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: WDR12

Gene summary for WDR12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR12

Gene ID

55759

Gene nameWD repeat domain 12
Gene AliasYTM1
Cytomap2q33.2
Gene Typeprotein-coding
GO ID

GO:0000460

UniProtAcc

Q53T99


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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
55759WDR12LZE4THumanEsophagusESCC1.39e-031.06e-010.0811
55759WDR12LZE24THumanEsophagusESCC4.99e-112.04e-010.0596
55759WDR12LZE21THumanEsophagusESCC4.92e-021.70e-010.0655
55759WDR12LZE6THumanEsophagusESCC1.04e-036.54e-020.0845
55759WDR12P2T-EHumanEsophagusESCC3.17e-162.41e-010.1177
55759WDR12P4T-EHumanEsophagusESCC5.84e-236.79e-010.1323
55759WDR12P5T-EHumanEsophagusESCC1.03e-214.99e-010.1327
55759WDR12P8T-EHumanEsophagusESCC1.66e-148.55e-020.0889
55759WDR12P9T-EHumanEsophagusESCC1.87e-122.67e-010.1131
55759WDR12P10T-EHumanEsophagusESCC3.35e-283.98e-010.116
55759WDR12P11T-EHumanEsophagusESCC5.14e-144.20e-010.1426
55759WDR12P12T-EHumanEsophagusESCC3.09e-285.35e-010.1122
55759WDR12P15T-EHumanEsophagusESCC1.86e-163.56e-010.1149
55759WDR12P16T-EHumanEsophagusESCC2.13e-213.99e-010.1153
55759WDR12P17T-EHumanEsophagusESCC2.82e-122.80e-010.1278
55759WDR12P19T-EHumanEsophagusESCC5.24e-032.08e-010.1662
55759WDR12P20T-EHumanEsophagusESCC4.02e-093.21e-010.1124
55759WDR12P21T-EHumanEsophagusESCC1.36e-236.29e-010.1617
55759WDR12P22T-EHumanEsophagusESCC1.81e-142.03e-010.1236
55759WDR12P23T-EHumanEsophagusESCC1.00e-123.37e-010.108
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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
∗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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0042273111EsophagusESCCribosomal large subunit biogenesis65/855272/187231.53e-159.82e-1465
GO:000047016EsophagusESCCmaturation of LSU-rRNA27/855228/187239.94e-092.00e-0727
GO:00004603EsophagusESCCmaturation of 5.8S rRNA30/855235/187231.07e-061.34e-0530
GO:00004634EsophagusESCCmaturation of LSU-rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)15/855215/187237.81e-067.69e-0515
GO:00072197EsophagusESCCNotch signaling pathway106/8552172/187231.74e-051.55e-04106
GO:00004663EsophagusESCCmaturation of 5.8S rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)21/855224/187232.57e-052.17e-0421
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:001607212LiverHCCrRNA metabolic process193/7958236/187231.26e-351.14e-32193
GO:000636421LiverHCCrRNA processing185/7958225/187238.14e-356.45e-32185
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:004227322LiverHCCribosomal large subunit biogenesis64/795872/187232.31e-162.03e-1464
GO:000047011LiverHCCmaturation of LSU-rRNA26/795828/187232.82e-086.43e-0726
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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
WDR12SNVMissense_Mutationc.154G>Cp.Glu52Glnp.E52QQ9GZL7protein_codingdeleterious(0.03)possibly_damaging(0.784)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
WDR12SNVMissense_Mutationnovelc.236A>Gp.Glu79Glyp.E79GQ9GZL7protein_codingtolerated(0.12)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WDR12SNVMissense_Mutationc.645C>Gp.Ile215Metp.I215MQ9GZL7protein_codingdeleterious(0)possibly_damaging(0.891)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
WDR12SNVMissense_Mutationrs145165057c.419N>Tp.Thr140Metp.T140MQ9GZL7protein_codingdeleterious(0.04)benign(0.397)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
WDR12SNVMissense_Mutationnovelc.514N>Cp.Trp172Argp.W172RQ9GZL7protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
WDR12SNVMissense_Mutationnovelc.1262T>Cp.Val421Alap.V421AQ9GZL7protein_codingtolerated_low_confidence(0.48)benign(0)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
WDR12SNVMissense_Mutationnovelc.1118N>Tp.Arg373Ilep.R373IQ9GZL7protein_codingdeleterious(0)possibly_damaging(0.871)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
WDR12SNVMissense_Mutationrs767414812c.895G>Ap.Val299Metp.V299MQ9GZL7protein_codingdeleterious(0.04)possibly_damaging(0.9)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
WDR12SNVMissense_Mutationc.246N>Cp.Glu82Aspp.E82DQ9GZL7protein_codingtolerated(0.29)benign(0.012)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
WDR12SNVMissense_Mutationc.536N>Gp.Val179Glyp.V179GQ9GZL7protein_codingdeleterious(0)benign(0.129)TCGA-AP-A0LT-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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