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: WDR33

Gene summary for WDR33

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR33

Gene ID

55339

Gene nameWD repeat domain 33
Gene AliasNET14
Cytomap2q14.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9C0J8


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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
55339WDR33LZE2THumanEsophagusESCC4.45e-035.40e-010.082
55339WDR33LZE4THumanEsophagusESCC1.06e-206.05e-010.0811
55339WDR33LZE7THumanEsophagusESCC3.53e-055.96e-010.0667
55339WDR33LZE8THumanEsophagusESCC1.05e-052.60e-010.067
55339WDR33LZE20THumanEsophagusESCC5.04e-063.22e-010.0662
55339WDR33LZE22D1HumanEsophagusHGIN6.27e-03-1.87e-020.0595
55339WDR33LZE24THumanEsophagusESCC1.37e-125.50e-010.0596
55339WDR33LZE6THumanEsophagusESCC7.00e-043.16e-010.0845
55339WDR33P1T-EHumanEsophagusESCC1.41e-105.12e-010.0875
55339WDR33P2T-EHumanEsophagusESCC2.32e-337.10e-010.1177
55339WDR33P4T-EHumanEsophagusESCC1.59e-441.11e+000.1323
55339WDR33P5T-EHumanEsophagusESCC9.93e-438.44e-010.1327
55339WDR33P8T-EHumanEsophagusESCC1.55e-314.95e-010.0889
55339WDR33P9T-EHumanEsophagusESCC1.31e-142.78e-010.1131
55339WDR33P10T-EHumanEsophagusESCC1.59e-591.13e+000.116
55339WDR33P11T-EHumanEsophagusESCC2.81e-127.62e-010.1426
55339WDR33P12T-EHumanEsophagusESCC4.52e-721.25e+000.1122
55339WDR33P15T-EHumanEsophagusESCC8.78e-521.22e+000.1149
55339WDR33P16T-EHumanEsophagusESCC1.32e-407.88e-010.1153
55339WDR33P17T-EHumanEsophagusESCC5.22e-122.84e-010.1278
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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
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:00311243EsophagusHGINmRNA 3'-end processing18/258762/187231.37e-031.61e-0218
GO:003112412EsophagusESCCmRNA 3'-end processing47/855262/187231.29e-061.58e-0547
GO:00311233EsophagusESCCRNA 3'-end processing76/8552116/187231.25e-051.15e-0476
GO:00063012EsophagusESCCpostreplication repair26/855231/187231.32e-051.21e-0426
GO:00063783EsophagusESCCmRNA polyadenylation33/855244/187237.30e-055.49e-0433
GO:00436313EsophagusESCCRNA polyadenylation33/855245/187231.54e-041.02e-0333
GO:0006301LiverCirrhoticpostreplication repair15/463431/187233.68e-032.02e-0215
GO:0031123LiverCirrhoticRNA 3'-end processing42/4634116/187233.85e-032.10e-0242
GO:0031124LiverCirrhoticmRNA 3'-end processing25/463462/187234.90e-032.56e-0225
GO:00311241LiverHCCmRNA 3'-end processing50/795862/187238.44e-102.60e-0850
GO:00311231LiverHCCRNA 3'-end processing81/7958116/187232.27e-096.32e-0881
GO:0006378LiverHCCmRNA polyadenylation35/795844/187235.70e-079.03e-0635
GO:0043631LiverHCCRNA polyadenylation35/795845/187231.51e-062.15e-0535
GO:00311242Oral cavityOSCCmRNA 3'-end processing49/730562/187231.40e-104.14e-0949
GO:00311232Oral cavityOSCCRNA 3'-end processing75/7305116/187231.93e-083.79e-0775
GO:00063782Oral cavityOSCCmRNA polyadenylation34/730544/187232.63e-074.10e-0634
GO:00436312Oral cavityOSCCRNA polyadenylation34/730545/187236.73e-079.53e-0634
GO:00063011Oral cavityOSCCpostreplication repair20/730531/187233.57e-031.49e-0220
GO:003112311Oral cavityLPRNA 3'-end processing48/4623116/187235.51e-057.58e-0448
GO:003112411Oral cavityLPmRNA 3'-end processing29/462362/187231.28e-041.49e-0329
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301524EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0301534EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa030154LiverCirrhoticmRNA surveillance pathway46/253097/84651.92e-041.30e-038.03e-0446
hsa0301511LiverCirrhoticmRNA surveillance pathway46/253097/84651.92e-041.30e-038.03e-0446
hsa0301521LiverHCCmRNA surveillance pathway66/402097/84653.16e-051.88e-041.04e-0466
hsa0301531LiverHCCmRNA surveillance pathway66/402097/84653.16e-051.88e-041.04e-0466
hsa030158Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa0301513Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa0301523Oral cavityLPmRNA surveillance pathway50/241897/84651.39e-061.50e-059.66e-0650
hsa0301533Oral cavityLPmRNA surveillance pathway50/241897/84651.39e-061.50e-059.66e-0650
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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
WDR33SNVMissense_Mutationc.2603N>Gp.Ser868Cysp.S868CQ9C0J8protein_codingdeleterious_low_confidence(0.04)benign(0.253)TCGA-A2-A0SY-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
WDR33SNVMissense_Mutationc.250N>Tp.Pro84Serp.P84SQ9C0J8protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-A2-A25E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
WDR33SNVMissense_Mutationnovelc.2213N>Cp.Gln738Prop.Q738PQ9C0J8protein_codingtolerated_low_confidence(0.07)benign(0)TCGA-A2-A3KD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
WDR33SNVMissense_Mutationc.3962N>Gp.Ser1321Cysp.S1321CQ9C0J8protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.79)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
WDR33SNVMissense_Mutationc.3142N>Ap.Gly1048Argp.G1048RQ9C0J8protein_codingdeleterious_low_confidence(0.01)benign(0.069)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
WDR33SNVMissense_Mutationc.3923N>Ap.Arg1308Glnp.R1308QQ9C0J8protein_codingdeleterious_low_confidence(0)benign(0.441)TCGA-C8-A130-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
WDR33SNVMissense_Mutationc.3649N>Cp.Ser1217Prop.S1217PQ9C0J8protein_codingtolerated_low_confidence(0.59)benign(0.012)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WDR33SNVMissense_Mutationnovelc.611N>Ap.Ala204Glup.A204EQ9C0J8protein_codingdeleterious(0.01)probably_damaging(0.982)TCGA-E2-A1IE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
WDR33SNVMissense_Mutationnovelc.1524G>Cp.Trp508Cysp.W508CQ9C0J8protein_codingdeleterious(0)probably_damaging(0.994)TCGA-E2-A1II-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
WDR33SNVMissense_Mutationc.257C>Ap.Ala86Glup.A86EQ9C0J8protein_codingdeleterious(0.02)possibly_damaging(0.879)TCGA-E9-A247-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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