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: PIK3C2G

Gene summary for PIK3C2G

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PIK3C2G

Gene ID

5288

Gene namephosphatidylinositol-4-phosphate 3-kinase catalytic subunit type 2 gamma
Gene AliasPI3K-C2-gamma
Cytomap12p12.3
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

B7ZLY6


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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
5288PIK3C2GAEH-subject1HumanEndometriumAEH1.85e-092.53e-01-0.3059
5288PIK3C2GAEH-subject3HumanEndometriumAEH8.21e-225.21e-01-0.2576
5288PIK3C2GLZE8THumanEsophagusESCC6.08e-063.07e-010.067
5288PIK3C2GP1T-EHumanEsophagusESCC3.74e-051.83e-010.0875
5288PIK3C2GP4T-EHumanEsophagusESCC3.75e-061.10e-010.1323
5288PIK3C2GP10T-EHumanEsophagusESCC4.82e-182.14e-010.116
5288PIK3C2GP16T-EHumanEsophagusESCC6.09e-691.43e+000.1153
5288PIK3C2GP20T-EHumanEsophagusESCC2.61e-721.54e+000.1124
5288PIK3C2GP22T-EHumanEsophagusESCC1.64e-081.17e-010.1236
5288PIK3C2GP23T-EHumanEsophagusESCC1.42e-061.24e-010.108
5288PIK3C2GP37T-EHumanEsophagusESCC8.22e-046.33e-020.1371
5288PIK3C2GP49T-EHumanEsophagusESCC1.51e-022.10e-010.1768
5288PIK3C2GP52T-EHumanEsophagusESCC2.96e-039.29e-020.1555
5288PIK3C2GP54T-EHumanEsophagusESCC1.65e-182.66e-010.0975
5288PIK3C2GP61T-EHumanEsophagusESCC5.31e-224.94e-010.099
5288PIK3C2GP62T-EHumanEsophagusESCC1.28e-213.35e-010.1302
5288PIK3C2GP74T-EHumanEsophagusESCC4.85e-071.80e-010.1479
5288PIK3C2GP79T-EHumanEsophagusESCC2.61e-131.50e-010.1154
5288PIK3C2GP91T-EHumanEsophagusESCC2.73e-115.45e-010.1828
5288PIK3C2GP104T-EHumanEsophagusESCC1.54e-044.14e-010.0931
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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: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: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
GO:00066611EsophagusESCCphosphatidylinositol biosynthetic process73/8552131/187231.31e-024.28e-0273
GO:00160327LiverNAFLDviral process80/1882415/187237.71e-091.07e-0680
GO:00190587LiverNAFLDviral life cycle57/1882317/187231.00e-053.18e-0457
GO:00464863LiverNAFLDglycerolipid metabolic process66/1882392/187231.94e-055.52e-0466
GO:00450174LiverNAFLDglycerolipid biosynthetic process43/1882252/187233.83e-045.73e-0343
GO:00190797LiverNAFLDviral genome replication26/1882131/187235.40e-047.38e-0326
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513226EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa05132112EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0513214LiverNAFLDSalmonella infection55/1043249/84658.48e-063.09e-042.49e-0455
hsa0513215LiverNAFLDSalmonella infection55/1043249/84658.48e-063.09e-042.49e-0455
hsa0513222LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0513232LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513228ProstateBPHSalmonella infection99/1718249/84657.26e-131.50e-119.27e-1299
hsa05132113ProstateBPHSalmonella infection99/1718249/84657.26e-131.50e-119.27e-1299
hsa0513212StomachGCSalmonella infection42/708249/84657.57e-061.05e-047.41e-0542
hsa0513213StomachGCSalmonella infection42/708249/84657.57e-061.05e-047.41e-0542
hsa0513221StomachCAG with IMSalmonella infection42/640249/84655.52e-079.75e-066.84e-0642
hsa0513231StomachCAG with IMSalmonella infection42/640249/84655.52e-079.75e-066.84e-0642
hsa0513241StomachCSGSalmonella infection42/633249/84654.10e-076.82e-064.91e-0642
hsa0513251StomachCSGSalmonella infection42/633249/84654.10e-076.82e-064.91e-0642
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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
PIK3C2GSNVMissense_Mutationc.2750T>Ap.Leu917Hisp.L917Hprotein_codingdeleterious(0)probably_damaging(1)TCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PIK3C2GSNVMissense_Mutationnovelc.937N>Ap.Asp313Asnp.D313Nprotein_codingtolerated(0.15)probably_damaging(0.958)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PIK3C2GSNVMissense_Mutationc.1510G>Cp.Asp504Hisp.D504Hprotein_codingdeleterious(0)probably_damaging(0.994)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PIK3C2GSNVMissense_Mutationc.2326N>Gp.Gln776Glup.Q776Eprotein_codingdeleterious(0.01)possibly_damaging(0.623)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PIK3C2GSNVMissense_Mutationc.3231N>Gp.Asn1077Lysp.N1077Kprotein_codingdeleterious(0)probably_damaging(0.983)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PIK3C2GSNVMissense_Mutationrs267603405c.4303N>Ap.Glu1435Lysp.E1435Kprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PIK3C2GSNVMissense_Mutationc.808N>Cp.Lys270Glnp.K270Qprotein_codingtolerated(0.29)possibly_damaging(0.624)TCGA-E2-A1IK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PIK3C2GSNVMissense_Mutationc.1434G>Cp.Leu478Phep.L478Fprotein_codingtolerated(0.76)benign(0.006)TCGA-E2-A1LG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PIK3C2GSNVMissense_Mutationnovelc.917N>Ap.Cys306Tyrp.C306Yprotein_codingtolerated(1)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PIK3C2GSNVMissense_Mutationnovelc.2243N>Tp.Ser748Leup.S748Lprotein_codingtolerated(0.06)benign(0.231)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
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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
5288PIK3C2GPHOSPHATIDYLINOSITOL 3 KINASE, KINASE, DRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEinhibitorGDC-0980APITOLISIB
5288PIK3C2GPHOSPHATIDYLINOSITOL 3 KINASE, KINASE, DRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEinhibitorBGJ398INFIGRATINIB
5288PIK3C2GPHOSPHATIDYLINOSITOL 3 KINASE, KINASE, DRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEinhibitorXL147PILARALISIB
5288PIK3C2GPHOSPHATIDYLINOSITOL 3 KINASE, KINASE, DRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEinhibitorPF-4691502PF-04691502
5288PIK3C2GPHOSPHATIDYLINOSITOL 3 KINASE, KINASE, DRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEinhibitorBEZ235DACTOLISIB
5288PIK3C2GPHOSPHATIDYLINOSITOL 3 KINASE, KINASE, DRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEinhibitor252827451SAR-260301
5288PIK3C2GPHOSPHATIDYLINOSITOL 3 KINASE, KINASE, DRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEinhibitorPX-866SONOLISIB
5288PIK3C2GPHOSPHATIDYLINOSITOL 3 KINASE, KINASE, DRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEinhibitorPI-103PI-103
5288PIK3C2GPHOSPHATIDYLINOSITOL 3 KINASE, KINASE, DRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEinhibitorGSK2636771GSK-2636771
5288PIK3C2GPHOSPHATIDYLINOSITOL 3 KINASE, KINASE, DRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEinhibitorBKM120BUPARLISIB
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