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/CRYAB_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/CRYAB_pca_on_diff_genes.png) | CC: Cervix cancer |
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions |
N_HPV: HPV-infected normal cervix |
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/CRYAB_pca_on_diff_genes.png) | ESCC: Esophageal squamous cell carcinoma |
HGIN: High-grade intraepithelial neoplasias |
LGIN: Low-grade intraepithelial neoplasias |
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/CRYAB_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/CRYAB_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/CRYAB_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/CRYAB_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/CRYAB_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:00069799 | Breast | Precancer | response to oxidative stress | 70/1080 | 446/18723 | 1.59e-14 | 4.26e-12 | 70 |
GO:00525479 | Breast | Precancer | regulation of peptidase activity | 71/1080 | 461/18723 | 2.72e-14 | 6.94e-12 | 71 |
GO:00525489 | Breast | Precancer | regulation of endopeptidase activity | 67/1080 | 432/18723 | 1.06e-13 | 2.36e-11 | 67 |
GO:00064578 | Breast | Precancer | protein folding | 43/1080 | 212/18723 | 3.48e-13 | 7.45e-11 | 43 |
GO:00362939 | Breast | Precancer | response to decreased oxygen levels | 53/1080 | 322/18723 | 4.09e-12 | 6.84e-10 | 53 |
GO:00016669 | Breast | Precancer | response to hypoxia | 51/1080 | 307/18723 | 7.33e-12 | 1.11e-09 | 51 |
GO:00704829 | Breast | Precancer | response to oxygen levels | 55/1080 | 347/18723 | 7.47e-12 | 1.11e-09 | 55 |
GO:20001169 | Breast | Precancer | regulation of cysteine-type endopeptidase activity | 43/1080 | 235/18723 | 1.30e-11 | 1.83e-09 | 43 |
GO:00432819 | Breast | Precancer | regulation of cysteine-type endopeptidase activity involved in apoptotic process | 40/1080 | 209/18723 | 1.59e-11 | 2.07e-09 | 40 |
GO:00003029 | Breast | Precancer | response to reactive oxygen species | 38/1080 | 222/18723 | 1.47e-09 | 1.23e-07 | 38 |
GO:00458619 | Breast | Precancer | negative regulation of proteolysis | 50/1080 | 351/18723 | 2.99e-09 | 2.39e-07 | 50 |
GO:00513468 | Breast | Precancer | negative regulation of hydrolase activity | 50/1080 | 379/18723 | 3.85e-08 | 2.34e-06 | 50 |
GO:00104668 | Breast | Precancer | negative regulation of peptidase activity | 38/1080 | 262/18723 | 1.46e-07 | 7.82e-06 | 38 |
GO:00109519 | Breast | Precancer | negative regulation of endopeptidase activity | 37/1080 | 252/18723 | 1.55e-07 | 8.05e-06 | 37 |
GO:00425429 | Breast | Precancer | response to hydrogen peroxide | 26/1080 | 146/18723 | 2.52e-07 | 1.26e-05 | 26 |
GO:20001179 | Breast | Precancer | negative regulation of cysteine-type endopeptidase activity | 19/1080 | 86/18723 | 3.36e-07 | 1.58e-05 | 19 |
GO:00432549 | Breast | Precancer | regulation of protein-containing complex assembly | 50/1080 | 428/18723 | 1.63e-06 | 5.97e-05 | 50 |
GO:00508219 | Breast | Precancer | protein stabilization | 29/1080 | 191/18723 | 1.67e-06 | 6.08e-05 | 29 |
GO:00431548 | Breast | Precancer | negative regulation of cysteine-type endopeptidase activity involved in apoptotic process | 17/1080 | 78/18723 | 1.69e-06 | 6.08e-05 | 17 |
GO:00316479 | Breast | Precancer | regulation of protein stability | 38/1080 | 298/18723 | 3.73e-06 | 1.19e-04 | 38 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa0414118 | Breast | Precancer | Protein processing in endoplasmic reticulum | 33/684 | 174/8465 | 2.78e-06 | 3.83e-05 | 2.94e-05 | 33 |
hsa0414119 | Breast | Precancer | Protein processing in endoplasmic reticulum | 33/684 | 174/8465 | 2.78e-06 | 3.83e-05 | 2.94e-05 | 33 |
hsa0414124 | Breast | IDC | Protein processing in endoplasmic reticulum | 36/867 | 174/8465 | 2.73e-05 | 2.86e-04 | 2.14e-04 | 36 |
hsa0414134 | Breast | IDC | Protein processing in endoplasmic reticulum | 36/867 | 174/8465 | 2.73e-05 | 2.86e-04 | 2.14e-04 | 36 |
hsa0414143 | Breast | DCIS | Protein processing in endoplasmic reticulum | 36/846 | 174/8465 | 1.60e-05 | 1.91e-04 | 1.41e-04 | 36 |
hsa0414153 | Breast | DCIS | Protein processing in endoplasmic reticulum | 36/846 | 174/8465 | 1.60e-05 | 1.91e-04 | 1.41e-04 | 36 |
hsa0414120 | Cervix | CC | Protein processing in endoplasmic reticulum | 55/1267 | 174/8465 | 1.74e-08 | 2.68e-07 | 1.58e-07 | 55 |
hsa04141110 | Cervix | CC | Protein processing in endoplasmic reticulum | 55/1267 | 174/8465 | 1.74e-08 | 2.68e-07 | 1.58e-07 | 55 |
hsa0414125 | Cervix | HSIL_HPV | Protein processing in endoplasmic reticulum | 21/459 | 174/8465 | 4.54e-04 | 3.80e-03 | 3.07e-03 | 21 |
hsa0414135 | Cervix | HSIL_HPV | Protein processing in endoplasmic reticulum | 21/459 | 174/8465 | 4.54e-04 | 3.80e-03 | 3.07e-03 | 21 |
hsa04141211 | Esophagus | ESCC | Protein processing in endoplasmic reticulum | 147/4205 | 174/8465 | 3.29e-22 | 1.10e-19 | 5.64e-20 | 147 |
hsa04141310 | Esophagus | ESCC | Protein processing in endoplasmic reticulum | 147/4205 | 174/8465 | 3.29e-22 | 1.10e-19 | 5.64e-20 | 147 |
hsa0414122 | Liver | HCC | Protein processing in endoplasmic reticulum | 146/4020 | 174/8465 | 7.34e-24 | 2.46e-21 | 1.37e-21 | 146 |
hsa042138 | Liver | HCC | Longevity regulating pathway - multiple species | 41/4020 | 62/8465 | 2.30e-03 | 7.86e-03 | 4.37e-03 | 41 |
hsa0414132 | Liver | HCC | Protein processing in endoplasmic reticulum | 146/4020 | 174/8465 | 7.34e-24 | 2.46e-21 | 1.37e-21 | 146 |
hsa0421311 | Liver | HCC | Longevity regulating pathway - multiple species | 41/4020 | 62/8465 | 2.30e-03 | 7.86e-03 | 4.37e-03 | 41 |
hsa0414130 | Oral cavity | OSCC | Protein processing in endoplasmic reticulum | 143/3704 | 174/8465 | 6.82e-26 | 2.28e-23 | 1.16e-23 | 143 |
hsa0421310 | Oral cavity | OSCC | Longevity regulating pathway - multiple species | 38/3704 | 62/8465 | 3.97e-03 | 9.86e-03 | 5.02e-03 | 38 |
hsa04141113 | Oral cavity | OSCC | Protein processing in endoplasmic reticulum | 143/3704 | 174/8465 | 6.82e-26 | 2.28e-23 | 1.16e-23 | 143 |
hsa0421313 | Oral cavity | OSCC | Longevity regulating pathway - multiple species | 38/3704 | 62/8465 | 3.97e-03 | 9.86e-03 | 5.02e-03 | 38 |