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:00160329 | Breast | Precancer | viral process | 58/1080 | 415/18723 | 3.42e-10 | 3.16e-08 | 58 |
GO:00190589 | Breast | Precancer | viral life cycle | 47/1080 | 317/18723 | 2.42e-09 | 1.99e-07 | 47 |
GO:19033209 | Breast | Precancer | regulation of protein modification by small protein conjugation or removal | 38/1080 | 242/18723 | 1.71e-08 | 1.17e-06 | 38 |
GO:19033219 | Breast | Precancer | negative regulation of protein modification by small protein conjugation or removal | 21/1080 | 95/18723 | 8.09e-08 | 4.61e-06 | 21 |
GO:00313969 | Breast | Precancer | regulation of protein ubiquitination | 33/1080 | 210/18723 | 1.45e-07 | 7.82e-06 | 33 |
GO:00313979 | Breast | Precancer | negative regulation of protein ubiquitination | 19/1080 | 83/18723 | 1.85e-07 | 9.54e-06 | 19 |
GO:00022629 | Breast | Precancer | myeloid cell homeostasis | 27/1080 | 157/18723 | 3.10e-07 | 1.49e-05 | 27 |
GO:00507929 | Breast | Precancer | regulation of viral process | 27/1080 | 164/18723 | 7.59e-07 | 3.05e-05 | 27 |
GO:00341019 | Breast | Precancer | erythrocyte homeostasis | 23/1080 | 129/18723 | 1.20e-06 | 4.60e-05 | 23 |
GO:00432549 | Breast | Precancer | regulation of protein-containing complex assembly | 50/1080 | 428/18723 | 1.63e-06 | 5.97e-05 | 50 |
GO:00313349 | Breast | Precancer | positive regulation of protein-containing complex assembly | 33/1080 | 237/18723 | 2.39e-06 | 8.21e-05 | 33 |
GO:00300999 | Breast | Precancer | myeloid cell differentiation | 45/1080 | 381/18723 | 4.00e-06 | 1.25e-04 | 45 |
GO:00018196 | Breast | Precancer | positive regulation of cytokine production | 52/1080 | 467/18723 | 4.18e-06 | 1.29e-04 | 52 |
GO:00190799 | Breast | Precancer | viral genome replication | 22/1080 | 131/18723 | 5.63e-06 | 1.66e-04 | 22 |
GO:00705858 | Breast | Precancer | protein localization to mitochondrion | 21/1080 | 125/18723 | 9.07e-06 | 2.42e-04 | 21 |
GO:19039009 | Breast | Precancer | regulation of viral life cycle | 23/1080 | 148/18723 | 1.31e-05 | 3.30e-04 | 23 |
GO:00456379 | Breast | Precancer | regulation of myeloid cell differentiation | 28/1080 | 210/18723 | 3.05e-05 | 6.72e-04 | 28 |
GO:19037069 | Breast | Precancer | regulation of hemopoiesis | 41/1080 | 367/18723 | 3.95e-05 | 8.52e-04 | 41 |
GO:00488729 | Breast | Precancer | homeostasis of number of cells | 32/1080 | 272/18723 | 1.03e-04 | 1.89e-03 | 32 |
GO:00302189 | Breast | Precancer | erythrocyte differentiation | 18/1080 | 120/18723 | 1.76e-04 | 2.87e-03 | 18 |
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 |