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: PRKAB1

Gene summary for PRKAB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRKAB1

Gene ID

5564

Gene nameprotein kinase AMP-activated non-catalytic subunit beta 1
Gene AliasAMPK
Cytomap12q24.23
Gene Typeprotein-coding
GO ID

GO:0001659

UniProtAcc

A0A024RBN1


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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
5564PRKAB1LZE4THumanEsophagusESCC6.23e-031.38e-010.0811
5564PRKAB1LZE7THumanEsophagusESCC2.72e-052.36e-010.0667
5564PRKAB1LZE22THumanEsophagusESCC1.24e-033.24e-010.068
5564PRKAB1LZE24THumanEsophagusESCC2.59e-195.23e-010.0596
5564PRKAB1P1T-EHumanEsophagusESCC4.77e-065.05e-010.0875
5564PRKAB1P2T-EHumanEsophagusESCC5.39e-234.17e-010.1177
5564PRKAB1P4T-EHumanEsophagusESCC1.89e-103.33e-010.1323
5564PRKAB1P5T-EHumanEsophagusESCC4.01e-136.84e-020.1327
5564PRKAB1P8T-EHumanEsophagusESCC8.85e-334.97e-010.0889
5564PRKAB1P10T-EHumanEsophagusESCC4.07e-213.75e-010.116
5564PRKAB1P11T-EHumanEsophagusESCC4.23e-053.76e-010.1426
5564PRKAB1P12T-EHumanEsophagusESCC3.65e-203.17e-010.1122
5564PRKAB1P15T-EHumanEsophagusESCC4.72e-143.21e-010.1149
5564PRKAB1P16T-EHumanEsophagusESCC2.84e-142.04e-010.1153
5564PRKAB1P20T-EHumanEsophagusESCC5.53e-144.43e-010.1124
5564PRKAB1P21T-EHumanEsophagusESCC6.23e-172.34e-010.1617
5564PRKAB1P22T-EHumanEsophagusESCC7.32e-081.09e-010.1236
5564PRKAB1P23T-EHumanEsophagusESCC1.01e-237.27e-010.108
5564PRKAB1P24T-EHumanEsophagusESCC1.02e-101.24e-010.1287
5564PRKAB1P26T-EHumanEsophagusESCC8.87e-243.57e-010.1276
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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
∗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:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
GO:00463948EsophagusESCCcarboxylic acid biosynthetic process175/8552314/187231.98e-041.26e-03175
GO:00160538EsophagusESCCorganic acid biosynthetic process175/8552316/187233.04e-041.82e-03175
GO:00487367EsophagusESCCappendage development98/8552172/187231.83e-038.37e-0398
GO:00601737EsophagusESCClimb development98/8552172/187231.83e-038.37e-0398
GO:01201624EsophagusESCCpositive regulation of cold-induced thermogenesis57/855297/187236.43e-032.35e-0257
GO:01061066EsophagusESCCcold-induced thermogenesis80/8552144/187231.07e-023.65e-0280
GO:01201616EsophagusESCCregulation of cold-induced thermogenesis80/8552144/187231.07e-023.65e-0280
GO:001605321LiverHCCorganic acid biosynthetic process200/7958316/187235.24e-143.22e-12200
GO:000663122LiverHCCfatty acid metabolic process238/7958390/187238.24e-144.84e-12238
GO:004639421LiverHCCcarboxylic acid biosynthetic process198/7958314/187231.19e-136.78e-12198
GO:007233021LiverHCCmonocarboxylic acid biosynthetic process129/7958214/187231.08e-072.09e-06129
GO:000663321LiverHCCfatty acid biosynthetic process96/7958163/187231.71e-051.85e-0496
GO:010610611LiverHCCcold-induced thermogenesis76/7958144/187238.07e-033.18e-0276
GO:012016111LiverHCCregulation of cold-induced thermogenesis76/7958144/187238.07e-033.18e-0276
GO:199084511LiverHCCadaptive thermogenesis81/7958157/187231.32e-024.72e-0281
GO:00160537Oral cavityOSCCorganic acid biosynthetic process155/7305316/187231.64e-041.13e-03155
GO:00463947Oral cavityOSCCcarboxylic acid biosynthetic process154/7305314/187231.73e-041.19e-03154
GO:00066317Oral cavityOSCCfatty acid metabolic process186/7305390/187232.65e-041.69e-03186
GO:01061065Oral cavityOSCCcold-induced thermogenesis71/7305144/187237.51e-032.75e-0271
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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
hsa04714211EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
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
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
hsa0492214EsophagusESCCGlucagon signaling pathway64/4205107/84652.18e-024.80e-022.46e-0264
hsa0493238EsophagusESCCNon-alcoholic fatty liver disease122/4205155/84655.69e-141.59e-128.14e-13122
hsa04714310EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0406814EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0415213EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa0491014EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa04530310EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa0493113EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
hsa0421115EsophagusESCCLongevity regulating pathway58/420589/84652.19e-036.16e-033.16e-0358
hsa0471012EsophagusESCCCircadian rhythm24/420534/84651.09e-022.51e-021.29e-0224
hsa0492215EsophagusESCCGlucagon signaling pathway64/4205107/84652.18e-024.80e-022.46e-0264
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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
PRKAB1SNVMissense_Mutationrs375579154c.262N>Ap.Gly88Argp.G88RQ9Y478protein_codingdeleterious(0)probably_damaging(0.915)TCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRKAB1SNVMissense_Mutationrs756977389c.601N>Tp.Arg201Trpp.R201WQ9Y478protein_codingdeleterious(0)possibly_damaging(0.67)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRKAB1insertionFrame_Shift_Insnovelc.260dupGp.Gly88ArgfsTer15p.G88Rfs*15Q9Y478protein_codingTCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
PRKAB1insertionIn_Frame_Insnovelc.240_241insACCACACTGGAGGTTATCATTTATCCTAATGAGGGTTCAp.Thr80_Val81insThrThrLeuGluValIleIleTyrProAsnGluGlySerp.T80_V81insTTLEVIIYPNEGSQ9Y478protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
PRKAB1SNVMissense_Mutationrs745730456c.259G>Tp.Gly87Cysp.G87CQ9Y478protein_codingdeleterious(0)possibly_damaging(0.853)TCGA-VS-A9UP-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PRKAB1SNVMissense_Mutationnovelc.214N>Gp.Lys72Glup.K72EQ9Y478protein_codingtolerated(0.18)benign(0.086)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
PRKAB1SNVMissense_Mutationrs568377821c.722N>Tp.Ala241Valp.A241VQ9Y478protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PRKAB1SNVMissense_Mutationc.260N>Ap.Gly87Aspp.G87DQ9Y478protein_codingdeleterious(0.05)benign(0.053)TCGA-DM-A1HA-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
PRKAB1SNVMissense_Mutationrs772422545c.121N>Tp.Pro41Serp.P41SQ9Y478protein_codingtolerated(0.81)benign(0.001)TCGA-DM-A28M-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PRKAB1SNVMissense_Mutationc.677N>Ap.Ala226Aspp.A226DQ9Y478protein_codingdeleterious(0.03)possibly_damaging(0.67)TCGA-WS-AB45-01Colorectumcolon 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
5564PRKAB1ENZYME, KINASE, DRUGGABLE GENOMEANTIOXIDANT14502105
5564PRKAB1ENZYME, KINASE, DRUGGABLE GENOMEMETFORMINMETFORMIN26471090
5564PRKAB1ENZYME, KINASE, DRUGGABLE GENOMEactivator252827478
5564PRKAB1ENZYME, KINASE, DRUGGABLE GENOMEPROGESTERONEPROGESTERONE16020477
5564PRKAB1ENZYME, KINASE, DRUGGABLE GENOMEMETFORMINMETFORMIN
5564PRKAB1ENZYME, KINASE, DRUGGABLE GENOMEPROPYLTHIOURACILPROPYLTHIOURACIL12433937
5564PRKAB1ENZYME, KINASE, DRUGGABLE GENOMESAPONARINSAPONARIN26471090
5564PRKAB1ENZYME, KINASE, DRUGGABLE GENOMEmetforminMETFORMIN22722338
5564PRKAB1ENZYME, KINASE, DRUGGABLE GENOMEMETFORMIN HYDROCHLORIDE
5564PRKAB1ENZYME, KINASE, DRUGGABLE GENOMEWORTMANNINWORTMANNIN15928020
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