Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: TFR2

Gene summary for TFR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TFR2

Gene ID

7036

Gene nametransferrin receptor 2
Gene AliasHFE3
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q9UP52


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Malignant transformation analysis

check button 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
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
7036TFR2NAFLD1HumanLiverNAFLD3.35e-131.14e+00-0.04
7036TFR2S43HumanLiverCirrhotic1.45e-04-9.61e-02-0.0187
7036TFR2HCC1_MengHumanLiverHCC1.07e-844.16e-010.0246
7036TFR2HCC2_MengHumanLiverHCC1.07e-08-2.47e-010.0107
7036TFR2HCC1HumanLiverHCC1.11e-053.34e+000.5336
7036TFR2HCC2HumanLiverHCC4.17e-184.21e+000.5341
7036TFR2Pt13.bHumanLiverHCC1.46e-182.26e-010.0251
7036TFR2Pt14.bHumanLiverHCC5.96e-104.43e-010.018
7036TFR2S015HumanLiverHCC3.55e-089.61e-010.2375
7036TFR2S027HumanLiverHCC1.67e-173.26e+000.2446
7036TFR2S028HumanLiverHCC5.43e-613.70e+000.2503
7036TFR2S029HumanLiverHCC2.39e-523.78e+000.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗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

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: 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).
ColorectumSERGO analysis - Figure of enriched GO biological processes: 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).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: 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).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: 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).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: 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).
∗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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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00068984LiverNAFLDreceptor-mediated endocytosis49/1882244/187231.80e-067.78e-0549
GO:00458074LiverNAFLDpositive regulation of endocytosis25/1882100/187231.34e-053.97e-0425
GO:0002526LiverNAFLDacute inflammatory response26/1882112/187233.68e-059.23e-0426
GO:00100387LiverNAFLDresponse to metal ion62/1882373/187235.05e-051.19e-0362
GO:0006953LiverNAFLDacute-phase response13/188249/187238.43e-041.03e-0213
GO:00335723LiverNAFLDtransferrin transport5/188210/187231.67e-031.74e-025
GO:00301005LiverNAFLDregulation of endocytosis35/1882211/187232.09e-032.06e-0235
GO:00902764LiverNAFLDregulation of peptide hormone secretion32/1882196/187234.06e-033.40e-0232
GO:00068262LiverNAFLDiron ion transport13/188258/187234.32e-033.55e-0213
GO:00027914LiverNAFLDregulation of peptide secretion32/1882200/187235.53e-034.23e-0232
GO:00900874LiverNAFLDregulation of peptide transport32/1882202/187236.42e-034.69e-0232
GO:00902771LiverNAFLDpositive regulation of peptide hormone secretion19/1882103/187236.58e-034.69e-0219
GO:001003812LiverCirrhoticresponse to metal ion150/4634373/187232.27e-111.37e-09150
GO:00516046LiverCirrhoticprotein maturation121/4634294/187233.54e-101.68e-08121
GO:00550766LiverCirrhotictransition metal ion homeostasis59/4634138/187232.59e-064.65e-0559
GO:000689811LiverCirrhoticreceptor-mediated endocytosis91/4634244/187238.13e-061.22e-0491
GO:00469164LiverCirrhoticcellular transition metal ion homeostasis48/4634115/187234.51e-055.30e-0448
GO:00712487LiverCirrhoticcellular response to metal ion73/4634197/187237.73e-058.54e-0473
GO:00712417LiverCirrhoticcellular response to inorganic substance81/4634226/187231.21e-041.20e-0381
GO:003010011LiverCirrhoticregulation of endocytosis74/4634211/187234.86e-043.90e-0374
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon 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

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
TFR2SNVMissense_Mutationnovelc.27G>Cp.Gln9Hisp.Q9HQ9UP52protein_codingtolerated_low_confidence(0.09)benign(0)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
TFR2SNVMissense_Mutationc.53N>Ap.Ser18Tyrp.S18YQ9UP52protein_codingdeleterious_low_confidence(0.04)benign(0.01)TCGA-AR-A1AH-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPD
TFR2SNVMissense_Mutationc.2083T>Cp.Ser695Prop.S695PQ9UP52protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A1LS-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCyclophosphamideSD
TFR2SNVMissense_Mutationc.2316N>Ap.Phe772Leup.F772LQ9UP52protein_codingtolerated(0.61)benign(0.027)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TFR2SNVMissense_Mutationrs750603454c.89N>Ap.Arg30Glnp.R30QQ9UP52protein_codingtolerated_low_confidence(1)benign(0)TCGA-VS-A9UI-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TFR2SNVMissense_Mutationc.1980N>Ap.Phe660Leup.F660LQ9UP52protein_codingdeleterious(0.04)benign(0.039)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TFR2SNVMissense_Mutationnovelc.512N>Ap.Gly171Glup.G171EQ9UP52protein_codingtolerated(1)benign(0.009)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TFR2SNVMissense_Mutationc.2245C>Tp.Arg749Trpp.R749WQ9UP52protein_codingdeleterious(0)possibly_damaging(0.825)TCGA-AA-A02Y-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TFR2SNVMissense_Mutationc.1724N>Tp.Thr575Metp.T575MQ9UP52protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TFR2SNVMissense_Mutationnovelc.881N>Ap.Gly294Glup.G294EQ9UP52protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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