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:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:003297010CervixCCregulation of actin filament-based process96/2311397/187234.00e-118.54e-0996
GO:190290310CervixCCregulation of supramolecular fiber organization92/2311383/187231.49e-102.48e-0892
GO:190332010CervixCCregulation of protein modification by small protein conjugation or removal66/2311242/187232.31e-103.46e-0866
GO:003295610CervixCCregulation of actin cytoskeleton organization86/2311358/187235.90e-107.51e-0886
GO:003139610CervixCCregulation of protein ubiquitination59/2311210/187235.90e-107.51e-0859
GO:004325410CervixCCregulation of protein-containing complex assembly96/2311428/187232.91e-093.05e-0796
GO:011005310CervixCCregulation of actin filament organization67/2311278/187234.01e-082.54e-0667
GO:005125810CervixCCprotein polymerization70/2311297/187235.20e-083.11e-0670
GO:003133010CervixCCnegative regulation of cellular catabolic process63/2311262/187231.10e-075.68e-0663
GO:003227110CervixCCregulation of protein polymerization57/2311233/187232.37e-071.03e-0557
GO:000989510CervixCCnegative regulation of catabolic process69/2311320/187232.15e-066.55e-0569
GO:003133410CervixCCpositive regulation of protein-containing complex assembly55/2311237/187232.25e-066.73e-0555
GO:190290510CervixCCpositive regulation of supramolecular fiber organization50/2311209/187232.55e-067.54e-0550
GO:005134810CervixCCnegative regulation of transferase activity60/2311268/187232.77e-068.02e-0560
GO:004593610CervixCCnegative regulation of phosphate metabolic process88/2311441/187232.92e-068.27e-0588
GO:001056310CervixCCnegative regulation of phosphorus metabolic process88/2311442/187233.21e-068.77e-0588
GO:00081549CervixCCactin polymerization or depolymerization51/2311218/187234.05e-061.05e-0451
GO:00313467CervixCCpositive regulation of cell projection organization72/2311353/187231.04e-052.32e-0472
GO:004232610CervixCCnegative regulation of phosphorylation77/2311385/187231.09e-052.38e-0477
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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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