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:01987389 | Prostate | BPH | cell-cell signaling by wnt | 126/3107 | 446/18723 | 3.11e-10 | 1.67e-08 | 126 |
GO:005122217 | Prostate | BPH | positive regulation of protein transport | 93/3107 | 303/18723 | 6.94e-10 | 3.25e-08 | 93 |
GO:004578518 | Prostate | BPH | positive regulation of cell adhesion | 120/3107 | 437/18723 | 5.22e-09 | 1.90e-07 | 120 |
GO:00301119 | Prostate | BPH | regulation of Wnt signaling pathway | 95/3107 | 328/18723 | 1.23e-08 | 3.99e-07 | 95 |
GO:00608289 | Prostate | BPH | regulation of canonical Wnt signaling pathway | 75/3107 | 253/18723 | 1.47e-07 | 3.43e-06 | 75 |
GO:190332118 | Prostate | BPH | negative regulation of protein modification by small protein conjugation or removal | 37/3107 | 95/18723 | 1.54e-07 | 3.54e-06 | 37 |
GO:00447727 | Prostate | BPH | mitotic cell cycle phase transition | 112/3107 | 424/18723 | 1.57e-07 | 3.58e-06 | 112 |
GO:004887218 | Prostate | BPH | homeostasis of number of cells | 79/3107 | 272/18723 | 1.79e-07 | 3.99e-06 | 79 |
GO:003139718 | Prostate | BPH | negative regulation of protein ubiquitination | 33/3107 | 83/18723 | 4.07e-07 | 8.42e-06 | 33 |
GO:003033016 | Prostate | BPH | DNA damage response, signal transduction by p53 class mediator | 30/3107 | 72/18723 | 4.09e-07 | 8.44e-06 | 30 |
GO:00600709 | Prostate | BPH | canonical Wnt signaling pathway | 84/3107 | 303/18723 | 6.54e-07 | 1.27e-05 | 84 |
GO:190370616 | Prostate | BPH | regulation of hemopoiesis | 97/3107 | 367/18723 | 1.01e-06 | 1.83e-05 | 97 |
GO:00073468 | Prostate | BPH | regulation of mitotic cell cycle | 115/3107 | 457/18723 | 1.52e-06 | 2.62e-05 | 115 |
GO:00605628 | Prostate | BPH | epithelial tube morphogenesis | 87/3107 | 325/18723 | 2.05e-06 | 3.39e-05 | 87 |
GO:00516049 | Prostate | BPH | protein maturation | 80/3107 | 294/18723 | 2.64e-06 | 4.23e-05 | 80 |
GO:00448435 | Prostate | BPH | cell cycle G1/S phase transition | 68/3107 | 241/18723 | 3.80e-06 | 5.83e-05 | 68 |
GO:00000825 | Prostate | BPH | G1/S transition of mitotic cell cycle | 62/3107 | 214/18723 | 3.93e-06 | 5.97e-05 | 62 |
GO:00182055 | Prostate | BPH | peptidyl-lysine modification | 96/3107 | 376/18723 | 5.70e-06 | 8.39e-05 | 96 |
GO:00016557 | Prostate | BPH | urogenital system development | 88/3107 | 338/18723 | 6.05e-06 | 8.83e-05 | 88 |
GO:00987276 | Prostate | BPH | maintenance of cell number | 43/3107 | 134/18723 | 7.29e-06 | 1.04e-04 | 43 |
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) |