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:009872716 | Thyroid | goiters | maintenance of cell number | 10/497 | 134/18723 | 3.08e-03 | 4.69e-02 | 10 |
GO:005122228 | Thyroid | goiters | positive regulation of protein transport | 17/497 | 303/18723 | 3.17e-03 | 4.77e-02 | 17 |
GO:190332034 | Thyroid | ATC | regulation of protein modification by small protein conjugation or removal | 152/6293 | 242/18723 | 9.76e-21 | 1.71e-18 | 152 |
GO:003164734 | Thyroid | ATC | regulation of protein stability | 177/6293 | 298/18723 | 4.08e-20 | 6.46e-18 | 177 |
GO:003139634 | Thyroid | ATC | regulation of protein ubiquitination | 132/6293 | 210/18723 | 3.13e-18 | 3.98e-16 | 132 |
GO:001605525 | Thyroid | ATC | Wnt signaling pathway | 234/6293 | 444/18723 | 4.64e-17 | 4.31e-15 | 234 |
GO:019873825 | Thyroid | ATC | cell-cell signaling by wnt | 234/6293 | 446/18723 | 9.26e-17 | 8.25e-15 | 234 |
GO:004477219 | Thyroid | ATC | mitotic cell cycle phase transition | 223/6293 | 424/18723 | 3.46e-16 | 2.88e-14 | 223 |
GO:190495128 | Thyroid | ATC | positive regulation of establishment of protein localization | 177/6293 | 319/18723 | 5.43e-16 | 4.29e-14 | 177 |
GO:000734622 | Thyroid | ATC | regulation of mitotic cell cycle | 236/6293 | 457/18723 | 7.58e-16 | 5.92e-14 | 236 |
GO:005082134 | Thyroid | ATC | protein stabilization | 117/6293 | 191/18723 | 3.98e-15 | 2.71e-13 | 117 |
GO:003011125 | Thyroid | ATC | regulation of Wnt signaling pathway | 177/6293 | 328/18723 | 1.83e-14 | 1.05e-12 | 177 |
GO:000641735 | Thyroid | ATC | regulation of translation | 236/6293 | 468/18723 | 2.39e-14 | 1.34e-12 | 236 |
GO:007233135 | Thyroid | ATC | signal transduction by p53 class mediator | 102/6293 | 163/18723 | 3.16e-14 | 1.75e-12 | 102 |
GO:005122234 | Thyroid | ATC | positive regulation of protein transport | 165/6293 | 303/18723 | 4.94e-14 | 2.69e-12 | 165 |
GO:001820516 | Thyroid | ATC | peptidyl-lysine modification | 193/6293 | 376/18723 | 6.92e-13 | 3.06e-11 | 193 |
GO:000647315 | Thyroid | ATC | protein acetylation | 116/6293 | 201/18723 | 1.75e-12 | 7.33e-11 | 116 |
GO:004354315 | Thyroid | ATC | protein acylation | 134/6293 | 243/18723 | 3.46e-12 | 1.40e-10 | 134 |
GO:004572733 | Thyroid | ATC | positive regulation of translation | 85/6293 | 136/18723 | 4.71e-12 | 1.84e-10 | 85 |
GO:003425034 | Thyroid | ATC | positive regulation of cellular amide metabolic process | 97/6293 | 162/18723 | 5.97e-12 | 2.30e-10 | 97 |
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) |