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: WDR70

Gene summary for WDR70

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR70

Gene ID

55100

Gene nameWD repeat domain 70
Gene AliasWDR70
Cytomap5p13.2
Gene Typeprotein-coding
GO ID

GO:0000729

UniProtAcc

Q9NW82


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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
55100WDR70CCI_1HumanCervixCC7.54e-109.61e-010.528
55100WDR70CCI_3HumanCervixCC1.51e-171.16e+000.516
55100WDR70HTA11_3410_2000001011HumanColorectumAD1.17e-18-5.76e-010.0155
55100WDR70HTA11_2487_2000001011HumanColorectumSER6.74e-05-4.21e-01-0.1808
55100WDR70HTA11_3361_2000001011HumanColorectumAD4.37e-06-5.82e-01-0.1207
55100WDR70HTA11_696_2000001011HumanColorectumAD1.06e-05-4.07e-01-0.1464
55100WDR70HTA11_7862_2000001011HumanColorectumAD7.08e-04-5.10e-01-0.0179
55100WDR70HTA11_866_3004761011HumanColorectumAD3.92e-11-5.12e-010.096
55100WDR70HTA11_8622_2000001021HumanColorectumSER1.10e-02-6.34e-010.0528
55100WDR70HTA11_7696_3000711011HumanColorectumAD6.87e-11-4.55e-010.0674
55100WDR70HTA11_99999970781_79442HumanColorectumMSS7.90e-08-4.79e-010.294
55100WDR70HTA11_99999971662_82457HumanColorectumMSS3.35e-02-3.42e-010.3859
55100WDR70HTA11_99999973899_84307HumanColorectumMSS3.62e-06-6.00e-010.2585
55100WDR70HTA11_99999974143_84620HumanColorectumMSS1.65e-22-6.76e-010.3005
55100WDR70A015-C-203HumanColorectumFAP1.48e-26-3.74e-01-0.1294
55100WDR70A014-C-040HumanColorectumFAP1.68e-02-2.58e-01-0.1184
55100WDR70A002-C-201HumanColorectumFAP3.53e-09-2.11e-010.0324
55100WDR70A001-C-119HumanColorectumFAP1.07e-03-1.89e-01-0.1557
55100WDR70A001-C-108HumanColorectumFAP1.63e-14-2.84e-02-0.0272
55100WDR70A002-C-205HumanColorectumFAP2.76e-21-1.78e-01-0.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
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:190332010CervixCCregulation of protein modification by small protein conjugation or removal66/2311242/187232.31e-103.46e-0866
GO:003139610CervixCCregulation of protein ubiquitination59/2311210/187235.90e-107.51e-0859
GO:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:00310565CervixCCregulation of histone modification33/2311152/187237.97e-047.00e-0333
GO:00510528CervixCCregulation of DNA metabolic process65/2311359/187239.25e-047.84e-0365
GO:1903320ColorectumADregulation of protein modification by small protein conjugation or removal86/3918242/187239.43e-084.65e-0686
GO:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0031396ColorectumADregulation of protein ubiquitination72/3918210/187234.50e-061.21e-0472
GO:0031056ColorectumADregulation of histone modification45/3918152/187237.05e-034.31e-0245
GO:19033201ColorectumSERregulation of protein modification by small protein conjugation or removal70/2897242/187236.84e-084.42e-0670
GO:00313961ColorectumSERregulation of protein ubiquitination62/2897210/187231.69e-079.71e-0662
GO:00510521ColorectumSERregulation of DNA metabolic process83/2897359/187238.03e-051.77e-0383
GO:00310561ColorectumSERregulation of histone modification37/2897152/187232.80e-032.50e-0237
GO:19033202ColorectumMSSregulation of protein modification by small protein conjugation or removal82/3467242/187237.49e-094.63e-0782
GO:00510522ColorectumMSSregulation of DNA metabolic process108/3467359/187235.86e-083.10e-06108
GO:00313962ColorectumMSSregulation of protein ubiquitination70/3467210/187231.88e-078.26e-0670
GO:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:0006302ColorectumMSSdouble-strand break repair64/3467251/187233.58e-032.65e-0264
GO:00310562ColorectumMSSregulation of histone modification41/3467152/187236.41e-034.27e-0241
GO:0016574ColorectumMSShistone ubiquitination16/346747/187238.22e-034.99e-0216
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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
WDR70insertionNonsense_Mutationnovelc.456_457insAGCCTCCCGAGTAGCTGGGATTAAAGGCATGCGCTACCACGCCTp.Ala153SerfsTer8p.A153Sfs*8Q9NW82protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
WDR70SNVMissense_Mutationc.1750N>Gp.Leu584Valp.L584VQ9NW82protein_codingdeleterious(0)probably_damaging(0.994)TCGA-EA-A3Y4-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WDR70SNVMissense_Mutationnovelc.1272N>Gp.Phe424Leup.F424LQ9NW82protein_codingdeleterious(0.04)benign(0.112)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WDR70SNVMissense_Mutationc.1175T>Cp.Val392Alap.V392AQ9NW82protein_codingtolerated(0.58)benign(0.003)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
WDR70SNVMissense_Mutationc.1196A>Gp.Asp399Glyp.D399GQ9NW82protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WDR70SNVMissense_Mutationc.164N>Ap.Arg55Hisp.R55HQ9NW82protein_codingdeleterious(0.01)possibly_damaging(0.474)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
WDR70SNVMissense_Mutationc.1883N>Gp.Gln628Argp.Q628RQ9NW82protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
WDR70SNVMissense_Mutationnovelc.1328C>Tp.Ser443Phep.S443FQ9NW82protein_codingdeleterious(0)probably_damaging(0.915)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
WDR70SNVMissense_Mutationc.602G>Ap.Gly201Glup.G201EQ9NW82protein_codingdeleterious(0)probably_damaging(0.992)TCGA-EI-6883-01Colorectumrectum adenocarcinomaMale<65I/IIChemotherapy5fluorouracil+leucovorinSD
WDR70deletionFrame_Shift_Delc.991delNp.Val333SerfsTer15p.V333Sfs*15Q9NW82protein_codingTCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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