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: WASHC4

Gene summary for WASHC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WASHC4

Gene ID

23325

Gene nameWASH complex subunit 4
Gene AliasKIAA1033
Cytomap12q23.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A087X256


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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
23325WASHC4CCI_2HumanCervixCC2.51e-038.18e-010.5249
23325WASHC4TumorHumanCervixCC1.63e-12-2.57e-010.1241
23325WASHC4NAFLD1HumanLiverNAFLD2.22e-045.43e-01-0.04
23325WASHC4S41HumanLiverCirrhotic6.12e-065.75e-01-0.0343
23325WASHC4HCC1HumanLiverHCC4.05e-062.94e+000.5336
23325WASHC4HCC2HumanLiverHCC2.46e-344.54e+000.5341
23325WASHC4S014HumanLiverHCC8.87e-125.21e-010.2254
23325WASHC4S015HumanLiverHCC5.51e-187.37e-010.2375
23325WASHC4S016HumanLiverHCC2.28e-176.80e-010.2243
23325WASHC4S027HumanLiverHCC1.12e-101.05e+000.2446
23325WASHC4S028HumanLiverHCC8.56e-249.61e-010.2503
23325WASHC4S029HumanLiverHCC3.21e-241.21e+000.2581
23325WASHC4RNA-P25T1-P25T1-1HumanLungAIS1.60e-125.48e-01-0.2116
23325WASHC4RNA-P25T1-P25T1-2HumanLungAIS3.94e-065.72e-01-0.1941
23325WASHC4RNA-P25T1-P25T1-3HumanLungAIS7.22e-044.61e-01-0.2107
23325WASHC4RNA-P25T1-P25T1-4HumanLungAIS2.98e-053.69e-01-0.2119
23325WASHC4RNA-P6T2-P6T2-1HumanLungIAC3.79e-052.77e-01-0.0166
23325WASHC4RNA-P6T2-P6T2-2HumanLungIAC1.88e-062.90e-01-0.0132
23325WASHC4RNA-P6T2-P6T2-3HumanLungIAC1.17e-042.04e-01-0.013
23325WASHC4RNA-P6T2-P6T2-4HumanLungIAC2.01e-021.73e-01-0.0121
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:00069139CervixCCnucleocytoplasmic transport71/2311301/187234.04e-082.54e-0671
GO:00511699CervixCCnuclear transport71/2311301/187234.04e-082.54e-0671
GO:00511689CervixCCnuclear export38/2311154/187231.86e-053.46e-0438
GO:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:00160506CervixCCvesicle organization54/2311300/187232.71e-031.85e-0254
GO:00069137LiverNAFLDnucleocytoplasmic transport51/1882301/187231.39e-042.62e-0351
GO:00511697LiverNAFLDnuclear transport51/1882301/187231.39e-042.62e-0351
GO:00161975LiverNAFLDendosomal transport41/1882230/187232.02e-043.53e-0341
GO:00160505LiverNAFLDvesicle organization50/1882300/187232.42e-044.06e-0350
GO:00511687LiverNAFLDnuclear export28/1882154/187231.42e-031.58e-0228
GO:001605011LiverCirrhoticvesicle organization133/4634300/187237.35e-146.41e-12133
GO:000691312LiverCirrhoticnucleocytoplasmic transport118/4634301/187231.71e-086.27e-07118
GO:005116912LiverCirrhoticnuclear transport118/4634301/187231.71e-086.27e-07118
GO:001619711LiverCirrhoticendosomal transport93/4634230/187231.01e-072.93e-0693
GO:005116812LiverCirrhoticnuclear export67/4634154/187232.57e-076.41e-0667
GO:00070325LiverCirrhoticendosome organization41/463482/187236.91e-071.47e-0541
GO:000691322LiverHCCnucleocytoplasmic transport208/7958301/187235.51e-218.12e-19208
GO:005116922LiverHCCnuclear transport208/7958301/187235.51e-218.12e-19208
GO:001605021LiverHCCvesicle organization194/7958300/187235.58e-153.97e-13194
GO:005116822LiverHCCnuclear export113/7958154/187236.30e-154.39e-13113
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414418CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0414419CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414414LungIACEndocytosis51/1053251/84652.25e-042.54e-031.68e-0351
hsa0414415LungIACEndocytosis51/1053251/84652.25e-042.54e-031.68e-0351
hsa0414423LungAISEndocytosis52/961251/84659.74e-063.04e-041.95e-0452
hsa0414433LungAISEndocytosis52/961251/84659.74e-063.04e-041.95e-0452
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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
WASHC4SNVMissense_Mutationnovelc.472G>Tp.Val158Leup.V158Lprotein_codingtolerated(0.17)benign(0.028)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
WASHC4SNVMissense_Mutationc.1418N>Tp.Ser473Leup.S473Lprotein_codingtolerated(0.29)benign(0.007)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
WASHC4SNVMissense_Mutationc.695N>Tp.Ser232Leup.S232Lprotein_codingtolerated(0.16)benign(0.118)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
WASHC4SNVMissense_Mutationnovelc.88N>Cp.Asn30Hisp.N30Hprotein_codingdeleterious(0.02)benign(0.023)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WASHC4SNVMissense_Mutationrs773207031c.2948N>Ap.Arg983Glnp.R983Qprotein_codingtolerated(0.26)benign(0.007)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WASHC4SNVMissense_Mutationnovelc.1242N>Ap.Met414Ilep.M414Iprotein_codingtolerated(0.19)benign(0)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WASHC4SNVMissense_Mutationc.1186C>Gp.Gln396Glup.Q396Eprotein_codingtolerated(0.22)benign(0.015)TCGA-BH-A0DG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
WASHC4SNVMissense_Mutationc.3257N>Ap.Arg1086Lysp.R1086Kprotein_codingtolerated(0.75)benign(0)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
WASHC4SNVMissense_Mutationc.2960N>Gp.Glu987Glyp.E987Gprotein_codingdeleterious(0.03)possibly_damaging(0.447)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WASHC4SNVMissense_Mutationc.2074C>Gp.His692Aspp.H692Dprotein_codingdeleterious(0.01)benign(0.412)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
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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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