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Gene: BAD |
Gene summary for BAD |
 Gene summary. |
| Gene information | Species | Human | Gene symbol | BAD | Gene ID | 572 |
| Gene name | BCL2 associated agonist of cell death | |
| Gene Alias | BBC2 | |
| Cytomap | 11q13.1 | |
| Gene Type | protein-coding | GO ID | GO:0000003 | UniProtAcc | A0A024R562 |
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Malignant transformation analysis |
| Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells |
| Malignant transformation involving gene list. |
| Entrez ID | Symbol | Replicates | Species | Organ | Tissue | Adj P-value | Log2FC | Malignancy |
| 572 | BAD | AEH-subject1 | Human | Endometrium | AEH | 1.11e-12 | -2.60e-01 | -0.3059 |
| 572 | BAD | AEH-subject2 | Human | Endometrium | AEH | 1.95e-06 | -2.58e-01 | -0.2525 |
| 572 | BAD | AEH-subject3 | Human | Endometrium | AEH | 4.47e-07 | -1.68e-01 | -0.2576 |
| 572 | BAD | AEH-subject4 | Human | Endometrium | AEH | 1.47e-06 | -2.53e-01 | -0.2657 |
| 572 | BAD | AEH-subject5 | Human | Endometrium | AEH | 7.79e-14 | -3.91e-01 | -0.2953 |
| 572 | BAD | EEC-subject1 | Human | Endometrium | EEC | 9.41e-18 | -3.33e-01 | -0.2682 |
| 572 | BAD | EEC-subject2 | Human | Endometrium | EEC | 2.85e-06 | -2.21e-01 | -0.2607 |
| 572 | BAD | EEC-subject3 | Human | Endometrium | EEC | 3.83e-39 | -4.12e-01 | -0.2525 |
| 572 | BAD | EEC-subject4 | Human | Endometrium | EEC | 1.48e-06 | -2.43e-01 | -0.2571 |
| 572 | BAD | EEC-subject5 | Human | Endometrium | EEC | 1.26e-03 | -2.44e-01 | -0.249 |
| 572 | BAD | GSM5276934 | Human | Endometrium | EEC | 1.54e-17 | -3.89e-01 | -0.0913 |
| 572 | BAD | GSM5276937 | Human | Endometrium | EEC | 1.66e-10 | -3.71e-01 | -0.0897 |
| 572 | BAD | GSM6177620_NYU_UCEC1_lib1_lib1 | Human | Endometrium | EEC | 1.48e-25 | -4.68e-01 | -0.1869 |
| 572 | BAD | GSM6177620_NYU_UCEC1_lib2_lib2 | Human | Endometrium | EEC | 1.12e-26 | -4.48e-01 | -0.1875 |
| 572 | BAD | GSM6177620_NYU_UCEC1_lib3_lib3 | Human | Endometrium | EEC | 3.24e-30 | -4.48e-01 | -0.1883 |
| 572 | BAD | GSM6177621_NYU_UCEC2_lib1_lib1 | Human | Endometrium | EEC | 3.56e-32 | -4.31e-01 | -0.1934 |
| 572 | BAD | GSM6177622_NYU_UCEC3_lib1_lib1 | Human | Endometrium | EEC | 8.26e-43 | -4.73e-01 | -0.1917 |
| 572 | BAD | GSM6177622_NYU_UCEC3_lib2_lib2 | Human | Endometrium | EEC | 3.92e-31 | -4.54e-01 | -0.1916 |
| 572 | BAD | GSM6177623_NYU_UCEC3_Vis | Human | Endometrium | EEC | 5.00e-08 | -1.52e-01 | -0.1269 |
| 572 | BAD | LZE4T | Human | Esophagus | ESCC | 1.76e-21 | 6.87e-01 | 0.0811 |
| Page: 1 2 3 4 5 6 7 8 |
| Transcriptomic changes along malignancy continuum. |
| Tissue | Expression Dynamics | Abbreviation |
| Endometrium |  | AEH: Atypical endometrial hyperplasia |
| EEC: Endometrioid Cancer | ||
| Esophagus |  | ESCC: Esophageal squamous cell carcinoma |
| HGIN: High-grade intraepithelial neoplasias | ||
| LGIN: Low-grade intraepithelial neoplasias | ||
| Liver |  | HCC: Hepatocellular carcinoma |
| NAFLD: Non-alcoholic fatty liver disease | ||
| Oral Cavity |  | EOLP: Erosive Oral lichen planus |
| LP: leukoplakia | ||
| NEOLP: Non-erosive oral lichen planus | ||
| OSCC: Oral squamous cell carcinoma | ||
| Prostate |  | BPH: Benign Prostatic Hyperplasia |
| Skin |  | AK: Actinic keratosis |
| cSCC: Cutaneous squamous cell carcinoma | ||
| SCCIS:squamous cell carcinoma in situ | ||
| Thyroid |  | ATC: Anaplastic thyroid cancer |
| HT: Hashimoto's thyroiditis | ||
| PTC: Papillary thyroid cancer |
| ∗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. |
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Malignant transformation related pathway analysis |
| Find out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer |
| Figure of enriched GO biological processes. |
| Tissue | Disease Stage | Enriched GO biological Processes |
| Colorectum | AD |  |
| Colorectum | SER |  |
| Colorectum | MSS |  |
| Colorectum | MSI-H |  |
| Colorectum | FAP |  |
| ∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust). |
| Page: 1 2 3 4 5 6 7 8 9 |
| Enriched GO biological processes. |
| GO ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | Count |
| GO:0044282 | Colorectum | AD | small molecule catabolic process | 118/3918 | 376/18723 | 1.05e-06 | 3.55e-05 | 118 |
| GO:0009083 | Colorectum | AD | branched-chain amino acid catabolic process | 10/3918 | 15/18723 | 1.68e-04 | 2.29e-03 | 10 |
| GO:0016054 | Colorectum | AD | organic acid catabolic process | 73/3918 | 240/18723 | 3.20e-04 | 3.81e-03 | 73 |
| GO:0046395 | Colorectum | AD | carboxylic acid catabolic process | 70/3918 | 236/18723 | 9.06e-04 | 8.71e-03 | 70 |
| GO:0006520 | Colorectum | AD | cellular amino acid metabolic process | 81/3918 | 284/18723 | 1.37e-03 | 1.19e-02 | 81 |
| GO:0009081 | Colorectum | AD | branched-chain amino acid metabolic process | 10/3918 | 19/18723 | 2.25e-03 | 1.77e-02 | 10 |
| GO:00090831 | Colorectum | MSS | branched-chain amino acid catabolic process | 10/3467 | 15/18723 | 5.64e-05 | 9.87e-04 | 10 |
| GO:00090811 | Colorectum | MSS | branched-chain amino acid metabolic process | 10/3467 | 19/18723 | 8.39e-04 | 8.68e-03 | 10 |
| GO:00442822 | Colorectum | MSS | small molecule catabolic process | 94/3467 | 376/18723 | 9.85e-04 | 9.86e-03 | 94 |
| GO:00160542 | Colorectum | MSS | organic acid catabolic process | 61/3467 | 240/18723 | 4.72e-03 | 3.31e-02 | 61 |
| GO:00442823 | Colorectum | FAP | small molecule catabolic process | 77/2622 | 376/18723 | 3.25e-04 | 4.16e-03 | 77 |
| GO:00160543 | Colorectum | FAP | organic acid catabolic process | 50/2622 | 240/18723 | 2.30e-03 | 1.85e-02 | 50 |
| GO:00090832 | Colorectum | FAP | branched-chain amino acid catabolic process | 7/2622 | 15/18723 | 2.40e-03 | 1.90e-02 | 7 |
| GO:00463951 | Colorectum | FAP | carboxylic acid catabolic process | 48/2622 | 236/18723 | 4.53e-03 | 3.08e-02 | 48 |
| GO:00090833 | Colorectum | CRC | branched-chain amino acid catabolic process | 6/2078 | 15/18723 | 3.82e-03 | 3.19e-02 | 6 |
| GO:004603416 | Endometrium | AEH | ATP metabolic process | 106/2100 | 277/18723 | 4.13e-32 | 1.24e-28 | 106 |
| GO:009719316 | Endometrium | AEH | intrinsic apoptotic signaling pathway | 75/2100 | 288/18723 | 1.46e-12 | 2.83e-10 | 75 |
| GO:200123316 | Endometrium | AEH | regulation of apoptotic signaling pathway | 86/2100 | 356/18723 | 2.97e-12 | 4.95e-10 | 86 |
| GO:000683910 | Endometrium | AEH | mitochondrial transport | 66/2100 | 254/18723 | 3.55e-11 | 4.96e-09 | 66 |
| GO:004578516 | Endometrium | AEH | positive regulation of cell adhesion | 96/2100 | 437/18723 | 5.50e-11 | 7.18e-09 | 96 |
| Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 |
| Enriched KEGG pathways. |
| Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
| hsa052232 | Liver | HCC | Non-small cell lung cancer | 46/4020 | 72/8465 | 3.61e-03 | 1.12e-02 | 6.22e-03 | 46 |
| hsa0152121 | Liver | HCC | EGFR tyrosine kinase inhibitor resistance | 48/4020 | 79/8465 | 1.19e-02 | 2.99e-02 | 1.66e-02 | 48 |
| hsa01522 | Liver | HCC | Endocrine resistance | 58/4020 | 98/8465 | 1.28e-02 | 3.19e-02 | 1.78e-02 | 58 |
| hsa051612 | Liver | HCC | Hepatitis B | 91/4020 | 162/8465 | 1.56e-02 | 3.76e-02 | 2.09e-02 | 91 |
| hsa05221 | Liver | HCC | Acute myeloid leukemia | 41/4020 | 67/8465 | 1.64e-02 | 3.90e-02 | 2.17e-02 | 41 |
| hsa0541742 | Liver | HCC | Lipid and atherosclerosis | 118/4020 | 215/8465 | 1.66e-02 | 3.92e-02 | 2.18e-02 | 118 |
| hsa0501432 | Liver | HCC | Amyotrophic lateral sclerosis | 252/4020 | 364/8465 | 8.85e-18 | 7.41e-16 | 4.12e-16 | 252 |
| hsa0520852 | Liver | HCC | Chemical carcinogenesis - reactive oxygen species | 167/4020 | 223/8465 | 2.85e-17 | 1.91e-15 | 1.06e-15 | 167 |
| hsa0502032 | Liver | HCC | Prion disease | 195/4020 | 273/8465 | 3.26e-16 | 1.56e-14 | 8.67e-15 | 195 |
| hsa0501032 | Liver | HCC | Alzheimer disease | 254/4020 | 384/8465 | 3.75e-14 | 8.97e-13 | 4.99e-13 | 254 |
| hsa0502232 | Liver | HCC | Pathways of neurodegeneration - multiple diseases | 298/4020 | 476/8465 | 6.59e-12 | 1.30e-10 | 7.22e-11 | 298 |
| hsa0414031 | Liver | HCC | Autophagy - animal | 99/4020 | 141/8465 | 3.08e-08 | 4.70e-07 | 2.61e-07 | 99 |
| hsa0521032 | Liver | HCC | Colorectal cancer | 65/4020 | 86/8465 | 8.85e-08 | 1.23e-06 | 6.87e-07 | 65 |
| hsa0491051 | Liver | HCC | Insulin signaling pathway | 95/4020 | 137/8465 | 1.53e-07 | 1.97e-06 | 1.10e-06 | 95 |
| hsa0521131 | Liver | HCC | Renal cell carcinoma | 51/4020 | 69/8465 | 6.76e-06 | 5.53e-05 | 3.07e-05 | 51 |
| hsa0522031 | Liver | HCC | Chronic myeloid leukemia | 55/4020 | 76/8465 | 8.67e-06 | 6.91e-05 | 3.84e-05 | 55 |
| hsa0521331 | Liver | HCC | Endometrial cancer | 44/4020 | 58/8465 | 9.34e-06 | 7.11e-05 | 3.95e-05 | 44 |
| hsa0521231 | Liver | HCC | Pancreatic cancer | 54/4020 | 76/8465 | 2.50e-05 | 1.64e-04 | 9.12e-05 | 54 |
| hsa0522511 | Liver | HCC | Hepatocellular carcinoma | 106/4020 | 168/8465 | 2.87e-05 | 1.85e-04 | 1.03e-04 | 106 |
| hsa0451051 | Liver | HCC | Focal adhesion | 125/4020 | 203/8465 | 3.12e-05 | 1.88e-04 | 1.04e-04 | 125 |
| Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 |
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Cell-cell communication analysis |
| Identification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states |
| Ligand | Receptor | LRpair | Pathway | Tissue | Disease Stage |
| Page: 1 |
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Single-cell gene regulatory network inference analysis |
| Find out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states |
| TF | Cell Type | Tissue | Disease Stage | Target Gene | RSS | Regulon Activity |
| BAD | MYOFIB | Esophagus | ADJ | FIBCD1,SLC22A23,S100A3, etc. | 0.00e+00 |  |
| BAD | INCAF | Esophagus | ADJ | FIBCD1,SLC22A23,S100A3, etc. | 0.00e+00 | |
| BAD | SMC | Esophagus | ESCC | FIBCD1,SLC22A23,S100A3, etc. | 5.49e-03 |  |
| BAD | FIB | Esophagus | ESCC | FIBCD1,SLC22A23,S100A3, etc. | 0.00e+00 | |
| ∗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. |
| Page: 1 |
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Somatic mutation of malignant transformation related genes |
| Annotation of somatic variants for genes involved in malignant transformation |
| 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 |
| BAD | SNV | Missense_Mutation | c.351G>A | p.Met117Ile | p.M117I | Q92934 | protein_coding | deleterious(0) | probably_damaging(0.966) | TCGA-AC-A23H-01 | Breast | breast invasive carcinoma | Female | >=65 | I/II | Unknown | Unknown | PD | |
| BAD | SNV | Missense_Mutation | c.293N>A | p.Arg98His | p.R98H | Q92934 | protein_coding | deleterious(0.03) | possibly_damaging(0.688) | TCGA-EK-A2RK-01 | Cervix | cervical & endocervical cancer | Female | >=65 | I/II | Unknown | Unknown | SD | |
| BAD | SNV | Missense_Mutation | c.57G>C | p.Glu19Asp | p.E19D | Q92934 | protein_coding | tolerated_low_confidence(1) | benign(0.001) | TCGA-4N-A93T-01 | Colorectum | colon adenocarcinoma | Male | >=65 | III/IV | Chemotherapy | xeloda | SD | |
| BAD | SNV | Missense_Mutation | rs775688969 | c.74N>A | p.Ser25Asn | p.S25N | Q92934 | protein_coding | tolerated(0.13) | benign(0.409) | TCGA-AA-A010-01 | Colorectum | colon adenocarcinoma | Female | <65 | I/II | Chemotherapy | folinic | CR |
| BAD | SNV | Missense_Mutation | novel | c.212G>T | p.Ser71Ile | p.S71I | Q92934 | protein_coding | deleterious(0.01) | possibly_damaging(0.857) | TCGA-AJ-A5DW-01 | Endometrium | uterine corpus endometrioid carcinoma | Female | <65 | I/II | Unknown | Unknown | SD |
| BAD | SNV | Missense_Mutation | novel | c.401N>T | p.Ser134Ile | p.S134I | Q92934 | protein_coding | deleterious(0) | probably_damaging(0.998) | TCGA-AX-A1CE-01 | Endometrium | uterine corpus endometrioid carcinoma | Female | <65 | I/II | Unspecific | Paclitaxel | SD |
| BAD | SNV | Missense_Mutation | novel | c.485N>A | p.Gly162Glu | p.G162E | Q92934 | protein_coding | deleterious_low_confidence(0) | probably_damaging(1) | TCGA-AX-A2HC-01 | Endometrium | uterine corpus endometrioid carcinoma | Female | <65 | III/IV | Chemotherapy | paclitaxel | PD |
| BAD | SNV | Missense_Mutation | c.298N>A | p.Ala100Thr | p.A100T | Q92934 | protein_coding | deleterious(0) | probably_damaging(0.999) | TCGA-D1-A17R-01 | Endometrium | uterine corpus endometrioid carcinoma | Female | <65 | I/II | Unknown | Unknown | SD | |
| BAD | SNV | Missense_Mutation | c.128G>A | p.Gly43Asp | p.G43D | Q92934 | protein_coding | tolerated(0.08) | probably_damaging(1) | TCGA-FI-A2D5-01 | Endometrium | uterine corpus endometrioid carcinoma | Female | <65 | III/IV | Chemotherapy | carboplatinum | PD | |
| BAD | SNV | Missense_Mutation | c.483N>T | p.Arg161Ser | p.R161S | Q92934 | protein_coding | deleterious_low_confidence(0) | benign(0.272) | TCGA-CH-5739-01 | Prostate | prostate adenocarcinoma | Male | >=65 | 7 | Unknown | Unknown | SD |
| Page: 1 2 |
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Related drugs of malignant transformation related genes |
| Identification of chemicals and drugs interact with genes involved in malignant transfromation |
| (DGIdb 4.0) |
| Entrez ID | Symbol | Category | Interaction Types | Drug Claim Name | Drug Name | PMIDs |
| 572 | BAD | KINASE, DRUGGABLE GENOME | RUBOXISTAURIN | RUBOXISTAURIN | 18077363 | |
| 572 | BAD | KINASE, DRUGGABLE GENOME | AT-101 | ISOSORBIDE |
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