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 |
hsa0465725 | Oral cavity | LP | IL-17 signaling pathway | 47/2418 | 94/8465 | 8.45e-06 | 6.25e-05 | 4.03e-05 | 47 |
hsa0413729 | Oral cavity | LP | Mitophagy - animal | 38/2418 | 72/8465 | 1.24e-05 | 8.63e-05 | 5.57e-05 | 38 |
hsa0521026 | Oral cavity | LP | Colorectal cancer | 41/2418 | 86/8465 | 1.25e-04 | 7.56e-04 | 4.87e-04 | 41 |
hsa0513525 | Oral cavity | LP | Yersinia infection | 59/2418 | 137/8465 | 1.81e-04 | 1.04e-03 | 6.71e-04 | 59 |
hsa0516221 | Oral cavity | LP | Measles | 59/2418 | 139/8465 | 2.90e-04 | 1.60e-03 | 1.03e-03 | 59 |
hsa05417210 | Oral cavity | LP | Lipid and atherosclerosis | 84/2418 | 215/8465 | 5.02e-04 | 2.61e-03 | 1.68e-03 | 84 |
hsa0466822 | Oral cavity | LP | TNF signaling pathway | 49/2418 | 114/8465 | 6.51e-04 | 3.29e-03 | 2.12e-03 | 49 |
hsa0516122 | Oral cavity | LP | Hepatitis B | 65/2418 | 162/8465 | 9.31e-04 | 4.43e-03 | 2.86e-03 | 65 |
hsa0462121 | Oral cavity | LP | NOD-like receptor signaling pathway | 73/2418 | 186/8465 | 9.80e-04 | 4.53e-03 | 2.92e-03 | 73 |
hsa0462521 | Oral cavity | LP | C-type lectin receptor signaling pathway | 43/2418 | 104/8465 | 3.33e-03 | 1.41e-02 | 9.06e-03 | 43 |
hsa0521125 | Oral cavity | LP | Renal cell carcinoma | 30/2418 | 69/8465 | 5.60e-03 | 2.25e-02 | 1.45e-02 | 30 |
hsa0513322 | Oral cavity | LP | Pertussis | 32/2418 | 76/8465 | 7.65e-03 | 2.93e-02 | 1.89e-02 | 32 |
hsa0472224 | Oral cavity | LP | Neurotrophin signaling pathway | 46/2418 | 119/8465 | 1.07e-02 | 3.77e-02 | 2.43e-02 | 46 |
hsa0493323 | Oral cavity | LP | AGE-RAGE signaling pathway in diabetic complications | 39/2418 | 100/8465 | 1.53e-02 | 4.75e-02 | 3.06e-02 | 39 |
hsa0493237 | Oral cavity | LP | Non-alcoholic fatty liver disease | 101/2418 | 155/8465 | 1.53e-21 | 6.37e-20 | 4.10e-20 | 101 |
hsa0517138 | Oral cavity | LP | Coronavirus disease - COVID-19 | 128/2418 | 232/8465 | 7.04e-18 | 2.34e-16 | 1.51e-16 | 128 |
hsa0520838 | Oral cavity | LP | Chemical carcinogenesis - reactive oxygen species | 119/2418 | 223/8465 | 3.00e-15 | 8.32e-14 | 5.37e-14 | 119 |
hsa0513238 | Oral cavity | LP | Salmonella infection | 128/2418 | 249/8465 | 1.17e-14 | 2.79e-13 | 1.80e-13 | 128 |
hsa0516936 | Oral cavity | LP | Epstein-Barr virus infection | 106/2418 | 202/8465 | 4.30e-13 | 9.54e-12 | 6.15e-12 | 106 |
hsa0516638 | Oral cavity | LP | Human T-cell leukemia virus 1 infection | 100/2418 | 222/8465 | 8.94e-08 | 1.29e-06 | 8.35e-07 | 100 |
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 | |