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: WASHC5

Gene summary for WASHC5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WASHC5

Gene ID

9897

Gene nameWASH complex subunit 5
Gene AliasKIAA0196
Cytomap8q24.13
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

E7EQI7


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
9897WASHC5HCC1HumanLiverHCC7.45e-062.75e+000.5336
9897WASHC5HCC2HumanLiverHCC3.03e-223.84e+000.5341
9897WASHC5S014HumanLiverHCC1.04e-338.62e-010.2254
9897WASHC5S015HumanLiverHCC3.39e-309.39e-010.2375
9897WASHC5S016HumanLiverHCC6.57e-318.17e-010.2243
9897WASHC5S027HumanLiverHCC4.42e-211.19e+000.2446
9897WASHC5S028HumanLiverHCC7.73e-411.37e+000.2503
9897WASHC5S029HumanLiverHCC7.12e-451.64e+000.2581
Page: 1 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:004325422LiverHCCregulation of protein-containing complex assembly264/7958428/187235.47e-164.39e-14264
GO:001605021LiverHCCvesicle organization194/7958300/187235.58e-153.97e-13194
GO:001619721LiverHCCendosomal transport154/7958230/187234.74e-142.95e-12154
GO:005125822LiverHCCprotein polymerization182/7958297/187234.17e-111.58e-09182
GO:003133412LiverHCCpositive regulation of protein-containing complex assembly150/7958237/187237.35e-112.63e-09150
GO:000703311LiverHCCvacuole organization119/7958180/187231.22e-104.25e-09119
GO:190290322LiverHCCregulation of supramolecular fiber organization224/7958383/187231.54e-105.33e-09224
GO:000701522LiverHCCactin filament organization252/7958442/187233.83e-101.25e-08252
GO:190290522LiverHCCpositive regulation of supramolecular fiber organization131/7958209/187232.85e-097.69e-08131
GO:000703211LiverHCCendosome organization61/795882/187234.36e-091.15e-0761
GO:005149522LiverHCCpositive regulation of cytoskeleton organization138/7958226/187231.26e-083.12e-07138
GO:003253522LiverHCCregulation of cellular component size217/7958383/187231.28e-083.14e-07217
GO:000705111LiverHCCspindle organization116/7958184/187231.40e-083.40e-07116
GO:003227122LiverHCCregulation of protein polymerization141/7958233/187232.00e-084.72e-07141
GO:003297022LiverHCCregulation of actin filament-based process222/7958397/187233.81e-088.30e-07222
GO:003227322LiverHCCpositive regulation of protein polymerization90/7958138/187235.73e-081.21e-0690
GO:003295622LiverHCCregulation of actin cytoskeleton organization202/7958358/187236.18e-081.29e-06202
GO:000815422LiverHCCactin polymerization or depolymerization130/7958218/187232.31e-074.14e-06130
GO:003004122LiverHCCactin filament polymerization116/7958191/187232.66e-074.68e-06116
GO:011005322LiverHCCregulation of actin filament organization158/7958278/187239.01e-071.37e-05158
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
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
WASHC5SNVMissense_Mutationnovelc.343N>Ap.Asp115Asnp.D115NQ12768protein_codingdeleterious(0)benign(0.259)TCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
WASHC5SNVMissense_Mutationc.2862N>Ap.Met954Ilep.M954IQ12768protein_codingtolerated(0.52)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
WASHC5SNVMissense_Mutationrs886062654c.1340N>Tp.Ser447Leup.S447LQ12768protein_codingtolerated(0.68)possibly_damaging(0.473)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WASHC5SNVMissense_Mutationnovelc.1850N>Ap.Gly617Glup.G617EQ12768protein_codingtolerated(0.16)probably_damaging(0.999)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
WASHC5SNVMissense_Mutationrs746215387c.136N>Ap.Ala46Thrp.A46TQ12768protein_codingtolerated(0.5)benign(0.005)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
WASHC5SNVMissense_Mutationnovelc.2897N>Gp.Asn966Serp.N966SQ12768protein_codingtolerated(0.27)benign(0.018)TCGA-LD-A7W5-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
WASHC5insertionNonsense_Mutationnovelc.1091_1092insTGGTTACTAGTATATTAGATGTTTCTTTp.Cys365GlyfsTer3p.C365Gfs*3Q12768protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WASHC5deletionFrame_Shift_Delc.2174delGp.Gly725AspfsTer2p.G725Dfs*2Q12768protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WASHC5SNVMissense_Mutationnovelc.2892N>Tp.Glu964Aspp.E964DQ12768protein_codingdeleterious(0.02)probably_damaging(0.982)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WASHC5SNVMissense_Mutationrs772770553c.2488N>Tp.Arg830Trpp.R830WQ12768protein_codingdeleterious(0)probably_damaging(0.995)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
Page: 1 2 3 4 5 6 7 8 9 10 11 12 

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