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: WDR74

Gene summary for WDR74

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR74

Gene ID

54663

Gene nameWD repeat domain 74
Gene AliasNsa1
Cytomap11q12.3
Gene Typeprotein-coding
GO ID

GO:0001701

UniProtAcc

Q6RFH5


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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
54663WDR74LZE4THumanEsophagusESCC2.93e-143.07e-010.0811
54663WDR74LZE5THumanEsophagusESCC4.06e-032.08e-010.0514
54663WDR74LZE7THumanEsophagusESCC3.28e-105.54e-010.0667
54663WDR74LZE8THumanEsophagusESCC7.09e-091.79e-010.067
54663WDR74LZE21D1HumanEsophagusHGIN1.73e-045.70e-010.0632
54663WDR74LZE22THumanEsophagusESCC9.54e-035.30e-010.068
54663WDR74LZE24THumanEsophagusESCC8.07e-267.89e-010.0596
54663WDR74LZE21THumanEsophagusESCC2.00e-053.02e-010.0655
54663WDR74LZE6THumanEsophagusESCC3.16e-033.09e-010.0845
54663WDR74P1T-EHumanEsophagusESCC1.40e-117.25e-010.0875
54663WDR74P2T-EHumanEsophagusESCC2.98e-295.50e-010.1177
54663WDR74P4T-EHumanEsophagusESCC9.81e-411.11e+000.1323
54663WDR74P5T-EHumanEsophagusESCC3.07e-329.29e-010.1327
54663WDR74P8T-EHumanEsophagusESCC8.18e-346.57e-010.0889
54663WDR74P9T-EHumanEsophagusESCC3.86e-266.31e-010.1131
54663WDR74P10T-EHumanEsophagusESCC8.35e-203.93e-010.116
54663WDR74P11T-EHumanEsophagusESCC1.03e-106.76e-010.1426
54663WDR74P12T-EHumanEsophagusESCC3.90e-287.29e-010.1122
54663WDR74P15T-EHumanEsophagusESCC9.11e-213.88e-010.1149
54663WDR74P16T-EHumanEsophagusESCC7.64e-195.51e-010.1153
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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
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:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:004225426EsophagusHGINribosome biogenesis101/2587299/187238.74e-194.03e-16101
GO:004227326EsophagusHGINribosomal large subunit biogenesis34/258772/187238.82e-121.06e-0934
GO:001607219EsophagusHGINrRNA metabolic process72/2587236/187232.26e-112.56e-0972
GO:000636419EsophagusHGINrRNA processing69/2587225/187234.53e-115.04e-0969
GO:003447010EsophagusHGINncRNA processing97/2587395/187235.92e-093.90e-0797
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
GO:000170118EsophagusHGINin utero embryonic development77/2587367/187239.56e-052.05e-0377
GO:00018244EsophagusHGINblastocyst development28/2587106/187234.30e-046.47e-0328
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:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:0042273111EsophagusESCCribosomal large subunit biogenesis65/855272/187231.53e-159.82e-1465
GO:000182412EsophagusESCCblastocyst development73/8552106/187231.13e-061.40e-0573
GO:00018253EsophagusESCCblastocyst formation29/855238/187231.18e-048.13e-0429
GO:002261312LiverCirrhoticribonucleoprotein complex biogenesis231/4634463/187233.28e-326.86e-29231
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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
WDR74SNVMissense_Mutationc.664G>Cp.Glu222Glnp.E222QQ6RFH5protein_codingtolerated(0.08)possibly_damaging(0.649)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
WDR74insertionNonsense_Mutationnovelc.372_373insAGAGAAGAGGCATACATCTAAGATGAGAAAGTTTCTGGGAGTGGATp.Leu125ArgfsTer7p.L125Rfs*7Q6RFH5protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDR74SNVMissense_Mutationrs766243027c.140N>Tp.Ala47Valp.A47VQ6RFH5protein_codingtolerated(0.13)benign(0.006)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WDR74insertionFrame_Shift_Insnovelc.741_742insTp.His248SerfsTer8p.H248Sfs*8Q6RFH5protein_codingTCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WDR74SNVMissense_Mutationc.351G>Tp.Lys117Asnp.K117NQ6RFH5protein_codingtolerated(0.3)probably_damaging(0.987)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
WDR74SNVMissense_Mutationc.712N>Ap.Gly238Argp.G238RQ6RFH5protein_codingtolerated(0.35)benign(0.031)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
WDR74SNVMissense_Mutationc.878T>Gp.Leu293Trpp.L293WQ6RFH5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
WDR74SNVMissense_Mutationc.991G>Cp.Glu331Glnp.E331QQ6RFH5protein_codingtolerated(0.1)benign(0.009)TCGA-DC-4745-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapy5-fluorouracilSD
WDR74SNVMissense_Mutationc.915N>Tp.Glu305Aspp.E305DQ6RFH5protein_codingtolerated(0.36)possibly_damaging(0.451)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
WDR74SNVMissense_Mutationrs200001030c.650N>Ap.Arg217Hisp.R217HQ6RFH5protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AP-A059-01Endometriumuterine 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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