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: WDR75

Gene summary for WDR75

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR75

Gene ID

84128

Gene nameWD repeat domain 75
Gene AliasNET16
Cytomap2q32.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8IWA0


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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
84128WDR75LZE4THumanEsophagusESCC4.18e-041.95e-010.0811
84128WDR75LZE7THumanEsophagusESCC4.22e-021.19e-010.0667
84128WDR75LZE20THumanEsophagusESCC1.41e-027.74e-020.0662
84128WDR75LZE24THumanEsophagusESCC5.53e-052.66e-010.0596
84128WDR75P2T-EHumanEsophagusESCC2.58e-253.85e-010.1177
84128WDR75P4T-EHumanEsophagusESCC1.04e-206.43e-010.1323
84128WDR75P5T-EHumanEsophagusESCC1.33e-164.22e-010.1327
84128WDR75P8T-EHumanEsophagusESCC2.14e-171.97e-010.0889
84128WDR75P9T-EHumanEsophagusESCC4.14e-061.77e-010.1131
84128WDR75P10T-EHumanEsophagusESCC1.23e-153.28e-010.116
84128WDR75P11T-EHumanEsophagusESCC5.38e-094.02e-010.1426
84128WDR75P12T-EHumanEsophagusESCC1.32e-285.07e-010.1122
84128WDR75P15T-EHumanEsophagusESCC8.29e-215.28e-010.1149
84128WDR75P16T-EHumanEsophagusESCC1.47e-233.22e-010.1153
84128WDR75P20T-EHumanEsophagusESCC4.88e-185.14e-010.1124
84128WDR75P21T-EHumanEsophagusESCC2.22e-234.63e-010.1617
84128WDR75P22T-EHumanEsophagusESCC1.42e-366.54e-010.1236
84128WDR75P23T-EHumanEsophagusESCC1.98e-571.69e+000.108
84128WDR75P24T-EHumanEsophagusESCC1.86e-184.54e-010.1287
84128WDR75P26T-EHumanEsophagusESCC3.71e-233.77e-010.1276
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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: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:00063602EsophagusESCCtranscription by RNA polymerase I42/855255/187233.41e-063.78e-0542
GO:00063564EsophagusESCCregulation of transcription by RNA polymerase I27/855234/187236.01e-054.62e-0427
GO:00459432EsophagusESCCpositive regulation of transcription by RNA polymerase I19/855223/187233.12e-041.85e-0319
GO:2000234EsophagusESCCpositive regulation of rRNA processing9/855210/187235.09e-031.92e-029
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:001607212LiverHCCrRNA metabolic process193/7958236/187231.26e-351.14e-32193
GO:000636421LiverHCCrRNA processing185/7958225/187238.14e-356.45e-32185
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:0006360LiverHCCtranscription by RNA polymerase I36/795855/187234.94e-043.23e-0336
GO:0006356LiverHCCregulation of transcription by RNA polymerase I24/795834/187238.62e-045.13e-0324
GO:0045943LiverHCCpositive regulation of transcription by RNA polymerase I16/795823/187238.04e-033.17e-0216
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
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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
WDR75SNVMissense_Mutationnovelc.364G>Ap.Glu122Lysp.E122KQ8IWA0protein_codingtolerated(0.65)benign(0.014)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
WDR75SNVMissense_Mutationrs146243526c.2434N>Ap.Glu812Lysp.E812KQ8IWA0protein_codingtolerated(0.16)benign(0.162)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
WDR75SNVMissense_Mutationc.1559T>Cp.Ile520Thrp.I520TQ8IWA0protein_codingtolerated(0.63)benign(0.01)TCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
WDR75insertionFrame_Shift_Insnovelc.2342_2343insTTCAGATGp.Glu784ValfsTer20p.E784Vfs*20Q8IWA0protein_codingTCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
WDR75SNVMissense_Mutationc.1092N>Cp.Gln364Hisp.Q364HQ8IWA0protein_codingtolerated(0.41)benign(0.007)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
WDR75SNVMissense_Mutationnovelc.745N>Cp.Asp249Hisp.D249HQ8IWA0protein_codingdeleterious(0.02)benign(0.313)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WDR75SNVMissense_Mutationrs528766591c.803N>Ap.Arg268Hisp.R268HQ8IWA0protein_codingtolerated(0.12)benign(0.006)TCGA-A6-5659-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WDR75SNVMissense_Mutationc.1715N>Ap.Ser572Asnp.S572NQ8IWA0protein_codingtolerated(0.06)benign(0.165)TCGA-AA-3856-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
WDR75SNVMissense_Mutationc.1532C>Tp.Ser511Phep.S511FQ8IWA0protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WDR75SNVMissense_Mutationc.1532C>Ap.Ser511Tyrp.S511YQ8IWA0protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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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