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: WASHC1

Gene summary for WASHC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WASHC1

Gene ID

100287171

Gene nameWASH complex subunit 1
Gene AliasFAM39E
Cytomap9p24.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A8K0Z3


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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
100287171WASHC1CCI_2HumanCervixCC2.66e-045.40e-010.5249
100287171WASHC1CCI_3HumanCervixCC2.52e-084.45e-010.516
100287171WASHC1CCII_1HumanCervixCC3.96e-042.74e-010.3249
100287171WASHC1TumorHumanCervixCC4.00e-05-1.24e-010.1241
100287171WASHC1LZE4THumanEsophagusESCC8.35e-061.93e-010.0811
100287171WASHC1LZE5THumanEsophagusESCC1.54e-042.80e-010.0514
100287171WASHC1LZE7THumanEsophagusESCC2.68e-165.21e-010.0667
100287171WASHC1LZE8THumanEsophagusESCC3.19e-082.55e-010.067
100287171WASHC1LZE20THumanEsophagusESCC8.11e-143.32e-010.0662
100287171WASHC1LZE21D1HumanEsophagusHGIN2.75e-064.56e-010.0632
100287171WASHC1LZE22D1HumanEsophagusHGIN4.30e-072.56e-010.0595
100287171WASHC1LZE22THumanEsophagusESCC1.15e-085.85e-010.068
100287171WASHC1LZE24THumanEsophagusESCC2.64e-173.85e-010.0596
100287171WASHC1LZE21THumanEsophagusESCC1.37e-063.66e-010.0655
100287171WASHC1LZE6THumanEsophagusESCC1.55e-082.96e-010.0845
100287171WASHC1NAFLD1HumanLiverNAFLD1.36e-034.05e-01-0.04
100287171WASHC1S014HumanLiverHCC5.95e-278.16e-010.2254
100287171WASHC1S015HumanLiverHCC9.95e-281.12e+000.2375
100287171WASHC1S016HumanLiverHCC1.68e-268.44e-010.2243
100287171WASHC1S027HumanLiverHCC5.72e-191.14e+000.2446
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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
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:00300419CervixCCactin filament polymerization45/2311191/187231.20e-052.54e-0445
GO:00325359CervixCCregulation of cellular component size76/2311383/187231.66e-053.21e-0476
GO:005149510CervixCCpositive regulation of cytoskeleton organization50/2311226/187232.53e-054.29e-0450
GO:00988767CervixCCvesicle-mediated transport to the plasma membrane34/2311136/187233.75e-055.91e-0434
GO:00308339CervixCCregulation of actin filament polymerization40/2311172/187234.90e-057.40e-0440
GO:002241110CervixCCcellular component disassembly83/2311443/187236.04e-058.68e-0483
GO:00080649CervixCCregulation of actin polymerization or depolymerization42/2311188/187238.60e-051.15e-0342
GO:00336739CervixCCnegative regulation of kinase activity50/2311237/187239.22e-051.21e-0350
GO:00308328CervixCCregulation of actin filament length42/2311189/187239.76e-051.27e-0342
GO:003227310CervixCCpositive regulation of protein polymerization33/2311138/187231.23e-041.53e-0333
GO:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:00105067CervixCCregulation of autophagy61/2311317/187232.61e-042.87e-0361
GO:00308389CervixCCpositive regulation of actin filament polymerization24/231199/187237.93e-046.99e-0324
GO:01200328CervixCCregulation of plasma membrane bounded cell projection assembly38/2311186/187231.14e-039.35e-0338
GO:00604917CervixCCregulation of cell projection assembly38/2311188/187231.40e-031.10e-0238
GO:00164827CervixCCcytosolic transport33/2311168/187234.43e-032.70e-0233
GO:00343147CervixCCArp2/3 complex-mediated actin nucleation11/231139/187236.13e-033.48e-0211
GO:0030198CervixCCextracellular matrix organization52/2311301/187237.43e-033.98e-0252
GO:0043062CervixCCextracellular structure organization52/2311302/187237.92e-034.17e-0252
GO:0022617CervixCCextracellular matrix disassembly15/231163/187238.52e-034.40e-0215
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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
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
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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
WASHC1SNVMissense_Mutationnovelc.1069G>Ap.Asp357Asnp.D357NA8K0Z3protein_codingtolerated(0.6)benign(0.003)TCGA-AC-A3QP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
WASHC1SNVMissense_Mutationrs762714703c.805G>Ap.Gly269Serp.G269SA8K0Z3protein_codingtolerated(0.54)possibly_damaging(0.734)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
WASHC1SNVMissense_Mutationnovelc.678G>Tp.Gln226Hisp.Q226HA8K0Z3protein_codingdeleterious(0.03)possibly_damaging(0.549)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
WASHC1SNVMissense_Mutationnovelc.1069N>Ap.Asp357Asnp.D357NA8K0Z3protein_codingtolerated(0.6)benign(0.003)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
WASHC1SNVMissense_Mutationrs746128171c.1076N>Ap.Ser359Tyrp.S359YA8K0Z3protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-KP-A3W0-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
WASHC1SNVMissense_Mutationnovelc.572N>Ap.Pro191Hisp.P191HA8K0Z3protein_codingdeleterious(0)probably_damaging(0.992)TCGA-UB-A7MB-01Liverliver hepatocellular carcinomaMale<65I/IITargeted Molecular therapysorafenibPD
WASHC1SNVMissense_Mutationnovelc.703N>Tp.Val235Leup.V235LA8K0Z3protein_codingdeleterious(0.05)benign(0.289)TCGA-86-8073-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
WASHC1SNVMissense_Mutationnovelc.739N>Ap.Pro247Thrp.P247TA8K0Z3protein_codingdeleterious(0)probably_damaging(1)TCGA-CV-A6K2-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
WASHC1SNVMissense_Mutationrs761521000c.1384N>Ap.Asp462Asnp.D462NA8K0Z3protein_codingdeleterious(0)possibly_damaging(0.454)TCGA-BR-8680-01Stomachstomach adenocarcinomaMale<65III/IVChemotherapyoxaliplatinCR
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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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