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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: PIK3R2

Gene summary for PIK3R2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PIK3R2

Gene ID

5296

Gene namephosphoinositide-3-kinase regulatory subunit 2
Gene AliasMPPH
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

O00459


Top

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
5296PIK3R2HCC1_MengHumanLiverHCC4.99e-196.51e-020.0246
5296PIK3R2HCC1HumanLiverHCC2.21e-183.73e+000.5336
5296PIK3R2HCC2HumanLiverHCC2.04e-313.90e+000.5341
5296PIK3R2HCC5HumanLiverHCC8.72e-086.80e-010.4932
5296PIK3R2S014HumanLiverHCC6.94e-037.10e-020.2254
5296PIK3R2S015HumanLiverHCC5.89e-081.53e-010.2375
5296PIK3R2S016HumanLiverHCC8.90e-038.63e-020.2243
Page: 1 

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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:003497612LiverHCCresponse to endoplasmic reticulum stress189/7958256/187231.43e-244.06e-22189
GO:190382922LiverHCCpositive regulation of cellular protein localization199/7958276/187231.15e-232.62e-21199
GO:003238621LiverHCCregulation of intracellular transport231/7958337/187231.99e-223.40e-20231
GO:000691322LiverHCCnucleocytoplasmic transport208/7958301/187235.51e-218.12e-19208
GO:005116922LiverHCCnuclear transport208/7958301/187235.51e-218.12e-19208
GO:003315721LiverHCCregulation of intracellular protein transport165/7958229/187238.37e-201.15e-17165
GO:003238821LiverHCCpositive regulation of intracellular transport148/7958202/187235.15e-196.66e-17148
GO:001050621LiverHCCregulation of autophagy210/7958317/187237.59e-188.45e-16210
GO:009031621LiverHCCpositive regulation of intracellular protein transport121/7958160/187231.27e-171.39e-15121
GO:003450421LiverHCCprotein localization to nucleus194/7958290/187232.84e-172.85e-15194
GO:190495122LiverHCCpositive regulation of establishment of protein localization207/7958319/187233.95e-163.29e-14207
GO:005122222LiverHCCpositive regulation of protein transport194/7958303/187232.41e-141.56e-12194
GO:003286821LiverHCCresponse to insulin172/7958264/187237.14e-144.23e-12172
GO:001703811LiverHCCprotein import140/7958206/187231.12e-136.46e-12140
GO:003286921LiverHCCcellular response to insulin stimulus137/7958203/187234.69e-132.44e-11137
GO:004343422LiverHCCresponse to peptide hormone247/7958414/187239.55e-134.77e-11247
GO:004682221LiverHCCregulation of nucleocytoplasmic transport81/7958106/187231.11e-125.52e-1181
GO:007137521LiverHCCcellular response to peptide hormone stimulus179/7958290/187232.54e-119.88e-10179
GO:190018212LiverHCCpositive regulation of protein localization to nucleus67/795887/187235.43e-112.00e-0967
Page: 1 2 3 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520842LiverHCCChemical carcinogenesis - reactive oxygen species167/4020223/84652.85e-171.91e-151.06e-15167
hsa0493242LiverHCCNon-alcoholic fatty liver disease124/4020155/84654.54e-172.54e-151.41e-15124
hsa0502022LiverHCCPrion disease195/4020273/84653.26e-161.56e-148.67e-15195
hsa0541522LiverHCCDiabetic cardiomyopathy151/4020203/84652.72e-151.01e-135.63e-14151
hsa0517142LiverHCCCoronavirus disease - COVID-19167/4020232/84651.50e-144.19e-132.33e-13167
hsa0501022LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0414021LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0521022LiverHCCColorectal cancer65/402086/84658.85e-081.23e-066.87e-0765
hsa0491041LiverHCCInsulin signaling pathway95/4020137/84651.53e-071.97e-061.10e-0695
hsa0493121LiverHCCInsulin resistance77/4020108/84653.89e-074.46e-062.48e-0677
hsa0513542LiverHCCYersinia infection92/4020137/84652.25e-062.19e-051.22e-0592
hsa0516921LiverHCCEpstein-Barr virus infection128/4020202/84653.17e-062.79e-051.55e-05128
hsa0516622LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa0421822LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa0521121LiverHCCRenal cell carcinoma51/402069/84656.76e-065.53e-053.07e-0551
hsa0522021LiverHCCChronic myeloid leukemia55/402076/84658.67e-066.91e-053.84e-0555
hsa0521321LiverHCCEndometrial cancer44/402058/84659.34e-067.11e-053.95e-0544
hsa0513142LiverHCCShigellosis150/4020247/84651.53e-051.04e-045.81e-05150
hsa0521221LiverHCCPancreatic cancer54/402076/84652.50e-051.64e-049.12e-0554
hsa052258LiverHCCHepatocellular carcinoma106/4020168/84652.87e-051.85e-041.03e-04106
Page: 1 2 3 4 5 6 7 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
PIK3R2SNVMissense_Mutationnovelc.930G>Tp.Lys310Asnp.K310NO00459protein_codingtolerated(0.11)probably_damaging(0.991)TCGA-A2-A25C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
PIK3R2SNVMissense_Mutationc.1528N>Tp.Arg510Trpp.R510WO00459protein_codingdeleterious(0)probably_damaging(0.965)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PIK3R2SNVMissense_Mutationc.1211N>Gp.His404Argp.H404RO00459protein_codingdeleterious(0)possibly_damaging(0.556)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PIK3R2SNVMissense_Mutationrs779519249c.55C>Tp.Arg19Trpp.R19WO00459protein_codingdeleterious(0.02)probably_damaging(0.925)TCGA-LL-A9Q3-01Breastbreast invasive carcinomaFemale>=65III/IVImmunotherapyherceptinCR
PIK3R2insertionNonsense_Mutationnovelc.1765_1766insTGGTCCTTTTCAAGCCCTTTGTAAAGTTTGCCCTTTp.Lys589delinsMetValLeuPheLysProPheValLysPheAlaLeuTerp.K589delinsMVLFKPFVKFAL*O00459protein_codingTCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PIK3R2insertionFrame_Shift_Insnovelc.1234_1235insCCCCCCTAAGGp.Gln412ProfsTer69p.Q412Pfs*69O00459protein_codingTCGA-B6-A0I9-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PIK3R2insertionIn_Frame_Insnovelc.1270_1271insAGGTGGAGGTTGp.Pro424delinsGlnValGluValAlap.P424delinsQVEVAO00459protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
PIK3R2SNVMissense_Mutationnovelc.377C>Tp.Pro126Leup.P126LO00459protein_codingtolerated(0.1)benign(0.007)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
PIK3R2SNVMissense_Mutationc.400N>Ap.Ala134Thrp.A134TO00459protein_codingdeleterious(0.03)benign(0.136)TCGA-A6-2682-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5PD
PIK3R2SNVMissense_Mutationc.1592N>Ap.Arg531Hisp.R531HO00459protein_codingdeleterious(0)probably_damaging(0.985)TCGA-AD-6901-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
Page: 1 2 3 4 5 6 7 8 

Top

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
5296PIK3R2CLINICALLY ACTIONABLE, KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, ENZYME, DRUG RESISTANCEinhibitorPF-4691502PF-04691502
5296PIK3R2CLINICALLY ACTIONABLE, KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, ENZYME, DRUG RESISTANCEinhibitorCHEMBL1236962OMIPALISIB
5296PIK3R2CLINICALLY ACTIONABLE, KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, ENZYME, DRUG RESISTANCEcyclophosphamideCYCLOPHOSPHAMIDE
5296PIK3R2CLINICALLY ACTIONABLE, KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, ENZYME, DRUG RESISTANCEinhibitorPKI-587GEDATOLISIB
5296PIK3R2CLINICALLY ACTIONABLE, KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, ENZYME, DRUG RESISTANCEinhibitorCHEMBL3545096BGT-226
5296PIK3R2CLINICALLY ACTIONABLE, KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, ENZYME, DRUG RESISTANCEinhibitorBKM120BUPARLISIB
5296PIK3R2CLINICALLY ACTIONABLE, KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, ENZYME, DRUG RESISTANCEinhibitorCHEMBL3544999SAMOTOLISIB
5296PIK3R2CLINICALLY ACTIONABLE, KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, ENZYME, DRUG RESISTANCEinhibitorCHEMBL586701ZSTK-474
5296PIK3R2CLINICALLY ACTIONABLE, KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, ENZYME, DRUG RESISTANCEinhibitorSF1126
5296PIK3R2CLINICALLY ACTIONABLE, KINASE, PHOSPHATIDYLINOSITOL 3 KINASE, ENZYME, DRUG RESISTANCEinhibitorGSK2126458OMIPALISIB
Page: 1 2 3 4 5 6