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/MDH2_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/MDH2_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/MDH2_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/MDH2_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/MDH2_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/MDH2_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/MDH2_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/MDH2_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/MDH2_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/MDH2_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/MDH2_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:00090608 | Breast | Precancer | aerobic respiration | 58/1080 | 189/18723 | 5.69e-27 | 7.62e-24 | 58 |
GO:00060918 | Breast | Precancer | generation of precursor metabolites and energy | 94/1080 | 490/18723 | 1.54e-25 | 1.64e-22 | 94 |
GO:00453338 | Breast | Precancer | cellular respiration | 59/1080 | 230/18723 | 5.97e-23 | 5.32e-20 | 59 |
GO:00159808 | Breast | Precancer | energy derivation by oxidation of organic compounds | 70/1080 | 318/18723 | 8.33e-23 | 6.37e-20 | 70 |
GO:00067345 | Breast | Precancer | NADH metabolic process | 6/1080 | 29/18723 | 5.49e-03 | 4.01e-02 | 6 |
GO:000906013 | Breast | IDC | aerobic respiration | 61/1434 | 189/18723 | 4.42e-23 | 6.27e-20 | 61 |
GO:000609113 | Breast | IDC | generation of precursor metabolites and energy | 103/1434 | 490/18723 | 1.53e-21 | 1.74e-18 | 103 |
GO:004533313 | Breast | IDC | cellular respiration | 62/1434 | 230/18723 | 5.98e-19 | 4.25e-16 | 62 |
GO:001598013 | Breast | IDC | energy derivation by oxidation of organic compounds | 73/1434 | 318/18723 | 8.70e-18 | 3.80e-15 | 73 |
GO:000906023 | Breast | DCIS | aerobic respiration | 61/1390 | 189/18723 | 8.72e-24 | 1.23e-20 | 61 |
GO:000609123 | Breast | DCIS | generation of precursor metabolites and energy | 103/1390 | 490/18723 | 1.46e-22 | 1.65e-19 | 103 |
GO:004533323 | Breast | DCIS | cellular respiration | 62/1390 | 230/18723 | 1.26e-19 | 1.02e-16 | 62 |
GO:001598023 | Breast | DCIS | energy derivation by oxidation of organic compounds | 73/1390 | 318/18723 | 1.56e-18 | 8.01e-16 | 73 |
GO:00090609 | Cervix | CC | aerobic respiration | 60/2311 | 189/18723 | 1.59e-12 | 6.36e-10 | 60 |
GO:00453339 | Cervix | CC | cellular respiration | 66/2311 | 230/18723 | 2.07e-11 | 5.39e-09 | 66 |
GO:00060919 | Cervix | CC | generation of precursor metabolites and energy | 105/2311 | 490/18723 | 7.40e-09 | 6.61e-07 | 105 |
GO:00159809 | Cervix | CC | energy derivation by oxidation of organic compounds | 74/2311 | 318/18723 | 3.83e-08 | 2.53e-06 | 74 |
GO:00067346 | Cervix | CC | NADH metabolic process | 9/2311 | 29/18723 | 6.49e-03 | 3.61e-02 | 9 |
GO:0006091 | Colorectum | AD | generation of precursor metabolites and energy | 209/3918 | 490/18723 | 3.17e-28 | 6.61e-25 | 209 |
GO:0009060 | Colorectum | AD | aerobic respiration | 108/3918 | 189/18723 | 9.14e-28 | 1.43e-24 | 108 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa012005 | Colorectum | MSS | Carbon metabolism | 43/1875 | 115/8465 | 1.37e-04 | 1.17e-03 | 7.19e-04 | 43 |
hsa000205 | Colorectum | MSS | Citrate cycle (TCA cycle) | 16/1875 | 30/8465 | 1.84e-04 | 1.47e-03 | 9.00e-04 | 16 |
hsa006302 | Colorectum | MSI-H | Glyoxylate and dicarboxylate metabolism | 8/797 | 30/8465 | 5.34e-03 | 4.94e-02 | 4.14e-02 | 8 |
hsa006303 | Colorectum | MSI-H | Glyoxylate and dicarboxylate metabolism | 8/797 | 30/8465 | 5.34e-03 | 4.94e-02 | 4.14e-02 | 8 |
hsa002704 | Endometrium | EEC | Cysteine and methionine metabolism | 15/1237 | 52/8465 | 6.02e-03 | 3.12e-02 | 2.33e-02 | 15 |
hsa0027011 | Endometrium | EEC | Cysteine and methionine metabolism | 15/1237 | 52/8465 | 6.02e-03 | 3.12e-02 | 2.33e-02 | 15 |
hsa0062010 | Esophagus | HGIN | Pyruvate metabolism | 16/1383 | 47/8465 | 2.27e-03 | 1.95e-02 | 1.55e-02 | 16 |
hsa0120016 | Esophagus | HGIN | Carbon metabolism | 31/1383 | 115/8465 | 2.51e-03 | 2.10e-02 | 1.67e-02 | 31 |
hsa0062013 | Esophagus | HGIN | Pyruvate metabolism | 16/1383 | 47/8465 | 2.27e-03 | 1.95e-02 | 1.55e-02 | 16 |
hsa0120017 | Esophagus | HGIN | Carbon metabolism | 31/1383 | 115/8465 | 2.51e-03 | 2.10e-02 | 1.67e-02 | 31 |
hsa0002014 | Esophagus | ESCC | Citrate cycle (TCA cycle) | 27/4205 | 30/8465 | 3.48e-06 | 1.94e-05 | 9.95e-06 | 27 |
hsa0120023 | Esophagus | ESCC | Carbon metabolism | 79/4205 | 115/8465 | 2.50e-05 | 1.21e-04 | 6.22e-05 | 79 |
hsa0062023 | Esophagus | ESCC | Pyruvate metabolism | 32/4205 | 47/8465 | 8.11e-03 | 1.94e-02 | 9.94e-03 | 32 |
hsa006306 | Esophagus | ESCC | Glyoxylate and dicarboxylate metabolism | 21/4205 | 30/8465 | 1.95e-02 | 4.35e-02 | 2.23e-02 | 21 |
hsa0002015 | Esophagus | ESCC | Citrate cycle (TCA cycle) | 27/4205 | 30/8465 | 3.48e-06 | 1.94e-05 | 9.95e-06 | 27 |
hsa0120033 | Esophagus | ESCC | Carbon metabolism | 79/4205 | 115/8465 | 2.50e-05 | 1.21e-04 | 6.22e-05 | 79 |
hsa0062033 | Esophagus | ESCC | Pyruvate metabolism | 32/4205 | 47/8465 | 8.11e-03 | 1.94e-02 | 9.94e-03 | 32 |
hsa0063013 | Esophagus | ESCC | Glyoxylate and dicarboxylate metabolism | 21/4205 | 30/8465 | 1.95e-02 | 4.35e-02 | 2.23e-02 | 21 |
hsa0120021 | Liver | Cirrhotic | Carbon metabolism | 64/2530 | 115/8465 | 6.37e-09 | 1.18e-07 | 7.26e-08 | 64 |
hsa006208 | Liver | Cirrhotic | Pyruvate metabolism | 29/2530 | 47/8465 | 5.90e-06 | 5.95e-05 | 3.67e-05 | 29 |