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: WDR55

Gene summary for WDR55

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR55

Gene ID

54853

Gene nameWD repeat domain 55
Gene AliasWDR55
Cytomap5q31.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9H6Y2


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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
54853WDR55LZE4THumanEsophagusESCC8.89e-041.11e-010.0811
54853WDR55LZE24THumanEsophagusESCC1.32e-122.64e-010.0596
54853WDR55P2T-EHumanEsophagusESCC4.47e-171.12e-010.1177
54853WDR55P4T-EHumanEsophagusESCC6.31e-081.82e-010.1323
54853WDR55P5T-EHumanEsophagusESCC4.88e-142.22e-010.1327
54853WDR55P8T-EHumanEsophagusESCC2.67e-097.46e-020.0889
54853WDR55P9T-EHumanEsophagusESCC1.03e-061.43e-010.1131
54853WDR55P10T-EHumanEsophagusESCC6.96e-101.06e-010.116
54853WDR55P11T-EHumanEsophagusESCC8.67e-144.55e-010.1426
54853WDR55P12T-EHumanEsophagusESCC1.22e-112.88e-010.1122
54853WDR55P15T-EHumanEsophagusESCC1.17e-091.26e-010.1149
54853WDR55P16T-EHumanEsophagusESCC5.23e-159.51e-020.1153
54853WDR55P17T-EHumanEsophagusESCC3.29e-122.43e-010.1278
54853WDR55P19T-EHumanEsophagusESCC3.41e-035.00e-010.1662
54853WDR55P20T-EHumanEsophagusESCC1.20e-173.76e-010.1124
54853WDR55P21T-EHumanEsophagusESCC6.82e-253.37e-010.1617
54853WDR55P22T-EHumanEsophagusESCC5.96e-132.12e-010.1236
54853WDR55P23T-EHumanEsophagusESCC1.10e-152.97e-010.108
54853WDR55P24T-EHumanEsophagusESCC1.08e-143.23e-010.1287
54853WDR55P26T-EHumanEsophagusESCC2.27e-121.22e-010.1276
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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
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
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: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: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
GO:001607212LiverHCCrRNA metabolic process193/7958236/187231.26e-351.14e-32193
GO:000636421LiverHCCrRNA processing185/7958225/187238.14e-356.45e-32185
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
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
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:0022613113ThyroidPTCribonucleoprotein complex biogenesis292/5968463/187233.24e-442.05e-40292
GO:0042254113ThyroidPTCribosome biogenesis202/5968299/187233.47e-375.47e-34202
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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
WDR55SNVMissense_Mutationc.278N>Tp.Ser93Phep.S93FQ9H6Y2protein_codingdeleterious(0)possibly_damaging(0.837)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
WDR55insertionFrame_Shift_Insnovelc.742_743insCAACTGGAAAGACGTGTTTCCAAGGCTCATGp.Arg248ProfsTer17p.R248Pfs*17Q9H6Y2protein_codingTCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
WDR55SNVMissense_Mutationc.278N>Gp.Ser93Cysp.S93CQ9H6Y2protein_codingdeleterious(0)possibly_damaging(0.878)TCGA-C5-A1BL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WDR55SNVMissense_Mutationrs557759167c.743G>Ap.Arg248Hisp.R248HQ9H6Y2protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WDR55SNVMissense_Mutationnovelc.542N>Cp.Lys181Thrp.K181TQ9H6Y2protein_codingdeleterious(0.01)possibly_damaging(0.703)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
WDR55SNVMissense_Mutationc.973G>Ap.Ala325Thrp.A325TQ9H6Y2protein_codingtolerated(0.18)benign(0.001)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
WDR55SNVMissense_Mutationrs138378618c.1009N>Tp.Arg337Trpp.R337WQ9H6Y2protein_codingdeleterious(0.02)benign(0)TCGA-DC-6160-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
WDR55SNVMissense_Mutationc.278N>Gp.Ser93Cysp.S93CQ9H6Y2protein_codingdeleterious(0)possibly_damaging(0.878)TCGA-DY-A0XA-01Colorectumrectum adenocarcinomaFemale<65I/IIChemotherapymayoCR
WDR55insertionFrame_Shift_Insrs757148941c.1014_1015insAp.Gly343ArgfsTer15p.G343Rfs*15Q9H6Y2protein_codingTCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
WDR55insertionFrame_Shift_Insnovelc.661_662insGp.Lys223GlufsTer9p.K223Efs*9Q9H6Y2protein_codingTCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=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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