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: WDR59

Gene summary for WDR59

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR59

Gene ID

79726

Gene nameWD repeat domain 59
Gene AliasCDW12
Cytomap16q23.1
Gene Typeprotein-coding
GO ID

GO:0006950

UniProtAcc

Q6PJI9


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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
79726WDR59LZE2THumanEsophagusESCC4.02e-033.62e-010.082
79726WDR59LZE4THumanEsophagusESCC1.03e-081.89e-010.0811
79726WDR59LZE7THumanEsophagusESCC7.96e-103.62e-010.0667
79726WDR59LZE8THumanEsophagusESCC1.86e-035.67e-020.067
79726WDR59LZE20THumanEsophagusESCC2.50e-057.78e-020.0662
79726WDR59LZE21D1HumanEsophagusHGIN1.64e-042.77e-010.0632
79726WDR59LZE22D1HumanEsophagusHGIN3.56e-029.04e-020.0595
79726WDR59LZE24THumanEsophagusESCC2.79e-062.13e-010.0596
79726WDR59LZE21THumanEsophagusESCC1.80e-053.34e-010.0655
79726WDR59P1T-EHumanEsophagusESCC1.85e-156.17e-010.0875
79726WDR59P2T-EHumanEsophagusESCC1.12e-021.50e-010.1177
79726WDR59P4T-EHumanEsophagusESCC3.17e-191.95e-010.1323
79726WDR59P5T-EHumanEsophagusESCC8.20e-097.38e-020.1327
79726WDR59P8T-EHumanEsophagusESCC6.82e-143.44e-010.0889
79726WDR59P9T-EHumanEsophagusESCC1.49e-098.93e-020.1131
79726WDR59P10T-EHumanEsophagusESCC2.29e-071.13e-010.116
79726WDR59P11T-EHumanEsophagusESCC1.49e-133.23e-010.1426
79726WDR59P12T-EHumanEsophagusESCC1.11e-132.24e-010.1122
79726WDR59P15T-EHumanEsophagusESCC6.08e-142.26e-010.1149
79726WDR59P16T-EHumanEsophagusESCC1.27e-151.66e-010.1153
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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
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:003166722LiverHCCresponse to nutrient levels276/7958474/187232.30e-121.08e-10276
GO:007149622LiverHCCcellular response to external stimulus191/7958320/187233.40e-101.13e-08191
GO:003166812LiverHCCcellular response to extracellular stimulus149/7958246/187237.35e-091.86e-07149
GO:004259421LiverHCCresponse to starvation121/7958197/187236.08e-081.28e-06121
GO:003166912LiverHCCcellular response to nutrient levels130/7958215/187237.52e-081.51e-06130
GO:000926712LiverHCCcellular response to starvation94/7958156/187235.61e-066.95e-0594
GO:00319291LiverHCCTOR signaling78/7958126/187238.49e-069.97e-0578
GO:0032006LiverHCCregulation of TOR signaling63/7958104/187231.50e-041.20e-0363
GO:19909281LiverHCCresponse to amino acid starvation33/795849/187233.86e-042.62e-0333
GO:0032008LiverHCCpositive regulation of TOR signaling31/795847/187239.90e-045.71e-0331
GO:00341981LiverHCCcellular response to amino acid starvation30/795846/187231.56e-038.23e-0330
GO:007149620Oral cavityOSCCcellular response to external stimulus186/7305320/187232.56e-121.05e-10186
GO:003166819Oral cavityOSCCcellular response to extracellular stimulus141/7305246/187233.99e-098.95e-08141
GO:003166720Oral cavityOSCCresponse to nutrient levels245/7305474/187231.02e-082.10e-07245
GO:003166918Oral cavityOSCCcellular response to nutrient levels121/7305215/187231.96e-073.17e-06121
GO:004259416Oral cavityOSCCresponse to starvation111/7305197/187235.68e-078.19e-06111
GO:000926717Oral cavityOSCCcellular response to starvation91/7305156/187237.55e-071.06e-0591
GO:19909283Oral cavityOSCCresponse to amino acid starvation33/730549/187235.49e-054.54e-0433
GO:00341983Oral cavityOSCCcellular response to amino acid starvation30/730546/187232.86e-041.80e-0330
GO:00319293Oral cavityOSCCTOR signaling67/7305126/187238.52e-044.50e-0367
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0415011LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa041504Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
hsa0415012Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
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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
WDR59SNVMissense_Mutationc.613C>Tp.His205Tyrp.H205YQ6PJI9protein_codingtolerated(1)benign(0)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
WDR59SNVMissense_Mutationnovelc.227N>Cp.Tyr76Serp.Y76SQ6PJI9protein_codingtolerated(0.09)benign(0.139)TCGA-E2-A9RU-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
WDR59insertionIn_Frame_Insnovelc.637_638insGGCp.Asp213delinsGlyHisp.D213delinsGHQ6PJI9protein_codingTCGA-A2-A04V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
WDR59insertionFrame_Shift_Insnovelc.635_636insTGGGATGTTCACCCTTGGTCAGAATGATGGCp.Gln212HisfsTer69p.Q212Hfs*69Q6PJI9protein_codingTCGA-A2-A04V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
WDR59insertionFrame_Shift_Insnovelc.1826_1827insGCCTCCCGp.Glu610ProfsTer62p.E610Pfs*62Q6PJI9protein_codingTCGA-A7-A13E-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapybevacizumabPD
WDR59insertionIn_Frame_Insnovelc.1825_1826insTTCTTGTGCCTCp.Lys609delinsIleLeuValProGlnp.K609delinsILVPQQ6PJI9protein_codingTCGA-A7-A13E-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapybevacizumabPD
WDR59insertionIn_Frame_Insnovelc.1645_1646insCAGTACTAGGGAACACCTACATTACACp.Tyr549delinsSerValLeuGlyAsnThrTyrIleThrHisp.Y549delinsSVLGNTYITHQ6PJI9protein_codingTCGA-AN-A049-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDR59insertionNonsense_Mutationnovelc.1272_1273insATACAAAAAAGATAGATTTTTCTGTTAGTATAAAATGATAp.His425IlefsTer5p.H425Ifs*5Q6PJI9protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDR59insertionNonsense_Mutationnovelc.449_450insACATGCTGGGGAAGCCTTATGTGGCAGAAGCCCTCTGCCTTAGAp.Ala151HisfsTer14p.A151Hfs*14Q6PJI9protein_codingTCGA-AO-A0J7-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
WDR59insertionFrame_Shift_Insnovelc.1364_1365insTAAGGTACTGACGTTTCTCATGGAGCAAGTGGTGTTGGGGp.Thr456LysfsTer18p.T456Kfs*18Q6PJI9protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
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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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