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: PIK3C3

Gene summary for PIK3C3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PIK3C3

Gene ID

5289

Gene namephosphatidylinositol 3-kinase catalytic subunit type 3
Gene AliasVPS34
Cytomap18q12.3
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

A8MYT4


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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
5289PIK3C3LZE4THumanEsophagusESCC8.77e-112.10e-010.0811
5289PIK3C3LZE7THumanEsophagusESCC6.20e-095.40e-010.0667
5289PIK3C3LZE20THumanEsophagusESCC4.83e-071.28e-010.0662
5289PIK3C3LZE24THumanEsophagusESCC4.94e-142.12e-010.0596
5289PIK3C3LZE21THumanEsophagusESCC3.05e-021.02e-010.0655
5289PIK3C3P1T-EHumanEsophagusESCC1.38e-051.43e-010.0875
5289PIK3C3P2T-EHumanEsophagusESCC5.28e-132.24e-010.1177
5289PIK3C3P4T-EHumanEsophagusESCC1.29e-142.36e-010.1323
5289PIK3C3P5T-EHumanEsophagusESCC1.08e-057.29e-020.1327
5289PIK3C3P8T-EHumanEsophagusESCC2.63e-192.95e-010.0889
5289PIK3C3P9T-EHumanEsophagusESCC1.95e-142.35e-010.1131
5289PIK3C3P10T-EHumanEsophagusESCC7.81e-131.80e-010.116
5289PIK3C3P11T-EHumanEsophagusESCC2.40e-052.14e-010.1426
5289PIK3C3P12T-EHumanEsophagusESCC3.53e-102.09e-010.1122
5289PIK3C3P15T-EHumanEsophagusESCC3.23e-058.94e-020.1149
5289PIK3C3P16T-EHumanEsophagusESCC1.71e-101.57e-010.1153
5289PIK3C3P19T-EHumanEsophagusESCC2.32e-042.03e-010.1662
5289PIK3C3P20T-EHumanEsophagusESCC1.12e-132.39e-010.1124
5289PIK3C3P21T-EHumanEsophagusESCC3.79e-121.72e-010.1617
5289PIK3C3P22T-EHumanEsophagusESCC3.79e-142.11e-010.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:0009267110EsophagusESCCcellular response to starvation110/8552156/187232.63e-107.37e-09110
GO:004259419EsophagusESCCresponse to starvation133/8552197/187234.31e-101.14e-08133
GO:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:000091016EsophagusESCCcytokinesis115/8552173/187232.48e-084.68e-07115
GO:00464744EsophagusESCCglycerophospholipid biosynthetic process135/8552211/187235.75e-081.02e-06135
GO:000703214EsophagusESCCendosome organization61/855282/187231.13e-071.85e-0661
GO:190503712EsophagusESCCautophagosome organization73/8552103/187231.88e-072.93e-0673
GO:00989278EsophagusESCCvesicle-mediated transport between endosomal compartments36/855243/187232.90e-074.20e-0636
GO:00450175EsophagusESCCglycerolipid biosynthetic process154/8552252/187235.20e-076.96e-06154
GO:000004513EsophagusESCCautophagosome assembly69/855299/187231.10e-061.38e-0569
GO:00450226EsophagusESCCearly endosome to late endosome transport33/855240/187231.80e-062.11e-0533
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05016210EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa05167211EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0501728EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa051527EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa041362EsophagusESCCAutophagy - other23/420532/84658.99e-032.14e-021.09e-0223
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0501638EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501038EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa05131310EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa0516738EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
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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
PIK3C3SMCSkinADJMLKL,TNFSF9,VPS11, etc.7.03e-03The 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.
PIK3C3FIBSkinADJMLKL,TNFSF9,VPS11, etc.1.40e-02The 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.
PIK3C3LYMENDSkinSCCISMLKL,TNFSF9,VPS11, etc.1.27e-02The 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.
∗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
PIK3C3SNVMissense_Mutationnovelc.1108N>Tp.His370Tyrp.H370YQ8NEB9protein_codingdeleterious(0.04)benign(0.025)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
PIK3C3SNVMissense_Mutationc.1826N>Ap.Ala609Aspp.A609DQ8NEB9protein_codingdeleterious(0)possibly_damaging(0.66)TCGA-A2-A04N-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
PIK3C3SNVMissense_Mutationc.609G>Tp.Met203Ilep.M203IQ8NEB9protein_codingtolerated(0.17)benign(0.067)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PIK3C3SNVMissense_Mutationc.2114G>Cp.Arg705Thrp.R705TQ8NEB9protein_codingdeleterious(0)possibly_damaging(0.65)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PIK3C3SNVMissense_Mutationnovelc.140N>Tp.Ser47Leup.S47LQ8NEB9protein_codingtolerated(0.07)benign(0.051)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
PIK3C3SNVMissense_Mutationc.292C>Tp.Pro98Serp.P98SQ8NEB9protein_codingtolerated(1)benign(0)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PIK3C3SNVMissense_Mutationc.907N>Tp.Pro303Serp.P303SQ8NEB9protein_codingtolerated(0.14)probably_damaging(0.942)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
PIK3C3SNVMissense_Mutationc.1652N>Ap.Arg551Glnp.R551QQ8NEB9protein_codingtolerated(0.4)benign(0.018)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PIK3C3SNVMissense_Mutationrs376188539c.521N>Ap.Arg174Hisp.R174HQ8NEB9protein_codingdeleterious(0)probably_damaging(0.969)TCGA-BI-A0VS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PIK3C3SNVMissense_Mutationc.1212N>Cp.Lys404Asnp.K404NQ8NEB9protein_codingdeleterious(0)probably_damaging(0.994)TCGA-EA-A1QT-01Cervixcervical & endocervical cancerFemale<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
5289PIK3C3KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitorPKI-587GEDATOLISIB
5289PIK3C3KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitorPWT33597
5289PIK3C3KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitorXL-765VOXTALISIB
5289PIK3C3KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitor252827496
5289PIK3C3KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitor381118852
5289PIK3C3KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitor385612248
5289PIK3C3KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMESF1126
5289PIK3C3KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitorGDC-0980APITOLISIB
5289PIK3C3KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitorPX-866SONOLISIB
5289PIK3C3KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitorGDC-0941PICTILISIB
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