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: WDR5

Gene summary for WDR5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR5

Gene ID

11091

Gene nameWD repeat domain 5
Gene AliasBIG-3
Cytomap9q34.2
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

P61964


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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
11091WDR5HTA11_347_2000001011HumanColorectumAD7.89e-031.86e-01-0.1954
11091WDR5HTA11_1391_2000001011HumanColorectumAD8.06e-053.75e-01-0.059
11091WDR5HTA11_7862_2000001011HumanColorectumAD5.91e-033.19e-01-0.0179
11091WDR5HTA11_866_3004761011HumanColorectumAD2.09e-063.44e-010.096
11091WDR5HTA11_7696_3000711011HumanColorectumAD3.22e-032.23e-010.0674
11091WDR5HTA11_99999970781_79442HumanColorectumMSS3.11e-043.35e-010.294
11091WDR5HTA11_99999965062_69753HumanColorectumMSI-H3.51e-027.47e-010.3487
11091WDR5HTA11_99999965104_69814HumanColorectumMSS5.05e-095.25e-010.281
11091WDR5HTA11_99999971662_82457HumanColorectumMSS1.29e-187.05e-010.3859
11091WDR5HTA11_99999974143_84620HumanColorectumMSS3.89e-073.73e-010.3005
11091WDR5A015-C-203HumanColorectumFAP3.29e-02-7.49e-02-0.1294
11091WDR5A002-C-116HumanColorectumFAP2.00e-05-1.43e-01-0.0452
11091WDR5LZE4THumanEsophagusESCC1.35e-026.12e-020.0811
11091WDR5LZE20THumanEsophagusESCC2.89e-041.70e-010.0662
11091WDR5LZE24THumanEsophagusESCC1.17e-103.24e-010.0596
11091WDR5LZE21THumanEsophagusESCC2.34e-033.59e-010.0655
11091WDR5P1T-EHumanEsophagusESCC5.88e-043.33e-010.0875
11091WDR5P2T-EHumanEsophagusESCC1.51e-509.32e-010.1177
11091WDR5P4T-EHumanEsophagusESCC3.19e-286.97e-010.1323
11091WDR5P5T-EHumanEsophagusESCC1.57e-306.36e-010.1327
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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
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
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
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:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
GO:00435434Oral cavityOSCCprotein acylation149/7305243/187231.33e-125.80e-11149
GO:007149620Oral cavityOSCCcellular response to external stimulus186/7305320/187232.56e-121.05e-10186
GO:00183944Oral cavityOSCCpeptidyl-lysine acetylation108/7305169/187234.55e-111.45e-09108
GO:00064734Oral cavityOSCCprotein acetylation124/7305201/187235.59e-111.74e-09124
GO:00165734Oral cavityOSCChistone acetylation96/7305152/187231.35e-093.29e-0896
GO:00183934Oral cavityOSCCinternal peptidyl-lysine acetylation99/7305158/187231.41e-093.39e-0899
GO:00064754Oral cavityOSCCinternal protein amino acid acetylation100/7305160/187231.43e-093.41e-08100
GO:003166819Oral cavityOSCCcellular response to extracellular stimulus141/7305246/187233.99e-098.95e-08141
GO:00310567Oral cavityOSCCregulation of histone modification94/7305152/187239.57e-091.99e-0794
GO:003166720Oral cavityOSCCresponse to nutrient levels245/7305474/187231.02e-082.10e-07245
GO:00439674Oral cavityOSCChistone H4 acetylation49/730567/187231.45e-082.91e-0749
GO:003010016Oral cavityOSCCregulation of endocytosis121/7305211/187234.74e-088.80e-07121
GO:003812715Oral cavityOSCCERBB signaling pathway76/7305121/187239.59e-081.66e-0676
GO:003166918Oral cavityOSCCcellular response to nutrient levels121/7305215/187231.96e-073.17e-06121
GO:00439843Oral cavityOSCChistone H4-K16 acetylation19/730520/187232.13e-073.40e-0619
GO:00310582Oral cavityOSCCpositive regulation of histone modification60/730592/187233.17e-074.79e-0660
GO:004259416Oral cavityOSCCresponse to starvation111/7305197/187235.68e-078.19e-06111
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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
WDR5SNVMissense_Mutationrs746477625c.949N>Ap.Ala317Thrp.A317TP61964protein_codingdeleterious(0.03)possibly_damaging(0.554)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WDR5SNVMissense_Mutationnovelc.906N>Gp.Asp302Glup.D302EP61964protein_codingdeleterious(0.04)benign(0.058)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WDR5SNVMissense_Mutationnovelc.221N>Tp.Ala74Valp.A74VP61964protein_codingtolerated(0.25)benign(0.005)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
WDR5SNVMissense_Mutationc.689N>Cp.Leu230Prop.L230PP61964protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
WDR5SNVMissense_Mutationc.874N>Cp.Glu292Glnp.E292QP61964protein_codingtolerated(0.11)benign(0.267)TCGA-F4-6809-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
WDR5deletionFrame_Shift_Delc.642delNp.Val217CysfsTer4p.V217Cfs*4P61964protein_codingTCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
WDR5insertionFrame_Shift_Insrs780890680c.648dupCp.Val217ArgfsTer42p.V217Rfs*42P61964protein_codingTCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
WDR5deletionFrame_Shift_Delc.642delNp.Val217CysfsTer4p.V217Cfs*4P61964protein_codingTCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WDR5deletionFrame_Shift_Delc.648delCp.Val217CysfsTer4p.V217Cfs*4P61964protein_codingTCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WDR5deletionFrame_Shift_Delc.642delNp.Val217CysfsTer4p.V217Cfs*4P61964protein_codingTCGA-G4-6302-01Colorectumcolon 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
11091WDR5DRUGGABLE GENOME, TUMOR SUPPRESSORantagonist249565911
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