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: WDR24

Gene summary for WDR24

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR24

Gene ID

84219

Gene nameWD repeat domain 24
Gene AliasC16orf21
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0006914

UniProtAcc

Q96S15


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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
84219WDR24LZE20THumanEsophagusESCC1.14e-061.78e-010.0662
84219WDR24LZE24THumanEsophagusESCC7.60e-061.41e-010.0596
84219WDR24P1T-EHumanEsophagusESCC1.25e-073.73e-010.0875
84219WDR24P2T-EHumanEsophagusESCC1.47e-142.27e-010.1177
84219WDR24P4T-EHumanEsophagusESCC6.83e-061.34e-010.1323
84219WDR24P5T-EHumanEsophagusESCC2.84e-244.16e-010.1327
84219WDR24P8T-EHumanEsophagusESCC3.89e-122.26e-010.0889
84219WDR24P9T-EHumanEsophagusESCC1.67e-041.20e-010.1131
84219WDR24P10T-EHumanEsophagusESCC1.80e-027.42e-020.116
84219WDR24P11T-EHumanEsophagusESCC4.76e-032.29e-010.1426
84219WDR24P12T-EHumanEsophagusESCC2.20e-172.92e-010.1122
84219WDR24P15T-EHumanEsophagusESCC3.18e-122.55e-010.1149
84219WDR24P16T-EHumanEsophagusESCC1.60e-056.43e-020.1153
84219WDR24P20T-EHumanEsophagusESCC2.82e-041.12e-010.1124
84219WDR24P22T-EHumanEsophagusESCC1.68e-029.81e-020.1236
84219WDR24P23T-EHumanEsophagusESCC6.94e-102.13e-010.108
84219WDR24P24T-EHumanEsophagusESCC2.92e-059.73e-020.1287
84219WDR24P26T-EHumanEsophagusESCC9.14e-057.61e-020.1276
84219WDR24P27T-EHumanEsophagusESCC1.34e-059.61e-020.1055
84219WDR24P28T-EHumanEsophagusESCC1.96e-051.31e-010.1149
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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
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
∗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:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:0009267110EsophagusESCCcellular response to starvation110/8552156/187232.63e-107.37e-09110
GO:004259419EsophagusESCCresponse to starvation133/8552197/187234.31e-101.14e-08133
GO:19909284EsophagusESCCresponse to amino acid starvation37/855249/187232.05e-051.78e-0437
GO:00319294EsophagusESCCTOR signaling79/8552126/187238.57e-056.21e-0479
GO:00341984EsophagusESCCcellular response to amino acid starvation34/855246/187239.39e-056.70e-0434
GO:00320061EsophagusESCCregulation of TOR signaling63/8552104/187231.55e-037.29e-0363
GO:00320082EsophagusESCCpositive regulation of TOR signaling31/855247/187234.01e-031.62e-0231
GO:001050610Oral cavityOSCCregulation of autophagy198/7305317/187231.63e-171.51e-15198
GO:007149620Oral cavityOSCCcellular response to external stimulus186/7305320/187232.56e-121.05e-10186
GO:003166819Oral cavityOSCCcellular response to extracellular stimulus141/7305246/187233.99e-098.95e-08141
GO:003166720Oral cavityOSCCresponse to nutrient levels245/7305474/187231.02e-082.10e-07245
GO:003166918Oral cavityOSCCcellular response to nutrient levels121/7305215/187231.96e-073.17e-06121
GO:004259416Oral cavityOSCCresponse to starvation111/7305197/187235.68e-078.19e-06111
GO:000926717Oral cavityOSCCcellular response to starvation91/7305156/187237.55e-071.06e-0591
GO:19909283Oral cavityOSCCresponse to amino acid starvation33/730549/187235.49e-054.54e-0433
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa041504Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
hsa0415012Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
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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
WDR24SNVMissense_Mutationnovelc.824A>Tp.Asp275Valp.D275VQ96S15protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WDR24SNVMissense_Mutationc.593G>Ap.Arg198Glnp.R198QQ96S15protein_codingdeleterious(0.01)possibly_damaging(0.483)TCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
WDR24deletionFrame_Shift_Delnovelc.1982delGp.Gly661ValfsTer39p.G661Vfs*39Q96S15protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
WDR24SNVMissense_Mutationnovelc.205C>Tp.Arg69Cysp.R69CQ96S15protein_codingdeleterious(0)probably_damaging(0.968)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WDR24SNVMissense_Mutationrs375731444c.1087N>Ap.Glu363Lysp.E363KQ96S15protein_codingtolerated(0.42)benign(0.042)TCGA-C5-A3HD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
WDR24SNVMissense_Mutationc.445G>Cp.Asp149Hisp.D149HQ96S15protein_codingdeleterious(0)probably_damaging(0.999)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WDR24SNVMissense_Mutationnovelc.1781N>Tp.Ser594Phep.S594FQ96S15protein_codingdeleterious(0.03)probably_damaging(0.997)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WDR24SNVMissense_Mutationrs377491057c.1496G>Ap.Arg499Glnp.R499QQ96S15protein_codingtolerated(0.24)benign(0.091)TCGA-AA-3511-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
WDR24SNVMissense_Mutationnovelc.499N>Tp.Arg167Trpp.R167WQ96S15protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
WDR24SNVMissense_Mutationrs561673037c.1117C>Tp.Arg373Trpp.R373WQ96S15protein_codingdeleterious(0)probably_damaging(0.93)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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