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: PRKAA2

Gene summary for PRKAA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRKAA2

Gene ID

5563

Gene nameprotein kinase AMP-activated catalytic subunit alpha 2
Gene AliasAMPK
Cytomap1p32.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

P54646


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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
5563PRKAA2HCC1_MengHumanLiverHCC7.48e-492.98e-020.0246
5563PRKAA2HCC2_MengHumanLiverHCC1.83e-05-1.02e-020.0107
5563PRKAA2cirrhotic2HumanLiverCirrhotic3.60e-032.33e-020.0201
5563PRKAA2HCC1HumanLiverHCC7.53e-115.06e+000.5336
5563PRKAA2HCC2HumanLiverHCC1.25e-224.10e+000.5341
5563PRKAA2S014HumanLiverHCC1.96e-168.25e-010.2254
5563PRKAA2S015HumanLiverHCC6.52e-181.28e+000.2375
5563PRKAA2S016HumanLiverHCC1.07e-251.12e+000.2243
5563PRKAA2S027HumanLiverHCC1.42e-078.30e-010.2446
5563PRKAA2S028HumanLiverHCC7.73e-096.61e-010.2503
5563PRKAA2S029HumanLiverHCC4.36e-138.60e-010.2581
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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
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.

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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:000609112LiverCirrhoticgeneration of precursor metabolites and energy238/4634490/187236.85e-311.07e-27238
GO:004603412LiverCirrhoticATP metabolic process144/4634277/187231.04e-225.02e-20144
GO:000989612LiverCirrhoticpositive regulation of catabolic process215/4634492/187231.13e-203.56e-18215
GO:003133112LiverCirrhoticpositive regulation of cellular catabolic process190/4634427/187231.94e-194.18e-17190
GO:000697912LiverCirrhoticresponse to oxidative stress196/4634446/187232.80e-195.86e-17196
GO:000820211LiverCirrhoticsteroid metabolic process143/4634319/187232.79e-153.18e-13143
GO:000663112LiverCirrhoticfatty acid metabolic process165/4634390/187231.29e-141.26e-12165
GO:006219712LiverCirrhoticcellular response to chemical stress147/4634337/187231.84e-141.72e-12147
GO:001605312LiverCirrhoticorganic acid biosynthetic process139/4634316/187234.28e-143.83e-12139
GO:004639412LiverCirrhoticcarboxylic acid biosynthetic process137/4634314/187231.40e-131.14e-11137
GO:001623611LiverCirrhoticmacroautophagy129/4634291/187231.75e-131.41e-11129
GO:190382912LiverCirrhoticpositive regulation of cellular protein localization123/4634276/187234.06e-133.22e-11123
GO:003459912LiverCirrhoticcellular response to oxidative stress127/4634288/187234.29e-133.32e-11127
GO:19026521LiverCirrhoticsecondary alcohol metabolic process75/4634147/187235.62e-123.91e-1075
GO:000675312LiverCirrhoticnucleoside phosphate metabolic process190/4634497/187231.10e-116.96e-10190
GO:000911712LiverCirrhoticnucleotide metabolic process187/4634489/187231.55e-119.63e-10187
GO:001050611LiverCirrhoticregulation of autophagy132/4634317/187232.17e-111.33e-09132
GO:001003812LiverCirrhoticresponse to metal ion150/4634373/187232.27e-111.37e-09150
GO:00082031LiverCirrhoticcholesterol metabolic process70/4634137/187232.59e-111.55e-0970
GO:00161251LiverCirrhoticsterol metabolic process75/4634152/187234.54e-112.61e-0975
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0493222LiverCirrhoticNon-alcoholic fatty liver disease106/2530155/84652.16e-232.40e-211.48e-21106
hsa0471414LiverCirrhoticThermogenesis121/2530232/84655.70e-131.36e-118.36e-12121
hsa0453022LiverCirrhoticTight junction82/2530169/84652.14e-072.85e-061.76e-0682
hsa041406LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0541822LiverCirrhoticFluid shear stress and atherosclerosis62/2530139/84651.53e-041.06e-036.54e-0462
hsa04936LiverCirrhoticAlcoholic liver disease60/2530142/84651.07e-035.85e-033.61e-0360
hsa0491021LiverCirrhoticInsulin signaling pathway56/2530137/84653.74e-031.50e-029.26e-0356
hsa0415221LiverCirrhoticAMPK signaling pathway49/2530121/84657.90e-032.74e-021.69e-0249
hsa040682LiverCirrhoticFoxO signaling pathway52/2530131/84659.98e-033.32e-022.05e-0252
hsa042118LiverCirrhoticLongevity regulating pathway37/253089/84651.22e-023.89e-022.40e-0237
hsa0492221LiverCirrhoticGlucagon signaling pathway43/2530107/84651.42e-024.35e-022.68e-0243
hsa0493232LiverCirrhoticNon-alcoholic fatty liver disease106/2530155/84652.16e-232.40e-211.48e-21106
hsa0471415LiverCirrhoticThermogenesis121/2530232/84655.70e-131.36e-118.36e-12121
hsa0453032LiverCirrhoticTight junction82/2530169/84652.14e-072.85e-061.76e-0682
hsa0414011LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0541832LiverCirrhoticFluid shear stress and atherosclerosis62/2530139/84651.53e-041.06e-036.54e-0462
hsa049361LiverCirrhoticAlcoholic liver disease60/2530142/84651.07e-035.85e-033.61e-0360
hsa0491031LiverCirrhoticInsulin signaling pathway56/2530137/84653.74e-031.50e-029.26e-0356
hsa0415231LiverCirrhoticAMPK signaling pathway49/2530121/84657.90e-032.74e-021.69e-0249
hsa040683LiverCirrhoticFoxO signaling pathway52/2530131/84659.98e-033.32e-022.05e-0252
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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
PRKAA2PERIBreastHealthyIRS1,BCL2,SMIM14, etc.1.56e-01The 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.
PRKAA2CHOLiverHealthyTMC5,DEPDC1B,MAMLD1, etc.2.61e-01The 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
PRKAA2SNVMissense_Mutationc.859G>Ap.Val287Ilep.V287IP54646protein_codingtolerated(0.74)benign(0.021)TCGA-AN-A0FT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PRKAA2SNVMissense_Mutationnovelc.651G>Tp.Glu217Aspp.E217DP54646protein_codingtolerated(0.17)benign(0.046)TCGA-AR-A24W-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
PRKAA2SNVMissense_Mutationc.476N>Tp.Gly159Valp.G159VP54646protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PRKAA2SNVMissense_Mutationc.629G>Ap.Gly210Aspp.G210DP54646protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRKAA2SNVMissense_Mutationc.192N>Cp.Glu64Aspp.E64DP54646protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A142-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidSD
PRKAA2SNVMissense_Mutationrs781506978c.328N>Tp.Arg110Trpp.R110WP54646protein_codingdeleterious(0)probably_damaging(0.978)TCGA-D8-A142-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidSD
PRKAA2SNVMissense_Mutationc.1591N>Tp.Arg531Cysp.R531CP54646protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.608)TCGA-DG-A2KH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PRKAA2SNVMissense_Mutationc.346N>Ap.Ala116Thrp.A116TP54646protein_codingdeleterious(0)possibly_damaging(0.902)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PRKAA2SNVMissense_Mutationc.1002N>Ap.Met334Ilep.M334IP54646protein_codingtolerated(0.26)benign(0.191)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
PRKAA2SNVMissense_Mutationc.777N>Gp.Ile259Metp.I259MP54646protein_codingtolerated(0.05)possibly_damaging(0.583)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
5563PRKAA2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSPORTER, ENZYMEmetforminMETFORMIN22722338
5563PRKAA2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSPORTER, ENZYMEMETFORMIN HYDROCHLORIDE
5563PRKAA2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSPORTER, ENZYMEMETFORMINMETFORMIN26471090
5563PRKAA2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSPORTER, ENZYMEMETFORMIN HYDROCHLORIDEMETFORMIN HYDROCHLORIDE23490148
5563PRKAA2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSPORTER, ENZYMEHL010183CHEMBL234841123490148
5563PRKAA2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSPORTER, ENZYMEinhibitorHESPERADINHESPERADIN19035792
5563PRKAA2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, TRANSPORTER, ENZYMESAPONARINSAPONARIN26471090
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