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: PKIB

Gene summary for PKIB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PKIB

Gene ID

5570

Gene namecAMP-dependent protein kinase inhibitor beta
Gene AliasPRKACN2
Cytomap6q22.31
Gene Typeprotein-coding
GO ID

GO:0000723

UniProtAcc

Q9C010


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
5570PKIBGSM4909281HumanBreastIDC9.32e-07-2.56e-010.21
5570PKIBGSM4909282HumanBreastIDC3.54e-03-2.17e-01-0.0288
5570PKIBGSM4909285HumanBreastIDC1.05e-04-2.50e-010.21
5570PKIBGSM4909286HumanBreastIDC5.51e-06-2.59e-010.1081
5570PKIBGSM4909290HumanBreastIDC5.58e-115.36e-010.2096
5570PKIBGSM4909291HumanBreastIDC1.92e-03-2.74e-010.1753
5570PKIBGSM4909293HumanBreastIDC2.26e-114.14e-010.1581
5570PKIBGSM4909294HumanBreastIDC4.05e-064.13e-010.2022
5570PKIBGSM4909296HumanBreastIDC1.07e-02-1.66e-010.1524
5570PKIBGSM4909297HumanBreastIDC1.50e-04-5.48e-020.1517
5570PKIBGSM4909298HumanBreastIDC2.64e-08-2.71e-010.1551
5570PKIBGSM4909301HumanBreastIDC9.39e-033.64e-010.1577
5570PKIBGSM4909307HumanBreastIDC1.32e-176.32e-010.1569
5570PKIBGSM4909308HumanBreastIDC1.80e-721.09e+000.158
5570PKIBGSM4909311HumanBreastIDC2.75e-14-2.97e-010.1534
5570PKIBGSM4909312HumanBreastIDC2.37e-11-2.66e-010.1552
5570PKIBGSM4909319HumanBreastIDC8.85e-12-2.70e-010.1563
5570PKIBGSM4909320HumanBreastIDC2.37e-03-2.97e-010.1575
5570PKIBGSM4909321HumanBreastIDC1.02e-051.69e-010.1559
5570PKIBM5HumanBreastIDC5.88e-056.94e-010.1598
Page: 1 2 3 4 5 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
∗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:20002782ColorectumMSSregulation of DNA biosynthetic process37/3467106/187234.48e-058.28e-0437
GO:00019332ColorectumMSSnegative regulation of protein phosphorylation93/3467342/187234.54e-058.35e-0493
GO:20005732ColorectumMSSpositive regulation of DNA biosynthetic process26/346766/187235.97e-051.04e-0326
GO:00322042ColorectumMSSregulation of telomere maintenance29/346780/187231.35e-042.04e-0329
GO:00519731ColorectumMSSpositive regulation of telomerase activity16/346734/187231.36e-042.04e-0316
GO:00330441ColorectumMSSregulation of chromosome organization55/3467187/187231.86e-042.63e-0355
GO:00322062ColorectumMSSpositive regulation of telomere maintenance21/346752/187231.98e-042.78e-0321
GO:00336732ColorectumMSSnegative regulation of kinase activity66/3467237/187232.63e-043.54e-0366
GO:00719002ColorectumMSSregulation of protein serine/threonine kinase activity93/3467359/187232.98e-043.91e-0393
GO:00064692ColorectumMSSnegative regulation of protein kinase activity60/3467212/187233.08e-044.02e-0360
GO:00108332ColorectumMSStelomere maintenance via telomere lengthening28/346781/187234.34e-045.23e-0328
GO:19043582ColorectumMSSpositive regulation of telomere maintenance via telomere lengthening16/346737/187234.51e-045.38e-0316
GO:00322122ColorectumMSSpositive regulation of telomere maintenance via telomerase15/346734/187235.22e-045.99e-0315
GO:00007232ColorectumMSStelomere maintenance40/3467131/187235.86e-046.49e-0340
GO:19043562ColorectumMSSregulation of telomere maintenance via telomere lengthening22/346761/187239.05e-049.21e-0322
GO:00070041ColorectumMSStelomere maintenance via telomerase24/346769/187239.79e-049.84e-0324
GO:00718972ColorectumMSSDNA biosynthetic process50/3467180/187231.45e-031.35e-0250
GO:00062781ColorectumMSSRNA-dependent DNA biosynthetic process24/346775/187233.51e-032.61e-0224
GO:0032210ColorectumMSSregulation of telomere maintenance via telomerase18/346753/187235.38e-033.66e-0218
GO:00510524ColorectumFAPregulation of DNA metabolic process84/2622359/187239.80e-074.38e-0584
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

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
PKIBSNVMissense_Mutationnovelc.31G>Tp.Asp11Tyrp.D11YQ9C010protein_codingdeleterious_low_confidence(0)possibly_damaging(0.87)TCGA-OL-A6VO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
PKIBSNVMissense_Mutationc.105N>Gp.Asn35Lysp.N35KQ9C010protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PKIBSNVMissense_Mutationrs752581156c.98N>Ap.Arg33Hisp.R33HQ9C010protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-3808-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PKIBSNVMissense_Mutationc.62N>Ap.Gly21Glup.G21EQ9C010protein_codingtolerated(0.08)possibly_damaging(0.522)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
PKIBdeletionFrame_Shift_Delnovelc.64delGp.Val22SerfsTer40p.V22Sfs*40Q9C010protein_codingTCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PKIBSNVMissense_Mutationnovelc.101N>Ap.Arg34Glnp.R34QQ9C010protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PKIBSNVMissense_Mutationnovelc.210N>Cp.Glu70Aspp.E70DQ9C010protein_codingdeleterious(0.02)possibly_damaging(0.755)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PKIBSNVMissense_Mutationnovelc.116N>Gp.Asp39Glyp.D39GQ9C010protein_codingdeleterious(0)probably_damaging(1)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PKIBSNVMissense_Mutationc.199N>Cp.Glu67Glnp.E67QQ9C010protein_codingtolerated(0.51)benign(0.005)TCGA-33-6737-01Lunglung squamous cell carcinomaMale>=65III/IVChemotherapygemcitabinePD
PKIBSNVMissense_Mutationnovelc.45N>Tp.Met15Ilep.M15IQ9C010protein_codingdeleterious(0)probably_damaging(0.98)TCGA-NC-A5HI-01Lunglung squamous cell carcinomaFemale>=65I/IIChemotherapycisplatinCR
Page: 1 

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
Page: 1