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: HFE

Gene summary for HFE

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HFE

Gene ID

3077

Gene namehomeostatic iron regulator
Gene AliasHFE1
Cytomap6p22.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q30201


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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
3077HFELZE24THumanEsophagusESCC1.07e-059.38e-020.0596
3077HFEP2T-EHumanEsophagusESCC1.99e-051.23e-010.1177
3077HFEP4T-EHumanEsophagusESCC4.45e-141.89e-010.1323
3077HFEP8T-EHumanEsophagusESCC9.47e-041.10e-010.0889
3077HFEP9T-EHumanEsophagusESCC1.73e-099.47e-020.1131
3077HFEP11T-EHumanEsophagusESCC2.35e-031.04e-010.1426
3077HFEP12T-EHumanEsophagusESCC2.37e-043.60e-020.1122
3077HFEP17T-EHumanEsophagusESCC2.36e-029.69e-020.1278
3077HFEP20T-EHumanEsophagusESCC9.97e-057.43e-020.1124
3077HFEP22T-EHumanEsophagusESCC6.49e-051.18e-010.1236
3077HFEP24T-EHumanEsophagusESCC1.03e-025.13e-020.1287
3077HFEP27T-EHumanEsophagusESCC1.66e-026.43e-020.1055
3077HFEP30T-EHumanEsophagusESCC1.94e-039.19e-020.137
3077HFEP31T-EHumanEsophagusESCC7.90e-035.77e-020.1251
3077HFEP32T-EHumanEsophagusESCC2.67e-077.61e-020.1666
3077HFEP36T-EHumanEsophagusESCC5.50e-091.32e-010.1187
3077HFEP37T-EHumanEsophagusESCC6.91e-081.42e-010.1371
3077HFEP42T-EHumanEsophagusESCC1.17e-021.42e-010.1175
3077HFEP52T-EHumanEsophagusESCC1.66e-028.75e-020.1555
3077HFEP54T-EHumanEsophagusESCC1.00e-088.90e-020.0975
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
∗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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:1903050111EsophagusESCCregulation of proteolysis involved in cellular protein catabolic process163/8552221/187231.44e-171.27e-15163
GO:0061136111EsophagusESCCregulation of proteasomal protein catabolic process142/8552187/187232.40e-172.00e-15142
GO:0032434111EsophagusESCCregulation of proteasomal ubiquitin-dependent protein catabolic process107/8552134/187234.06e-162.93e-14107
GO:2000058111EsophagusESCCregulation of ubiquitin-dependent protein catabolic process125/8552164/187231.17e-157.76e-14125
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:0051099111EsophagusESCCpositive regulation of binding122/8552173/187232.79e-119.45e-10122
GO:004339320EsophagusESCCregulation of protein binding135/8552196/187233.69e-111.22e-09135
GO:0009267110EsophagusESCCcellular response to starvation110/8552156/187232.63e-107.37e-09110
GO:0009895111EsophagusESCCnegative regulation of catabolic process201/8552320/187233.88e-101.05e-08201
GO:004259419EsophagusESCCresponse to starvation133/8552197/187234.31e-101.14e-08133
GO:0031330111EsophagusESCCnegative regulation of cellular catabolic process166/8552262/187235.17e-091.08e-07166
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043507EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa0435014EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
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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
HFESNVMissense_Mutationnovelc.482N>Tp.Arg161Metp.R161MQ30201protein_codingtolerated(0.18)benign(0.353)TCGA-A8-A07B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HFESNVMissense_Mutationc.620N>Tp.Pro207Leup.P207LQ30201protein_codingdeleterious(0.03)benign(0.205)TCGA-BH-A18K-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
HFESNVMissense_Mutationc.743N>Gp.Ala248Glyp.A248GQ30201protein_codingtolerated(0.08)benign(0.262)TCGA-C8-A12M-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HFEdeletionIn_Frame_Delrs760166054c.482_499delNNNNNNNNNNNNNNNNNNp.Arg161_Leu167delinsMetp.R161_L167delinsMQ30201protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HFEinsertionFrame_Shift_Insnovelc.481_482insTGGAGTTCp.Arg161MetfsTer53p.R161Mfs*53Q30201protein_codingTCGA-A8-A09N-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
HFESNVMissense_Mutationrs776741897c.212N>Ap.Arg71Glnp.R71QQ30201protein_codingtolerated(0.41)possibly_damaging(0.654)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HFESNVMissense_Mutationrs28934889c.157N>Ap.Val53Metp.V53MQ30201protein_codingtolerated(0.06)possibly_damaging(0.803)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
HFESNVMissense_Mutationc.317N>Gp.Met106Argp.M106RQ30201protein_codingdeleterious(0.05)probably_damaging(0.942)TCGA-AA-3664-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HFESNVMissense_Mutationnovelc.699N>Tp.Gln233Hisp.Q233HQ30201protein_codingtolerated(0.08)benign(0.436)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HFESNVMissense_Mutationnovelc.684N>Tp.Leu228Phep.L228FQ30201protein_codingdeleterious(0.01)possibly_damaging(0.864)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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
3077HFEEXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEadalimumabADALIMUMAB27115882
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