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: PWWP3A

Gene summary for PWWP3A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PWWP3A

Gene ID

84939

Gene namePWWP domain containing 3A, DNA repair factor
Gene AliasEXPAND1
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

J3KNX4


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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
84939PWWP3AHTA11_6818_2000001011HumanColorectumAD1.11e-021.82e-010.0112
84939PWWP3AHTA11_6818_2000001021HumanColorectumAD3.40e-072.65e-010.0588
84939PWWP3ALZE2THumanEsophagusESCC3.94e-076.08e-010.082
84939PWWP3ALZE4THumanEsophagusESCC5.73e-134.06e-010.0811
84939PWWP3ALZE5THumanEsophagusESCC1.57e-022.22e-010.0514
84939PWWP3ALZE7THumanEsophagusESCC6.11e-123.83e-010.0667
84939PWWP3ALZE8THumanEsophagusESCC1.10e-021.21e-010.067
84939PWWP3ALZE20THumanEsophagusESCC1.74e-072.40e-010.0662
84939PWWP3ALZE22D1HumanEsophagusHGIN8.03e-042.19e-010.0595
84939PWWP3ALZE22THumanEsophagusESCC8.47e-115.15e-010.068
84939PWWP3ALZE24THumanEsophagusESCC7.85e-142.98e-010.0596
84939PWWP3ALZE21THumanEsophagusESCC1.78e-084.69e-010.0655
84939PWWP3ARNA-P17T-P17T-6HumanLungIAC1.48e-034.66e-010.3385
84939PWWP3ARNA-P17T-P17T-8HumanLungIAC1.55e-044.38e-010.3329
84939PWWP3ARNA-P6T1-P6T1-1HumanLungMIAC3.00e-035.93e-01-0.0238
84939PWWP3ARNA-P6T1-P6T1-2HumanLungMIAC4.12e-036.17e-01-0.0186
84939PWWP3ARNA-P6T1-P6T1-3HumanLungMIAC3.47e-026.29e-01-0.0296
84939PWWP3ARNA-P6T1-P6T1-4HumanLungMIAC3.02e-077.84e-01-0.0263
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
∗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:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:00063251ColorectumSERchromatin organization89/2897409/187234.15e-046.17e-0389
GO:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00063256LungIACchromatin organization69/2061409/187232.01e-043.53e-0369
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
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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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