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: PIK3C2A

Gene summary for PIK3C2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PIK3C2A

Gene ID

5286

Gene namephosphatidylinositol-4-phosphate 3-kinase catalytic subunit type 2 alpha
Gene AliasCPK
Cytomap11p15.1
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

L7RRS0


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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
5286PIK3C2ACA_HPV_1HumanCervixCC6.53e-06-1.53e-010.0264
5286PIK3C2ACCI_2HumanCervixCC3.70e-036.92e-010.5249
5286PIK3C2AAEH-subject1HumanEndometriumAEH8.73e-133.69e-01-0.3059
5286PIK3C2AAEH-subject2HumanEndometriumAEH8.04e-031.58e-01-0.2525
5286PIK3C2AAEH-subject3HumanEndometriumAEH9.80e-082.33e-01-0.2576
5286PIK3C2AAEH-subject4HumanEndometriumAEH9.11e-032.02e-01-0.2657
5286PIK3C2AAEH-subject5HumanEndometriumAEH5.05e-225.73e-01-0.2953
5286PIK3C2AEEC-subject1HumanEndometriumEEC1.00e-154.39e-01-0.2682
5286PIK3C2AEEC-subject2HumanEndometriumEEC5.76e-103.39e-01-0.2607
5286PIK3C2AEEC-subject3HumanEndometriumEEC4.94e-071.53e-01-0.2525
5286PIK3C2AEEC-subject5HumanEndometriumEEC6.55e-082.93e-01-0.249
5286PIK3C2AGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.26e-122.46e-02-0.1869
5286PIK3C2AGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC8.76e-155.56e-02-0.1875
5286PIK3C2AGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.45e-142.47e-03-0.1883
5286PIK3C2AGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.15e-102.01e-02-0.1934
5286PIK3C2AGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC4.91e-201.04e-01-0.1917
5286PIK3C2AGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.06e-188.07e-02-0.1916
5286PIK3C2AGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC1.37e-021.06e-01-0.1269
5286PIK3C2ALZE4THumanEsophagusESCC1.28e-092.63e-010.0811
5286PIK3C2ALZE5THumanEsophagusESCC9.78e-064.73e-010.0514
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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:0010506110ThyroidPTCregulation of autophagy172/5968317/187238.76e-177.57e-15172
GO:1901653111ThyroidPTCcellular response to peptide169/5968359/187239.81e-102.89e-08169
GO:0043434113ThyroidPTCresponse to peptide hormone188/5968414/187234.13e-091.09e-07188
GO:001050810ThyroidPTCpositive regulation of autophagy70/5968124/187231.30e-083.08e-0770
GO:0071375110ThyroidPTCcellular response to peptide hormone stimulus136/5968290/187235.49e-081.17e-06136
GO:0032869111ThyroidPTCcellular response to insulin stimulus100/5968203/187231.70e-073.19e-06100
GO:0032868111ThyroidPTCresponse to insulin124/5968264/187231.87e-073.47e-06124
GO:003812720ThyroidPTCERBB signaling pathway66/5968121/187231.97e-073.54e-0666
GO:000717320ThyroidPTCepidermal growth factor receptor signaling pathway59/5968108/187238.00e-071.23e-0559
GO:0001667112ThyroidPTCameboidal-type cell migration198/5968475/187233.36e-064.34e-05198
GO:0010634111ThyroidPTCpositive regulation of epithelial cell migration85/5968176/187233.83e-064.80e-0585
GO:00480089ThyroidPTCplatelet-derived growth factor receptor signaling pathway34/596856/187238.20e-069.42e-0534
GO:000828617ThyroidPTCinsulin receptor signaling pathway58/5968116/187233.59e-053.36e-0458
GO:0010631111ThyroidPTCepithelial cell migration149/5968357/187234.83e-054.33e-04149
GO:0090132111ThyroidPTCepithelium migration149/5968360/187237.89e-056.74e-04149
GO:0090130111ThyroidPTCtissue migration150/5968365/187231.13e-049.01e-04150
GO:0010632111ThyroidPTCregulation of epithelial cell migration123/5968292/187231.33e-041.05e-03123
GO:001059516ThyroidPTCpositive regulation of endothelial cell migration61/5968133/187234.95e-043.25e-0361
GO:004354219ThyroidPTCendothelial cell migration112/5968279/187232.03e-031.09e-02112
GO:004826815ThyroidPTCclathrin coat assembly12/596818/187232.55e-031.31e-0212
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513220CervixCCSalmonella infection74/1267249/84651.33e-092.54e-081.50e-0874
hsa05132110CervixCCSalmonella infection74/1267249/84651.33e-092.54e-081.50e-0874
hsa0513226EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa05132112EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa0513227EndometriumEECSalmonella infection71/1237249/84657.11e-091.30e-079.69e-0871
hsa0513236EndometriumEECSalmonella infection71/1237249/84657.11e-091.30e-079.69e-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
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513216LungIACSalmonella infection52/1053249/84659.46e-051.28e-038.50e-0452
hsa0513217LungIACSalmonella infection52/1053249/84659.46e-051.28e-038.50e-0452
hsa0513223LungAISSalmonella infection50/961249/84653.47e-055.62e-043.59e-0450
hsa0513233LungAISSalmonella infection50/961249/84653.47e-055.62e-043.59e-0450
hsa0513228ProstateBPHSalmonella infection99/1718249/84657.26e-131.50e-119.27e-1299
hsa05132113ProstateBPHSalmonella infection99/1718249/84657.26e-131.50e-119.27e-1299
hsa0513229ProstateTumorSalmonella infection98/1791249/84652.55e-115.28e-103.27e-1098
hsa0513237ProstateTumorSalmonella infection98/1791249/84652.55e-115.28e-103.27e-1098
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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
PIK3C2ASNVMissense_Mutationc.185N>Cp.Arg62Thrp.R62TO00443protein_codingtolerated_low_confidence(0.56)benign(0.01)TCGA-AR-A1AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PIK3C2ASNVMissense_Mutationnovelc.4297N>Tp.His1433Tyrp.H1433YO00443protein_codingdeleterious(0)possibly_damaging(0.589)TCGA-AR-A24U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PIK3C2ASNVMissense_Mutationc.742A>Tp.Ile248Leup.I248LO00443protein_codingtolerated_low_confidence(0.5)benign(0.003)TCGA-BH-A1FD-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PIK3C2ASNVMissense_Mutationc.4022G>Ap.Gly1341Glup.G1341EO00443protein_codingdeleterious(0)possibly_damaging(0.885)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PIK3C2ASNVMissense_Mutationrs374593257c.642N>Gp.Ile214Metp.I214MO00443protein_codingtolerated_low_confidence(0.31)benign(0.021)TCGA-GM-A3XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
PIK3C2AinsertionFrame_Shift_Insnovelc.256_257insAp.Arg86LysfsTer6p.R86Kfs*6O00443protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PIK3C2AdeletionFrame_Shift_Delc.4970delNp.Phe1657SerfsTer5p.F1657Sfs*5O00443protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PIK3C2AinsertionIn_Frame_Insnovelc.1373_1374insCACAGGAATACATAGTTGCCTATGGCAAAGp.Val458_His459insThrGlyIleHisSerCysLeuTrpGlnArgp.V458_H459insTGIHSCLWQRO00443protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
PIK3C2AdeletionFrame_Shift_Delnovelc.2064delNp.Phe688LeufsTer22p.F688Lfs*22O00443protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PIK3C2AdeletionFrame_Shift_Delnovelc.1423delTp.Cys475ValfsTer34p.C475Vfs*34O00443protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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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
5286PIK3C2AENZYME, DRUGGABLE GENOME, PHOSPHATIDYLINOSITOL 3 KINASE, KINASE, TRANSPORTERinhibitorXL147PILARALISIB
5286PIK3C2AENZYME, DRUGGABLE GENOME, PHOSPHATIDYLINOSITOL 3 KINASE, KINASE, TRANSPORTERinhibitorBAY80-6946COPANLISIB
5286PIK3C2AENZYME, DRUGGABLE GENOME, PHOSPHATIDYLINOSITOL 3 KINASE, KINASE, TRANSPORTERinhibitorBYL719ALPELISIB
5286PIK3C2AENZYME, DRUGGABLE GENOME, PHOSPHATIDYLINOSITOL 3 KINASE, KINASE, TRANSPORTERinhibitorPI-103PI-103
5286PIK3C2AENZYME, DRUGGABLE GENOME, PHOSPHATIDYLINOSITOL 3 KINASE, KINASE, TRANSPORTERinhibitorPF-4691502PF-04691502
5286PIK3C2AENZYME, DRUGGABLE GENOME, PHOSPHATIDYLINOSITOL 3 KINASE, KINASE, TRANSPORTERinhibitorBKM120BUPARLISIB
5286PIK3C2AENZYME, DRUGGABLE GENOME, PHOSPHATIDYLINOSITOL 3 KINASE, KINASE, TRANSPORTERinhibitorGSK2636771GSK-2636771
5286PIK3C2AENZYME, DRUGGABLE GENOME, PHOSPHATIDYLINOSITOL 3 KINASE, KINASE, TRANSPORTERinhibitorPX-866SONOLISIB
5286PIK3C2AENZYME, DRUGGABLE GENOME, PHOSPHATIDYLINOSITOL 3 KINASE, KINASE, TRANSPORTERinhibitorBGJ398INFIGRATINIB
5286PIK3C2AENZYME, DRUGGABLE GENOME, PHOSPHATIDYLINOSITOL 3 KINASE, KINASE, TRANSPORTERinhibitorPKI-587GEDATOLISIB
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