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:006145818Oral cavityLPreproductive system development128/4623427/187236.91e-033.96e-02128
GO:004860817Oral cavityLPreproductive structure development127/4623424/187237.31e-034.08e-02127
GO:190332026Oral cavityEOLPregulation of protein modification by small protein conjugation or removal73/2218242/187231.41e-146.47e-1273
GO:003139626Oral cavityEOLPregulation of protein ubiquitination62/2218210/187233.86e-127.34e-1062
GO:001657023Oral cavityEOLPhistone modification98/2218463/187235.58e-092.96e-0798
GO:005105222Oral cavityEOLPregulation of DNA metabolic process75/2218359/187235.81e-071.53e-0575
GO:003105622Oral cavityEOLPregulation of histone modification38/2218152/187235.18e-061.05e-0438
GO:001657421Oral cavityEOLPhistone ubiquitination14/221847/187237.86e-046.25e-0314
GO:00063022Oral cavityEOLPdouble-strand break repair44/2218251/187234.94e-032.62e-0244
GO:00335231Oral cavityEOLPhistone H2B ubiquitination5/221812/187238.97e-034.12e-025
GO:190332033Oral cavityNEOLPregulation of protein modification by small protein conjugation or removal72/2005242/187232.44e-161.61e-1372
GO:003139633Oral cavityNEOLPregulation of protein ubiquitination62/2005210/187234.31e-141.60e-1162
GO:001657031Oral cavityNEOLPhistone modification88/2005463/187235.59e-082.23e-0688
GO:001657431Oral cavityNEOLPhistone ubiquitination16/200547/187231.65e-052.83e-0416
GO:003105631Oral cavityNEOLPregulation of histone modification34/2005152/187232.31e-053.72e-0434
GO:005105231Oral cavityNEOLPregulation of DNA metabolic process63/2005359/187235.48e-057.44e-0463
GO:00335232Oral cavityNEOLPhistone H2B ubiquitination5/200512/187235.81e-033.04e-025
GO:190332028SkinAKregulation of protein modification by small protein conjugation or removal62/1910242/187234.90e-121.04e-0962
GO:003139628SkinAKregulation of protein ubiquitination54/1910210/187239.94e-111.55e-0854
GO:00165709SkinAKhistone modification84/1910463/187231.10e-074.95e-0684
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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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