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/GPS2_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/GPS2_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/GPS2_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/GPS2_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:0007265 | Colorectum | AD | Ras protein signal transduction | 104/3918 | 337/18723 | 1.01e-05 | 2.35e-04 | 104 |
GO:0051056 | Colorectum | AD | regulation of small GTPase mediated signal transduction | 94/3918 | 302/18723 | 1.81e-05 | 3.76e-04 | 94 |
GO:0046578 | Colorectum | AD | regulation of Ras protein signal transduction | 56/3918 | 189/18723 | 2.85e-03 | 2.14e-02 | 56 |
GO:00072651 | Colorectum | MSS | Ras protein signal transduction | 91/3467 | 337/18723 | 7.20e-05 | 1.21e-03 | 91 |
GO:00510561 | Colorectum | MSS | regulation of small GTPase mediated signal transduction | 82/3467 | 302/18723 | 1.31e-04 | 1.99e-03 | 82 |
GO:00510562 | Colorectum | FAP | regulation of small GTPase mediated signal transduction | 78/2622 | 302/18723 | 3.25e-08 | 2.85e-06 | 78 |
GO:00072652 | Colorectum | FAP | Ras protein signal transduction | 80/2622 | 337/18723 | 9.61e-07 | 4.33e-05 | 80 |
GO:00465781 | Colorectum | FAP | regulation of Ras protein signal transduction | 47/2622 | 189/18723 | 4.67e-05 | 9.60e-04 | 47 |
GO:00510563 | Colorectum | CRC | regulation of small GTPase mediated signal transduction | 69/2078 | 302/18723 | 3.34e-09 | 9.08e-07 | 69 |
GO:00072653 | Colorectum | CRC | Ras protein signal transduction | 70/2078 | 337/18723 | 1.49e-07 | 1.66e-05 | 70 |
GO:00465782 | Colorectum | CRC | regulation of Ras protein signal transduction | 43/2078 | 189/18723 | 3.26e-06 | 1.47e-04 | 43 |
GO:190332027 | Esophagus | HGIN | regulation of protein modification by small protein conjugation or removal | 78/2587 | 242/18723 | 1.40e-13 | 2.26e-11 | 78 |
GO:003139627 | Esophagus | HGIN | regulation of protein ubiquitination | 64/2587 | 210/18723 | 3.02e-10 | 2.71e-08 | 64 |
GO:190332127 | Esophagus | HGIN | negative regulation of protein modification by small protein conjugation or removal | 33/2587 | 95/18723 | 2.07e-07 | 9.95e-06 | 33 |
GO:003139727 | Esophagus | HGIN | negative regulation of protein ubiquitination | 30/2587 | 83/18723 | 2.72e-07 | 1.28e-05 | 30 |
GO:000020916 | Esophagus | HGIN | protein polyubiquitination | 58/2587 | 236/18723 | 6.29e-06 | 1.97e-04 | 58 |
GO:003052220 | Esophagus | HGIN | intracellular receptor signaling pathway | 62/2587 | 265/18723 | 1.63e-05 | 4.50e-04 | 62 |
GO:19029142 | Esophagus | HGIN | regulation of protein polyubiquitination | 11/2587 | 27/18723 | 5.28e-04 | 7.56e-03 | 11 |
GO:003320910 | Esophagus | HGIN | tumor necrosis factor-mediated signaling pathway | 26/2587 | 99/18723 | 7.45e-04 | 9.90e-03 | 26 |
GO:00705345 | Esophagus | HGIN | protein K63-linked ubiquitination | 17/2587 | 56/18723 | 1.07e-03 | 1.32e-02 | 17 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa0516639 | Esophagus | HGIN | Human T-cell leukemia virus 1 infection | 51/1383 | 222/8465 | 5.84e-03 | 4.05e-02 | 3.22e-02 | 51 |
hsa05166114 | Esophagus | HGIN | Human T-cell leukemia virus 1 infection | 51/1383 | 222/8465 | 5.84e-03 | 4.05e-02 | 3.22e-02 | 51 |
hsa05166211 | Esophagus | ESCC | Human T-cell leukemia virus 1 infection | 164/4205 | 222/8465 | 8.13e-14 | 2.09e-12 | 1.07e-12 | 164 |
hsa05166310 | Esophagus | ESCC | Human T-cell leukemia virus 1 infection | 164/4205 | 222/8465 | 8.13e-14 | 2.09e-12 | 1.07e-12 | 164 |
hsa0516622 | Liver | HCC | Human T-cell leukemia virus 1 infection | 139/4020 | 222/8465 | 3.17e-06 | 2.79e-05 | 1.55e-05 | 139 |
hsa0516632 | Liver | HCC | Human T-cell leukemia virus 1 infection | 139/4020 | 222/8465 | 3.17e-06 | 2.79e-05 | 1.55e-05 | 139 |
hsa0516630 | Oral cavity | OSCC | Human T-cell leukemia virus 1 infection | 150/3704 | 222/8465 | 3.68e-13 | 7.26e-12 | 3.70e-12 | 150 |
hsa05166113 | Oral cavity | OSCC | Human T-cell leukemia virus 1 infection | 150/3704 | 222/8465 | 3.68e-13 | 7.26e-12 | 3.70e-12 | 150 |
hsa0516662 | Oral cavity | NEOLP | Human T-cell leukemia virus 1 infection | 50/1112 | 222/8465 | 6.91e-05 | 5.23e-04 | 3.29e-04 | 50 |
hsa0516672 | Oral cavity | NEOLP | Human T-cell leukemia virus 1 infection | 50/1112 | 222/8465 | 6.91e-05 | 5.23e-04 | 3.29e-04 | 50 |