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:0071496210ThyroidATCcellular response to external stimulus165/6293320/187232.01e-117.23e-10165
GO:0030100111ThyroidATCregulation of endocytosis113/6293211/187231.71e-094.22e-08113
GO:0038127111ThyroidATCERBB signaling pathway71/6293121/187231.31e-082.69e-0771
GO:003166927ThyroidATCcellular response to nutrient levels112/6293215/187231.57e-083.20e-07112
GO:003166827ThyroidATCcellular response to extracellular stimulus125/6293246/187231.65e-083.31e-07125
GO:004259424ThyroidATCresponse to starvation103/6293197/187234.59e-088.31e-07103
GO:000926724ThyroidATCcellular response to starvation85/6293156/187236.14e-081.09e-0685
GO:0007173111ThyroidATCepidermal growth factor receptor signaling pathway63/6293108/187231.15e-071.92e-0663
GO:0031667210ThyroidATCresponse to nutrient levels212/6293474/187232.37e-073.70e-06212
GO:000689826ThyroidATCreceptor-mediated endocytosis118/6293244/187231.17e-061.50e-05118
GO:190118415ThyroidATCregulation of ERBB signaling pathway45/629379/187231.68e-051.55e-0445
GO:004311224ThyroidATCreceptor metabolic process82/6293166/187231.78e-051.63e-0482
GO:004205814ThyroidATCregulation of epidermal growth factor receptor signaling pathway42/629373/187232.29e-052.02e-0442
GO:004825931ThyroidATCregulation of receptor-mediated endocytosis57/6293110/187236.05e-054.63e-0457
GO:199092813ThyroidATCresponse to amino acid starvation28/629349/187236.01e-043.43e-0328
GO:003192911ThyroidATCTOR signaling59/6293126/187231.39e-037.19e-0359
GO:003419813ThyroidATCcellular response to amino acid starvation25/629346/187233.00e-031.36e-0225
GO:003162310ThyroidATCreceptor internalization52/6293113/187234.05e-031.74e-0252
GO:005105114ThyroidATCnegative regulation of transport183/6293470/187238.12e-033.13e-02183
GO:00020904ThyroidATCregulation of receptor internalization28/629356/187238.12e-033.13e-0228
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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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