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: WDR4

Gene summary for WDR4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR4

Gene ID

10785

Gene nameWD repeat domain 4
Gene AliasGAMOS6
Cytomap21q22.3
Gene Typeprotein-coding
GO ID

GO:0001510

UniProtAcc

P57081


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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
10785WDR4LZE8THumanEsophagusESCC1.10e-021.68e-010.067
10785WDR4LZE24THumanEsophagusESCC2.32e-204.57e-010.0596
10785WDR4P2T-EHumanEsophagusESCC6.47e-069.31e-020.1177
10785WDR4P4T-EHumanEsophagusESCC1.06e-143.06e-010.1323
10785WDR4P5T-EHumanEsophagusESCC1.01e-132.66e-010.1327
10785WDR4P9T-EHumanEsophagusESCC3.05e-071.61e-010.1131
10785WDR4P10T-EHumanEsophagusESCC5.46e-163.29e-010.116
10785WDR4P11T-EHumanEsophagusESCC3.25e-052.30e-010.1426
10785WDR4P12T-EHumanEsophagusESCC2.29e-102.69e-010.1122
10785WDR4P15T-EHumanEsophagusESCC4.01e-112.52e-010.1149
10785WDR4P16T-EHumanEsophagusESCC5.03e-051.15e-010.1153
10785WDR4P17T-EHumanEsophagusESCC2.60e-062.63e-010.1278
10785WDR4P19T-EHumanEsophagusESCC3.75e-074.41e-010.1662
10785WDR4P20T-EHumanEsophagusESCC2.32e-061.56e-010.1124
10785WDR4P21T-EHumanEsophagusESCC5.65e-316.67e-010.1617
10785WDR4P22T-EHumanEsophagusESCC1.78e-091.84e-010.1236
10785WDR4P23T-EHumanEsophagusESCC7.44e-142.75e-010.108
10785WDR4P24T-EHumanEsophagusESCC4.27e-082.39e-010.1287
10785WDR4P26T-EHumanEsophagusESCC1.08e-092.43e-010.1276
10785WDR4P27T-EHumanEsophagusESCC1.77e-051.94e-010.1055
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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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:00706465ThyroidPTCprotein modification by small protein removal71/5968157/187233.03e-042.12e-0371
GO:20007794ThyroidPTCregulation of double-strand break repair42/596885/187235.59e-043.56e-0342
GO:00065138ThyroidPTCprotein monoubiquitination34/596867/187231.00e-035.98e-0334
GO:00063566ThyroidPTCregulation of transcription by RNA polymerase I20/596834/187231.07e-036.32e-0320
GO:00063026ThyroidPTCdouble-strand break repair103/5968251/187231.30e-037.40e-03103
GO:20002342ThyroidPTCpositive regulation of rRNA processing8/596810/187232.46e-031.27e-028
GO:00063604ThyroidPTCtranscription by RNA polymerase I28/596855/187232.55e-031.31e-0228
GO:20002322ThyroidPTCregulation of rRNA processing11/596816/187232.70e-031.36e-0211
GO:009008510ThyroidPTCregulation of protein deubiquitination9/596812/187232.72e-031.36e-029
GO:00457396ThyroidPTCpositive regulation of DNA repair35/596873/187232.98e-031.47e-0235
GO:00165794ThyroidPTCprotein deubiquitination59/5968139/187235.50e-032.50e-0259
GO:004654612ThyroidPTCdevelopment of primary male sexual characteristics60/5968142/187235.79e-032.61e-0260
GO:00352648ThyroidPTCmulticellular organism growth56/5968132/187236.79e-032.92e-0256
GO:000858412ThyroidPTCmale gonad development59/5968141/187237.88e-033.33e-0259
GO:00448043ThyroidPTCautophagy of nucleus10/596816/187231.13e-024.49e-0210
GO:00459434ThyroidPTCpositive regulation of transcription by RNA polymerase I13/596823/187231.25e-024.88e-0213
GO:002261334ThyroidATCribonucleoprotein complex biogenesis292/6293463/187233.05e-399.63e-36292
GO:004225434ThyroidATCribosome biogenesis203/6293299/187233.63e-344.59e-31203
GO:000636432ThyroidATCrRNA processing157/6293225/187239.02e-295.70e-26157
GO:001607232ThyroidATCrRNA metabolic process161/6293236/187231.02e-275.89e-25161
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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
WDR4SNVMissense_Mutationc.504N>Tp.Lys168Asnp.K168NP57081protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A25C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
WDR4insertionFrame_Shift_Insnovelc.197_198insCTCCCAAACTp.Thr68GlnfsTer17p.T68Qfs*17P57081protein_codingTCGA-AN-A0FF-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDR4insertionIn_Frame_Insnovelc.195_196insACCTCAGGTGATCCGCTGGCCTCGp.Leu65_Ala66insThrSerGlyAspProLeuAlaSerp.L65_A66insTSGDPLASP57081protein_codingTCGA-AN-A0FF-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDR4insertionIn_Frame_Insnovelc.306_307insCCACCTTCCTCTTCGCTGTCCTTCCCTGTGp.Ala102_Arg103insProProSerSerSerLeuSerPheProValp.A102_R103insPPSSSLSFPVP57081protein_codingTCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
WDR4deletionFrame_Shift_Delnovelc.735delNp.Ala246ArgfsTer88p.A246Rfs*88P57081protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
WDR4SNVMissense_Mutationrs144346351c.238G>Ap.Asp80Asnp.D80NP57081protein_codingdeleterious(0)probably_damaging(0.975)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
WDR4SNVMissense_Mutationrs543569485c.604N>Ap.Gly202Argp.G202RP57081protein_codingtolerated(0.16)benign(0.021)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
WDR4SNVMissense_Mutationnovelc.1096G>Ap.Asp366Asnp.D366NP57081protein_codingdeleterious(0.01)probably_damaging(0.924)TCGA-AA-A02Y-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WDR4SNVMissense_Mutationc.14T>Cp.Val5Alap.V5AP57081protein_codingtolerated_low_confidence(1)benign(0)TCGA-D5-5539-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fuPD
WDR4deletionFrame_Shift_Delc.724delNp.Gln242ArgfsTer92p.Q242Rfs*92P57081protein_codingTCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<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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