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: PRKAB2

Gene summary for PRKAB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRKAB2

Gene ID

5565

Gene nameprotein kinase AMP-activated non-catalytic subunit beta 2
Gene AliasPRKAB2
Cytomap1q21.1
Gene Typeprotein-coding
GO ID

GO:0001659

UniProtAcc

O43741


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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
5565PRKAB2LZE4THumanEsophagusESCC3.84e-104.10e-010.0811
5565PRKAB2LZE24THumanEsophagusESCC2.52e-036.71e-020.0596
5565PRKAB2P2T-EHumanEsophagusESCC6.40e-123.39e-010.1177
5565PRKAB2P4T-EHumanEsophagusESCC4.60e-082.28e-010.1323
5565PRKAB2P5T-EHumanEsophagusESCC2.49e-295.78e-010.1327
5565PRKAB2P8T-EHumanEsophagusESCC1.02e-051.09e-010.0889
5565PRKAB2P9T-EHumanEsophagusESCC1.93e-021.30e-010.1131
5565PRKAB2P10T-EHumanEsophagusESCC2.99e-235.08e-010.116
5565PRKAB2P11T-EHumanEsophagusESCC5.21e-134.39e-010.1426
5565PRKAB2P12T-EHumanEsophagusESCC2.92e-172.46e-010.1122
5565PRKAB2P15T-EHumanEsophagusESCC6.81e-204.18e-010.1149
5565PRKAB2P16T-EHumanEsophagusESCC1.00e-091.23e-010.1153
5565PRKAB2P17T-EHumanEsophagusESCC3.50e-042.75e-010.1278
5565PRKAB2P20T-EHumanEsophagusESCC3.06e-113.08e-010.1124
5565PRKAB2P21T-EHumanEsophagusESCC2.27e-143.51e-010.1617
5565PRKAB2P22T-EHumanEsophagusESCC2.20e-072.33e-010.1236
5565PRKAB2P23T-EHumanEsophagusESCC1.36e-092.91e-010.108
5565PRKAB2P24T-EHumanEsophagusESCC2.63e-164.50e-010.1287
5565PRKAB2P26T-EHumanEsophagusESCC2.66e-173.54e-010.1276
5565PRKAB2P27T-EHumanEsophagusESCC6.56e-102.01e-010.1055
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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: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: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:00066316LiverNAFLDfatty acid metabolic process92/1882390/187233.38e-153.29e-1292
GO:00160535LiverNAFLDorganic acid biosynthetic process77/1882316/187231.03e-136.69e-1177
GO:00463945LiverNAFLDcarboxylic acid biosynthetic process75/1882314/187236.37e-133.39e-1075
GO:00723303LiverNAFLDmonocarboxylic acid biosynthetic process46/1882214/187235.06e-073.07e-0546
GO:00066334LiverNAFLDfatty acid biosynthetic process29/1882163/187231.67e-031.74e-0229
GO:19908452LiverNAFLDadaptive thermogenesis28/1882157/187231.91e-031.93e-0228
GO:00016592LiverNAFLDtemperature homeostasis29/1882174/187234.48e-033.61e-0229
GO:01061063LiverNAFLDcold-induced thermogenesis25/1882144/187234.66e-033.74e-0225
GO:01201613LiverNAFLDregulation of cold-induced thermogenesis25/1882144/187234.66e-033.74e-0225
GO:000663112LiverCirrhoticfatty acid metabolic process165/4634390/187231.29e-141.26e-12165
GO:001605312LiverCirrhoticorganic acid biosynthetic process139/4634316/187234.28e-143.83e-12139
GO:004639412LiverCirrhoticcarboxylic acid biosynthetic process137/4634314/187231.40e-131.14e-11137
GO:007233011LiverCirrhoticmonocarboxylic acid biosynthetic process93/4634214/187231.43e-096.16e-0893
GO:000663311LiverCirrhoticfatty acid biosynthetic process70/4634163/187232.57e-076.41e-0670
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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
PRKAB2SNVMissense_Mutationc.403N>Tp.His135Tyrp.H135YO43741protein_codingtolerated(0.13)benign(0.013)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
PRKAB2SNVMissense_Mutationrs782544337c.106A>Gp.Met36Valp.M36VO43741protein_codingtolerated(0.1)benign(0.02)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRKAB2insertionFrame_Shift_Insnovelc.94_95insGGACAATAGACATCp.Glu32GlyfsTer44p.E32Gfs*44O43741protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PRKAB2SNVMissense_Mutationnovelc.109G>Ap.Val37Metp.V37MO43741protein_codingtolerated(1)benign(0.018)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PRKAB2SNVMissense_Mutationnovelc.93N>Tp.Lys31Asnp.K31NO43741protein_codingtolerated(0.24)benign(0.025)TCGA-AA-3862-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PRKAB2SNVMissense_Mutationnovelc.381C>Ap.Phe127Leup.F127LO43741protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PRKAB2SNVMissense_Mutationc.671N>Ap.Ser224Tyrp.S224YO43741protein_codingdeleterious(0.02)possibly_damaging(0.733)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PRKAB2SNVMissense_Mutationc.754G>Tp.Val252Phep.V252FO43741protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
PRKAB2SNVMissense_Mutationrs587727942c.245G>Ap.Arg82Hisp.R82HO43741protein_codingdeleterious(0)benign(0.223)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PRKAB2SNVMissense_Mutationc.310C>Tp.Pro104Serp.P104SO43741protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
5565PRKAB2KINASE, ENZYMESAPONARINSAPONARIN26471090
5565PRKAB2KINASE, ENZYMEallosteric modulator252827478
5565PRKAB2KINASE, ENZYMEMETFORMINMETFORMIN26471090
5565PRKAB2KINASE, ENZYMEmetforminMETFORMIN22722338
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