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:0030111110 | Thyroid | PTC | regulation of Wnt signaling pathway | 163/5968 | 328/18723 | 1.05e-11 | 4.29e-10 | 163 |
GO:000734619 | Thyroid | PTC | regulation of mitotic cell cycle | 212/5968 | 457/18723 | 4.03e-11 | 1.44e-09 | 212 |
GO:0072331113 | Thyroid | PTC | signal transduction by p53 class mediator | 92/5968 | 163/18723 | 7.29e-11 | 2.54e-09 | 92 |
GO:0031397113 | Thyroid | PTC | negative regulation of protein ubiquitination | 55/5968 | 83/18723 | 1.26e-10 | 4.28e-09 | 55 |
GO:004477218 | Thyroid | PTC | mitotic cell cycle phase transition | 196/5968 | 424/18723 | 3.17e-10 | 1.02e-08 | 196 |
GO:1903321113 | Thyroid | PTC | negative regulation of protein modification by small protein conjugation or removal | 59/5968 | 95/18723 | 1.26e-09 | 3.63e-08 | 59 |
GO:0060828110 | Thyroid | PTC | regulation of canonical Wnt signaling pathway | 123/5968 | 253/18723 | 1.83e-08 | 4.26e-07 | 123 |
GO:0060070110 | Thyroid | PTC | canonical Wnt signaling pathway | 141/5968 | 303/18723 | 5.71e-08 | 1.21e-06 | 141 |
GO:19019908 | Thyroid | PTC | regulation of mitotic cell cycle phase transition | 138/5968 | 299/18723 | 1.44e-07 | 2.78e-06 | 138 |
GO:000184118 | Thyroid | PTC | neural tube formation | 58/5968 | 102/18723 | 1.59e-07 | 3.03e-06 | 58 |
GO:19019837 | Thyroid | PTC | regulation of protein acetylation | 46/5968 | 77/18723 | 4.26e-07 | 7.03e-06 | 46 |
GO:0048872113 | Thyroid | PTC | homeostasis of number of cells | 125/5968 | 272/18723 | 7.25e-07 | 1.14e-05 | 125 |
GO:000182215 | Thyroid | PTC | kidney development | 133/5968 | 293/18723 | 7.57e-07 | 1.18e-05 | 133 |
GO:00000829 | Thyroid | PTC | G1/S transition of mitotic cell cycle | 102/5968 | 214/18723 | 9.48e-07 | 1.43e-05 | 102 |
GO:003017719 | Thyroid | PTC | positive regulation of Wnt signaling pathway | 72/5968 | 140/18723 | 1.16e-06 | 1.69e-05 | 72 |
GO:000183817 | Thyroid | PTC | embryonic epithelial tube formation | 64/5968 | 121/18723 | 1.27e-06 | 1.83e-05 | 64 |
GO:00448439 | Thyroid | PTC | cell cycle G1/S phase transition | 112/5968 | 241/18723 | 1.37e-06 | 1.96e-05 | 112 |
GO:000165517 | Thyroid | PTC | urogenital system development | 149/5968 | 338/18723 | 1.41e-06 | 2.01e-05 | 149 |
GO:005160420 | Thyroid | PTC | protein maturation | 132/5968 | 294/18723 | 1.71e-06 | 2.39e-05 | 132 |
GO:007200114 | Thyroid | PTC | renal system development | 135/5968 | 302/18723 | 1.76e-06 | 2.43e-05 | 135 |
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) |