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: WDR1

Gene summary for WDR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR1

Gene ID

9948

Gene nameWD repeat domain 1
Gene AliasAIP1
Cytomap4p16.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

O75083


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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
9948WDR1HTA11_2487_2000001011HumanColorectumSER3.50e-127.03e-01-0.1808
9948WDR1HTA11_1938_2000001011HumanColorectumAD5.16e-127.43e-01-0.0811
9948WDR1HTA11_78_2000001011HumanColorectumAD2.16e-095.47e-01-0.1088
9948WDR1HTA11_347_2000001011HumanColorectumAD1.84e-267.52e-01-0.1954
9948WDR1HTA11_411_2000001011HumanColorectumSER1.94e-101.37e+00-0.2602
9948WDR1HTA11_2112_2000001011HumanColorectumSER1.18e-058.15e-01-0.2196
9948WDR1HTA11_3361_2000001011HumanColorectumAD3.25e-024.03e-01-0.1207
9948WDR1HTA11_83_2000001011HumanColorectumSER2.23e-056.57e-01-0.1526
9948WDR1HTA11_696_2000001011HumanColorectumAD2.50e-176.21e-01-0.1464
9948WDR1HTA11_866_2000001011HumanColorectumAD1.94e-052.52e-01-0.1001
9948WDR1HTA11_1391_2000001011HumanColorectumAD1.98e-158.14e-01-0.059
9948WDR1HTA11_2992_2000001011HumanColorectumSER3.65e-091.11e+00-0.1706
9948WDR1HTA11_5212_2000001011HumanColorectumAD1.39e-067.70e-01-0.2061
9948WDR1HTA11_7862_2000001011HumanColorectumAD1.04e-023.81e-01-0.0179
9948WDR1HTA11_866_3004761011HumanColorectumAD9.23e-094.61e-010.096
9948WDR1HTA11_10623_2000001011HumanColorectumAD4.16e-024.75e-01-0.0177
9948WDR1HTA11_6801_2000001011HumanColorectumSER1.82e-058.33e-010.0171
9948WDR1HTA11_7696_3000711011HumanColorectumAD1.66e-104.19e-010.0674
9948WDR1HTA11_99999970781_79442HumanColorectumMSS8.51e-154.73e-010.294
9948WDR1HTA11_99999965104_69814HumanColorectumMSS8.57e-105.91e-010.281
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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
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:000806412LiverHCCregulation of actin polymerization or depolymerization112/7958188/187231.65e-062.31e-05112
GO:00004631LiverHCCmaturation of LSU-rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)15/795815/187232.65e-063.54e-0515
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:000836022LiverHCCregulation of cell shape92/7958154/187231.15e-051.31e-0492
GO:003009922LiverHCCmyeloid cell differentiation200/7958381/187234.64e-054.49e-04200
GO:003103222LiverHCCactomyosin structure organization109/7958196/187231.39e-041.13e-03109
GO:0000466LiverHCCmaturation of 5.8S rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)19/795824/187232.80e-042.02e-0319
GO:004521622LiverHCCcell-cell junction organization107/7958200/187231.06e-036.11e-03107
GO:00062751LiverHCCregulation of DNA replication60/7958107/187233.15e-031.46e-0260
GO:004329712LiverHCCapical junction assembly45/795878/187234.83e-032.03e-0245
GO:00432444LiverHCCregulation of protein-containing complex disassembly66/7958121/187234.94e-032.07e-0266
GO:0006261LiverHCCDNA-dependent DNA replication80/7958151/187235.91e-032.44e-0280
GO:00420631LiverHCCgliogenesis148/7958301/187231.10e-024.07e-02148
GO:000704312LiverHCCcell-cell junction assembly76/7958146/187231.23e-024.47e-0276
GO:00436242LiverHCCcellular protein complex disassembly71/7958136/187231.39e-024.95e-0271
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:004225420Oral cavityOSCCribosome biogenesis230/7305299/187233.22e-416.80e-38230
GO:000636410Oral cavityOSCCrRNA processing172/7305225/187231.57e-301.24e-27172
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:001607210Oral cavityOSCCrRNA metabolic process176/7305236/187236.51e-293.24e-26176
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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
WDR1SNVMissense_Mutationnovelc.1043N>Gp.Tyr348Cysp.Y348CO75083protein_codingtolerated(0.14)possibly_damaging(0.807)TCGA-BH-A0BA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
WDR1SNVMissense_Mutationnovelc.1041N>Gp.Asn347Lysp.N347KO75083protein_codingtolerated(0.3)possibly_damaging(0.739)TCGA-BH-A0BA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
WDR1SNVMissense_Mutationc.1606N>Cp.Val536Leup.V536LO75083protein_codingtolerated(0.11)benign(0.02)TCGA-D8-A1JG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
WDR1deletionFrame_Shift_Delnovelc.748delNp.Leu250PhefsTer16p.L250Ffs*16O75083protein_codingTCGA-GI-A2C9-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificSD
WDR1SNVMissense_Mutationnovelc.532C>Tp.Pro178Serp.P178SO75083protein_codingdeleterious(0)benign(0.03)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WDR1SNVMissense_Mutationrs545497657c.700G>Ap.Asp234Asnp.D234NO75083protein_codingtolerated(0.49)benign(0.011)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
WDR1SNVMissense_Mutationrs868174972c.200N>Tp.Ala67Valp.A67VO75083protein_codingdeleterious(0.01)benign(0.343)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WDR1SNVMissense_Mutationnovelc.638N>Cp.Ile213Thrp.I213TO75083protein_codingdeleterious(0.01)possibly_damaging(0.493)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
WDR1SNVMissense_Mutationc.1319N>Ap.Ser440Asnp.S440NO75083protein_codingtolerated(0.11)benign(0)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
WDR1SNVMissense_Mutationrs370326840c.1222G>Ap.Val408Ilep.V408IO75083protein_codingtolerated(0.4)benign(0)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
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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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