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: WDR82

Gene summary for WDR82

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR82

Gene ID

80335

Gene nameWD repeat domain 82
Gene AliasMST107
Cytomap3p21.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A0A024R333


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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
80335WDR82HTA11_347_2000001011HumanColorectumAD1.32e-145.38e-01-0.1954
80335WDR82HTA11_83_2000001011HumanColorectumSER4.18e-023.00e-01-0.1526
80335WDR82HTA11_696_2000001011HumanColorectumAD1.86e-033.19e-01-0.1464
80335WDR82HTA11_1391_2000001011HumanColorectumAD5.08e-074.40e-01-0.059
80335WDR82HTA11_866_3004761011HumanColorectumAD1.34e-023.01e-010.096
80335WDR82HTA11_99999971662_82457HumanColorectumMSS1.15e-115.62e-010.3859
80335WDR82A015-C-203HumanColorectumFAP1.57e-03-9.85e-02-0.1294
80335WDR82A002-C-205HumanColorectumFAP1.58e-02-7.25e-02-0.1236
80335WDR82A015-C-104HumanColorectumFAP3.20e-03-1.20e-01-0.1899
80335WDR82A002-C-116HumanColorectumFAP2.80e-04-6.70e-02-0.0452
80335WDR82A018-E-020HumanColorectumFAP2.62e-02-8.61e-02-0.2034
80335WDR82HCC1_MengHumanLiverHCC4.12e-502.75e-020.0246
80335WDR82HCC2_MengHumanLiverHCC3.25e-164.29e-040.0107
80335WDR82HCC1HumanLiverHCC1.15e-103.21e+000.5336
80335WDR82HCC2HumanLiverHCC1.81e-304.15e+000.5341
80335WDR82HCC5HumanLiverHCC1.64e-112.98e+000.4932
80335WDR82Pt13.bHumanLiverHCC1.24e-022.11e-020.0251
80335WDR82S014HumanLiverHCC1.46e-177.42e-010.2254
80335WDR82S015HumanLiverHCC3.90e-096.54e-010.2375
80335WDR82S016HumanLiverHCC1.25e-178.16e-010.2243
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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
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
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:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:00165701ColorectumFAPhistone modification94/2622463/187231.06e-041.76e-0394
GO:0006479ColorectumFAPprotein methylation39/2622181/187233.60e-032.58e-0239
GO:0008213ColorectumFAPprotein alkylation39/2622181/187233.60e-032.58e-0239
GO:0034968ColorectumFAPhistone lysine methylation27/2622115/187234.23e-032.90e-0227
GO:0016571ColorectumFAPhistone methylation31/2622141/187236.47e-034.03e-0231
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:00064792LiverHCCprotein methylation111/7958181/187232.36e-074.18e-06111
GO:00082132LiverHCCprotein alkylation111/7958181/187232.36e-074.18e-06111
GO:00165712LiverHCChistone methylation88/7958141/187231.41e-062.02e-0588
GO:00349681LiverHCChistone lysine methylation70/7958115/187235.32e-055.04e-0470
GO:00180221LiverHCCpeptidyl-lysine methylation74/7958131/187238.46e-045.06e-0374
GO:0051568LiverHCChistone H3-K4 methylation36/795859/187233.15e-031.46e-0236
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
GO:00064797Oral cavityOSCCprotein methylation92/7305181/187237.86e-044.26e-0392
GO:00082137Oral cavityOSCCprotein alkylation92/7305181/187237.86e-044.26e-0392
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa03015ColorectumADmRNA surveillance pathway35/209297/84657.95e-033.13e-022.00e-0235
hsa030151ColorectumADmRNA surveillance pathway35/209297/84657.95e-033.13e-022.00e-0235
hsa030158Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa0301513Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa030155ProstateBPHmRNA surveillance pathway32/171897/84652.20e-038.63e-035.34e-0332
hsa0301512ProstateBPHmRNA surveillance pathway32/171897/84652.20e-038.63e-035.34e-0332
hsa0301522ProstateTumormRNA surveillance pathway33/179197/84652.18e-038.60e-035.33e-0333
hsa0301532ProstateTumormRNA surveillance pathway33/179197/84652.18e-038.60e-035.33e-0333
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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
WDR82SNVMissense_Mutationc.937N>Tp.Asp313Tyrp.D313YQ6UXN9protein_codingdeleterious(0)possibly_damaging(0.779)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
WDR82SNVMissense_Mutationc.865N>Ap.Gln289Lysp.Q289KQ6UXN9protein_codingtolerated(0.48)benign(0.01)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
WDR82deletionFrame_Shift_Delnovelc.46delNp.Val16CysfsTer70p.V16Cfs*70Q6UXN9protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
WDR82SNVMissense_Mutationc.55N>Ap.Glu19Lysp.E19KQ6UXN9protein_codingtolerated(0.11)benign(0.015)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WDR82SNVMissense_Mutationnovelc.205N>Gp.Ile69Valp.I69VQ6UXN9protein_codingtolerated(0.23)benign(0.001)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
WDR82SNVMissense_Mutationnovelc.878N>Cp.Lys293Thrp.K293TQ6UXN9protein_codingtolerated(0.1)possibly_damaging(0.493)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
WDR82SNVMissense_Mutationnovelc.241A>Gp.Ser81Glyp.S81GQ6UXN9protein_codingtolerated(0.16)benign(0.019)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
WDR82SNVMissense_Mutationnovelc.317N>Gp.His106Argp.H106RQ6UXN9protein_codingdeleterious(0)probably_damaging(0.944)TCGA-AX-A1C4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
WDR82SNVMissense_Mutationnovelc.133N>Gp.Ile45Valp.I45VQ6UXN9protein_codingdeleterious(0.01)benign(0.305)TCGA-AX-A1C5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinSD
WDR82SNVMissense_Mutationnovelc.269G>Cp.Arg90Prop.R90PQ6UXN9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BG-A0MK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
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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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