Tissue | Expression Dynamics | Abbreviation |
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/AKR1A1_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/AKR1A1_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/AKR1A1_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/AKR1A1_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/AKR1A1_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/AKR1A1_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/AKR1A1_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/AKR1A1_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/AKR1A1_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/AKR1A1_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:000609120 | Esophagus | HGIN | generation of precursor metabolites and energy | 145/2587 | 490/18723 | 3.41e-20 | 2.04e-17 | 145 |
GO:002290020 | Esophagus | HGIN | electron transport chain | 66/2587 | 175/18723 | 2.21e-15 | 4.73e-13 | 66 |
GO:199074820 | Esophagus | HGIN | cellular detoxification | 30/2587 | 116/18723 | 4.05e-04 | 6.15e-03 | 30 |
GO:00306386 | Esophagus | HGIN | polyketide metabolic process | 6/2587 | 10/18723 | 8.81e-04 | 1.13e-02 | 6 |
GO:00306476 | Esophagus | HGIN | aminoglycoside antibiotic metabolic process | 6/2587 | 10/18723 | 8.81e-04 | 1.13e-02 | 6 |
GO:00445986 | Esophagus | HGIN | doxorubicin metabolic process | 6/2587 | 10/18723 | 8.81e-04 | 1.13e-02 | 6 |
GO:009723720 | Esophagus | HGIN | cellular response to toxic substance | 30/2587 | 124/18723 | 1.32e-03 | 1.57e-02 | 30 |
GO:19016614 | Esophagus | HGIN | quinone metabolic process | 13/2587 | 40/18723 | 2.04e-03 | 2.13e-02 | 13 |
GO:0006091110 | Esophagus | ESCC | generation of precursor metabolites and energy | 331/8552 | 490/18723 | 3.86e-23 | 8.45e-21 | 331 |
GO:0022900110 | Esophagus | ESCC | electron transport chain | 133/8552 | 175/18723 | 2.18e-16 | 1.67e-14 | 133 |
GO:00059969 | Esophagus | ESCC | monosaccharide metabolic process | 159/8552 | 257/18723 | 1.11e-07 | 1.81e-06 | 159 |
GO:00193189 | Esophagus | ESCC | hexose metabolic process | 147/8552 | 237/18723 | 2.63e-07 | 3.94e-06 | 147 |
GO:00067906 | Esophagus | ESCC | sulfur compound metabolic process | 201/8552 | 339/18723 | 2.64e-07 | 3.94e-06 | 201 |
GO:190166112 | Esophagus | ESCC | quinone metabolic process | 34/8552 | 40/18723 | 3.00e-07 | 4.27e-06 | 34 |
GO:00442725 | Esophagus | ESCC | sulfur compound biosynthetic process | 96/8552 | 148/18723 | 1.86e-06 | 2.16e-05 | 96 |
GO:00060668 | Esophagus | ESCC | alcohol metabolic process | 202/8552 | 353/18723 | 7.32e-06 | 7.26e-05 | 202 |
GO:00060069 | Esophagus | ESCC | glucose metabolic process | 119/8552 | 196/18723 | 1.51e-05 | 1.36e-04 | 119 |
GO:000963620 | Esophagus | ESCC | response to toxic substance | 150/8552 | 262/18723 | 1.00e-04 | 7.12e-04 | 150 |
GO:00067671 | Esophagus | ESCC | water-soluble vitamin metabolic process | 41/8552 | 59/18723 | 1.84e-04 | 1.17e-03 | 41 |
GO:00463948 | Esophagus | ESCC | carboxylic acid biosynthetic process | 175/8552 | 314/18723 | 1.98e-04 | 1.26e-03 | 175 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa05208 | Colorectum | AD | Chemical carcinogenesis - reactive oxygen species | 126/2092 | 223/8465 | 1.01e-24 | 1.68e-22 | 1.07e-22 | 126 |
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 |
hsa00561 | Colorectum | AD | Glycerolipid metabolism | 24/2092 | 63/8465 | 1.25e-02 | 4.54e-02 | 2.90e-02 | 24 |
hsa052081 | Colorectum | AD | Chemical carcinogenesis - reactive oxygen species | 126/2092 | 223/8465 | 1.01e-24 | 1.68e-22 | 1.07e-22 | 126 |
hsa006201 | Colorectum | AD | Pyruvate metabolism | 28/2092 | 47/8465 | 3.71e-07 | 5.41e-06 | 3.45e-06 | 28 |
hsa000101 | Colorectum | AD | Glycolysis / Gluconeogenesis | 34/2092 | 67/8465 | 3.63e-06 | 4.34e-05 | 2.77e-05 | 34 |
hsa005611 | Colorectum | AD | Glycerolipid metabolism | 24/2092 | 63/8465 | 1.25e-02 | 4.54e-02 | 2.90e-02 | 24 |
hsa006202 | Colorectum | SER | Pyruvate metabolism | 22/1580 | 47/8465 | 9.62e-06 | 1.33e-04 | 9.67e-05 | 22 |
hsa000102 | Colorectum | SER | Glycolysis / Gluconeogenesis | 24/1580 | 67/8465 | 6.62e-04 | 5.36e-03 | 3.89e-03 | 24 |
hsa006203 | Colorectum | SER | Pyruvate metabolism | 22/1580 | 47/8465 | 9.62e-06 | 1.33e-04 | 9.67e-05 | 22 |
hsa000103 | Colorectum | SER | Glycolysis / Gluconeogenesis | 24/1580 | 67/8465 | 6.62e-04 | 5.36e-03 | 3.89e-03 | 24 |
hsa052084 | Colorectum | MSS | Chemical carcinogenesis - reactive oxygen species | 118/1875 | 223/8465 | 2.71e-24 | 4.54e-22 | 2.78e-22 | 118 |
hsa006204 | Colorectum | MSS | Pyruvate metabolism | 24/1875 | 47/8465 | 1.25e-05 | 1.35e-04 | 8.27e-05 | 24 |
hsa000104 | Colorectum | MSS | Glycolysis / Gluconeogenesis | 28/1875 | 67/8465 | 2.36e-04 | 1.81e-03 | 1.11e-03 | 28 |
hsa005612 | Colorectum | MSS | Glycerolipid metabolism | 23/1875 | 63/8465 | 6.55e-03 | 2.64e-02 | 1.62e-02 | 23 |
hsa052085 | Colorectum | MSS | Chemical carcinogenesis - reactive oxygen species | 118/1875 | 223/8465 | 2.71e-24 | 4.54e-22 | 2.78e-22 | 118 |
hsa006205 | Colorectum | MSS | Pyruvate metabolism | 24/1875 | 47/8465 | 1.25e-05 | 1.35e-04 | 8.27e-05 | 24 |
hsa000105 | Colorectum | MSS | Glycolysis / Gluconeogenesis | 28/1875 | 67/8465 | 2.36e-04 | 1.81e-03 | 1.11e-03 | 28 |
hsa005613 | Colorectum | MSS | Glycerolipid metabolism | 23/1875 | 63/8465 | 6.55e-03 | 2.64e-02 | 1.62e-02 | 23 |
TF | Cell Type | Tissue | Disease Stage | Target Gene | RSS | Regulon Activity |
AKR1A1 | M2MAC | Cervix | ADJ | PRDX1,CAPG,TMEM176B, etc. | 2.00e-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_ADJ/regulons_activity_in_dotplot.png) |
AKR1A1 | MAST | Cervix | ADJ | PRDX1,CAPG,TMEM176B, etc. | 2.57e-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_ADJ/regulons_activity_in_dotplot.png) |
AKR1A1 | M2MAC | Cervix | HSIL_HPV | PRDX1,CAPG,TMEM176B, etc. | 1.60e-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_HSIL_HPV/regulons_activity_in_dotplot.png) |
AKR1A1 | M2MAC | Endometrium | ADJ | CD81,PRDX1,CAPG, etc. | 2.90e-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/Endometrium/Str/TF_ADJ/regulons_activity_in_dotplot.png) |
AKR1A1 | M2MAC | Endometrium | AEH | CD81,PRDX1,CAPG, etc. | 2.73e-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/Endometrium/Str/TF_AEH/regulons_activity_in_dotplot.png) |
AKR1A1 | M2MAC | Endometrium | EEC | CD81,PRDX1,CAPG, etc. | 3.82e-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/Endometrium/Str/TF_EEC/regulons_activity_in_dotplot.png) |
AKR1A1 | M2MAC | Endometrium | Healthy | CD81,PRDX1,CAPG, etc. | 4.34e-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/Endometrium/Str/TF_Healthy/regulons_activity_in_dotplot.png) |
AKR1A1 | cDC | Skin | ADJ | PRDX1,HLA-DQB2,FCGBP, etc. | 5.26e-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/Skin/Str/TF_ADJ/regulons_activity_in_dotplot.png) |
AKR1A1 | LC | Skin | ADJ | PRDX1,HLA-DQB2,FCGBP, etc. | 4.18e-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/Skin/Str/TF_ADJ/regulons_activity_in_dotplot.png) |
AKR1A1 | M2MAC | Skin | ADJ | PRDX1,HLA-DQB2,FCGBP, etc. | 2.06e-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/Skin/Str/TF_ADJ/regulons_activity_in_dotplot.png) |
Hugo Symbol | Variant Class | Variant Classification | dbSNP RS | HGVSc | HGVSp | HGVSp Short | SWISSPROT | BIOTYPE | SIFT | PolyPhen | Tumor Sample Barcode | Tissue | Histology | Sex | Age | Stage | Therapy Types | Drugs | Outcome |
AKR1A1 | SNV | Missense_Mutation | novel | c.631N>T | p.Ser211Cys | p.S211C | P14550 | protein_coding | deleterious(0.05) | probably_damaging(0.996) | TCGA-S3-AA0Z-01 | Breast | breast invasive carcinoma | Female | <65 | I/II | Ancillary | neulasta | CR |
AKR1A1 | deletion | Frame_Shift_Del | novel | c.945delG | p.His316IlefsTer24 | p.H316Ifs*24 | P14550 | protein_coding | | | TCGA-D8-A27V-01 | Breast | breast invasive carcinoma | Female | <65 | I/II | Hormone Therapy | tamoxiphen | SD |
AKR1A1 | SNV | Missense_Mutation | rs767717870 | c.106G>A | p.Ala36Thr | p.A36T | P14550 | protein_coding | deleterious(0.01) | probably_damaging(0.977) | TCGA-DS-A1OB-01 | Cervix | cervical & endocervical cancer | Female | <65 | I/II | Chemotherapy | carboplatin | PD |
AKR1A1 | SNV | Missense_Mutation | novel | c.733C>G | p.Pro245Ala | p.P245A | P14550 | protein_coding | tolerated(0.2) | benign(0.232) | TCGA-DS-A1OB-01 | Cervix | cervical & endocervical cancer | Female | <65 | I/II | Chemotherapy | carboplatin | PD |
AKR1A1 | SNV | Missense_Mutation | | c.147C>G | p.Ile49Met | p.I49M | P14550 | protein_coding | tolerated(0.05) | benign(0.011) | TCGA-EK-A2RA-01 | Cervix | cervical & endocervical cancer | Female | >=65 | I/II | Unknown | Unknown | SD |
AKR1A1 | SNV | Missense_Mutation | novel | c.107C>T | p.Ala36Val | p.A36V | P14550 | protein_coding | deleterious(0.01) | probably_damaging(0.98) | TCGA-AA-A00N-01 | Colorectum | colon adenocarcinoma | Male | >=65 | I/II | Unknown | Unknown | PD |
AKR1A1 | SNV | Missense_Mutation | novel | c.125N>A | p.Arg42His | p.R42H | P14550 | protein_coding | deleterious(0.01) | probably_damaging(0.997) | TCGA-AJ-A3EL-01 | Endometrium | uterine corpus endometrioid carcinoma | Female | <65 | I/II | Unknown | Unknown | SD |
AKR1A1 | SNV | Missense_Mutation | rs757813969 | c.950C>T | p.Pro317Leu | p.P317L | P14550 | protein_coding | deleterious(0) | probably_damaging(0.989) | TCGA-AP-A051-01 | Endometrium | uterine corpus endometrioid carcinoma | Female | >=65 | I/II | Unknown | Unknown | SD |
AKR1A1 | SNV | Missense_Mutation | novel | c.8N>A | p.Ala3Asp | p.A3D | P14550 | protein_coding | deleterious(0) | benign(0.034) | TCGA-AP-A059-01 | Endometrium | uterine corpus endometrioid carcinoma | Female | >=65 | I/II | Unknown | Unknown | SD |
AKR1A1 | SNV | Missense_Mutation | novel | c.825N>T | p.Lys275Asn | p.K275N | P14550 | protein_coding | tolerated(0.27) | benign(0.001) | TCGA-AP-A1DV-01 | Endometrium | uterine corpus endometrioid carcinoma | Female | <65 | I/II | Unknown | Unknown | SD |