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: PI4KA

Gene summary for PI4KA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PI4KA

Gene ID

5297

Gene namephosphatidylinositol 4-kinase alpha
Gene AliasPI4K-ALPHA
Cytomap22q11.21
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

B4DYG5


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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
5297PI4KAAEH-subject4HumanEndometriumAEH1.26e-022.86e-01-0.2657
5297PI4KAAEH-subject5HumanEndometriumAEH2.11e-022.17e-01-0.2953
5297PI4KAEEC-subject4HumanEndometriumEEC2.63e-022.00e-01-0.2571
5297PI4KAEEC-subject5HumanEndometriumEEC1.17e-032.34e-01-0.249
5297PI4KAGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC7.88e-035.77e-02-0.1875
5297PI4KAGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.25e-02-5.51e-04-0.1917
5297PI4KAGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.06e-04-4.66e-02-0.1916
5297PI4KAGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC2.48e-236.25e-01-0.1269
5297PI4KALZE7THumanEsophagusESCC4.15e-083.35e-010.0667
5297PI4KALZE8THumanEsophagusESCC1.72e-061.35e-010.067
5297PI4KALZE20THumanEsophagusESCC2.75e-038.72e-020.0662
5297PI4KALZE24THumanEsophagusESCC1.67e-142.72e-010.0596
5297PI4KALZE21THumanEsophagusESCC6.37e-063.55e-010.0655
5297PI4KAP1T-EHumanEsophagusESCC1.56e-052.09e-010.0875
5297PI4KAP2T-EHumanEsophagusESCC1.14e-089.95e-020.1177
5297PI4KAP4T-EHumanEsophagusESCC1.73e-102.22e-010.1323
5297PI4KAP8T-EHumanEsophagusESCC1.11e-102.57e-010.0889
5297PI4KAP9T-EHumanEsophagusESCC2.10e-091.89e-010.1131
5297PI4KAP10T-EHumanEsophagusESCC2.20e-234.13e-010.116
5297PI4KAP11T-EHumanEsophagusESCC2.20e-082.19e-010.1426
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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
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:001603216EndometriumAEHviral process110/2100415/187231.99e-181.09e-15110
GO:001905816EndometriumAEHviral life cycle86/2100317/187232.53e-157.58e-1386
GO:001907916EndometriumAEHviral genome replication43/2100131/187233.22e-114.60e-0943
GO:00396942EndometriumAEHviral RNA genome replication12/210035/187232.69e-043.12e-0312
GO:00447642EndometriumAEHmulti-organism cellular process7/210014/187233.71e-044.02e-037
GO:001603217EndometriumEECviral process112/2168415/187232.48e-181.35e-15112
GO:001905817EndometriumEECviral life cycle86/2168317/187231.63e-144.65e-1286
GO:001907917EndometriumEECviral genome replication42/2168131/187233.43e-103.61e-0842
GO:00447641EndometriumEECmulti-organism cellular process7/216814/187234.53e-044.69e-037
GO:00396941EndometriumEECviral RNA genome replication11/216835/187231.44e-031.17e-0211
GO:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:0019079111EsophagusESCCviral genome replication102/8552131/187234.31e-142.19e-12102
GO:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:00464744EsophagusESCCglycerophospholipid biosynthetic process135/8552211/187235.75e-081.02e-06135
GO:00450175EsophagusESCCglycerolipid biosynthetic process154/8552252/187235.20e-076.96e-06154
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
GO:00066505EsophagusESCCglycerophospholipid metabolic process174/8552306/187234.92e-053.85e-04174
GO:003969411EsophagusESCCviral RNA genome replication27/855235/187231.48e-049.88e-0427
GO:00464864EsophagusESCCglycerolipid metabolic process211/8552392/187236.51e-043.46e-03211
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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
PI4KASNVMissense_Mutationc.2180N>Gp.Asp727Glyp.D727GP42356protein_codingtolerated(0.44)benign(0.25)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
PI4KASNVMissense_Mutationc.2179N>Tp.Asp727Tyrp.D727YP42356protein_codingtolerated(1)benign(0.033)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
PI4KASNVMissense_Mutationc.385N>Ap.Glu129Lysp.E129KP42356protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PI4KASNVMissense_Mutationc.767G>Cp.Ser256Thrp.S256TP42356protein_codingtolerated(0.37)benign(0)TCGA-A7-A0DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PI4KASNVMissense_Mutationrs535848772c.6166C>Tp.Leu2056Phep.L2056FP42356protein_codingdeleterious(0.01)benign(0.206)TCGA-A7-A26J-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PI4KASNVMissense_Mutationc.2684N>Ap.Ser895Tyrp.S895YP42356protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
PI4KASNVMissense_Mutationc.4833N>Gp.Cys1611Trpp.C1611WP42356protein_codingdeleterious(0.01)probably_damaging(0.962)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PI4KASNVMissense_Mutationc.1252N>Gp.Leu418Valp.L418VP42356protein_codingtolerated(0.51)benign(0.283)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
PI4KASNVMissense_Mutationc.1687N>Ap.Glu563Lysp.E563KP42356protein_codingdeleterious(0)possibly_damaging(0.791)TCGA-B6-A0RT-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PI4KASNVMissense_Mutationc.2731G>Cp.Asp911Hisp.D911HP42356protein_codingdeleterious(0.04)benign(0.396)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=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
5297PI4KADRUGGABLE GENOME, ENZYME, KINASE, PHOSPHATIDYLINOSITOL 3 KINASEBYL719ALPELISIB
5297PI4KADRUGGABLE GENOME, ENZYME, KINASE, PHOSPHATIDYLINOSITOL 3 KINASEinhibitor178102681WORTMANNIN
5297PI4KADRUGGABLE GENOME, ENZYME, KINASE, PHOSPHATIDYLINOSITOL 3 KINASEinhibitor315661277
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