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: HEPH

Gene summary for HEPH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HEPH

Gene ID

9843

Gene namehephaestin
Gene AliasCPL
CytomapXq12
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

A0A0C4DG76


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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
9843HEPHHTA11_3410_2000001011HumanColorectumAD6.46e-29-8.05e-010.0155
9843HEPHHTA11_2951_2000001011HumanColorectumAD7.50e-04-7.86e-010.0216
9843HEPHHTA11_3361_2000001011HumanColorectumAD1.03e-13-7.77e-01-0.1207
9843HEPHHTA11_83_2000001011HumanColorectumSER1.13e-02-4.37e-01-0.1526
9843HEPHHTA11_696_2000001011HumanColorectumAD6.31e-09-4.62e-01-0.1464
9843HEPHHTA11_866_2000001011HumanColorectumAD1.47e-11-5.78e-01-0.1001
9843HEPHHTA11_5216_2000001011HumanColorectumSER2.47e-03-7.28e-01-0.1462
9843HEPHHTA11_546_2000001011HumanColorectumAD5.51e-05-5.51e-01-0.0842
9843HEPHHTA11_7862_2000001011HumanColorectumAD8.35e-03-5.59e-01-0.0179
9843HEPHHTA11_866_3004761011HumanColorectumAD6.23e-12-5.99e-010.096
9843HEPHHTA11_4255_2000001011HumanColorectumSER2.14e-03-7.86e-010.0446
9843HEPHHTA11_10711_2000001011HumanColorectumAD1.10e-09-6.68e-010.0338
9843HEPHHTA11_7696_3000711011HumanColorectumAD1.06e-12-5.62e-010.0674
9843HEPHHTA11_6818_2000001011HumanColorectumAD7.58e-05-6.19e-010.0112
9843HEPHHTA11_99999970781_79442HumanColorectumMSS8.96e-14-6.01e-010.294
9843HEPHHTA11_99999971662_82457HumanColorectumMSS2.09e-09-4.79e-010.3859
9843HEPHHTA11_99999974143_84620HumanColorectumMSS9.91e-09-4.84e-010.3005
9843HEPHF007HumanColorectumFAP3.21e-023.59e-020.1176
9843HEPHA001-C-207HumanColorectumFAP1.34e-036.30e-020.1278
9843HEPHA015-C-203HumanColorectumFAP4.20e-27-2.00e-01-0.1294
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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.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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
GCThe 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.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
∗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:0055076ColorectumADtransition metal ion homeostasis53/3918138/187231.89e-065.65e-0553
GO:0046916ColorectumADcellular transition metal ion homeostasis43/3918115/187233.62e-056.56e-0443
GO:0055072ColorectumADiron ion homeostasis32/391885/187232.97e-043.60e-0332
GO:0006879ColorectumADcellular iron ion homeostasis25/391867/187231.51e-031.27e-0225
GO:00550761ColorectumSERtransition metal ion homeostasis41/2897138/187231.66e-055.05e-0441
GO:00469161ColorectumSERcellular transition metal ion homeostasis33/2897115/187232.20e-043.89e-0333
GO:00550721ColorectumSERiron ion homeostasis24/289785/187231.91e-031.93e-0224
GO:00550762ColorectumMSStransition metal ion homeostasis45/3467138/187234.99e-059.02e-0445
GO:00550722ColorectumMSSiron ion homeostasis29/346785/187234.44e-045.32e-0329
GO:00469162ColorectumMSScellular transition metal ion homeostasis35/3467115/187231.33e-031.26e-0235
GO:00068791ColorectumMSScellular iron ion homeostasis22/346767/187233.57e-032.64e-0222
GO:00550764ColorectumFAPtransition metal ion homeostasis33/2622138/187231.22e-031.14e-0233
GO:00550723ColorectumFAPiron ion homeostasis21/262285/187235.89e-033.75e-0221
GO:005507610Oral cavityOSCCtransition metal ion homeostasis81/7305138/187232.13e-062.72e-0581
GO:00469168Oral cavityOSCCcellular transition metal ion homeostasis64/7305115/187232.13e-041.40e-0364
GO:00550728Oral cavityOSCCiron ion homeostasis46/730585/187233.31e-031.42e-0246
GO:00550765StomachGCtransition metal ion homeostasis19/1159138/187238.62e-041.07e-0219
GO:0000041StomachGCtransition metal ion transport15/1159105/187232.01e-032.03e-0215
GO:00469163StomachGCcellular transition metal ion homeostasis15/1159115/187234.87e-033.89e-0215
GO:0006826StomachSIMiron ion transport7/70858/187236.05e-034.83e-027
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04978StomachGCMineral absorption15/70860/84658.88e-059.80e-046.90e-0415
hsa049781StomachGCMineral absorption15/70860/84658.88e-059.80e-046.90e-0415
hsa049788StomachSIMMineral absorption11/46560/84653.61e-043.41e-032.74e-0311
hsa049789StomachSIMMineral absorption11/46560/84653.61e-043.41e-032.74e-0311
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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
HEPHSNVMissense_Mutationc.2883C>Gp.Ile961Metp.I961MQ9BQS7protein_codingtolerated(0.2)benign(0.289)TCGA-AN-A0FY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HEPHSNVMissense_Mutationc.1996G>Ap.Glu666Lysp.E666KQ9BQS7protein_codingtolerated(0.15)benign(0.003)TCGA-BH-A0BV-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
HEPHSNVMissense_Mutationc.879N>Tp.Trp293Cysp.W293CQ9BQS7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
HEPHSNVMissense_Mutationc.2725N>Tp.Gly909Cysp.G909CQ9BQS7protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0WA-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HEPHSNVMissense_Mutationc.1625N>Cp.Phe542Serp.F542SQ9BQS7protein_codingtolerated(0.51)benign(0.03)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
HEPHSNVMissense_Mutationc.1816N>Ap.Gly606Serp.G606SQ9BQS7protein_codingdeleterious(0)probably_damaging(1)TCGA-E9-A22B-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
HEPHSNVMissense_Mutationc.1060N>Ap.Glu354Lysp.E354KQ9BQS7protein_codingdeleterious(0)probably_damaging(0.98)TCGA-E9-A22G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
HEPHinsertionFrame_Shift_Insnovelc.3346_3347insTp.Ser1118PhefsTer17p.S1118Ffs*17Q9BQS7protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HEPHinsertionFrame_Shift_Insnovelc.707_708insATTAAp.Trp237LeufsTer9p.W237Lfs*9Q9BQS7protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
HEPHinsertionFrame_Shift_Insnovelc.708_709insAAp.Trp237AsnfsTer8p.W237Nfs*8Q9BQS7protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
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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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