cirrhotic | Amyotrophic lateral sclerosis | 187/2530 | 364/8465 | 1.56e-18 | 6.50e-17 | 4.01e-17 | 187 |
hsa0502214 | Liver | Cirrhotic | Pathways of neurodegeneration - multiple diseases | 217/2530 | 476/8465 | 7.30e-14 | 2.03e-12 | 1.25e-12 | 217 |
hsa0501415 | Liver | Cirrhotic | Amyotrophic lateral sclerosis | 187/2530 | 364/8465 | 1.56e-18 | 6.50e-17 | 4.01e-17 | 187 |
hsa0502215 | Liver | Cirrhotic | Pathways of neurodegeneration - multiple diseases | 217/2530 | 476/8465 | 7.30e-14 | 2.03e-12 | 1.25e-12 | 217 |
hsa0501422 | Liver | HCC | Amyotrophic lateral sclerosis | 252/4020 | 364/8465 | 8.85e-18 | 7.41e-16 | 4.12e-16 | 252 |
hsa0502222 | Liver | HCC | Pathways of neurodegeneration - multiple diseases | 298/4020 | 476/8465 | 6.59e-12 | 1.30e-10 | 7.22e-11 | 298 |
hsa0501432 | Liver | HCC | Amyotrophic lateral sclerosis | 252/4020 | 364/8465 | 8.85e-18 | 7.41e-16 | 4.12e-16 | 252 |
hsa0502232 | Liver | HCC | Pathways of neurodegeneration - multiple diseases | 298/4020 | 476/8465 | 6.59e-12 | 1.30e-10 | 7.22e-11 | 298 |
hsa0501428 | Oral cavity | OSCC | Amyotrophic lateral sclerosis | 246/3704 | 364/8465 | 6.65e-21 | 1.11e-18 | 5.67e-19 | 246 |
hsa0502228 | Oral cavity | OSCC | Pathways of neurodegeneration - multiple diseases | 292/3704 | 476/8465 | 1.60e-15 | 4.47e-14 | 2.28e-14 | 292 |
hsa05014112 | Oral cavity | OSCC | Amyotrophic lateral sclerosis | 246/3704 | 364/8465 | 6.65e-21 | 1.11e-18 | 5.67e-19 | 246 |
hsa05022112 | Oral cavity | OSCC | Pathways of neurodegeneration - multiple diseases | 292/3704 | 476/8465 | 1.60e-15 | 4.47e-14 | 2.28e-14 | 292 |
hsa0501429 | Oral cavity | LP | Amyotrophic lateral sclerosis | 197/2418 | 364/8465 | 1.25e-25 | 1.39e-23 | 8.93e-24 | 197 |
hsa0502229 | Oral cavity | LP | Pathways of neurodegeneration - multiple diseases | 232/2418 | 476/8465 | 7.77e-22 | 3.69e-20 | 2.38e-20 | 232 |
hsa0501437 | Oral cavity | LP | Amyotrophic lateral sclerosis | 197/2418 | 364/8465 | 1.25e-25 | 1.39e-23 | 8.93e-24 | 197 |
hsa0502237 | Oral cavity | LP | Pathways of neurodegeneration - multiple diseases | 232/2418 | 476/8465 | 7.77e-22 | 3.69e-20 | 2.38e-20 | 232 |