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:001982714 | Esophagus | ESCC | stem cell population maintenance | 88/8552 | 131/18723 | 5.23e-07 | 6.97e-06 | 88 |
GO:003011117 | Esophagus | ESCC | regulation of Wnt signaling pathway | 194/8552 | 328/18723 | 5.39e-07 | 7.14e-06 | 194 |
GO:004484314 | Esophagus | ESCC | cell cycle G1/S phase transition | 148/8552 | 241/18723 | 5.68e-07 | 7.48e-06 | 148 |
GO:00315705 | Esophagus | ESCC | DNA integrity checkpoint | 83/8552 | 123/18723 | 8.17e-07 | 1.06e-05 | 83 |
GO:006007016 | Esophagus | ESCC | canonical Wnt signaling pathway | 180/8552 | 303/18723 | 9.15e-07 | 1.17e-05 | 180 |
GO:00000775 | Esophagus | ESCC | DNA damage checkpoint | 78/8552 | 115/18723 | 1.27e-06 | 1.56e-05 | 78 |
GO:19019883 | Esophagus | ESCC | negative regulation of cell cycle phase transition | 151/8552 | 249/18723 | 1.28e-06 | 1.57e-05 | 151 |
GO:0030330110 | Esophagus | ESCC | DNA damage response, signal transduction by p53 class mediator | 53/8552 | 72/18723 | 1.34e-06 | 1.63e-05 | 53 |
GO:006082817 | Esophagus | ESCC | regulation of canonical Wnt signaling pathway | 153/8552 | 253/18723 | 1.38e-06 | 1.67e-05 | 153 |
GO:0048872111 | Esophagus | ESCC | homeostasis of number of cells | 163/8552 | 272/18723 | 1.40e-06 | 1.69e-05 | 163 |
GO:004593013 | Esophagus | ESCC | negative regulation of mitotic cell cycle | 143/8552 | 235/18723 | 1.84e-06 | 2.15e-05 | 143 |
GO:003514815 | Esophagus | ESCC | tube formation | 96/8552 | 148/18723 | 1.86e-06 | 2.16e-05 | 96 |
GO:190199113 | Esophagus | ESCC | negative regulation of mitotic cell cycle phase transition | 112/8552 | 179/18723 | 3.69e-06 | 4.03e-05 | 112 |
GO:00721759 | Esophagus | ESCC | epithelial tube formation | 86/8552 | 132/18723 | 4.81e-06 | 5.10e-05 | 86 |
GO:006056210 | Esophagus | ESCC | epithelial tube morphogenesis | 187/8552 | 325/18723 | 9.95e-06 | 9.44e-05 | 187 |
GO:00420636 | Esophagus | ESCC | gliogenesis | 172/8552 | 301/18723 | 3.75e-05 | 3.04e-04 | 172 |
GO:009026316 | Esophagus | ESCC | positive regulation of canonical Wnt signaling pathway | 69/8552 | 106/18723 | 4.22e-05 | 3.39e-04 | 69 |
GO:003017716 | Esophagus | ESCC | positive regulation of Wnt signaling pathway | 87/8552 | 140/18723 | 6.18e-05 | 4.73e-04 | 87 |
GO:00140091 | Esophagus | ESCC | glial cell proliferation | 37/8552 | 51/18723 | 9.01e-05 | 6.50e-04 | 37 |
GO:004477312 | Esophagus | ESCC | mitotic DNA damage checkpoint | 54/8552 | 81/18723 | 1.09e-04 | 7.64e-04 | 54 |
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) |