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: SETD4

Gene summary for SETD4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SETD4

Gene ID

54093

Gene nameSET domain containing 4
Gene AliasC21orf18
Cytomap21q22.12
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q9NVD3


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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
54093SETD4LZE4THumanEsophagusESCC6.85e-081.78e-010.0811
54093SETD4LZE7THumanEsophagusESCC2.33e-103.78e-010.0667
54093SETD4LZE8THumanEsophagusESCC6.46e-042.62e-020.067
54093SETD4LZE24THumanEsophagusESCC3.78e-068.04e-040.0596
54093SETD4P1T-EHumanEsophagusESCC3.15e-031.58e-010.0875
54093SETD4P2T-EHumanEsophagusESCC3.48e-071.77e-010.1177
54093SETD4P4T-EHumanEsophagusESCC2.61e-263.98e-010.1323
54093SETD4P5T-EHumanEsophagusESCC5.28e-071.35e-010.1327
54093SETD4P8T-EHumanEsophagusESCC5.38e-067.18e-020.0889
54093SETD4P9T-EHumanEsophagusESCC1.95e-091.25e-010.1131
54093SETD4P10T-EHumanEsophagusESCC1.79e-284.67e-010.116
54093SETD4P11T-EHumanEsophagusESCC1.95e-142.66e-010.1426
54093SETD4P12T-EHumanEsophagusESCC6.07e-132.44e-010.1122
54093SETD4P15T-EHumanEsophagusESCC6.68e-151.20e-010.1149
54093SETD4P16T-EHumanEsophagusESCC1.37e-102.10e-010.1153
54093SETD4P17T-EHumanEsophagusESCC7.43e-049.06e-020.1278
54093SETD4P19T-EHumanEsophagusESCC1.84e-021.67e-010.1662
54093SETD4P20T-EHumanEsophagusESCC1.30e-162.24e-010.1124
54093SETD4P21T-EHumanEsophagusESCC8.57e-151.16e-010.1617
54093SETD4P22T-EHumanEsophagusESCC8.56e-191.66e-010.1236
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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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:003496814EsophagusESCChistone lysine methylation72/8552115/187231.85e-041.18e-0372
GO:001802214EsophagusESCCpeptidyl-lysine methylation79/8552131/187235.17e-042.86e-0379
GO:000181916EsophagusESCCpositive regulation of cytokine production244/8552467/187232.29e-031.01e-02244
GO:00180231EsophagusESCCpeptidyl-lysine trimethylation31/855250/187231.48e-024.79e-0231
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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
SETD4SNVMissense_Mutationnovelc.533C>Gp.Ser178Cysp.S178CQ9NVD3protein_codingtolerated(0.13)probably_damaging(0.962)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SETD4SNVMissense_Mutationc.451N>Tp.Leu151Phep.L151FQ9NVD3protein_codingtolerated(0.1)benign(0.283)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SETD4SNVMissense_Mutationnovelc.319N>Gp.Leu107Valp.L107VQ9NVD3protein_codingtolerated(0.07)possibly_damaging(0.85)TCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SETD4insertionNonsense_Mutationnovelc.595_596insAGGTGTTCAGTAAATGTTTATTGAATGGATGGGTATTTGTGp.Trp199Terp.W199*Q9NVD3protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SETD4insertionIn_Frame_Insnovelc.1265_1266insCAGCGCCCCACAACAGGACAGCGAp.Leu422_Lys423insSerAlaProGlnGlnAspSerGlup.L422_K423insSAPQQDSEQ9NVD3protein_codingTCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
SETD4insertionFrame_Shift_Insnovelc.1264_1265insGACCCCCACACACAp.Leu422ArgfsTer6p.L422Rfs*6Q9NVD3protein_codingTCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
SETD4deletionFrame_Shift_Delnovelc.821delNp.Pro274LeufsTer48p.P274Lfs*48Q9NVD3protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SETD4SNVMissense_Mutationrs774123745c.817N>Ap.Gly273Serp.G273SQ9NVD3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SETD4SNVMissense_Mutationc.451N>Tp.Leu151Phep.L151FQ9NVD3protein_codingtolerated(0.1)benign(0.283)TCGA-VS-A8QM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SETD4SNVMissense_Mutationrs751127123c.610N>Ap.Val204Ilep.V204IQ9NVD3protein_codingtolerated(0.36)benign(0.213)TCGA-A6-6780-01Colorectumcolon 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
54093SETD4METHYL TRANSFERASEdaunorubicinDAUNORUBICIN19204081
54093SETD4METHYL TRANSFERASEdoxorubicinDOXORUBICIN19204081
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