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: PIK3CD

Gene summary for PIK3CD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PIK3CD

Gene ID

5293

Gene namephosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit delta
Gene AliasAPDS
Cytomap1p36.22
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

O00329


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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
5293PIK3CDC04HumanOral cavityOSCC5.74e-042.25e-010.2633
5293PIK3CDC21HumanOral cavityOSCC1.88e-173.30e-010.2678
5293PIK3CDC30HumanOral cavityOSCC5.15e-197.26e-010.3055
5293PIK3CDC51HumanOral cavityOSCC2.74e-125.48e-010.2674
5293PIK3CDC06HumanOral cavityOSCC1.55e-034.84e-010.2699
5293PIK3CDEOLP-1HumanOral cavityEOLP4.14e-102.41e-01-0.0202
5293PIK3CDEOLP-2HumanOral cavityEOLP3.50e-029.73e-02-0.0203
5293PIK3CDSYSMH1HumanOral cavityOSCC9.26e-071.23e-010.1127
5293PIK3CDSYSMH3HumanOral cavityOSCC7.39e-193.30e-010.2442
5293PIK3CDSYSMH5HumanOral cavityOSCC4.27e-092.35e-010.0647
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:004211023Oral cavityEOLPT cell activation111/2218487/187234.67e-128.17e-10111
GO:003009926Oral cavityEOLPmyeloid cell differentiation91/2218381/187232.87e-114.15e-0991
GO:000226226Oral cavityEOLPmyeloid cell homeostasis49/2218157/187237.93e-119.51e-0949
GO:004887226Oral cavityEOLPhomeostasis of number of cells68/2218272/187231.20e-098.27e-0868
GO:0001667110Oral cavityEOLPameboidal-type cell migration100/2218475/187235.24e-092.85e-07100
GO:001063119Oral cavityEOLPepithelial cell migration80/2218357/187231.03e-084.97e-0780
GO:009013219Oral cavityEOLPepithelium migration80/2218360/187231.52e-086.97e-0780
GO:009013019Oral cavityEOLPtissue migration80/2218365/187232.89e-081.16e-0680
GO:190313114Oral cavityEOLPmononuclear cell differentiation88/2218426/187231.07e-073.61e-0688
GO:003009812Oral cavityEOLPlymphocyte differentiation76/2218374/187231.50e-063.55e-0576
GO:00027683Oral cavityEOLPimmune response-regulating cell surface receptor signaling pathway66/2218315/187232.44e-065.45e-0566
GO:001063219Oral cavityEOLPregulation of epithelial cell migration62/2218292/187233.09e-066.74e-0562
GO:005090014Oral cavityEOLPleukocyte migration74/2218369/187233.40e-067.35e-0574
GO:000257323Oral cavityEOLPmyeloid leukocyte differentiation48/2218208/187233.71e-067.88e-0548
GO:005085214Oral cavityEOLPT cell receptor signaling pathway33/2218123/187234.19e-068.76e-0533
GO:004354210Oral cavityEOLPendothelial cell migration59/2218279/187236.05e-061.19e-0459
GO:003021712Oral cavityEOLPT cell differentiation55/2218257/187238.55e-061.62e-0455
GO:000181915Oral cavityEOLPpositive regulation of cytokine production87/2218467/187231.08e-051.92e-0487
GO:00024292Oral cavityEOLPimmune response-activating cell surface receptor signaling pathway60/2218291/187231.16e-052.00e-0460
GO:00027572Oral cavityEOLPimmune response-activating signal transduction60/2218291/187231.16e-052.00e-0460
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0493228Oral cavityOSCCNon-alcoholic fatty liver disease124/3704155/84651.22e-201.37e-186.96e-19124
hsa0513230Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa0516928Oral cavityOSCCEpstein-Barr virus infection144/3704202/84651.08e-153.60e-141.83e-14144
hsa0501028Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa0502028Oral cavityOSCCPrion disease181/3704273/84652.05e-145.30e-132.70e-13181
hsa0517130Oral cavityOSCCCoronavirus disease - COVID-19156/3704232/84652.30e-135.14e-122.62e-12156
hsa0421018Oral cavityOSCCApoptosis101/3704136/84653.34e-137.00e-123.56e-12101
hsa0516630Oral cavityOSCCHuman T-cell leukemia virus 1 infection150/3704222/84653.68e-137.26e-123.70e-12150
hsa0520830Oral cavityOSCCChemical carcinogenesis - reactive oxygen species150/3704223/84656.45e-131.20e-116.11e-12150
hsa0421820Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa0516418Oral cavityOSCCInfluenza A116/3704171/84651.23e-101.78e-099.08e-10116
hsa0521210Oral cavityOSCCPancreatic cancer60/370476/84653.32e-104.45e-092.26e-0960
hsa051659Oral cavityOSCCHuman papillomavirus infection200/3704331/84653.83e-104.93e-092.51e-09200
hsa0521018Oral cavityOSCCColorectal cancer66/370486/84653.99e-104.95e-092.52e-0966
hsa046689Oral cavityOSCCTNF signaling pathway82/3704114/84658.30e-109.59e-094.88e-0982
hsa0541529Oral cavityOSCCDiabetic cardiomyopathy131/3704203/84651.33e-091.49e-087.57e-09131
hsa0513520Oral cavityOSCCYersinia infection94/3704137/84652.85e-093.08e-081.57e-0894
hsa0516729Oral cavityOSCCKaposi sarcoma-associated herpesvirus infection125/3704194/84653.67e-093.84e-081.96e-08125
hsa0517027Oral cavityOSCCHuman immunodeficiency virus 1 infection133/3704212/84651.42e-081.40e-077.12e-08133
hsa0451019Oral cavityOSCCFocal adhesion128/3704203/84651.71e-081.63e-078.31e-08128
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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
PIK3CDSNVMissense_Mutationc.20G>Ap.Cys7Tyrp.C7YO00329protein_codingtolerated_low_confidence(0.34)benign(0.197)TCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
PIK3CDSNVMissense_Mutationnovelc.3028N>Ap.Glu1010Lysp.E1010KO00329protein_codingdeleterious(0.04)benign(0.443)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PIK3CDSNVMissense_Mutationc.2780G>Ap.Arg927Hisp.R927HO00329protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A26X-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
PIK3CDSNVMissense_Mutationc.975C>Gp.Ile325Metp.I325MO00329protein_codingdeleterious(0.02)possibly_damaging(0.619)TCGA-D8-A27F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
PIK3CDSNVMissense_Mutationnovelc.1895N>Cp.Phe632Serp.F632SO00329protein_codingdeleterious(0)probably_damaging(1)TCGA-E9-A243-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
PIK3CDinsertionIn_Frame_Insnovelc.1370_1371insCCTp.Gly457_Thr458insLeup.G457_T458insLO00329protein_codingTCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
PIK3CDinsertionFrame_Shift_Insnovelc.1372_1373insGAGGAAAGAGGAAAAAGCGGp.Thr458ArgfsTer96p.T458Rfs*96O00329protein_codingTCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
PIK3CDSNVMissense_Mutationc.2617N>Ap.Glu873Lysp.E873KO00329protein_codingdeleterious(0)probably_damaging(0.976)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
PIK3CDSNVMissense_Mutationrs369126260c.1993N>Ap.Gly665Serp.G665SO00329protein_codingtolerated(0.06)possibly_damaging(0.694)TCGA-VS-A9UD-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
PIK3CDSNVMissense_Mutationc.262C>Tp.Arg88Cysp.R88CO00329protein_codingdeleterious(0.03)probably_damaging(0.969)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=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
5293PIK3CDKINASE, DRUGGABLE GENOME, ENZYME, PHOSPHATIDYLINOSITOL 3 KINASE, CLINICALLY ACTIONABLENVP-BEZ242
5293PIK3CDKINASE, DRUGGABLE GENOME, ENZYME, PHOSPHATIDYLINOSITOL 3 KINASE, CLINICALLY ACTIONABLEinhibitor223366125TASELISIB
5293PIK3CDKINASE, DRUGGABLE GENOME, ENZYME, PHOSPHATIDYLINOSITOL 3 KINASE, CLINICALLY ACTIONABLEinhibitor249565579APITOLISIB
5293PIK3CDKINASE, DRUGGABLE GENOME, ENZYME, PHOSPHATIDYLINOSITOL 3 KINASE, CLINICALLY ACTIONABLEinhibitor249565693
5293PIK3CDKINASE, DRUGGABLE GENOME, ENZYME, PHOSPHATIDYLINOSITOL 3 KINASE, CLINICALLY ACTIONABLEinhibitorPWT33597
5293PIK3CDKINASE, DRUGGABLE GENOME, ENZYME, PHOSPHATIDYLINOSITOL 3 KINASE, CLINICALLY ACTIONABLEinhibitorIDELALISIBIDELALISIB
5293PIK3CDKINASE, DRUGGABLE GENOME, ENZYME, PHOSPHATIDYLINOSITOL 3 KINASE, CLINICALLY ACTIONABLEinhibitor249565922
5293PIK3CDKINASE, DRUGGABLE GENOME, ENZYME, PHOSPHATIDYLINOSITOL 3 KINASE, CLINICALLY ACTIONABLEinhibitor310264749SERABELISIB
5293PIK3CDKINASE, DRUGGABLE GENOME, ENZYME, PHOSPHATIDYLINOSITOL 3 KINASE, CLINICALLY ACTIONABLEinhibitor249565648
5293PIK3CDKINASE, DRUGGABLE GENOME, ENZYME, PHOSPHATIDYLINOSITOL 3 KINASE, CLINICALLY ACTIONABLEinhibitor249565924
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