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: WDR3

Gene summary for WDR3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR3

Gene ID

10885

Gene nameWD repeat domain 3
Gene AliasDIP2
Cytomap1p12
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q5TDG3


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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
10885WDR3LZE4THumanEsophagusESCC3.47e-051.06e-010.0811
10885WDR3LZE7THumanEsophagusESCC1.63e-021.43e-010.0667
10885WDR3LZE24THumanEsophagusESCC7.35e-051.06e-010.0596
10885WDR3P1T-EHumanEsophagusESCC4.02e-031.89e-010.0875
10885WDR3P2T-EHumanEsophagusESCC7.46e-142.61e-010.1177
10885WDR3P4T-EHumanEsophagusESCC9.87e-133.09e-010.1323
10885WDR3P5T-EHumanEsophagusESCC4.66e-102.08e-010.1327
10885WDR3P8T-EHumanEsophagusESCC5.09e-076.84e-020.0889
10885WDR3P9T-EHumanEsophagusESCC4.46e-092.02e-010.1131
10885WDR3P10T-EHumanEsophagusESCC2.54e-192.02e-010.116
10885WDR3P11T-EHumanEsophagusESCC9.88e-031.16e-010.1426
10885WDR3P12T-EHumanEsophagusESCC3.44e-132.48e-010.1122
10885WDR3P15T-EHumanEsophagusESCC1.42e-056.85e-020.1149
10885WDR3P16T-EHumanEsophagusESCC4.36e-201.78e-010.1153
10885WDR3P19T-EHumanEsophagusESCC2.57e-043.85e-010.1662
10885WDR3P20T-EHumanEsophagusESCC1.16e-099.58e-020.1124
10885WDR3P21T-EHumanEsophagusESCC3.64e-113.17e-010.1617
10885WDR3P22T-EHumanEsophagusESCC2.81e-064.24e-020.1236
10885WDR3P23T-EHumanEsophagusESCC4.61e-185.40e-010.108
10885WDR3P24T-EHumanEsophagusESCC4.47e-101.11e-010.1287
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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
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:00311243EsophagusHGINmRNA 3'-end processing18/258762/187231.37e-031.61e-0218
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:0042274111EsophagusESCCribosomal small subunit biogenesis67/855273/187236.62e-175.38e-1567
GO:00304904EsophagusESCCmaturation of SSU-rRNA45/855250/187235.07e-111.63e-0945
GO:003112412EsophagusESCCmRNA 3'-end processing47/855262/187231.29e-061.58e-0547
GO:00311233EsophagusESCCRNA 3'-end processing76/8552116/187231.25e-051.15e-0476
GO:00063012EsophagusESCCpostreplication repair26/855231/187231.32e-051.21e-0426
GO:00063783EsophagusESCCmRNA polyadenylation33/855244/187237.30e-055.49e-0433
GO:00436313EsophagusESCCRNA polyadenylation33/855245/187231.54e-041.02e-0333
GO:0006301LiverCirrhoticpostreplication repair15/463431/187233.68e-032.02e-0215
GO:0031123LiverCirrhoticRNA 3'-end processing42/4634116/187233.85e-032.10e-0242
GO:0031124LiverCirrhoticmRNA 3'-end processing25/463462/187234.90e-032.56e-0225
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
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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
WDR3SNVMissense_Mutationc.2075C>Tp.Ser692Leup.S692LQ9UNX4protein_codingdeleterious(0)benign(0.434)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
WDR3SNVMissense_Mutationc.1045N>Gp.Leu349Valp.L349VQ9UNX4protein_codingdeleterious(0.04)possibly_damaging(0.556)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
WDR3SNVMissense_Mutationc.1462N>Ap.Leu488Metp.L488MQ9UNX4protein_codingtolerated(0.07)probably_damaging(0.952)TCGA-B6-A0X4-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
WDR3SNVMissense_Mutationnovelc.1681N>Gp.Gln561Glup.Q561EQ9UNX4protein_codingtolerated(0.31)benign(0.179)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDR3SNVMissense_Mutationrs367631829c.2719N>Gp.Arg907Glyp.R907GQ9UNX4protein_codingdeleterious(0.03)probably_damaging(0.986)TCGA-S3-AA17-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
WDR3SNVMissense_Mutationnovelc.1012N>Cp.Glu338Glnp.E338QQ9UNX4protein_codingtolerated(0.09)benign(0.001)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
WDR3SNVMissense_Mutationnovelc.1502C>Tp.Ser501Phep.S501FQ9UNX4protein_codingdeleterious(0)probably_damaging(0.976)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WDR3SNVMissense_Mutationc.842N>Cp.Arg281Thrp.R281TQ9UNX4protein_codingdeleterious(0)probably_damaging(0.997)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WDR3SNVMissense_Mutationnovelc.88N>Gp.Thr30Alap.T30AQ9UNX4protein_codingtolerated(0.23)benign(0.003)TCGA-AA-3520-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WDR3SNVMissense_Mutationrs773144364c.19N>Cp.Tyr7Hisp.Y7HQ9UNX4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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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