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: PAK3

Gene summary for PAK3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAK3

Gene ID

5063

Gene namep21 (RAC1) activated kinase 3
Gene AliasARA
CytomapXq23
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

B2RCU6


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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
5063PAK3HCC1HumanLiverHCC1.01e-101.70e+000.5336
5063PAK3HCC2HumanLiverHCC2.35e-252.06e+000.5341
5063PAK3HCC5HumanLiverHCC6.24e-091.61e+000.4932
5063PAK3S029HumanLiverHCC2.88e-023.13e-010.2581
5063PAK3HTA12-15-2HumanPancreasPDAC2.77e-038.53e-010.2315
5063PAK3HTA12-23-1HumanPancreasPDAC3.69e-131.38e+000.3405
5063PAK3HTA12-25-1HumanPancreasPDAC2.32e-081.05e+000.313
5063PAK3HTA12-26-1HumanPancreasPDAC1.92e-261.28e+000.3728
5063PAK3HTA12-29-1HumanPancreasPDAC2.72e-581.27e+000.3722
5063PAK3male-WTAHumanThyroidPTC6.98e-041.42e-020.1037
5063PAK3PTC04HumanThyroidPTC2.37e-041.21e-010.1927
5063PAK3PTC06HumanThyroidPTC2.56e-051.00e-010.2057
5063PAK3PTC07HumanThyroidPTC9.77e-04-9.68e-030.2044
5063PAK3ATC3HumanThyroidATC1.13e-042.21e-010.338
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:004325422LiverHCCregulation of protein-containing complex assembly264/7958428/187235.47e-164.39e-14264
GO:005125822LiverHCCprotein polymerization182/7958297/187234.17e-111.58e-09182
GO:002260422LiverHCCregulation of cell morphogenesis188/7958309/187234.84e-111.82e-09188
GO:190290322LiverHCCregulation of supramolecular fiber organization224/7958383/187231.54e-105.33e-09224
GO:000701522LiverHCCactin filament organization252/7958442/187233.83e-101.25e-08252
GO:003253522LiverHCCregulation of cellular component size217/7958383/187231.28e-083.14e-07217
GO:003227122LiverHCCregulation of protein polymerization141/7958233/187232.00e-084.72e-07141
GO:003297022LiverHCCregulation of actin filament-based process222/7958397/187233.81e-088.30e-07222
GO:003295622LiverHCCregulation of actin cytoskeleton organization202/7958358/187236.18e-081.29e-06202
GO:007099722LiverHCCneuron death202/7958361/187231.44e-072.70e-06202
GO:000815422LiverHCCactin polymerization or depolymerization130/7958218/187232.31e-074.14e-06130
GO:003004122LiverHCCactin filament polymerization116/7958191/187232.66e-074.68e-06116
GO:001076922LiverHCCregulation of cell morphogenesis involved in differentiation65/795896/187235.17e-078.37e-0665
GO:190121412LiverHCCregulation of neuron death179/7958319/187235.65e-079.01e-06179
GO:005105221LiverHCCregulation of DNA metabolic process198/7958359/187237.62e-071.17e-05198
GO:011005322LiverHCCregulation of actin filament organization158/7958278/187239.01e-071.37e-05158
GO:003083212LiverHCCregulation of actin filament length113/7958189/187231.16e-061.71e-05113
GO:003083322LiverHCCregulation of actin filament polymerization104/7958172/187231.46e-062.08e-05104
GO:000806412LiverHCCregulation of actin polymerization or depolymerization112/7958188/187231.65e-062.31e-05112
GO:003134611LiverHCCpositive regulation of cell projection organization193/7958353/187232.28e-063.08e-05193
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513042LiverHCCPathogenic Escherichia coli infection129/4020197/84652.02e-072.50e-061.39e-06129
hsa0521121LiverHCCRenal cell carcinoma51/402069/84656.76e-065.53e-053.07e-0551
hsa0451041LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa051709LiverHCCHuman immunodeficiency virus 1 infection125/4020212/84654.51e-041.94e-031.08e-03125
hsa040128LiverHCCErbB signaling pathway54/402085/84652.02e-037.07e-033.93e-0354
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513052LiverHCCPathogenic Escherichia coli infection129/4020197/84652.02e-072.50e-061.39e-06129
hsa0521131LiverHCCRenal cell carcinoma51/402069/84656.76e-065.53e-053.07e-0551
hsa0451051LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa0517012LiverHCCHuman immunodeficiency virus 1 infection125/4020212/84654.51e-041.94e-031.08e-03125
hsa0401211LiverHCCErbB signaling pathway54/402085/84652.02e-037.07e-033.93e-0354
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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
PAK3SNVMissense_Mutationc.1569N>Cp.Arg523Serp.R523SO75914protein_codingtolerated(0.14)benign(0.006)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
PAK3SNVMissense_Mutationc.743N>Tp.Ser248Leup.S248LO75914protein_codingtolerated(0.38)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PAK3SNVMissense_Mutationnovelc.328N>Ap.Glu110Lysp.E110KO75914protein_codingtolerated_low_confidence(0.56)possibly_damaging(0.828)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PAK3SNVMissense_Mutationc.145N>Tp.Arg49Cysp.R49CO75914protein_codingtolerated(0.18)possibly_damaging(0.827)TCGA-E2-A1B0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
PAK3SNVMissense_Mutationnovelc.1400N>Ap.Pro467Hisp.P467HO75914protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PAK3SNVMissense_Mutationc.649N>Cp.Glu217Glnp.E217QO75914protein_codingtolerated(0.49)benign(0.358)TCGA-BI-A0VS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PAK3SNVMissense_Mutationc.823C>Tp.Arg275Trpp.R275WO75914protein_codingdeleterious(0)probably_damaging(0.944)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PAK3SNVMissense_Mutationnovelc.1348N>Tp.Pro450Serp.P450SO75914protein_codingtolerated(0.06)benign(0.221)TCGA-VS-A9UZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PAK3SNVMissense_Mutationrs764106735c.654N>Tp.Glu218Aspp.E218DO75914protein_codingtolerated(0.56)benign(0)TCGA-5M-AAT4-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
PAK3SNVMissense_Mutationc.834N>Cp.Lys278Asnp.K278NO75914protein_codingdeleterious(0.03)benign(0.099)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=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
5063PAK3ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLEinhibitor310264720
5063PAK3ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLEinhibitor310264719
5063PAK3ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLEinhibitorHESPERADINHESPERADIN19035792
5063PAK3ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLEinhibitor310264722
5063PAK3ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLEinhibitor310264718PF-03758309
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