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:00004226BreastPrecancerautophagy of mitochondrion14/108081/187232.01e-043.16e-0314
GO:00617266BreastPrecancermitochondrion disassembly14/108081/187232.01e-043.16e-0314
GO:00316679BreastPrecancerresponse to nutrient levels47/1080474/187232.09e-043.27e-0347
GO:00224119BreastPrecancercellular component disassembly44/1080443/187233.17e-044.51e-0344
GO:00714969BreastPrecancercellular response to external stimulus33/1080320/187239.01e-041.03e-0233
GO:00316688BreastPrecancercellular response to extracellular stimulus27/1080246/187231.02e-031.13e-0227
GO:00092677BreastPrecancercellular response to starvation19/1080156/187231.65e-031.67e-0219
GO:00425947BreastPrecancerresponse to starvation22/1080197/187232.30e-032.15e-0222
GO:19030085BreastPrecancerorganelle disassembly15/1080114/187232.31e-032.15e-0215
GO:00316697BreastPrecancercellular response to nutrient levels22/1080215/187236.58e-034.53e-0222
GO:003166714BreastIDCresponse to nutrient levels62/1434474/187232.33e-055.57e-0462
GO:007149614BreastIDCcellular response to external stimulus45/1434320/187235.40e-051.15e-0345
GO:003166814BreastIDCcellular response to extracellular stimulus35/1434246/187232.79e-044.26e-0335
GO:000042212BreastIDCautophagy of mitochondrion15/143481/187231.13e-031.23e-0215
GO:006172612BreastIDCmitochondrion disassembly15/143481/187231.13e-031.23e-0215
GO:003166914BreastIDCcellular response to nutrient levels28/1434215/187234.02e-033.25e-0228
GO:190300812BreastIDCorganelle disassembly17/1434114/187235.99e-034.31e-0217
GO:007149623BreastDCIScellular response to external stimulus45/1390320/187232.55e-055.87e-0445
GO:003166723BreastDCISresponse to nutrient levels58/1390474/187231.16e-042.03e-0358
GO:003166822BreastDCIScellular response to extracellular stimulus35/1390246/187231.54e-042.59e-0335
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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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