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/LDHA_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/LDHA_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/LDHA_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/LDHA_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/LDHA_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/LDHA_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/LDHA_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/LDHA_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/LDHA_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/LDHA_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/LDHA_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/LDHA_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:000166631 | Stomach | CAG | response to hypoxia | 22/552 | 307/18723 | 1.23e-04 | 3.03e-03 | 22 |
GO:00466833 | Stomach | CAG | response to organophosphorus | 13/552 | 131/18723 | 1.34e-04 | 3.22e-03 | 13 |
GO:000974331 | Stomach | CAG | response to carbohydrate | 19/552 | 253/18723 | 1.93e-04 | 4.22e-03 | 19 |
GO:003428431 | Stomach | CAG | response to monosaccharide | 17/552 | 225/18723 | 3.85e-04 | 6.98e-03 | 17 |
GO:00515913 | Stomach | CAG | response to cAMP | 10/552 | 93/18723 | 4.12e-04 | 7.35e-03 | 10 |
GO:00140743 | Stomach | CAG | response to purine-containing compound | 13/552 | 148/18723 | 4.47e-04 | 7.68e-03 | 13 |
GO:000974631 | Stomach | CAG | response to hexose | 16/552 | 219/18723 | 8.13e-04 | 1.22e-02 | 16 |
GO:000974931 | Stomach | CAG | response to glucose | 14/552 | 212/18723 | 4.23e-03 | 3.82e-02 | 14 |
GO:004603441 | Stomach | WIM | ATP metabolic process | 33/426 | 277/18723 | 7.07e-15 | 1.40e-11 | 33 |
GO:00094104 | Stomach | WIM | response to xenobiotic stimulus | 33/426 | 462/18723 | 7.26e-09 | 1.20e-06 | 33 |
GO:000609141 | Stomach | WIM | generation of precursor metabolites and energy | 34/426 | 490/18723 | 8.83e-09 | 1.40e-06 | 34 |
GO:000697941 | Stomach | WIM | response to oxidative stress | 30/426 | 446/18723 | 1.34e-07 | 1.30e-05 | 30 |
GO:00316674 | Stomach | WIM | response to nutrient levels | 31/426 | 474/18723 | 1.54e-07 | 1.46e-05 | 31 |
GO:000030241 | Stomach | WIM | response to reactive oxygen species | 20/426 | 222/18723 | 1.88e-07 | 1.69e-05 | 20 |
GO:004254241 | Stomach | WIM | response to hydrogen peroxide | 16/426 | 146/18723 | 2.27e-07 | 1.96e-05 | 16 |
GO:00362934 | Stomach | WIM | response to decreased oxygen levels | 23/426 | 322/18723 | 1.45e-06 | 9.57e-05 | 23 |
GO:007048241 | Stomach | WIM | response to oxygen levels | 23/426 | 347/18723 | 5.09e-06 | 2.62e-04 | 23 |
GO:000166641 | Stomach | WIM | response to hypoxia | 21/426 | 307/18723 | 8.11e-06 | 3.83e-04 | 21 |
GO:003428441 | Stomach | WIM | response to monosaccharide | 17/426 | 225/18723 | 1.66e-05 | 6.85e-04 | 17 |
GO:000974341 | Stomach | WIM | response to carbohydrate | 18/426 | 253/18723 | 2.12e-05 | 8.33e-04 | 18 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa0406616 | Breast | Precancer | HIF-1 signaling pathway | 23/684 | 109/8465 | 1.51e-05 | 1.59e-04 | 1.22e-04 | 23 |
hsa0001010 | Breast | Precancer | Glycolysis / Gluconeogenesis | 13/684 | 67/8465 | 2.39e-03 | 1.51e-02 | 1.16e-02 | 13 |
hsa052309 | Breast | Precancer | Central carbon metabolism in cancer | 13/684 | 70/8465 | 3.57e-03 | 2.17e-02 | 1.66e-02 | 13 |
hsa0406617 | Breast | Precancer | HIF-1 signaling pathway | 23/684 | 109/8465 | 1.51e-05 | 1.59e-04 | 1.22e-04 | 23 |
hsa0001013 | Breast | Precancer | Glycolysis / Gluconeogenesis | 13/684 | 67/8465 | 2.39e-03 | 1.51e-02 | 1.16e-02 | 13 |
hsa0523012 | Breast | Precancer | Central carbon metabolism in cancer | 13/684 | 70/8465 | 3.57e-03 | 2.17e-02 | 1.66e-02 | 13 |
hsa0406623 | Breast | IDC | HIF-1 signaling pathway | 22/867 | 109/8465 | 1.36e-03 | 1.00e-02 | 7.50e-03 | 22 |
hsa0406633 | Breast | IDC | HIF-1 signaling pathway | 22/867 | 109/8465 | 1.36e-03 | 1.00e-02 | 7.50e-03 | 22 |
hsa0406642 | Breast | DCIS | HIF-1 signaling pathway | 22/846 | 109/8465 | 9.83e-04 | 7.05e-03 | 5.20e-03 | 22 |
hsa0406652 | Breast | DCIS | HIF-1 signaling pathway | 22/846 | 109/8465 | 9.83e-04 | 7.05e-03 | 5.20e-03 | 22 |
hsa0406618 | Cervix | CC | HIF-1 signaling pathway | 27/1267 | 109/8465 | 4.72e-03 | 1.64e-02 | 9.72e-03 | 27 |
hsa0523010 | Cervix | CC | Central carbon metabolism in cancer | 18/1267 | 70/8465 | 1.29e-02 | 3.87e-02 | 2.29e-02 | 18 |
hsa0406619 | Cervix | CC | HIF-1 signaling pathway | 27/1267 | 109/8465 | 4.72e-03 | 1.64e-02 | 9.72e-03 | 27 |
hsa0523013 | Cervix | CC | Central carbon metabolism in cancer | 18/1267 | 70/8465 | 1.29e-02 | 3.87e-02 | 2.29e-02 | 18 |
hsa00620 | Colorectum | AD | Pyruvate metabolism | 28/2092 | 47/8465 | 3.71e-07 | 5.41e-06 | 3.45e-06 | 28 |
hsa00010 | Colorectum | AD | Glycolysis / Gluconeogenesis | 34/2092 | 67/8465 | 3.63e-06 | 4.34e-05 | 2.77e-05 | 34 |
hsa04066 | Colorectum | AD | HIF-1 signaling pathway | 48/2092 | 109/8465 | 7.25e-06 | 7.84e-05 | 5.00e-05 | 48 |
hsa05230 | Colorectum | AD | Central carbon metabolism in cancer | 33/2092 | 70/8465 | 3.61e-05 | 3.19e-04 | 2.03e-04 | 33 |
hsa00640 | Colorectum | AD | Propanoate metabolism | 18/2092 | 32/8465 | 1.33e-04 | 1.11e-03 | 7.08e-04 | 18 |
hsa04922 | Colorectum | AD | Glucagon signaling pathway | 41/2092 | 107/8465 | 1.18e-03 | 7.75e-03 | 4.94e-03 | 41 |