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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: WDR91

Gene summary for WDR91

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR91

Gene ID

29062

Gene nameWD repeat domain 91
Gene AliasHSPC049
Cytomap7q33
Gene Typeprotein-coding
GO ID

GO:0006793

UniProtAcc

A4D1P6


Top

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
29062WDR91LZE4THumanEsophagusESCC6.46e-031.37e-010.0811
29062WDR91LZE7THumanEsophagusESCC1.51e-039.01e-020.0667
29062WDR91LZE20THumanEsophagusESCC3.54e-081.76e-010.0662
29062WDR91LZE22THumanEsophagusESCC6.24e-053.60e-010.068
29062WDR91P2T-EHumanEsophagusESCC3.24e-073.38e-020.1177
29062WDR91P4T-EHumanEsophagusESCC1.32e-079.12e-020.1323
29062WDR91P5T-EHumanEsophagusESCC3.02e-183.41e-010.1327
29062WDR91P9T-EHumanEsophagusESCC2.44e-053.03e-020.1131
29062WDR91P10T-EHumanEsophagusESCC1.50e-076.06e-020.116
29062WDR91P11T-EHumanEsophagusESCC4.57e-052.71e-010.1426
29062WDR91P12T-EHumanEsophagusESCC3.06e-162.24e-010.1122
29062WDR91P15T-EHumanEsophagusESCC1.68e-223.85e-010.1149
29062WDR91P16T-EHumanEsophagusESCC8.01e-093.45e-020.1153
29062WDR91P20T-EHumanEsophagusESCC2.04e-032.74e-030.1124
29062WDR91P21T-EHumanEsophagusESCC1.79e-162.12e-010.1617
29062WDR91P22T-EHumanEsophagusESCC3.43e-081.09e-010.1236
29062WDR91P23T-EHumanEsophagusESCC4.94e-101.30e-010.108
29062WDR91P24T-EHumanEsophagusESCC2.79e-109.93e-020.1287
29062WDR91P26T-EHumanEsophagusESCC3.09e-051.23e-010.1276
29062WDR91P27T-EHumanEsophagusESCC1.24e-162.86e-010.1055
Page: 1 2 3 4 

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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:00989278EsophagusESCCvesicle-mediated transport between endosomal compartments36/855243/187232.90e-074.20e-0636
GO:00450226EsophagusESCCearly endosome to late endosome transport33/855240/187231.80e-062.11e-0533
GO:004217622LiverHCCregulation of protein catabolic process267/7958391/187232.45e-257.38e-23267
GO:190336222LiverHCCregulation of cellular protein catabolic process182/7958255/187235.91e-218.52e-19182
GO:001648221LiverHCCcytosolic transport117/7958168/187238.83e-134.48e-11117
GO:009892711LiverHCCvesicle-mediated transport between endosomal compartments32/795843/187232.16e-052.30e-0432
GO:004502211LiverHCCearly endosome to late endosome transport30/795840/187233.04e-053.12e-0430
GO:004217620Oral cavityOSCCregulation of protein catabolic process254/7305391/187231.07e-253.22e-23254
GO:190336220Oral cavityOSCCregulation of cellular protein catabolic process174/7305255/187232.04e-213.70e-19174
GO:00164829Oral cavityOSCCcytosolic transport106/7305168/187232.08e-105.90e-09106
GO:00989277Oral cavityOSCCvesicle-mediated transport between endosomal compartments31/730543/187231.10e-051.14e-0431
GO:00450225Oral cavityOSCCearly endosome to late endosome transport28/730540/187237.00e-055.60e-0428
GO:0042176110Oral cavityLPregulation of protein catabolic process177/4623391/187233.00e-195.87e-17177
GO:1903362110Oral cavityLPregulation of cellular protein catabolic process119/4623255/187231.52e-141.76e-12119
GO:001648214Oral cavityLPcytosolic transport69/4623168/187232.03e-064.65e-0569
GO:009892714Oral cavityLPvesicle-mediated transport between endosomal compartments21/462343/187235.18e-044.82e-0321
GO:004502213Oral cavityLPearly endosome to late endosome transport19/462340/187231.44e-031.14e-0219
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
WDR91SNVMissense_Mutationc.700A>Gp.Met234Valp.M234VA4D1P6protein_codingdeleterious(0.04)benign(0.045)TCGA-A1-A0SE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDR91SNVMissense_Mutationnovelc.171N>Ap.Asp57Glup.D57EA4D1P6protein_codingdeleterious(0)possibly_damaging(0.765)TCGA-A2-A3XW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamyicinCR
WDR91SNVMissense_Mutationnovelc.568N>Ap.Glu190Lysp.E190KA4D1P6protein_codingdeleterious(0.01)benign(0.135)TCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WDR91SNVMissense_Mutationnovelc.691G>Ap.Val231Ilep.V231IA4D1P6protein_codingtolerated(0.12)benign(0.035)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
WDR91insertionFrame_Shift_Insnovelc.1123_1124insCTGGTCTTGAACTCCTGGCTTCAAGTGATCTGCCCATCTCp.Glu375AlafsTer25p.E375Afs*25A4D1P6protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
WDR91insertionIn_Frame_Insnovelc.1918_1919insCCACAGAATTCTTTTTCTTCCCTGAAAGCTGGCAGCTTTTGTp.Val640delinsAlaThrGluPhePhePhePheProGluSerTrpGlnLeuLeuLeup.V640delinsATEFFFFPESWQLLLA4D1P6protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
WDR91insertionNonsense_Mutationnovelc.843_844insTCCCCTCTTTTCTCATAAATTTp.Pro282SerfsTer6p.P282Sfs*6A4D1P6protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDR91insertionNonsense_Mutationnovelc.19_20insAATTCCAGATGCTCTCTCAAAGATACTAAATGCAGGGCATGp.Arg7GlnfsTer10p.R7Qfs*10A4D1P6protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDR91insertionFrame_Shift_Insnovelc.1183_1184insTCAAGp.Pro395LeufsTer34p.P395Lfs*34A4D1P6protein_codingTCGA-AO-A0J7-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
WDR91insertionIn_Frame_Insnovelc.1181_1182insTCTTGGCTCACTGCAACCTTGCCCTCCCAGp.Gln394delinsHisLeuGlySerLeuGlnProCysProProArgp.Q394delinsHLGSLQPCPPRA4D1P6protein_codingTCGA-AO-A0J7-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
Page: 1 2 3 4 5 6 7 8 9 

Top

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
Page: 1