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/ISG15_pca_on_diff_genes.png) | IDC: Invasive ductal carcinoma |
DCIS: Ductal carcinoma in situ |
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers |
Cervix | ![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/Cervix/ISG15_pca_on_diff_genes.png) | CC: Cervix cancer |
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions |
N_HPV: HPV-infected normal cervix |
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/ISG15_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/ISG15_pca_on_diff_genes.png) | AD: Adenomas |
SER: Sessile serrated lesions |
MSI-H: Microsatellite-high colorectal cancer |
MSS: Microsatellite stable colorectal cancer |
Endometrium | ![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/Endometrium/ISG15_pca_on_diff_genes.png) | AEH: Atypical endometrial hyperplasia |
EEC: Endometrioid 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/ISG15_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/ISG15_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/ISG15_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/ISG15_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/ISG15_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/ISG15_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/ISG15_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:004564614 | Cervix | HSIL_HPV | regulation of erythrocyte differentiation | 7/737 | 47/18723 | 2.27e-03 | 2.28e-02 | 7 |
GO:003210211 | Cervix | HSIL_HPV | negative regulation of response to external stimulus | 29/737 | 420/18723 | 2.53e-03 | 2.48e-02 | 29 |
GO:004887215 | Cervix | HSIL_HPV | homeostasis of number of cells | 21/737 | 272/18723 | 2.64e-03 | 2.54e-02 | 21 |
GO:000283111 | Cervix | HSIL_HPV | regulation of response to biotic stimulus | 24/737 | 327/18723 | 2.65e-03 | 2.55e-02 | 24 |
GO:0032609 | Cervix | HSIL_HPV | interferon-gamma production | 11/737 | 112/18723 | 4.65e-03 | 3.87e-02 | 11 |
GO:0032649 | Cervix | HSIL_HPV | regulation of interferon-gamma production | 11/737 | 112/18723 | 4.65e-03 | 3.87e-02 | 11 |
GO:0060759 | Cervix | HSIL_HPV | regulation of response to cytokine stimulus | 14/737 | 162/18723 | 4.88e-03 | 4.02e-02 | 14 |
GO:004507111 | Cervix | HSIL_HPV | negative regulation of viral genome replication | 7/737 | 56/18723 | 6.17e-03 | 4.81e-02 | 7 |
GO:0001959 | Cervix | HSIL_HPV | regulation of cytokine-mediated signaling pathway | 13/737 | 150/18723 | 6.39e-03 | 4.96e-02 | 13 |
GO:000181922 | Cervix | N_HPV | positive regulation of cytokine production | 38/534 | 467/18723 | 7.18e-09 | 1.58e-06 | 38 |
GO:003139625 | Cervix | N_HPV | regulation of protein ubiquitination | 24/534 | 210/18723 | 8.06e-09 | 1.60e-06 | 24 |
GO:003009925 | Cervix | N_HPV | myeloid cell differentiation | 33/534 | 381/18723 | 1.61e-08 | 2.52e-06 | 33 |
GO:190332025 | Cervix | N_HPV | regulation of protein modification by small protein conjugation or removal | 25/534 | 242/18723 | 3.05e-08 | 3.66e-06 | 25 |
GO:001922121 | Cervix | N_HPV | cytokine-mediated signaling pathway | 36/534 | 472/18723 | 9.30e-08 | 9.21e-06 | 36 |
GO:001603225 | Cervix | N_HPV | viral process | 33/534 | 415/18723 | 1.23e-07 | 1.15e-05 | 33 |
GO:003139725 | Cervix | N_HPV | negative regulation of protein ubiquitination | 13/534 | 83/18723 | 6.09e-07 | 3.75e-05 | 13 |
GO:004563723 | Cervix | N_HPV | regulation of myeloid cell differentiation | 21/534 | 210/18723 | 6.68e-07 | 4.00e-05 | 21 |
GO:190370623 | Cervix | N_HPV | regulation of hemopoiesis | 29/534 | 367/18723 | 8.22e-07 | 4.74e-05 | 29 |
GO:004274211 | Cervix | N_HPV | defense response to bacterium | 28/534 | 350/18723 | 9.96e-07 | 5.53e-05 | 28 |
GO:000268322 | Cervix | N_HPV | negative regulation of immune system process | 32/534 | 434/18723 | 1.02e-06 | 5.61e-05 | 32 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa0517118 | Breast | Precancer | Coronavirus disease - COVID-19 | 81/684 | 232/8465 | 3.74e-32 | 2.36e-30 | 1.81e-30 | 81 |
hsa0516918 | Breast | Precancer | Epstein-Barr virus infection | 35/684 | 202/8465 | 1.15e-05 | 1.26e-04 | 9.64e-05 | 35 |
hsa0517119 | Breast | Precancer | Coronavirus disease - COVID-19 | 81/684 | 232/8465 | 3.74e-32 | 2.36e-30 | 1.81e-30 | 81 |
hsa0516919 | Breast | Precancer | Epstein-Barr virus infection | 35/684 | 202/8465 | 1.15e-05 | 1.26e-04 | 9.64e-05 | 35 |
hsa0517124 | Breast | IDC | Coronavirus disease - COVID-19 | 86/867 | 232/8465 | 1.50e-28 | 9.72e-27 | 7.27e-27 | 86 |
hsa0516922 | Breast | IDC | Epstein-Barr virus infection | 45/867 | 202/8465 | 3.16e-07 | 6.05e-06 | 4.52e-06 | 45 |
hsa0517134 | Breast | IDC | Coronavirus disease - COVID-19 | 86/867 | 232/8465 | 1.50e-28 | 9.72e-27 | 7.27e-27 | 86 |
hsa0516932 | Breast | IDC | Epstein-Barr virus infection | 45/867 | 202/8465 | 3.16e-07 | 6.05e-06 | 4.52e-06 | 45 |
hsa0517144 | Breast | DCIS | Coronavirus disease - COVID-19 | 86/846 | 232/8465 | 2.42e-29 | 1.56e-27 | 1.15e-27 | 86 |
hsa0516941 | Breast | DCIS | Epstein-Barr virus infection | 46/846 | 202/8465 | 5.60e-08 | 1.13e-06 | 8.33e-07 | 46 |
hsa0517154 | Breast | DCIS | Coronavirus disease - COVID-19 | 86/846 | 232/8465 | 2.42e-29 | 1.56e-27 | 1.15e-27 | 86 |
hsa0516951 | Breast | DCIS | Epstein-Barr virus infection | 46/846 | 202/8465 | 5.60e-08 | 1.13e-06 | 8.33e-07 | 46 |
hsa0517120 | Cervix | CC | Coronavirus disease - COVID-19 | 111/1267 | 232/8465 | 1.82e-33 | 5.90e-31 | 3.49e-31 | 111 |
hsa0516920 | Cervix | CC | Epstein-Barr virus infection | 57/1267 | 202/8465 | 7.30e-07 | 7.39e-06 | 4.37e-06 | 57 |
hsa051657 | Cervix | CC | Human papillomavirus infection | 74/1267 | 331/8465 | 1.70e-04 | 1.02e-03 | 6.03e-04 | 74 |
hsa05171110 | Cervix | CC | Coronavirus disease - COVID-19 | 111/1267 | 232/8465 | 1.82e-33 | 5.90e-31 | 3.49e-31 | 111 |
hsa05169110 | Cervix | CC | Epstein-Barr virus infection | 57/1267 | 202/8465 | 7.30e-07 | 7.39e-06 | 4.37e-06 | 57 |
hsa0516512 | Cervix | CC | Human papillomavirus infection | 74/1267 | 331/8465 | 1.70e-04 | 1.02e-03 | 6.03e-04 | 74 |
hsa0517125 | Cervix | HSIL_HPV | Coronavirus disease - COVID-19 | 91/459 | 232/8465 | 2.14e-56 | 3.13e-54 | 2.53e-54 | 91 |
hsa0516923 | Cervix | HSIL_HPV | Epstein-Barr virus infection | 22/459 | 202/8465 | 1.35e-03 | 9.68e-03 | 7.82e-03 | 22 |