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/TPM4_pca_on_diff_genes.png) | IDC: Invasive ductal carcinoma |
DCIS: Ductal carcinoma in situ |
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers |
Cervix | ![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/Cervix/TPM4_pca_on_diff_genes.png) | CC: Cervix cancer |
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions |
N_HPV: HPV-infected normal cervix |
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/TPM4_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/TPM4_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/TPM4_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/TPM4_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/TPM4_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/TPM4_pca_on_diff_genes.png) | HCC: Hepatocellular carcinoma |
NAFLD: Non-alcoholic fatty liver disease |
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/TPM4_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/TPM4_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/TPM4_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/TPM4_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:00070159 | Breast | Precancer | actin filament organization | 44/1080 | 442/18723 | 3.02e-04 | 4.35e-03 | 44 |
GO:00016496 | Breast | Precancer | osteoblast differentiation | 27/1080 | 229/18723 | 3.35e-04 | 4.73e-03 | 27 |
GO:00015036 | Breast | Precancer | ossification | 36/1080 | 408/18723 | 7.53e-03 | 4.98e-02 | 36 |
GO:000164912 | Breast | IDC | osteoblast differentiation | 35/1434 | 229/18723 | 6.64e-05 | 1.35e-03 | 35 |
GO:000701514 | Breast | IDC | actin filament organization | 55/1434 | 442/18723 | 2.45e-04 | 3.84e-03 | 55 |
GO:000150311 | Breast | IDC | ossification | 50/1434 | 408/18723 | 6.51e-04 | 8.04e-03 | 50 |
GO:00030125 | Breast | IDC | muscle system process | 50/1434 | 452/18723 | 5.52e-03 | 4.05e-02 | 50 |
GO:000701524 | Breast | DCIS | actin filament organization | 56/1390 | 442/18723 | 5.90e-05 | 1.19e-03 | 56 |
GO:000164921 | Breast | DCIS | osteoblast differentiation | 32/1390 | 229/18723 | 4.00e-04 | 5.48e-03 | 32 |
GO:000301212 | Breast | DCIS | muscle system process | 50/1390 | 452/18723 | 3.02e-03 | 2.57e-02 | 50 |
GO:000150321 | Breast | DCIS | ossification | 45/1390 | 408/18723 | 4.98e-03 | 3.72e-02 | 45 |
GO:000701510 | Cervix | CC | actin filament organization | 109/2311 | 442/18723 | 4.92e-13 | 2.45e-10 | 109 |
GO:00016497 | Cervix | CC | osteoblast differentiation | 47/2311 | 229/18723 | 2.88e-04 | 3.11e-03 | 47 |
GO:00015037 | Cervix | CC | ossification | 71/2311 | 408/18723 | 1.67e-03 | 1.28e-02 | 71 |
GO:000701515 | Cervix | HSIL_HPV | actin filament organization | 43/737 | 442/18723 | 4.77e-08 | 3.59e-06 | 43 |
GO:000701525 | Cervix | N_HPV | actin filament organization | 29/534 | 442/18723 | 3.00e-05 | 8.02e-04 | 29 |
GO:000164913 | Cervix | N_HPV | osteoblast differentiation | 14/534 | 229/18723 | 6.22e-03 | 4.28e-02 | 14 |
GO:000150312 | Cervix | N_HPV | ossification | 21/534 | 408/18723 | 6.98e-03 | 4.61e-02 | 21 |
GO:0007015 | Colorectum | AD | actin filament organization | 167/3918 | 442/18723 | 1.65e-16 | 7.94e-14 | 167 |
GO:0001649 | Colorectum | AD | osteoblast differentiation | 70/3918 | 229/18723 | 3.59e-04 | 4.18e-03 | 70 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa0426016 | Breast | Precancer | Cardiac muscle contraction | 22/684 | 87/8465 | 9.72e-07 | 1.62e-05 | 1.24e-05 | 22 |
hsa0426017 | Breast | Precancer | Cardiac muscle contraction | 22/684 | 87/8465 | 9.72e-07 | 1.62e-05 | 1.24e-05 | 22 |
hsa0426022 | Breast | IDC | Cardiac muscle contraction | 23/867 | 87/8465 | 1.39e-05 | 1.61e-04 | 1.21e-04 | 23 |
hsa0426032 | Breast | IDC | Cardiac muscle contraction | 23/867 | 87/8465 | 1.39e-05 | 1.61e-04 | 1.21e-04 | 23 |
hsa0426042 | Breast | DCIS | Cardiac muscle contraction | 22/846 | 87/8465 | 3.08e-05 | 3.43e-04 | 2.53e-04 | 22 |
hsa0426052 | Breast | DCIS | Cardiac muscle contraction | 22/846 | 87/8465 | 3.08e-05 | 3.43e-04 | 2.53e-04 | 22 |
hsa0426018 | Cervix | CC | Cardiac muscle contraction | 23/1267 | 87/8465 | 3.71e-03 | 1.34e-02 | 7.91e-03 | 23 |
hsa0426019 | Cervix | CC | Cardiac muscle contraction | 23/1267 | 87/8465 | 3.71e-03 | 1.34e-02 | 7.91e-03 | 23 |
hsa04260 | Colorectum | AD | Cardiac muscle contraction | 32/2092 | 87/8465 | 7.92e-03 | 3.13e-02 | 2.00e-02 | 32 |
hsa042601 | Colorectum | AD | Cardiac muscle contraction | 32/2092 | 87/8465 | 7.92e-03 | 3.13e-02 | 2.00e-02 | 32 |
hsa042602 | Colorectum | SER | Cardiac muscle contraction | 31/1580 | 87/8465 | 1.30e-04 | 1.30e-03 | 9.47e-04 | 31 |
hsa042603 | Colorectum | SER | Cardiac muscle contraction | 31/1580 | 87/8465 | 1.30e-04 | 1.30e-03 | 9.47e-04 | 31 |
hsa042606 | Colorectum | MSI-H | Cardiac muscle contraction | 22/797 | 87/8465 | 1.20e-05 | 1.86e-04 | 1.56e-04 | 22 |
hsa042607 | Colorectum | MSI-H | Cardiac muscle contraction | 22/797 | 87/8465 | 1.20e-05 | 1.86e-04 | 1.56e-04 | 22 |
hsa04261 | Colorectum | FAP | Adrenergic signaling in cardiomyocytes | 38/1404 | 154/8465 | 6.16e-03 | 2.34e-02 | 1.42e-02 | 38 |
hsa042608 | Colorectum | FAP | Cardiac muscle contraction | 24/1404 | 87/8465 | 6.49e-03 | 2.43e-02 | 1.48e-02 | 24 |
hsa042611 | Colorectum | FAP | Adrenergic signaling in cardiomyocytes | 38/1404 | 154/8465 | 6.16e-03 | 2.34e-02 | 1.42e-02 | 38 |
hsa042609 | Colorectum | FAP | Cardiac muscle contraction | 24/1404 | 87/8465 | 6.49e-03 | 2.43e-02 | 1.48e-02 | 24 |
hsa0426020 | Endometrium | AEH | Cardiac muscle contraction | 27/1197 | 87/8465 | 3.93e-05 | 3.99e-04 | 2.92e-04 | 27 |
hsa048144 | Endometrium | AEH | Motor proteins | 42/1197 | 193/8465 | 2.41e-03 | 1.42e-02 | 1.04e-02 | 42 |