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: 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


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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
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
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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.

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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:00315031LiverHCCprotein-containing complex localization129/7958220/187239.38e-071.42e-05129
GO:003083212LiverHCCregulation of actin filament length113/7958189/187231.16e-061.71e-05113
GO:003083322LiverHCCregulation of actin filament polymerization104/7958172/187231.46e-062.08e-05104
GO:000806412LiverHCCregulation of actin polymerization or depolymerization112/7958188/187231.65e-062.31e-05112
GO:005122511LiverHCCspindle assembly75/7958117/187231.92e-062.67e-0575
GO:003134611LiverHCCpositive regulation of cell projection organization193/7958353/187232.28e-063.08e-05193
GO:0048285LiverHCCorganelle fission254/7958488/187231.07e-051.23e-04254
GO:003083812LiverHCCpositive regulation of actin filament polymerization63/795899/187231.76e-051.89e-0463
GO:000091011LiverHCCcytokinesis100/7958173/187233.38e-053.39e-04100
GO:00070401LiverHCClysosome organization47/795874/187232.13e-041.63e-0347
GO:00801711LiverHCClytic vacuole organization47/795874/187232.13e-041.63e-0347
GO:004501011LiverHCCactin nucleation35/795852/187232.63e-041.94e-0335
GO:006164011LiverHCCcytoskeleton-dependent cytokinesis60/7958100/187233.09e-042.20e-0360
GO:0000280LiverHCCnuclear division220/7958439/187236.90e-044.25e-03220
GO:0034629LiverHCCcellular protein-containing complex localization17/795822/187239.84e-045.70e-0317
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:0010976LiverHCCpositive regulation of neuron projection development88/7958163/187231.98e-031.00e-0288
GO:00511254LiverHCCregulation of actin nucleation21/795830/187232.15e-031.08e-0221
GO:0097494LiverHCCregulation of vesicle size9/795811/187239.51e-033.60e-029
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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
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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
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
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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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