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/JUN_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/JUN_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/JUN_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/JUN_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/JUN_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/JUN_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/JUN_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/JUN_pca_on_diff_genes.png) | HCC: Hepatocellular carcinoma |
NAFLD: Non-alcoholic fatty liver disease |
Lung | ![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/Lung/JUN_pca_on_diff_genes.png) | AAH: Atypical adenomatous hyperplasia |
AIS: Adenocarcinoma in situ |
IAC: Invasive lung adenocarcinoma |
MIA: Minimally invasive adenocarcinoma |
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/JUN_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/JUN_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/JUN_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/JUN_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:00069799 | Breast | Precancer | response to oxidative stress | 70/1080 | 446/18723 | 1.59e-14 | 4.26e-12 | 70 |
GO:00621979 | Breast | Precancer | cellular response to chemical stress | 51/1080 | 337/18723 | 2.40e-10 | 2.34e-08 | 51 |
GO:00160329 | Breast | Precancer | viral process | 58/1080 | 415/18723 | 3.42e-10 | 3.16e-08 | 58 |
GO:00003029 | Breast | Precancer | response to reactive oxygen species | 38/1080 | 222/18723 | 1.47e-09 | 1.23e-07 | 38 |
GO:00709979 | Breast | Precancer | neuron death | 50/1080 | 361/18723 | 7.75e-09 | 5.70e-07 | 50 |
GO:00514029 | Breast | Precancer | neuron apoptotic process | 38/1080 | 246/18723 | 2.68e-08 | 1.75e-06 | 38 |
GO:00345999 | Breast | Precancer | cellular response to oxidative stress | 42/1080 | 288/18723 | 2.78e-08 | 1.79e-06 | 42 |
GO:00444039 | Breast | Precancer | biological process involved in symbiotic interaction | 42/1080 | 290/18723 | 3.40e-08 | 2.11e-06 | 42 |
GO:00086378 | Breast | Precancer | apoptotic mitochondrial changes | 23/1080 | 107/18723 | 3.44e-08 | 2.12e-06 | 23 |
GO:00349769 | Breast | Precancer | response to endoplasmic reticulum stress | 38/1080 | 256/18723 | 7.89e-08 | 4.60e-06 | 38 |
GO:00425429 | Breast | Precancer | response to hydrogen peroxide | 26/1080 | 146/18723 | 2.52e-07 | 1.26e-05 | 26 |
GO:00100389 | Breast | Precancer | response to metal ion | 47/1080 | 373/18723 | 3.88e-07 | 1.79e-05 | 47 |
GO:00511019 | Breast | Precancer | regulation of DNA binding | 22/1080 | 118/18723 | 9.28e-07 | 3.71e-05 | 22 |
GO:19012149 | Breast | Precancer | regulation of neuron death | 41/1080 | 319/18723 | 1.27e-06 | 4.80e-05 | 41 |
GO:00435237 | Breast | Precancer | regulation of neuron apoptotic process | 31/1080 | 212/18723 | 1.69e-06 | 6.08e-05 | 31 |
GO:00075653 | Breast | Precancer | female pregnancy | 29/1080 | 193/18723 | 2.07e-06 | 7.31e-05 | 29 |
GO:00510989 | Breast | Precancer | regulation of binding | 44/1080 | 363/18723 | 2.59e-06 | 8.65e-05 | 44 |
GO:00447063 | Breast | Precancer | multi-multicellular organism process | 31/1080 | 220/18723 | 3.73e-06 | 1.19e-04 | 31 |
GO:00300999 | Breast | Precancer | myeloid cell differentiation | 45/1080 | 381/18723 | 4.00e-06 | 1.25e-04 | 45 |
GO:00018367 | Breast | Precancer | release of cytochrome c from mitochondria | 14/1080 | 59/18723 | 4.80e-06 | 1.47e-04 | 14 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa0493228 | Oral cavity | OSCC | Non-alcoholic fatty liver disease | 124/3704 | 155/8465 | 1.22e-20 | 1.37e-18 | 6.96e-19 | 124 |
hsa0513230 | Oral cavity | OSCC | Salmonella infection | 174/3704 | 249/8465 | 2.67e-17 | 1.49e-15 | 7.58e-16 | 174 |
hsa0516928 | Oral cavity | OSCC | Epstein-Barr virus infection | 144/3704 | 202/8465 | 1.08e-15 | 3.60e-14 | 1.83e-14 | 144 |
hsa0517130 | Oral cavity | OSCC | Coronavirus disease - COVID-19 | 156/3704 | 232/8465 | 2.30e-13 | 5.14e-12 | 2.62e-12 | 156 |
hsa0421018 | Oral cavity | OSCC | Apoptosis | 101/3704 | 136/8465 | 3.34e-13 | 7.00e-12 | 3.56e-12 | 101 |
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 |
hsa0520830 | Oral cavity | OSCC | Chemical carcinogenesis - reactive oxygen species | 150/3704 | 223/8465 | 6.45e-13 | 1.20e-11 | 6.11e-12 | 150 |
hsa0413728 | Oral cavity | OSCC | Mitophagy - animal | 58/3704 | 72/8465 | 1.48e-10 | 2.07e-09 | 1.05e-09 | 58 |
hsa0521018 | Oral cavity | OSCC | Colorectal cancer | 66/3704 | 86/8465 | 3.99e-10 | 4.95e-09 | 2.52e-09 | 66 |
hsa0513030 | Oral cavity | OSCC | Pathogenic Escherichia coli infection | 129/3704 | 197/8465 | 4.32e-10 | 5.17e-09 | 2.63e-09 | 129 |
hsa046689 | Oral cavity | OSCC | TNF signaling pathway | 82/3704 | 114/8465 | 8.30e-10 | 9.59e-09 | 4.88e-09 | 82 |
hsa0513520 | Oral cavity | OSCC | Yersinia infection | 94/3704 | 137/8465 | 2.85e-09 | 3.08e-08 | 1.57e-08 | 94 |
hsa0516729 | Oral cavity | OSCC | Kaposi sarcoma-associated herpesvirus infection | 125/3704 | 194/8465 | 3.67e-09 | 3.84e-08 | 1.96e-08 | 125 |
hsa0517027 | Oral cavity | OSCC | Human immunodeficiency virus 1 infection | 133/3704 | 212/8465 | 1.42e-08 | 1.40e-07 | 7.12e-08 | 133 |
hsa0451019 | Oral cavity | OSCC | Focal adhesion | 128/3704 | 203/8465 | 1.71e-08 | 1.63e-07 | 8.31e-08 | 128 |
hsa046258 | Oral cavity | OSCC | C-type lectin receptor signaling pathway | 73/3704 | 104/8465 | 3.83e-08 | 3.12e-07 | 1.59e-07 | 73 |
hsa0513130 | Oral cavity | OSCC | Shigellosis | 150/3704 | 247/8465 | 3.96e-08 | 3.12e-07 | 1.59e-07 | 150 |
hsa0541830 | Oral cavity | OSCC | Fluid shear stress and atherosclerosis | 92/3704 | 139/8465 | 6.51e-08 | 4.84e-07 | 2.47e-07 | 92 |
hsa0541730 | Oral cavity | OSCC | Lipid and atherosclerosis | 131/3704 | 215/8465 | 2.20e-07 | 1.45e-06 | 7.37e-07 | 131 |
hsa051618 | Oral cavity | OSCC | Hepatitis B | 103/3704 | 162/8465 | 2.34e-07 | 1.51e-06 | 7.69e-07 | 103 |
TF | Cell Type | Tissue | Disease Stage | Target Gene | RSS | Regulon Activity |
JUN | MLUM | Breast | DCIS | DUSP1,JUNB,MALAT1, etc. | 6.42e-01 | ![The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.](images/gene_regulatory/Breast/Str/TF_DCIS/regulons_activity_in_dotplot.png) |
JUN | CD4TN | Cervix | CC | HSPA1B,DNAJB1,HSPA1A, etc. | 1.26e-01 | ![The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.](images/gene_regulatory/Cervix/Str/TF_CC/regulons_activity_in_dotplot.png) |
JUN | CD8TEFF | Cervix | CC | HSPA1B,DNAJB1,HSPA1A, etc. | 8.34e-02 | ![The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.](images/gene_regulatory/Cervix/Str/TF_CC/regulons_activity_in_dotplot.png) |
JUN | TFH | Cervix | CC | HSPA1B,DNAJB1,HSPA1A, etc. | 6.17e-02 | ![The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.](images/gene_regulatory/Cervix/Str/TF_CC/regulons_activity_in_dotplot.png) |
JUN | CD8TEXP | Liver | Cirrhotic | HSPA1A,HSPA1B,HSPB1, etc. | 1.35e-01 | ![The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.](images/gene_regulatory/Liver/Str/TF_Cirrhotic/regulons_activity_in_dotplot.png) |
JUN | CD8TCM | Pancreas | PDAC | DNAJB1,HSPA1B,ID2, etc. | 2.45e-01 | ![The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.](images/gene_regulatory/Pancreas/Str/TF_PDAC/regulons_activity_in_dotplot.png) |
Entrez ID | Symbol | Category | Interaction Types | Drug Claim Name | Drug Name | PMIDs |
3725 | JUN | CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDING | | DIPHENHYDRAMINE HYDROCHLORIDE | DIPHENHYDRAMINE HYDROCHLORIDE | |
3725 | JUN | CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDING | | COLCHICINE | COLCHICINE | |
3725 | JUN | CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDING | | CIPROFIBRATE | CIPROFIBRATE | 16680159 |
3725 | JUN | CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDING | | VINBLASTINE SULFATE | VINBLASTINE SULFATE | |
3725 | JUN | CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDING | | PATULIN | PATULIN | 16680159 |
3725 | JUN | CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDING | | ALPHA-DIFLUOROMETHYLORNITHINE | | 9950818 |
3725 | JUN | CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDING | | METHIMAZOLE | METHIMAZOLE | |
3725 | JUN | CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDING | | DFMO | | 9950818 |
3725 | JUN | CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDING | | 2-MERCAPTOPYRIMIDINE | 2-MERCAPTOPYRIMIDINE | |
3725 | JUN | CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDING | | SODIUM SELENITE | SODIUM SELENITE | |