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: WDR6

Gene summary for WDR6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR6

Gene ID

11180

Gene nameWD repeat domain 6
Gene AliasWDR6
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0001510

UniProtAcc

Q9H9M3


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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
11180WDR6S43HumanLiverCirrhotic2.42e-07-1.48e-01-0.0187
11180WDR6HCC1_MengHumanLiverHCC1.17e-668.50e-020.0246
11180WDR6HCC2_MengHumanLiverHCC3.01e-08-8.89e-020.0107
11180WDR6cirrhotic2HumanLiverCirrhotic2.28e-072.12e-010.0201
11180WDR6cirrhotic3HumanLiverCirrhotic4.15e-027.09e-020.0215
11180WDR6HCC1HumanLiverHCC2.12e-144.52e+000.5336
11180WDR6HCC2HumanLiverHCC1.11e-174.27e+000.5341
11180WDR6S014HumanLiverHCC8.87e-178.54e-010.2254
11180WDR6S015HumanLiverHCC7.51e-158.66e-010.2375
11180WDR6S016HumanLiverHCC5.55e-208.39e-010.2243
11180WDR6S027HumanLiverHCC1.43e-089.78e-010.2446
11180WDR6S028HumanLiverHCC5.79e-271.22e+000.2503
11180WDR6S029HumanLiverHCC6.70e-241.15e+000.2581
11180WDR6C04HumanOral cavityOSCC1.57e-053.67e-010.2633
11180WDR6C21HumanOral cavityOSCC3.41e-155.25e-010.2678
11180WDR6C30HumanOral cavityOSCC9.46e-188.51e-010.3055
11180WDR6C38HumanOral cavityOSCC6.74e-044.37e-010.172
11180WDR6C43HumanOral cavityOSCC1.64e-111.74e-010.1704
11180WDR6C46HumanOral cavityOSCC1.58e-205.38e-010.1673
11180WDR6C51HumanOral cavityOSCC2.23e-034.19e-010.2674
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:000989517ProstateBPHnegative regulation of catabolic process94/3107320/187236.79e-092.38e-0794
GO:003133018ProstateBPHnegative regulation of cellular catabolic process79/3107262/187233.09e-088.91e-0779
GO:00165706ProstateBPHhistone modification120/3107463/187231.73e-073.89e-06120
GO:190370616ProstateBPHregulation of hemopoiesis97/3107367/187231.01e-061.83e-0597
GO:00105069ProstateBPHregulation of autophagy86/3107317/187231.29e-062.24e-0586
GO:004563718ProstateBPHregulation of myeloid cell differentiation62/3107210/187231.99e-063.30e-0562
GO:00182055ProstateBPHpeptidyl-lysine modification96/3107376/187235.70e-068.39e-0596
GO:00063546ProstateBPHDNA-templated transcription, elongation30/310791/187239.63e-059.00e-0430
GO:00349686ProstateBPHhistone lysine methylation35/3107115/187231.64e-041.42e-0335
GO:00063685ProstateBPHtranscription elongation from RNA polymerase II promoter24/310769/187231.85e-041.55e-0324
GO:00064796ProstateBPHprotein methylation49/3107181/187232.42e-041.93e-0349
GO:00082136ProstateBPHprotein alkylation49/3107181/187232.42e-041.93e-0349
GO:00165716ProstateBPHhistone methylation40/3107141/187233.09e-042.37e-0340
GO:00310566ProstateBPHregulation of histone modification42/3107152/187234.09e-042.97e-0342
GO:00515682ProstateBPHhistone H3-K4 methylation20/310759/187239.02e-045.78e-0320
GO:0080182ProstateBPHhistone H3-K4 trimethylation9/310718/187231.09e-036.77e-039
GO:00180225ProstateBPHpeptidyl-lysine methylation35/3107131/187232.23e-031.23e-0235
GO:0045638ProstateBPHnegative regulation of myeloid cell differentiation26/310790/187232.46e-031.33e-0226
GO:00310602ProstateBPHregulation of histone methylation20/310769/187237.06e-033.16e-0220
GO:00515712ProstateBPHpositive regulation of histone H3-K4 methylation8/310719/187237.65e-033.39e-028
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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
WDR6SNVMissense_Mutationnovelc.3151G>Ap.Glu1051Lysp.E1051Kprotein_codingtolerated(0.35)benign(0.015)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
WDR6SNVMissense_Mutationnovelc.2837N>Cp.Val946Alap.V946Aprotein_codingdeleterious(0.03)possibly_damaging(0.597)TCGA-A7-A5ZW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
WDR6SNVMissense_Mutationc.2764N>Gp.Leu922Valp.L922Vprotein_codingtolerated(0.6)benign(0.005)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
WDR6SNVMissense_Mutationc.613N>Gp.Ile205Valp.I205Vprotein_codingtolerated(0.36)benign(0.003)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDR6SNVMissense_Mutationrs61732633c.2417N>Tp.Ser806Leup.S806Lprotein_codingdeleterious(0)probably_damaging(0.991)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
WDR6SNVMissense_Mutationc.3394G>Cp.Glu1132Glnp.E1132Qprotein_codingtolerated(0.16)possibly_damaging(0.857)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WDR6SNVMissense_Mutationc.1507N>Cp.Gly503Argp.G503Rprotein_codingtolerated(0.06)probably_damaging(1)TCGA-GM-A2DB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
WDR6SNVMissense_Mutationrs542788663c.1960N>Ap.Asp654Asnp.D654Nprotein_codingtolerated(0.07)probably_damaging(0.994)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
WDR6deletionFrame_Shift_Delc.1342_1370delAAGGTTGTCCCCATCAACACTCCAACTGCp.Lys448CysfsTer22p.K448Cfs*22protein_codingTCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
WDR6deletionFrame_Shift_Delnovelc.226delNp.Phe76LeufsTer7p.F76Lfs*7protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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