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: WASHC3

Gene summary for WASHC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WASHC3

Gene ID

51019

Gene nameWASH complex subunit 3
Gene AliasCCDC53
Cytomap12q23.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

F5GZ97


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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
51019WASHC3LZE2DHumanEsophagusHGIN3.64e-033.79e-010.0642
51019WASHC3LZE4THumanEsophagusESCC2.39e-174.15e-010.0811
51019WASHC3LZE5THumanEsophagusESCC1.40e-065.38e-010.0514
51019WASHC3LZE7THumanEsophagusESCC7.39e-218.57e-010.0667
51019WASHC3LZE8THumanEsophagusESCC4.82e-123.37e-010.067
51019WASHC3LZE20THumanEsophagusESCC3.61e-133.51e-010.0662
51019WASHC3LZE22D1HumanEsophagusHGIN1.90e-052.38e-010.0595
51019WASHC3LZE22THumanEsophagusESCC1.57e-033.08e-010.068
51019WASHC3LZE24THumanEsophagusESCC4.72e-439.72e-010.0596
51019WASHC3LZE21THumanEsophagusESCC2.14e-104.49e-010.0655
51019WASHC3LZE6THumanEsophagusESCC7.09e-155.91e-010.0845
51019WASHC3HCC1HumanLiverHCC5.00e-113.28e+000.5336
51019WASHC3HCC2HumanLiverHCC4.50e-133.39e+000.5341
51019WASHC3S014HumanLiverHCC1.16e-421.31e+000.2254
51019WASHC3S015HumanLiverHCC1.10e-188.96e-010.2375
51019WASHC3S016HumanLiverHCC3.42e-431.19e+000.2243
51019WASHC3S027HumanLiverHCC1.97e-107.00e-010.2446
51019WASHC3S028HumanLiverHCC1.23e-237.12e-010.2503
51019WASHC3S029HumanLiverHCC1.84e-227.90e-010.2581
51019WASHC3male-WTAHumanThyroidPTC3.62e-262.47e-010.1037
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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
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:005125826EsophagusHGINprotein polymerization66/2587297/187234.96e-051.19e-0366
GO:003004120EsophagusHGINactin filament polymerization40/2587191/187234.29e-033.82e-0240
GO:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:000815420EsophagusESCCactin polymerization or depolymerization130/8552218/187232.19e-051.88e-04130
GO:0030041110EsophagusESCCactin filament polymerization114/8552191/187236.46e-054.92e-04114
GO:005125822LiverHCCprotein polymerization182/7958297/187234.17e-111.58e-09182
GO:000701522LiverHCCactin filament organization252/7958442/187233.83e-101.25e-08252
GO:000815422LiverHCCactin polymerization or depolymerization130/7958218/187232.31e-074.14e-06130
GO:003004122LiverHCCactin filament polymerization116/7958191/187232.66e-074.68e-06116
GO:0007015112ThyroidPTCactin filament organization225/5968442/187233.76e-173.44e-15225
GO:0051258113ThyroidPTCprotein polymerization154/5968297/187235.35e-132.66e-11154
GO:000815426ThyroidPTCactin polymerization or depolymerization117/5968218/187231.85e-117.21e-10117
GO:003004125ThyroidPTCactin filament polymerization99/5968191/187237.40e-091.85e-0799
GO:0007015210ThyroidATCactin filament organization227/6293442/187235.96e-153.85e-13227
GO:005125829ThyroidATCprotein polymerization159/6293297/187239.33e-133.96e-11159
GO:0008154111ThyroidATCactin polymerization or depolymerization119/6293218/187231.32e-104.08e-09119
GO:0030041111ThyroidATCactin filament polymerization101/6293191/187232.91e-085.50e-07101
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414429EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144113EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
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
WASHC3SNVMissense_Mutationnovelc.484N>Ap.Asp162Asnp.D162NQ9Y3C0protein_codingtolerated(0.32)benign(0.124)TCGA-AN-A0FJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
WASHC3SNVMissense_Mutationrs774556047c.172N>Tp.Arg58Cysp.R58CQ9Y3C0protein_codingdeleterious(0)benign(0.411)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
WASHC3SNVMissense_Mutationrs774556047c.172C>Tp.Arg58Cysp.R58CQ9Y3C0protein_codingdeleterious(0)benign(0.411)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WASHC3SNVMissense_Mutationc.110C>Tp.Thr37Ilep.T37IQ9Y3C0protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
WASHC3SNVMissense_Mutationrs774556047c.172N>Tp.Arg58Cysp.R58CQ9Y3C0protein_codingdeleterious(0)benign(0.411)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
WASHC3SNVMissense_Mutationrs774556047c.172C>Tp.Arg58Cysp.R58CQ9Y3C0protein_codingdeleterious(0)benign(0.411)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
WASHC3SNVMissense_Mutationc.69G>Tp.Gln23Hisp.Q23HQ9Y3C0protein_codingtolerated(0.17)benign(0.346)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
WASHC3SNVMissense_Mutationnovelc.175N>Gp.Ile59Valp.I59VQ9Y3C0protein_codingtolerated(0.08)probably_damaging(0.954)TCGA-AP-A05O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
WASHC3SNVMissense_Mutationc.110N>Tp.Thr37Ilep.T37IQ9Y3C0protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AP-A0LP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIHormone TherapymegaceSD
WASHC3SNVMissense_Mutationnovelc.250G>Ap.Val84Ilep.V84IQ9Y3C0protein_codingtolerated(0.36)benign(0.029)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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