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
57418WDR18P79T-EHumanEsophagusESCC2.94e-276.18e-010.1154
57418WDR18P80T-EHumanEsophagusESCC1.24e-611.61e+000.155
57418WDR18P82T-EHumanEsophagusESCC1.48e-231.07e+000.1072
57418WDR18P83T-EHumanEsophagusESCC3.02e-741.82e+000.1738
57418WDR18P84T-EHumanEsophagusESCC6.67e-105.50e-010.0933
57418WDR18P89T-EHumanEsophagusESCC6.12e-281.72e+000.1752
57418WDR18P91T-EHumanEsophagusESCC3.04e-181.78e+000.1828
57418WDR18P94T-EHumanEsophagusESCC1.83e-026.00e-010.0879
57418WDR18P104T-EHumanEsophagusESCC1.67e-034.62e-010.0931
57418WDR18P107T-EHumanEsophagusESCC9.25e-741.62e+000.171
57418WDR18P126T-EHumanEsophagusESCC7.02e-121.13e+000.1125
57418WDR18P127T-EHumanEsophagusESCC6.93e-193.33e-010.0826
57418WDR18P128T-EHumanEsophagusESCC4.71e-541.52e+000.1241
57418WDR18P130T-EHumanEsophagusESCC3.13e-621.38e+000.1676
57418WDR18HCC1_MengHumanLiverHCC1.93e-567.45e-020.0246
57418WDR18HCC2_MengHumanLiverHCC3.02e-196.37e-020.0107
57418WDR18cirrhotic1HumanLiverCirrhotic1.29e-102.68e-010.0202
57418WDR18cirrhotic2HumanLiverCirrhotic3.06e-031.19e-010.0201
57418WDR18cirrhotic3HumanLiverCirrhotic2.02e-031.45e-010.0215
57418WDR18HCC2HumanLiverHCC2.77e-022.68e+000.5341
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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:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0042254ColorectumADribosome biogenesis84/3918299/187231.82e-031.50e-0284
GO:00226131ColorectumSERribonucleoprotein complex biogenesis112/2897463/187235.01e-072.48e-05112
GO:00510521ColorectumSERregulation of DNA metabolic process83/2897359/187238.03e-051.77e-0383
GO:00422541ColorectumSERribosome biogenesis66/2897299/187231.48e-031.60e-0266
GO:00226132ColorectumMSSribonucleoprotein complex biogenesis144/3467463/187232.76e-113.67e-09144
GO:00510522ColorectumMSSregulation of DNA metabolic process108/3467359/187235.86e-083.10e-06108
GO:00422542ColorectumMSSribosome biogenesis79/3467299/187234.32e-045.23e-0379
GO:0006364ColorectumMSSrRNA processing58/3467225/187234.17e-033.03e-0258
GO:0016072ColorectumMSSrRNA metabolic process60/3467236/187235.01e-033.46e-0260
GO:00226133ColorectumMSI-Hribonucleoprotein complex biogenesis95/1319463/187231.04e-218.32e-1995
GO:00422543ColorectumMSI-Hribosome biogenesis54/1319299/187231.27e-102.07e-0854
GO:00063641ColorectumMSI-HrRNA processing39/1319225/187231.45e-071.32e-0539
GO:00160721ColorectumMSI-HrRNA metabolic process39/1319236/187235.20e-073.91e-0539
GO:00510523ColorectumMSI-Hregulation of DNA metabolic process45/1319359/187231.20e-043.56e-0345
GO:0034470ColorectumMSI-HncRNA processing48/1319395/187231.54e-044.47e-0348
GO:0034660ColorectumMSI-HncRNA metabolic process53/1319485/187239.66e-041.68e-0253
GO:0006260ColorectumMSI-HDNA replication31/1319260/187232.83e-033.63e-0231
GO:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
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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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