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: PRKAA1

Gene summary for PRKAA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRKAA1

Gene ID

5562

Gene nameprotein kinase AMP-activated catalytic subunit alpha 1
Gene AliasAMPK
Cytomap5p13.1
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q13131


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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
5562PRKAA1LZE2THumanEsophagusESCC4.24e-022.82e-010.082
5562PRKAA1LZE4THumanEsophagusESCC1.34e-112.82e-010.0811
5562PRKAA1LZE5THumanEsophagusESCC3.85e-127.60e-010.0514
5562PRKAA1LZE7THumanEsophagusESCC6.40e-083.73e-010.0667
5562PRKAA1LZE8THumanEsophagusESCC1.74e-122.63e-010.067
5562PRKAA1LZE20THumanEsophagusESCC1.12e-115.24e-010.0662
5562PRKAA1LZE24THumanEsophagusESCC1.04e-091.84e-010.0596
5562PRKAA1LZE6THumanEsophagusESCC2.09e-072.91e-010.0845
5562PRKAA1P1T-EHumanEsophagusESCC3.85e-021.80e-010.0875
5562PRKAA1P2T-EHumanEsophagusESCC5.41e-141.76e-010.1177
5562PRKAA1P4T-EHumanEsophagusESCC7.55e-162.30e-010.1323
5562PRKAA1P5T-EHumanEsophagusESCC8.58e-141.16e-010.1327
5562PRKAA1P8T-EHumanEsophagusESCC2.66e-367.55e-010.0889
5562PRKAA1P9T-EHumanEsophagusESCC2.09e-162.85e-010.1131
5562PRKAA1P10T-EHumanEsophagusESCC1.05e-263.94e-010.116
5562PRKAA1P11T-EHumanEsophagusESCC2.41e-051.89e-010.1426
5562PRKAA1P12T-EHumanEsophagusESCC2.21e-172.39e-010.1122
5562PRKAA1P15T-EHumanEsophagusESCC2.75e-111.98e-010.1149
5562PRKAA1P16T-EHumanEsophagusESCC1.46e-121.64e-010.1153
5562PRKAA1P17T-EHumanEsophagusESCC4.36e-104.52e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:0006839110EsophagusESCCmitochondrial transport187/8552254/187238.35e-209.81e-18187
GO:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:0033157110EsophagusESCCregulation of intracellular protein transport169/8552229/187233.31e-183.23e-16169
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:0032388110EsophagusESCCpositive regulation of intracellular transport152/8552202/187237.89e-187.36e-16152
GO:1904951111EsophagusESCCpositive regulation of establishment of protein localization216/8552319/187231.01e-156.86e-14216
GO:0072655110EsophagusESCCestablishment of protein localization to mitochondrion97/8552120/187232.17e-151.33e-1397
GO:009031617EsophagusESCCpositive regulation of intracellular protein transport122/8552160/187232.45e-151.49e-13122
GO:0070585110EsophagusESCCprotein localization to mitochondrion100/8552125/187232.96e-151.77e-13100
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04932210EsophagusESCCNon-alcoholic fatty liver disease122/4205155/84655.69e-141.59e-128.14e-13122
hsa05418211EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa04714211EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa040689EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0415210EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa049109EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa04530211EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa049318EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
hsa0421114EsophagusESCCLongevity regulating pathway58/420589/84652.19e-036.16e-033.16e-0358
hsa047105EsophagusESCCCircadian rhythm24/420534/84651.09e-022.51e-021.29e-0224
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0492214EsophagusESCCGlucagon signaling pathway64/4205107/84652.18e-024.80e-022.46e-0264
hsa0493238EsophagusESCCNon-alcoholic fatty liver disease122/4205155/84655.69e-141.59e-128.14e-13122
hsa05418310EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa04714310EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0406814EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0415213EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
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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
PRKAA1pDCLungAAHPTGDS,KANSL1,FBRS, etc.1.30e-02The 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.
PRKAA1GDTThyroidHTFAM111A-DT,TRGC1,SPIN4, etc.6.52e-02The 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
PRKAA1SNVMissense_Mutationnovelc.768N>Gp.Ile256Metp.I256MQ13131protein_codingtolerated(0.15)possibly_damaging(0.822)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
PRKAA1SNVMissense_Mutationnovelc.104N>Gp.Val35Glyp.V35GQ13131protein_codingdeleterious(0)possibly_damaging(0.474)TCGA-A2-A0CS-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
PRKAA1SNVMissense_Mutationc.398N>Gp.Ser133Cysp.S133CQ13131protein_codingdeleterious_low_confidence(0.05)benign(0.344)TCGA-B6-A0WZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PRKAA1SNVMissense_Mutationc.856N>Cp.Lys286Glnp.K286QQ13131protein_codingtolerated(0.21)benign(0.29)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PRKAA1SNVMissense_Mutationrs200927672c.217C>Tp.Arg73Cysp.R73CQ13131protein_codingdeleterious(0)possibly_damaging(0.899)TCGA-C8-A12X-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PRKAA1SNVMissense_Mutationnovelc.344A>Gp.Tyr115Cysp.Y115CQ13131protein_codingdeleterious(0.01)possibly_damaging(0.878)TCGA-LL-A6FR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PRKAA1SNVMissense_Mutationrs369722345c.1547N>Cp.Arg516Prop.R516PQ13131protein_codingtolerated(0.32)benign(0.269)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PRKAA1insertionFrame_Shift_Insnovelc.193_194insCCCAGGTTATGTGGTATGCAAAAGCCCCTTTGTGGGAGAGCTGp.Ser65ThrfsTer17p.S65Tfs*17Q13131protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PRKAA1insertionIn_Frame_Insnovelc.1085_1086insGCCp.Glu362_Ala363insProp.E362_A363insPQ13131protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PRKAA1insertionIn_Frame_Insnovelc.1084_1085insGAAAGTTTGTGGTTCACTTATATTATCp.Glu362delinsGlyLysPheValValHisLeuTyrTyrGlnp.E362delinsGKFVVHLYYQQ13131protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
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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
5562PRKAA1KINASE, DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, TRANSPORTER, SERINE THREONINE KINASEDEOXYCOFORMYCINPENTOSTATIN11969266
5562PRKAA1KINASE, DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, TRANSPORTER, SERINE THREONINE KINASETHYROXINETHYROXINE12433937
5562PRKAA1KINASE, DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, TRANSPORTER, SERINE THREONINE KINASEENTRECTINIBENTRECTINIB
5562PRKAA1KINASE, DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, TRANSPORTER, SERINE THREONINE KINASECHEMOPREVENTIVE AGENT16041863
5562PRKAA1KINASE, DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, TRANSPORTER, SERINE THREONINE KINASEPHENFORMINPHENFORMIN
5562PRKAA1KINASE, DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, TRANSPORTER, SERINE THREONINE KINASEJNJ-7706621JNJ-7706621
5562PRKAA1KINASE, DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, TRANSPORTER, SERINE THREONINE KINASESTREPTOZOTOCINSTREPTOZOCIN15616011
5562PRKAA1KINASE, DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, TRANSPORTER, SERINE THREONINE KINASECENISERTIBCENISERTIB
5562PRKAA1KINASE, DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, TRANSPORTER, SERINE THREONINE KINASELY-2090314LY-2090314
5562PRKAA1KINASE, DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, TRANSPORTER, SERINE THREONINE KINASEPD-0166285PD-0166285
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