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: PAK6

Gene summary for PAK6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAK6

Gene ID

56924

Gene namep21 (RAC1) activated kinase 6
Gene AliasPAK5
Cytomap15q15.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024R9Q4


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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
56924PAK6C21HumanOral cavityOSCC1.30e-216.24e-010.2678
56924PAK6C30HumanOral cavityOSCC2.13e-136.50e-010.3055
56924PAK6C38HumanOral cavityOSCC4.52e-033.65e-010.172
56924PAK6C43HumanOral cavityOSCC4.04e-132.52e-010.1704
56924PAK6C46HumanOral cavityOSCC6.37e-123.27e-010.1673
56924PAK6C51HumanOral cavityOSCC3.99e-043.28e-010.2674
56924PAK6C08HumanOral cavityOSCC3.05e-029.81e-020.1919
56924PAK6LN46HumanOral cavityOSCC1.58e-032.29e-010.1666
56924PAK6LP15HumanOral cavityLP3.79e-036.70e-010.2174
56924PAK6SYSMH1HumanOral cavityOSCC3.43e-021.31e-010.1127
56924PAK6SYSMH3HumanOral cavityOSCC3.23e-051.73e-010.2442
56924PAK6P4_S8_cSCCHumanSkincSCC2.60e-052.01e-01-0.3095
56924PAK6P1_cSCCHumanSkincSCC5.30e-185.12e-010.0292
56924PAK6P2_cSCCHumanSkincSCC4.46e-072.36e-01-0.024
56924PAK6P4_cSCCHumanSkincSCC1.01e-092.23e-01-0.00290000000000005
56924PAK6P10_cSCCHumanSkincSCC8.07e-133.79e-010.1017
56924PAK6cSCC_p1HumanSkincSCC9.81e-031.57e-01-0.1916
56924PAK6cSCC_p8HumanSkincSCC1.71e-051.08e-01-0.1971
56924PAK6cSCC_p9HumanSkincSCC1.91e-031.12e-01-0.1991
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:001604917Oral cavityOSCCcell growth268/7305482/187236.55e-143.51e-12268
GO:00485889Oral cavityOSCCdevelopmental cell growth116/7305234/187236.20e-043.50e-03116
GO:00605609Oral cavityOSCCdevelopmental growth involved in morphogenesis116/7305234/187236.20e-043.50e-03116
GO:19901388Oral cavityOSCCneuron projection extension86/7305172/187232.13e-039.80e-0386
GO:001604918Oral cavityLPcell growth155/4623482/187231.08e-041.31e-03155
GO:001604925SkincSCCcell growth173/4864482/187237.21e-071.34e-05173
GO:006056023SkincSCCdevelopmental growth involved in morphogenesis78/4864234/187237.08e-033.40e-0278
GO:199013823SkincSCCneuron projection extension59/4864172/187239.20e-034.20e-0259
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0517027Oral cavityOSCCHuman immunodeficiency virus 1 infection133/3704212/84651.42e-081.40e-077.12e-08133
hsa0451019Oral cavityOSCCFocal adhesion128/3704203/84651.71e-081.63e-078.31e-08128
hsa0521116Oral cavityOSCCRenal cell carcinoma51/370469/84653.30e-072.05e-061.04e-0651
hsa046606Oral cavityOSCCT cell receptor signaling pathway67/3704104/84651.57e-056.75e-053.44e-0567
hsa0481026Oral cavityOSCCRegulation of actin cytoskeleton129/3704229/84657.14e-052.74e-041.40e-04129
hsa0401216Oral cavityOSCCErbB signaling pathway55/370485/84657.46e-052.81e-041.43e-0455
hsa0436014Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa05170111Oral cavityOSCCHuman immunodeficiency virus 1 infection133/3704212/84651.42e-081.40e-077.12e-08133
hsa04510110Oral cavityOSCCFocal adhesion128/3704203/84651.71e-081.63e-078.31e-08128
hsa0521117Oral cavityOSCCRenal cell carcinoma51/370469/84653.30e-072.05e-061.04e-0651
hsa0466012Oral cavityOSCCT cell receptor signaling pathway67/3704104/84651.57e-056.75e-053.44e-0567
hsa04810111Oral cavityOSCCRegulation of actin cytoskeleton129/3704229/84657.14e-052.74e-041.40e-04129
hsa0401217Oral cavityOSCCErbB signaling pathway55/370485/84657.46e-052.81e-041.43e-0455
hsa0436015Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa0517028Oral cavityLPHuman immunodeficiency virus 1 infection92/2418212/84652.18e-062.20e-051.42e-0592
hsa0521125Oral cavityLPRenal cell carcinoma30/241869/84655.60e-032.25e-021.45e-0230
hsa0517037Oral cavityLPHuman immunodeficiency virus 1 infection92/2418212/84652.18e-062.20e-051.42e-0592
hsa0521135Oral cavityLPRenal cell carcinoma30/241869/84655.60e-032.25e-021.45e-0230
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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
PAK6SNVMissense_Mutationrs775199257c.571N>Tp.Arg191Cysp.R191CQ9NQU5protein_codingdeleterious(0.02)possibly_damaging(0.791)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PAK6insertionNonsense_Mutationnovelc.166_167insTTTTCAGATACATAAGAACCCAGTGAGCTGTTCTGAGCCTp.Pro56LeufsTer9p.P56Lfs*9Q9NQU5protein_codingTCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
PAK6SNVMissense_Mutationc.730G>Ap.Glu244Lysp.E244KQ9NQU5protein_codingtolerated(0.15)possibly_damaging(0.563)TCGA-EA-A44S-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinSD
PAK6SNVMissense_Mutationrs544478594c.1606N>Tp.Leu536Phep.L536FQ9NQU5protein_codingtolerated(0.21)probably_damaging(0.975)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PAK6SNVMissense_Mutationrs754797947c.2024N>Ap.Arg675Glnp.R675QQ9NQU5protein_codingdeleterious(0)possibly_damaging(0.852)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PAK6SNVMissense_Mutationnovelc.449G>Tp.Gly150Valp.G150VQ9NQU5protein_codingdeleterious(0.02)benign(0)TCGA-VS-A9U7-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PAK6SNVMissense_Mutationrs752441056c.308G>Ap.Arg103Hisp.R103HQ9NQU5protein_codingtolerated(0.17)benign(0)TCGA-AA-3495-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PAK6SNVMissense_Mutationrs747457346c.1556C>Tp.Ala519Valp.A519VQ9NQU5protein_codingdeleterious(0.01)benign(0.03)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PAK6SNVMissense_Mutationrs751201488c.223N>Ap.Ala75Thrp.A75TQ9NQU5protein_codingtolerated(0.65)benign(0)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
PAK6deletionFrame_Shift_Delc.113delCp.Pro38HisfsTer30p.P38Hfs*30Q9NQU5protein_codingTCGA-D5-6927-01Colorectumcolon 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
56924PAK6DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEinhibitor310264718PF-03758309
56924PAK6DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEinhibitor178101884GSK-690693
56924PAK6DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEinhibitor310264722
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