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: WDR7

Gene summary for WDR7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR7

Gene ID

23335

Gene nameWD repeat domain 7
Gene AliasTRAG
Cytomap18q21.31
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9Y4E6


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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
23335WDR7RNA-P25T1-P25T1-1HumanLungAIS1.77e-156.80e-01-0.2116
23335WDR7RNA-P25T1-P25T1-3HumanLungAIS2.14e-024.43e-01-0.2107
23335WDR7RNA-P25T1-P25T1-4HumanLungAIS8.73e-136.53e-01-0.2119
23335WDR7RNA-P6T2-P6T2-1HumanLungIAC3.62e-042.64e-01-0.0166
23335WDR7RNA-P6T2-P6T2-2HumanLungIAC4.15e-021.89e-01-0.0132
23335WDR7RNA-P6T2-P6T2-3HumanLungIAC1.56e-032.09e-01-0.013
23335WDR7RNA-P6T2-P6T2-4HumanLungIAC4.17e-022.01e-01-0.0121
23335WDR7HTA12-15-2HumanPancreasPDAC3.34e-044.26e-010.2315
23335WDR7HTA12-23-1HumanPancreasPDAC1.68e-129.53e-010.3405
23335WDR7HTA12-26-1HumanPancreasPDAC1.16e-231.02e+000.3728
23335WDR7HTA12-29-1HumanPancreasPDAC2.73e-378.39e-010.3722
23335WDR7HTA12-30-1HumanPancreasPDAC4.63e-029.00e-010.3671
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:190332017EndometriumEECregulation of protein modification by small protein conjugation or removal72/2168242/187231.45e-144.36e-1272
GO:003139617EndometriumEECregulation of protein ubiquitination62/2168210/187231.42e-122.76e-1062
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:002241120EsophagusHGINcellular component disassembly102/2587443/187238.31e-084.33e-06102
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
GO:007265920EsophagusHGINprotein localization to plasma membrane66/2587284/187231.11e-053.18e-0466
GO:000170118EsophagusHGINin utero embryonic development77/2587367/187239.56e-052.05e-0377
GO:199077818EsophagusHGINprotein localization to cell periphery71/2587333/187231.05e-042.24e-0371
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
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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
WDR7SNVMissense_Mutationc.2250N>Gp.Ile750Metp.I750MQ9Y4E6protein_codingtolerated(0.19)benign(0.015)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
WDR7SNVMissense_Mutationc.2882C>Gp.Ala961Glyp.A961GQ9Y4E6protein_codingtolerated(0.06)benign(0.017)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
WDR7SNVMissense_Mutationrs778537690c.1597N>Gp.Ile533Valp.I533VQ9Y4E6protein_codingtolerated(0.52)benign(0)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
WDR7SNVMissense_Mutationc.686N>Tp.Ser229Leup.S229LQ9Y4E6protein_codingdeleterious(0.04)benign(0.023)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
WDR7SNVMissense_Mutationc.3245G>Cp.Gly1082Alap.G1082AQ9Y4E6protein_codingtolerated(0.32)benign(0.024)TCGA-A8-A07B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WDR7SNVMissense_Mutationnovelc.1208G>Tp.Ser403Ilep.S403IQ9Y4E6protein_codingtolerated(0.16)benign(0)TCGA-AR-A24U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
WDR7SNVMissense_Mutationc.1616A>Tp.Asp539Valp.D539VQ9Y4E6protein_codingdeleterious(0)probably_damaging(0.996)TCGA-B6-A0RH-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
WDR7SNVMissense_Mutationc.1195G>Tp.Val399Leup.V399LQ9Y4E6protein_codingtolerated(0.78)benign(0)TCGA-BH-A18T-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
WDR7SNVMissense_Mutationnovelc.2219N>Tp.Ala740Valp.A740VQ9Y4E6protein_codingtolerated(0.13)benign(0.021)TCGA-C8-A8HR-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
WDR7SNVMissense_Mutationc.1991G>Cp.Gly664Alap.G664AQ9Y4E6protein_codingtolerated(0.12)possibly_damaging(0.775)TCGA-EW-A1OV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinSD
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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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