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: WDR72

Gene summary for WDR72

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR72

Gene ID

256764

Gene nameWD repeat domain 72
Gene AliasAI2A3
Cytomap15q21.3
Gene Typeprotein-coding
GO ID

GO:0007275

UniProtAcc

A0A087WTC3


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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
256764WDR72CCI_3HumanCervixCC1.51e-085.45e-010.516
256764WDR72TumorHumanCervixCC6.51e-406.42e-010.1241
256764WDR72sample3HumanCervixCC8.48e-436.20e-010.1387
256764WDR72T3HumanCervixCC1.47e-416.24e-010.1389
256764WDR72LZE2DHumanEsophagusHGIN1.05e-045.49e-010.0642
256764WDR72LZE2THumanEsophagusESCC9.99e-046.59e-010.082
256764WDR72LZE4THumanEsophagusESCC3.35e-226.23e-010.0811
256764WDR72LZE5THumanEsophagusESCC1.55e-056.16e-010.0514
256764WDR72LZE7THumanEsophagusESCC3.08e-023.31e-010.0667
256764WDR72LZE8THumanEsophagusESCC6.86e-156.62e-010.067
256764WDR72LZE20THumanEsophagusESCC2.63e-105.15e-010.0662
256764WDR72LZE22D1HumanEsophagusHGIN8.76e-041.64e-010.0595
256764WDR72LZE22THumanEsophagusESCC6.90e-075.94e-010.068
256764WDR72LZE24THumanEsophagusESCC1.81e-351.08e+000.0596
256764WDR72LZE21THumanEsophagusESCC9.54e-044.33e-010.0655
256764WDR72P1T-EHumanEsophagusESCC2.44e-211.51e+000.0875
256764WDR72P2T-EHumanEsophagusESCC5.96e-283.69e-010.1177
256764WDR72P4T-EHumanEsophagusESCC5.32e-419.90e-010.1323
256764WDR72P5T-EHumanEsophagusESCC1.91e-325.78e-010.1327
256764WDR72P8T-EHumanEsophagusESCC1.25e-651.24e+000.0889
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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
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
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:19907786LiverNAFLDprotein localization to cell periphery56/1882333/187238.29e-051.69e-0356
GO:00224117LiverCirrhoticcellular component disassembly182/4634443/187231.59e-141.54e-12182
GO:199077811LiverCirrhoticprotein localization to cell periphery135/4634333/187231.18e-106.21e-09135
GO:007265911LiverCirrhoticprotein localization to plasma membrane119/4634284/187231.30e-106.80e-09119
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
GO:199077821LiverHCCprotein localization to cell periphery200/7958333/187236.07e-112.23e-09200
GO:002241119Oral cavityOSCCcellular component disassembly283/7305443/187239.57e-273.37e-24283
GO:007265918Oral cavityOSCCprotein localization to plasma membrane169/7305284/187231.69e-127.21e-11169
GO:199077816Oral cavityOSCCprotein localization to cell periphery190/7305333/187231.46e-115.13e-10190
GO:00301983Oral cavityOSCCextracellular matrix organization146/7305301/187234.67e-042.77e-03146
GO:00452293Oral cavityOSCCexternal encapsulating structure organization147/7305304/187235.30e-043.08e-03147
GO:00430623Oral cavityOSCCextracellular structure organization146/7305302/187235.59e-043.23e-03146
GO:00226171Oral cavityOSCCextracellular matrix disassembly37/730563/187231.18e-035.99e-0337
GO:0022411110Oral cavityLPcellular component disassembly173/4623443/187239.97e-127.44e-10173
GO:007265919Oral cavityLPprotein localization to plasma membrane119/4623284/187231.11e-106.44e-09119
GO:199077817Oral cavityLPprotein localization to cell periphery133/4623333/187234.42e-102.21e-08133
GO:007265927ThyroidHTprotein localization to plasma membrane36/1272284/187232.24e-043.20e-0336
GO:199077825ThyroidHTprotein localization to cell periphery39/1272333/187236.29e-047.21e-0339
GO:002241123ThyroidHTcellular component disassembly47/1272443/187231.60e-031.48e-0247
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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
WDR72SNVMissense_Mutationc.2561N>Ap.Ile854Lysp.I854KQ3MJ13protein_codingtolerated(0.57)benign(0)TCGA-A1-A0SD-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDR72SNVMissense_Mutationc.2459N>Gp.Asn820Serp.N820SQ3MJ13protein_codingtolerated(0.05)benign(0.005)TCGA-A8-A083-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WDR72SNVMissense_Mutationnovelc.357N>Ap.Phe119Leup.F119LQ3MJ13protein_codingtolerated(0.18)benign(0.115)TCGA-AC-A23G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
WDR72SNVMissense_Mutationnovelc.2672N>Tp.Asn891Ilep.N891IQ3MJ13protein_codingtolerated(0.07)benign(0.003)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WDR72SNVMissense_Mutationc.674N>Gp.Glu225Glyp.E225GQ3MJ13protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
WDR72SNVMissense_Mutationc.2318N>Cp.Lys773Thrp.K773TQ3MJ13protein_codingdeleterious(0.03)possibly_damaging(0.861)TCGA-C8-A12X-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDR72SNVMissense_Mutationrs200899249c.161N>Tp.Ala54Valp.A54VQ3MJ13protein_codingdeleterious(0.01)probably_damaging(0.909)TCGA-C8-A12X-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDR72SNVMissense_Mutationrs368755797c.1802G>Ap.Arg601Glnp.R601QQ3MJ13protein_codingtolerated(0.21)benign(0.001)TCGA-D8-A1XF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
WDR72SNVMissense_Mutationc.196N>Tp.Thr66Serp.T66SQ3MJ13protein_codingdeleterious(0.02)possibly_damaging(0.723)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
WDR72SNVMissense_Mutationnovelc.1324N>Ap.Leu442Metp.L442MQ3MJ13protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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