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 |
hsa0493216 | Breast | Precancer | Non-alcoholic fatty liver disease | 48/684 | 155/8465 | 6.16e-17 | 1.50e-15 | 1.15e-15 | 48 |
hsa0513218 | Breast | Precancer | Salmonella infection | 49/684 | 249/8465 | 2.92e-09 | 6.15e-08 | 4.71e-08 | 49 |
hsa0513018 | Breast | Precancer | Pathogenic Escherichia coli infection | 38/684 | 197/8465 | 3.12e-07 | 5.81e-06 | 4.45e-06 | 38 |
hsa0513118 | Breast | Precancer | Shigellosis | 44/684 | 247/8465 | 3.91e-07 | 6.86e-06 | 5.26e-06 | 44 |
hsa0516718 | Breast | Precancer | Kaposi sarcoma-associated herpesvirus infection | 36/684 | 194/8465 | 1.68e-06 | 2.53e-05 | 1.94e-05 | 36 |
hsa0491518 | Breast | Precancer | Estrogen signaling pathway | 28/684 | 138/8465 | 4.10e-06 | 5.39e-05 | 4.13e-05 | 28 |
hsa0541818 | Breast | Precancer | Fluid shear stress and atherosclerosis | 28/684 | 139/8465 | 4.74e-06 | 6.00e-05 | 4.59e-05 | 28 |
hsa0541718 | Breast | Precancer | Lipid and atherosclerosis | 37/684 | 215/8465 | 7.64e-06 | 9.29e-05 | 7.12e-05 | 37 |
hsa0516918 | Breast | Precancer | Epstein-Barr virus infection | 35/684 | 202/8465 | 1.15e-05 | 1.26e-04 | 9.64e-05 | 35 |
hsa0465716 | Breast | Precancer | IL-17 signaling pathway | 20/684 | 94/8465 | 4.74e-05 | 4.54e-04 | 3.48e-04 | 20 |
hsa042108 | Breast | Precancer | Apoptosis | 25/684 | 136/8465 | 7.61e-05 | 6.87e-04 | 5.26e-04 | 25 |
hsa0516618 | Breast | Precancer | Human T-cell leukemia virus 1 infection | 33/684 | 222/8465 | 4.29e-04 | 3.31e-03 | 2.53e-03 | 33 |
hsa0413716 | Breast | Precancer | Mitophagy - animal | 15/684 | 72/8465 | 5.22e-04 | 3.93e-03 | 3.01e-03 | 15 |
hsa05031 | Breast | Precancer | Amphetamine addiction | 14/684 | 69/8465 | 1.05e-03 | 7.35e-03 | 5.63e-03 | 14 |
hsa052036 | Breast | Precancer | Viral carcinogenesis | 27/684 | 204/8465 | 7.19e-03 | 4.06e-02 | 3.11e-02 | 27 |
hsa0493217 | Breast | Precancer | Non-alcoholic fatty liver disease | 48/684 | 155/8465 | 6.16e-17 | 1.50e-15 | 1.15e-15 | 48 |
hsa0513219 | Breast | Precancer | Salmonella infection | 49/684 | 249/8465 | 2.92e-09 | 6.15e-08 | 4.71e-08 | 49 |
hsa0513019 | Breast | Precancer | Pathogenic Escherichia coli infection | 38/684 | 197/8465 | 3.12e-07 | 5.81e-06 | 4.45e-06 | 38 |
hsa0513119 | Breast | Precancer | Shigellosis | 44/684 | 247/8465 | 3.91e-07 | 6.86e-06 | 5.26e-06 | 44 |
hsa0516719 | Breast | Precancer | Kaposi sarcoma-associated herpesvirus infection | 36/684 | 194/8465 | 1.68e-06 | 2.53e-05 | 1.94e-05 | 36 |
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 | |