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/SOX4_pca_on_diff_genes.png) | IDC: Invasive ductal carcinoma |
DCIS: Ductal carcinoma in situ |
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers |
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/SOX4_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/SOX4_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/SOX4_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/SOX4_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/SOX4_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/SOX4_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/SOX4_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/SOX4_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/SOX4_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/SOX4_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/SOX4_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:000697712 | Esophagus | ESCC | DNA damage response, signal transduction by p53 class mediator resulting in cell cycle arrest | 15/8552 | 19/18723 | 3.29e-03 | 1.35e-02 | 15 |
GO:003559217 | Esophagus | ESCC | establishment of protein localization to extracellular region | 190/8552 | 360/18723 | 3.77e-03 | 1.53e-02 | 190 |
GO:007169210 | Esophagus | ESCC | protein localization to extracellular region | 193/8552 | 368/18723 | 5.01e-03 | 1.92e-02 | 193 |
GO:00456213 | Esophagus | ESCC | positive regulation of lymphocyte differentiation | 61/8552 | 104/18723 | 5.22e-03 | 1.97e-02 | 61 |
GO:00022446 | Esophagus | ESCC | hematopoietic progenitor cell differentiation | 66/8552 | 114/18723 | 5.74e-03 | 2.13e-02 | 66 |
GO:0031365 | Esophagus | ESCC | N-terminal protein amino acid modification | 21/8552 | 30/18723 | 6.17e-03 | 2.27e-02 | 21 |
GO:005087015 | Esophagus | ESCC | positive regulation of T cell activation | 117/8552 | 216/18723 | 7.23e-03 | 2.62e-02 | 117 |
GO:00016559 | Esophagus | ESCC | urogenital system development | 177/8552 | 338/18723 | 7.51e-03 | 2.69e-02 | 177 |
GO:00302176 | Esophagus | ESCC | T cell differentiation | 137/8552 | 257/18723 | 8.09e-03 | 2.87e-02 | 137 |
GO:0009743111 | Esophagus | ESCC | response to carbohydrate | 135/8552 | 253/18723 | 8.16e-03 | 2.89e-02 | 135 |
GO:190303916 | Esophagus | ESCC | positive regulation of leukocyte cell-cell adhesion | 128/8552 | 239/18723 | 8.40e-03 | 2.96e-02 | 128 |
GO:005070810 | Esophagus | ESCC | regulation of protein secretion | 142/8552 | 268/18723 | 9.31e-03 | 3.24e-02 | 142 |
GO:0006474 | Esophagus | ESCC | N-terminal protein amino acid acetylation | 13/8552 | 17/18723 | 1.00e-02 | 3.42e-02 | 13 |
GO:000715918 | Esophagus | ESCC | leukocyte cell-cell adhesion | 192/8552 | 371/18723 | 1.03e-02 | 3.51e-02 | 192 |
GO:00031793 | Esophagus | ESCC | heart valve morphogenesis | 34/8552 | 55/18723 | 1.16e-02 | 3.90e-02 | 34 |
GO:005071416 | Esophagus | ESCC | positive regulation of protein secretion | 76/8552 | 137/18723 | 1.32e-02 | 4.31e-02 | 76 |
GO:190303717 | Esophagus | ESCC | regulation of leukocyte cell-cell adhesion | 174/8552 | 336/18723 | 1.36e-02 | 4.43e-02 | 174 |
GO:00031703 | Esophagus | ESCC | heart valve development | 39/8552 | 65/18723 | 1.41e-02 | 4.59e-02 | 39 |
GO:00300984 | Esophagus | ESCC | lymphocyte differentiation | 192/8552 | 374/18723 | 1.52e-02 | 4.93e-02 | 192 |
GO:00064177 | Liver | NAFLD | regulation of translation | 85/1882 | 468/18723 | 4.58e-08 | 4.54e-06 | 85 |
TF | Cell Type | Tissue | Disease Stage | Target Gene | RSS | Regulon Activity |
SOX4 | INCAF | Cervix | N_HPV | MMP2,MGP,MAF, etc. | 7.86e-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_N_HPV/regulons_activity_in_dotplot.png) |
SOX4 | STM | Colorectum | AD | SLC12A2,ASCL2,MEX3A, etc. | 1.53e-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/Colorectum/Str/TF_AD/regulons_activity_in_dotplot.png) |
SOX4 | STM | Colorectum | SER | SLC12A2,ASCL2,MEX3A, etc. | 8.09e-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/Colorectum/Str/TF_SER/regulons_activity_in_dotplot.png) |
SOX4 | CD8TEXP | Colorectum | CRC | GPX2,TTC32,OLFM4, etc. | 3.55e-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/Colorectum/Str/TF_CRC/regulons_activity_in_dotplot.png) |
SOX4 | MAST | Colorectum | SER | GPX2,TTC32,OLFM4, etc. | 2.36e-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/Colorectum/Str/TF_SER/regulons_activity_in_dotplot.png) |
SOX4 | MYOFIB | Colorectum | SER | GPX2,TMA16,BICDL2, etc. | 2.38e-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/Colorectum/Str/TF_SER/regulons_activity_in_dotplot.png) |
SOX4 | STM | Esophagus | LGIN | MARCKSL1,ZNF428,MFAP2, etc. | 7.24e-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/Esophagus/Str/TF_LGIN/regulons_activity_in_dotplot.png) |
SOX4 | STM | Liver | Healthy | DEFB1,ZNF664,TMSB10, etc. | 6.49e-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_Healthy/regulons_activity_in_dotplot.png) |
SOX4 | pDC | Liver | Cirrhotic | ARMH1,CCR9,RPS26, etc. | 2.43e-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) |
SOX4 | DC | Liver | HCC | ARMH1,CCR9,RPS26, etc. | 3.68e-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/Liver/Str/TF_HCC/regulons_activity_in_dotplot.png) |