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: HECTD4

Gene summary for HECTD4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HECTD4

Gene ID

283450

Gene nameHECT domain E3 ubiquitin protein ligase 4
Gene AliasC12ord51
Cytomap12q24.13
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

F8VWT9


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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
283450HECTD4CCI_1HumanCervixCC8.70e-087.34e-010.528
283450HECTD4CCI_2HumanCervixCC4.05e-081.03e+000.5249
283450HECTD4CCI_3HumanCervixCC3.59e-128.03e-010.516
283450HECTD4HTA11_3410_2000001011HumanColorectumAD1.45e-03-2.92e-010.0155
283450HECTD4HTA11_347_2000001011HumanColorectumAD7.75e-105.23e-01-0.1954
283450HECTD4HTA11_7862_2000001011HumanColorectumAD3.31e-02-3.99e-01-0.0179
283450HECTD4HTA11_99999965062_69753HumanColorectumMSI-H7.72e-038.02e-010.3487
283450HECTD4HTA11_99999974143_84620HumanColorectumMSS4.95e-03-3.67e-010.3005
283450HECTD4F007HumanColorectumFAP2.11e-04-2.71e-010.1176
283450HECTD4A015-C-203HumanColorectumFAP4.15e-33-3.60e-01-0.1294
283450HECTD4A015-C-204HumanColorectumFAP4.02e-08-3.83e-01-0.0228
283450HECTD4A014-C-040HumanColorectumFAP2.32e-07-5.34e-01-0.1184
283450HECTD4A002-C-201HumanColorectumFAP5.51e-14-3.14e-010.0324
283450HECTD4A002-C-203HumanColorectumFAP2.80e-06-2.51e-010.2786
283450HECTD4A001-C-119HumanColorectumFAP1.34e-062.87e-02-0.1557
283450HECTD4A001-C-108HumanColorectumFAP2.01e-16-2.03e-01-0.0272
283450HECTD4A002-C-205HumanColorectumFAP1.92e-24-3.55e-01-0.1236
283450HECTD4A015-C-006HumanColorectumFAP4.40e-18-4.57e-01-0.0994
283450HECTD4A015-C-106HumanColorectumFAP3.84e-09-1.74e-01-0.0511
283450HECTD4A002-C-114HumanColorectumFAP8.98e-19-2.87e-01-0.1561
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
ThyroidThe 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.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

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:00425939CervixCCglucose homeostasis50/2311258/187237.57e-046.76e-0350
GO:00335009CervixCCcarbohydrate homeostasis50/2311259/187238.28e-047.22e-0350
GO:0033500ColorectumADcarbohydrate homeostasis84/3918259/187239.10e-062.15e-0484
GO:0042593ColorectumADglucose homeostasis83/3918258/187231.44e-053.11e-0483
GO:0019318ColorectumADhexose metabolic process77/3918237/187231.96e-054.01e-0477
GO:0005996ColorectumADmonosaccharide metabolic process80/3918257/187237.31e-051.17e-0380
GO:0006006ColorectumADglucose metabolic process62/3918196/187232.76e-043.39e-0362
GO:00335002ColorectumMSScarbohydrate homeostasis76/3467259/187231.37e-053.14e-0476
GO:00425932ColorectumMSSglucose homeostasis75/3467258/187232.22e-054.69e-0475
GO:00193182ColorectumMSShexose metabolic process63/3467237/187231.32e-031.25e-0263
GO:00059962ColorectumMSSmonosaccharide metabolic process66/3467257/187232.61e-032.06e-0266
GO:00060062ColorectumMSSglucose metabolic process51/3467196/187235.67e-033.85e-0251
GO:00193183ColorectumFAPhexose metabolic process58/2622237/187231.09e-053.08e-0458
GO:00335003ColorectumFAPcarbohydrate homeostasis60/2622259/187234.49e-059.35e-0460
GO:00060063ColorectumFAPglucose metabolic process48/2622196/187235.90e-051.16e-0348
GO:00059963ColorectumFAPmonosaccharide metabolic process59/2622257/187236.79e-051.28e-0359
GO:00425933ColorectumFAPglucose homeostasis59/2622258/187237.62e-051.37e-0359
GO:00335004ColorectumCRCcarbohydrate homeostasis49/2078259/187231.29e-042.46e-0349
GO:00425934ColorectumCRCglucose homeostasis48/2078258/187232.27e-043.78e-0348
GO:004259310EndometriumAEHglucose homeostasis55/2100258/187231.87e-065.74e-0555
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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
HECTD4SNVMissense_Mutationc.10144N>Ap.Asp3382Asnp.D3382Nprotein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-A1-A0SD-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HECTD4SNVMissense_Mutationnovelc.11348A>Gp.Asn3783Serp.N3783Sprotein_codingtolerated_low_confidence(0.12)benign(0.031)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HECTD4SNVMissense_Mutationc.12080N>Cp.Cys4027Serp.C4027Sprotein_codingdeleterious(0.01)benign(0.31)TCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
HECTD4SNVMissense_Mutationrs372826317c.3185C>Ap.Ala1062Aspp.A1062Dprotein_codingdeleterious(0)possibly_damaging(0.742)TCGA-A7-A4SC-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
HECTD4SNVMissense_Mutationc.4987N>Gp.Gln1663Glup.Q1663Eprotein_codingtolerated(0.33)benign(0.07)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
HECTD4SNVMissense_Mutationc.2177N>Cp.Val726Alap.V726Aprotein_codingdeleterious(0)probably_damaging(0.995)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
HECTD4SNVMissense_Mutationc.3430N>Cp.Asp1144Hisp.D1144Hprotein_codingdeleterious(0)probably_damaging(0.991)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
HECTD4SNVMissense_Mutationc.6676N>Cp.Glu2226Glnp.E2226Qprotein_codingtolerated(0.21)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
HECTD4SNVMissense_Mutationc.1500N>Gp.Ile500Metp.I500Mprotein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
HECTD4SNVMissense_Mutationnovelc.1221N>Ap.Ser407Argp.S407Rprotein_codingdeleterious(0)benign(0.171)TCGA-AC-A3BB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
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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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