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: WDR54

Gene summary for WDR54

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR54

Gene ID

84058

Gene nameWD repeat domain 54
Gene AliasWDR54
Cytomap2p13.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9H977


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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
84058WDR54LZE2THumanEsophagusESCC8.97e-033.23e-010.082
84058WDR54LZE4THumanEsophagusESCC2.53e-154.26e-010.0811
84058WDR54LZE7THumanEsophagusESCC2.24e-105.10e-010.0667
84058WDR54LZE8THumanEsophagusESCC1.88e-021.82e-010.067
84058WDR54LZE24THumanEsophagusESCC4.62e-185.89e-010.0596
84058WDR54LZE6THumanEsophagusESCC4.95e-022.11e-010.0845
84058WDR54P2T-EHumanEsophagusESCC1.55e-297.02e-010.1177
84058WDR54P4T-EHumanEsophagusESCC3.10e-316.83e-010.1323
84058WDR54P5T-EHumanEsophagusESCC9.26e-449.80e-010.1327
84058WDR54P8T-EHumanEsophagusESCC4.33e-051.43e-010.0889
84058WDR54P10T-EHumanEsophagusESCC1.75e-174.70e-010.116
84058WDR54P11T-EHumanEsophagusESCC1.26e-156.01e-010.1426
84058WDR54P12T-EHumanEsophagusESCC3.36e-134.20e-010.1122
84058WDR54P15T-EHumanEsophagusESCC7.89e-489.57e-010.1149
84058WDR54P16T-EHumanEsophagusESCC6.26e-387.05e-010.1153
84058WDR54P17T-EHumanEsophagusESCC6.50e-114.69e-010.1278
84058WDR54P19T-EHumanEsophagusESCC2.47e-088.38e-010.1662
84058WDR54P20T-EHumanEsophagusESCC6.43e-051.80e-010.1124
84058WDR54P21T-EHumanEsophagusESCC4.75e-378.26e-010.1617
84058WDR54P22T-EHumanEsophagusESCC2.99e-214.87e-010.1236
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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
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
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:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:003812718EsophagusESCCERBB signaling pathway82/8552121/187237.23e-079.40e-0682
GO:000717318EsophagusESCCepidermal growth factor receptor signaling pathway73/8552108/187233.36e-063.73e-0573
GO:004311218EsophagusESCCreceptor metabolic process104/8552166/187237.44e-067.37e-05104
GO:190118413EsophagusESCCregulation of ERBB signaling pathway54/855279/187233.81e-053.08e-0454
GO:000689818EsophagusESCCreceptor-mediated endocytosis142/8552244/187235.22e-054.05e-04142
GO:00420588EsophagusESCCregulation of epidermal growth factor receptor signaling pathway50/855273/187236.75e-055.12e-0450
GO:004825916EsophagusESCCregulation of receptor-mediated endocytosis66/8552110/187231.72e-037.96e-0366
GO:000689811LiverCirrhoticreceptor-mediated endocytosis91/4634244/187238.13e-061.22e-0491
GO:003010011LiverCirrhoticregulation of endocytosis74/4634211/187234.86e-043.90e-0374
GO:003812711LiverCirrhoticERBB signaling pathway46/4634121/187238.08e-045.93e-0346
GO:004311211LiverCirrhoticreceptor metabolic process59/4634166/187231.19e-038.07e-0359
GO:00510514LiverCirrhoticnegative regulation of transport141/4634470/187235.06e-032.62e-02141
GO:000717311LiverCirrhoticepidermal growth factor receptor signaling pathway39/4634108/187235.49e-032.79e-0239
GO:004825911LiverCirrhoticregulation of receptor-mediated endocytosis39/4634110/187237.76e-033.65e-0239
GO:004311221LiverHCCreceptor metabolic process96/7958166/187234.69e-054.50e-0496
GO:003812721LiverHCCERBB signaling pathway73/7958121/187235.65e-055.26e-0473
GO:000689821LiverHCCreceptor-mediated endocytosis134/7958244/187235.73e-055.31e-04134
GO:003010021LiverHCCregulation of endocytosis117/7958211/187239.56e-058.32e-04117
GO:000717321LiverHCCepidermal growth factor receptor signaling pathway65/7958108/187231.56e-041.25e-0365
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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
WDR54SNVMissense_Mutationrs766235102c.985N>Tp.Arg329Trpp.R329WQ9H977protein_codingtolerated(0.06)benign(0)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WDR54SNVMissense_Mutationrs758143571c.434N>Cp.Phe145Serp.F145SQ9H977protein_codingdeleterious(0)probably_damaging(0.96)TCGA-C8-A131-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
WDR54SNVMissense_Mutationrs779254262c.757C>Tp.Arg253Trpp.R253WQ9H977protein_codingdeleterious(0)probably_damaging(0.999)TCGA-S3-AA15-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
WDR54insertionFrame_Shift_Insnovelc.880_881insCATCTGCGCCCTGGp.His294ProfsTer32p.H294Pfs*32Q9H977protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
WDR54SNVMissense_Mutationnovelc.656N>Gp.Gln219Argp.Q219RQ9H977protein_codingtolerated(0.74)benign(0)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WDR54SNVMissense_Mutationnovelc.539N>Ap.Cys180Tyrp.C180YQ9H977protein_codingtolerated(0.52)benign(0.001)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
WDR54SNVMissense_Mutationrs557411396c.14A>Gp.Glu5Glyp.E5GQ9H977protein_codingtolerated(0.05)benign(0.081)TCGA-AA-A02W-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
WDR54SNVMissense_Mutationnovelc.16N>Ap.Arg6Serp.R6SQ9H977protein_codingtolerated(0.14)benign(0.007)TCGA-AY-4071-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
WDR54SNVMissense_Mutationrs754183319c.292G>Ap.Glu98Lysp.E98KQ9H977protein_codingdeleterious(0.03)probably_damaging(0.945)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
WDR54SNVMissense_Mutationnovelc.208C>Tp.Pro70Serp.P70SQ9H977protein_codingtolerated(1)benign(0)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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