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:007265910CervixCCprotein localization to plasma membrane73/2311284/187234.95e-106.73e-0873
GO:19907788CervixCCprotein localization to cell periphery78/2311333/187231.22e-089.73e-0778
GO:002241110CervixCCcellular component disassembly83/2311443/187236.04e-058.68e-0483
GO:0030198CervixCCextracellular matrix organization52/2311301/187237.43e-033.98e-0252
GO:0043062CervixCCextracellular structure organization52/2311302/187237.92e-034.17e-0252
GO:0022617CervixCCextracellular matrix disassembly15/231163/187238.52e-034.40e-0215
GO:0031214CervixCCbiomineral tissue development32/2311169/187238.73e-034.48e-0232
GO:0045229CervixCCexternal encapsulating structure organization52/2311304/187239.00e-034.57e-0252
GO:0110148CervixCCbiomineralization32/2311171/187231.04e-024.97e-0232
GO:002241120EsophagusHGINcellular component disassembly102/2587443/187238.31e-084.33e-06102
GO:007265920EsophagusHGINprotein localization to plasma membrane66/2587284/187231.11e-053.18e-0466
GO:199077818EsophagusHGINprotein localization to cell periphery71/2587333/187231.05e-042.24e-0371
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:00226172EsophagusESCCextracellular matrix disassembly39/855263/187236.92e-032.52e-0239
GO:00726597LiverNAFLDprotein localization to plasma membrane51/1882284/187232.97e-057.83e-0451
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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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