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: WDR18

Gene summary for WDR18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR18

Gene ID

57418

Gene nameWD repeat domain 18
Gene AliasIpi3
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9BV38


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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
57418WDR18HTA11_3410_2000001011HumanColorectumAD3.34e-091.85e-010.0155
57418WDR18HTA11_2487_2000001011HumanColorectumSER3.90e-061.69e-01-0.1808
57418WDR18HTA11_78_2000001011HumanColorectumAD3.76e-041.77e-01-0.1088
57418WDR18HTA11_347_2000001011HumanColorectumAD2.34e-102.42e-01-0.1954
57418WDR18HTA11_411_2000001011HumanColorectumSER1.01e-054.10e-01-0.2602
57418WDR18HTA11_3361_2000001011HumanColorectumAD1.24e-041.96e-01-0.1207
57418WDR18HTA11_696_2000001011HumanColorectumAD3.41e-133.09e-01-0.1464
57418WDR18HTA11_866_2000001011HumanColorectumAD3.82e-041.76e-01-0.1001
57418WDR18HTA11_1391_2000001011HumanColorectumAD4.00e-174.19e-01-0.059
57418WDR18HTA11_2992_2000001011HumanColorectumSER1.23e-052.82e-01-0.1706
57418WDR18HTA11_5216_2000001011HumanColorectumSER1.82e-053.07e-01-0.1462
57418WDR18HTA11_546_2000001011HumanColorectumAD9.13e-042.17e-01-0.0842
57418WDR18HTA11_866_3004761011HumanColorectumAD5.87e-133.27e-010.096
57418WDR18HTA11_4255_2000001011HumanColorectumSER2.71e-053.34e-010.0446
57418WDR18HTA11_7663_2000001011HumanColorectumSER1.19e-084.48e-010.0131
57418WDR18HTA11_10623_2000001011HumanColorectumAD1.14e-104.09e-01-0.0177
57418WDR18HTA11_6801_2000001011HumanColorectumSER1.14e-074.68e-010.0171
57418WDR18HTA11_10711_2000001011HumanColorectumAD6.55e-062.02e-010.0338
57418WDR18HTA11_7696_3000711011HumanColorectumAD7.60e-255.68e-010.0674
57418WDR18HTA11_7469_2000001011HumanColorectumAD6.53e-043.87e-01-0.0124
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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:000626012SkincSCCDNA replication106/4864260/187231.18e-072.77e-06106
GO:005105217SkincSCCregulation of DNA metabolic process136/4864359/187233.83e-077.58e-06136
GO:00062755SkincSCCregulation of DNA replication44/4864107/187234.41e-043.39e-0344
GO:0022613113ThyroidPTCribonucleoprotein complex biogenesis292/5968463/187233.24e-442.05e-40292
GO:0042254113ThyroidPTCribosome biogenesis202/5968299/187233.47e-375.47e-34202
GO:0006364112ThyroidPTCrRNA processing156/5968225/187235.58e-315.03e-28156
GO:0016072112ThyroidPTCrRNA metabolic process160/5968236/187235.68e-303.58e-27160
GO:003447018ThyroidPTCncRNA processing215/5968395/187237.14e-211.22e-18215
GO:00346608ThyroidPTCncRNA metabolic process239/5968485/187235.54e-164.26e-14239
GO:005105218ThyroidPTCregulation of DNA metabolic process171/5968359/187232.52e-108.33e-09171
GO:00062606ThyroidPTCDNA replication114/5968260/187233.09e-052.95e-04114
GO:002261334ThyroidATCribonucleoprotein complex biogenesis292/6293463/187233.05e-399.63e-36292
GO:004225434ThyroidATCribosome biogenesis203/6293299/187233.63e-344.59e-31203
GO:000636432ThyroidATCrRNA processing157/6293225/187239.02e-295.70e-26157
GO:001607232ThyroidATCrRNA metabolic process161/6293236/187231.02e-275.89e-25161
GO:003447021ThyroidATCncRNA processing216/6293395/187233.14e-183.98e-16216
GO:003466021ThyroidATCncRNA metabolic process240/6293485/187232.03e-139.91e-12240
GO:005105219ThyroidATCregulation of DNA metabolic process183/6293359/187235.97e-122.30e-10183
GO:000626013ThyroidATCDNA replication124/6293260/187231.58e-061.93e-05124
GO:00062756ThyroidATCregulation of DNA replication50/6293107/187233.25e-031.46e-0250
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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
WDR18SNVMissense_Mutationnovelc.146N>Ap.Gly49Aspp.G49DQ9BV38protein_codingtolerated(0.05)possibly_damaging(0.814)TCGA-JL-A3YW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDR18SNVMissense_Mutationrs778985723c.827C>Tp.Ser276Leup.S276LQ9BV38protein_codingdeleterious(0)probably_damaging(0.999)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WDR18insertionFrame_Shift_Insnovelc.631_632insGp.Ser211CysfsTer5p.S211Cfs*5Q9BV38protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
WDR18insertionFrame_Shift_Insnovelc.632_633insAp.Val212ArgfsTer4p.V212Rfs*4Q9BV38protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
WDR18SNVMissense_Mutationc.697N>Ap.Gly233Argp.G233RQ9BV38protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
WDR18deletionFrame_Shift_Delnovelc.619delGp.Glu207SerfsTer15p.E207Sfs*15Q9BV38protein_codingTCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WDR18SNVMissense_Mutationrs376924638c.1195C>Tp.Arg399Cysp.R399CQ9BV38protein_codingdeleterious(0.03)possibly_damaging(0.828)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
WDR18SNVMissense_Mutationrs376924638c.1195C>Tp.Arg399Cysp.R399CQ9BV38protein_codingdeleterious(0.03)possibly_damaging(0.828)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
WDR18SNVMissense_Mutationnovelc.26N>Ap.Val9Glup.V9EQ9BV38protein_codingdeleterious(0)possibly_damaging(0.593)TCGA-AP-A1DO-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
WDR18SNVMissense_Mutationrs775172395c.868N>Ap.Asp290Asnp.D290NQ9BV38protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A1DV-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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