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Gene: TF |
Gene summary for TF |
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Gene information | Species | Human | Gene symbol | TF | Gene ID | 7018 |
Gene name | transferrin | |
Gene Alias | HEL-S-71p | |
Cytomap | 3q22.1 | |
Gene Type | protein-coding | GO ID | GO:0000041 | UniProtAcc | A0PJA6 |
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Malignant transformation analysis |
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Entrez ID | Symbol | Replicates | Species | Organ | Tissue | Adj P-value | Log2FC | Malignancy |
7018 | TF | P8T-E | Human | Esophagus | ESCC | 1.25e-10 | 4.06e-01 | 0.0889 |
7018 | TF | P10T-E | Human | Esophagus | ESCC | 1.42e-06 | -5.41e-02 | 0.116 |
7018 | TF | P16T-E | Human | Esophagus | ESCC | 1.60e-16 | 2.50e-01 | 0.1153 |
7018 | TF | P22T-E | Human | Esophagus | ESCC | 2.40e-03 | -8.78e-02 | 0.1236 |
7018 | TF | P57T-E | Human | Esophagus | ESCC | 9.24e-21 | 1.12e+00 | 0.0926 |
7018 | TF | P74T-E | Human | Esophagus | ESCC | 2.85e-03 | 1.43e-01 | 0.1479 |
7018 | TF | P76T-E | Human | Esophagus | ESCC | 5.67e-12 | 8.38e-01 | 0.1207 |
7018 | TF | P128T-E | Human | Esophagus | ESCC | 5.02e-19 | 1.31e+00 | 0.1241 |
7018 | TF | NAFLD1 | Human | Liver | NAFLD | 1.33e-14 | 1.52e+00 | -0.04 |
7018 | TF | S43 | Human | Liver | Cirrhotic | 1.96e-06 | 4.81e-01 | -0.0187 |
7018 | TF | HCC1_Meng | Human | Liver | HCC | 7.28e-77 | 1.16e+00 | 0.0246 |
7018 | TF | HCC2_Meng | Human | Liver | HCC | 6.25e-19 | -6.79e-01 | 0.0107 |
7018 | TF | cirrhotic1 | Human | Liver | Cirrhotic | 3.69e-15 | -1.70e-01 | 0.0202 |
7018 | TF | cirrhotic2 | Human | Liver | Cirrhotic | 1.67e-15 | -1.87e-01 | 0.0201 |
7018 | TF | cirrhotic3 | Human | Liver | Cirrhotic | 2.61e-02 | -4.09e-01 | 0.0215 |
7018 | TF | HCC1 | Human | Liver | HCC | 7.61e-40 | 8.09e+00 | 0.5336 |
7018 | TF | HCC2 | Human | Liver | HCC | 6.48e-53 | 8.08e+00 | 0.5341 |
7018 | TF | HCC5 | Human | Liver | HCC | 3.83e-07 | 4.78e+00 | 0.4932 |
7018 | TF | Pt13.a | Human | Liver | HCC | 1.44e-27 | 2.57e-01 | 0.021 |
7018 | TF | Pt13.b | Human | Liver | HCC | 8.21e-34 | 3.51e-02 | 0.0251 |
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∗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 |
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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). |
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GO ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | Count |
GO:0061458112 | Thyroid | PTC | reproductive system development | 173/5968 | 427/18723 | 8.70e-05 | 7.23e-04 | 173 |
GO:190010117 | Thyroid | PTC | regulation of endoplasmic reticulum unfolded protein response | 20/5968 | 30/18723 | 9.53e-05 | 7.85e-04 | 20 |
GO:000647910 | Thyroid | PTC | protein methylation | 82/5968 | 181/18723 | 1.01e-04 | 8.21e-04 | 82 |
GO:000821310 | Thyroid | PTC | protein alkylation | 82/5968 | 181/18723 | 1.01e-04 | 8.21e-04 | 82 |
GO:00329687 | Thyroid | PTC | positive regulation of transcription elongation from RNA polymerase II promoter | 11/5968 | 13/18723 | 1.34e-04 | 1.05e-03 | 11 |
GO:00310606 | Thyroid | PTC | regulation of histone methylation | 37/5968 | 69/18723 | 1.46e-04 | 1.13e-03 | 37 |
GO:00436247 | Thyroid | PTC | cellular protein complex disassembly | 64/5968 | 136/18723 | 1.49e-04 | 1.15e-03 | 64 |
GO:009872710 | Thyroid | PTC | maintenance of cell number | 63/5968 | 134/18723 | 1.73e-04 | 1.32e-03 | 63 |
GO:0048608111 | Thyroid | PTC | reproductive structure development | 170/5968 | 424/18723 | 1.86e-04 | 1.41e-03 | 170 |
GO:003209118 | Thyroid | PTC | negative regulation of protein binding | 47/5968 | 94/18723 | 1.90e-04 | 1.42e-03 | 47 |
GO:00069019 | Thyroid | PTC | vesicle coating | 13/5968 | 17/18723 | 2.05e-04 | 1.52e-03 | 13 |
GO:004594715 | Thyroid | PTC | negative regulation of translational initiation | 14/5968 | 19/18723 | 2.23e-04 | 1.63e-03 | 14 |
GO:00481998 | Thyroid | PTC | vesicle targeting, to, from or within Golgi | 15/5968 | 21/18723 | 2.31e-04 | 1.67e-03 | 15 |
GO:0036473112 | Thyroid | PTC | cell death in response to oxidative stress | 47/5968 | 95/18723 | 2.60e-04 | 1.86e-03 | 47 |
GO:00708975 | Thyroid | PTC | transcription preinitiation complex assembly | 22/5968 | 36/18723 | 2.85e-04 | 2.02e-03 | 22 |
GO:00109486 | Thyroid | PTC | negative regulation of cell cycle process | 122/5968 | 294/18723 | 2.94e-04 | 2.08e-03 | 122 |
GO:00198279 | Thyroid | PTC | stem cell population maintenance | 61/5968 | 131/18723 | 3.01e-04 | 2.12e-03 | 61 |
GO:2000377110 | Thyroid | PTC | regulation of reactive oxygen species metabolic process | 71/5968 | 157/18723 | 3.03e-04 | 2.12e-03 | 71 |
GO:0001890112 | Thyroid | PTC | placenta development | 66/5968 | 144/18723 | 3.06e-04 | 2.14e-03 | 66 |
GO:00017046 | Thyroid | PTC | formation of primary germ layer | 57/5968 | 121/18723 | 3.23e-04 | 2.23e-03 | 57 |
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Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa0406629 | Esophagus | ESCC | HIF-1 signaling pathway | 75/4205 | 109/8465 | 3.66e-05 | 1.68e-04 | 8.60e-05 | 75 |
hsa043507 | Esophagus | ESCC | TGF-beta signaling pathway | 69/4205 | 108/8465 | 1.92e-03 | 5.54e-03 | 2.84e-03 | 69 |
hsa04066113 | Esophagus | ESCC | HIF-1 signaling pathway | 75/4205 | 109/8465 | 3.66e-05 | 1.68e-04 | 8.60e-05 | 75 |
hsa0435014 | Esophagus | ESCC | TGF-beta signaling pathway | 69/4205 | 108/8465 | 1.92e-03 | 5.54e-03 | 2.84e-03 | 69 |
hsa0421621 | Liver | Cirrhotic | Ferroptosis | 23/2530 | 41/8465 | 4.09e-04 | 2.57e-03 | 1.58e-03 | 23 |
hsa0406612 | Liver | Cirrhotic | HIF-1 signaling pathway | 46/2530 | 109/8465 | 4.00e-03 | 1.59e-02 | 9.78e-03 | 46 |
hsa0421631 | Liver | Cirrhotic | Ferroptosis | 23/2530 | 41/8465 | 4.09e-04 | 2.57e-03 | 1.58e-03 | 23 |
hsa0406613 | Liver | Cirrhotic | HIF-1 signaling pathway | 46/2530 | 109/8465 | 4.00e-03 | 1.59e-02 | 9.78e-03 | 46 |
hsa0421641 | Liver | HCC | Ferroptosis | 33/4020 | 41/8465 | 1.42e-05 | 9.88e-05 | 5.50e-05 | 33 |
hsa0406622 | Liver | HCC | HIF-1 signaling pathway | 70/4020 | 109/8465 | 2.96e-04 | 1.36e-03 | 7.57e-04 | 70 |
hsa0421651 | Liver | HCC | Ferroptosis | 33/4020 | 41/8465 | 1.42e-05 | 9.88e-05 | 5.50e-05 | 33 |
hsa0406632 | Liver | HCC | HIF-1 signaling pathway | 70/4020 | 109/8465 | 2.96e-04 | 1.36e-03 | 7.57e-04 | 70 |
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Cell-cell communication analysis |
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Ligand | Receptor | LRpair | Pathway | Tissue | Disease Stage |
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Single-cell gene regulatory network inference analysis |
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TF | Cell Type | Tissue | Disease Stage | Target Gene | RSS | Regulon Activity |
∗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. |
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Somatic mutation of malignant transformation related genes |
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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 |
TF | SNV | Missense_Mutation | c.1906N>T | p.Gly636Cys | p.G636C | P02787 | protein_coding | deleterious(0.01) | possibly_damaging(0.767) | TCGA-A2-A25A-01 | Breast | breast invasive carcinoma | Female | <65 | I/II | Unspecific | Cytoxan | SD | |
TF | SNV | Missense_Mutation | novel | c.693N>T | p.Glu231Asp | p.E231D | P02787 | protein_coding | tolerated(0.09) | benign(0.138) | TCGA-AN-A046-01 | Breast | breast invasive carcinoma | Female | >=65 | I/II | Unknown | Unknown | SD |
TF | SNV | Missense_Mutation | c.1009N>C | p.Glu337Gln | p.E337Q | P02787 | protein_coding | tolerated(0.24) | benign(0.03) | TCGA-AN-A0XW-01 | Breast | breast invasive carcinoma | Female | <65 | III/IV | Unknown | Unknown | SD | |
TF | SNV | Missense_Mutation | c.1565N>C | p.Leu522Pro | p.L522P | P02787 | protein_coding | tolerated(0.35) | benign(0) | TCGA-AO-A128-01 | Breast | breast invasive carcinoma | Female | <65 | I/II | Chemotherapy | doxorubicin | SD | |
TF | SNV | Missense_Mutation | novel | c.1816N>C | p.Val606Leu | p.V606L | P02787 | protein_coding | deleterious(0) | probably_damaging(0.979) | TCGA-B6-A0RG-01 | Breast | breast invasive carcinoma | Female | <65 | I/II | Unknown | Unknown | SD |
TF | SNV | Missense_Mutation | novel | c.1073G>T | p.Cys358Phe | p.C358F | P02787 | protein_coding | deleterious(0.05) | benign(0.097) | TCGA-BH-A0BJ-01 | Breast | breast invasive carcinoma | Female | <65 | I/II | Chemotherapy | doxorubicin | SD |
TF | SNV | Missense_Mutation | novel | c.161N>T | p.Pro54Leu | p.P54L | P02787 | protein_coding | tolerated(0.06) | possibly_damaging(0.843) | TCGA-BH-A0HF-01 | Breast | breast invasive carcinoma | Female | >=65 | I/II | Hormone Therapy | arimidex | SD |
TF | SNV | Missense_Mutation | c.1907N>T | p.Gly636Val | p.G636V | P02787 | protein_coding | tolerated(0.05) | benign(0.375) | TCGA-BH-A18G-01 | Breast | breast invasive carcinoma | Female | >=65 | I/II | Unknown | Unknown | SD | |
TF | SNV | Missense_Mutation | c.493C>G | p.Leu165Val | p.L165V | P02787 | protein_coding | tolerated(0.45) | benign(0.035) | TCGA-EW-A1J5-01 | Breast | breast invasive carcinoma | Female | <65 | I/II | Chemotherapy | adriamycin | SD | |
TF | insertion | Frame_Shift_Ins | novel | c.2011_2012insCCTCTGGGGGAACAACCACTCA | p.Gly671AlafsTer17 | p.G671Afs*17 | P02787 | protein_coding | TCGA-A8-A07Z-01 | Breast | breast invasive carcinoma | Female | >=65 | I/II | Unspecific | Exemestane | SD |
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Related drugs of malignant transformation related genes |
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(DGIdb 4.0) |
Entrez ID | Symbol | Category | Interaction Types | Drug Claim Name | Drug Name | PMIDs |
7018 | TF | CELL SURFACE, DRUGGABLE GENOME | adalimumab | ADALIMUMAB | 27115882 | |
7018 | TF | CELL SURFACE, DRUGGABLE GENOME | Ademetionine | ADEMETIONINE | ||
7018 | TF | CELL SURFACE, DRUGGABLE GENOME | CALAA-01 | |||
7018 | TF | CELL SURFACE, DRUGGABLE GENOME | PF-06763809 | |||
7018 | TF | CELL SURFACE, DRUGGABLE GENOME | EP-2167 |
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