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: PI4K2A

Gene summary for PI4K2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PI4K2A

Gene ID

55361

Gene namephosphatidylinositol 4-kinase type 2 alpha
Gene AliasPI4KII
Cytomap10q24.2
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q9BTU6


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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
55361PI4K2AHCC1_MengHumanLiverHCC3.73e-061.05e-020.0246
55361PI4K2AHCC2HumanLiverHCC3.26e-052.25e+000.5341
55361PI4K2AS014HumanLiverHCC4.05e-031.97e-010.2254
55361PI4K2AS027HumanLiverHCC1.04e-043.64e-010.2446
55361PI4K2AS028HumanLiverHCC4.89e-134.37e-010.2503
55361PI4K2AS029HumanLiverHCC1.03e-115.33e-010.2581
55361PI4K2AC04HumanOral cavityOSCC8.81e-043.79e-010.2633
55361PI4K2AC21HumanOral cavityOSCC1.12e-165.64e-010.2678
55361PI4K2AC30HumanOral cavityOSCC2.04e-228.97e-010.3055
55361PI4K2AC38HumanOral cavityOSCC3.69e-023.96e-010.172
55361PI4K2AC43HumanOral cavityOSCC1.64e-048.76e-020.1704
55361PI4K2AC51HumanOral cavityOSCC2.21e-023.07e-010.2674
55361PI4K2AC57HumanOral cavityOSCC1.82e-022.38e-010.1679
55361PI4K2AC08HumanOral cavityOSCC2.13e-061.48e-010.1919
55361PI4K2ASYSMH1HumanOral cavityOSCC1.60e-121.89e-010.1127
55361PI4K2ASYSMH2HumanOral cavityOSCC7.76e-051.97e-010.2326
55361PI4K2ASYSMH3HumanOral cavityOSCC4.03e-123.39e-010.2442
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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
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
∗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:001605021LiverHCCvesicle organization194/7958300/187235.58e-153.97e-13194
GO:000703211LiverHCCendosome organization61/795882/187234.36e-091.15e-0761
GO:00086542LiverHCCphospholipid biosynthetic process150/7958253/187234.77e-081.03e-06150
GO:00066444LiverHCCphospholipid metabolic process214/7958383/187237.25e-081.48e-06214
GO:00070302LiverHCCGolgi organization99/7958157/187231.54e-072.85e-0699
GO:004648611LiverHCCglycerolipid metabolic process215/7958392/187234.54e-077.49e-06215
GO:004501711LiverHCCglycerolipid biosynthetic process143/7958252/187233.27e-064.31e-05143
GO:00066504LiverHCCglycerophospholipid metabolic process168/7958306/187237.27e-068.62e-05168
GO:004647411LiverHCCglycerophospholipid biosynthetic process121/7958211/187239.12e-061.06e-04121
GO:0006661LiverHCCphosphatidylinositol biosynthetic process69/7958131/187231.19e-024.35e-0269
GO:00160508Oral cavityOSCCvesicle organization189/7305300/187232.40e-172.14e-15189
GO:00070327Oral cavityOSCCendosome organization59/730582/187231.41e-093.39e-0859
GO:00070307Oral cavityOSCCGolgi organization92/7305157/187234.96e-077.27e-0692
GO:00086543Oral cavityOSCCphospholipid biosynthetic process130/7305253/187233.96e-053.46e-04130
GO:00464743Oral cavityOSCCglycerophospholipid biosynthetic process102/7305211/187233.50e-031.48e-02102
GO:0036230Oral cavityOSCCgranulocyte activation26/730543/187233.55e-031.49e-0226
GO:00066445Oral cavityOSCCphospholipid metabolic process175/7305383/187234.21e-031.71e-02175
GO:00024441Oral cavityOSCCmyeloid leukocyte mediated immunity50/730599/187231.31e-024.34e-0250
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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
PI4K2ASNVMissense_Mutationc.832G>Ap.Glu278Lysp.E278KQ9BTU6protein_codingdeleterious(0.04)possibly_damaging(0.733)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
PI4K2AinsertionFrame_Shift_Insnovelc.1075_1076insCTTGTCCTTTTCCTTTTCATGCACCACTGAAp.Trp359SerfsTer44p.W359Sfs*44Q9BTU6protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
PI4K2ASNVMissense_Mutationc.887N>Tp.Arg296Leup.R296LQ9BTU6protein_codingdeleterious(0.03)possibly_damaging(0.733)TCGA-DS-A7WF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PI4K2ASNVMissense_Mutationrs754584429c.913N>Tp.Arg305Cysp.R305CQ9BTU6protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PI4K2ASNVMissense_Mutationc.618N>Gp.Asn206Lysp.N206KQ9BTU6protein_codingdeleterious(0.02)benign(0.42)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PI4K2ASNVMissense_Mutationrs773928681c.1375N>Tp.Arg459Trpp.R459WQ9BTU6protein_codingdeleterious(0)possibly_damaging(0.586)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PI4K2ASNVMissense_Mutationnovelc.608N>Cp.Leu203Prop.L203PQ9BTU6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PI4K2ASNVMissense_Mutationc.817N>Cp.Trp273Argp.W273RQ9BTU6protein_codingdeleterious(0)probably_damaging(0.979)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
PI4K2ASNVMissense_Mutationrs750236260c.886N>Tp.Arg296Trpp.R296WQ9BTU6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PI4K2ASNVMissense_Mutationnovelc.739N>Tp.Arg247Trpp.R247WQ9BTU6protein_codingdeleterious(0.01)probably_damaging(0.932)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
55361PI4K2ADRUGGABLE GENOME, PHOSPHATIDYLINOSITOL 3 KINASE, KINASE, ENZYMEinhibitor135651426ADENOSINE
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