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: PRKAR1A

Gene summary for PRKAR1A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRKAR1A

Gene ID

5573

Gene nameprotein kinase cAMP-dependent type I regulatory subunit alpha
Gene AliasACRDYS1
Cytomap17q24.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

B2R5T5


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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
5573PRKAR1AAEH-subject1HumanEndometriumAEH1.30e-03-3.07e-01-0.3059
5573PRKAR1AAEH-subject2HumanEndometriumAEH8.65e-06-2.52e-01-0.2525
5573PRKAR1AAEH-subject3HumanEndometriumAEH3.21e-08-3.16e-01-0.2576
5573PRKAR1AAEH-subject4HumanEndometriumAEH4.90e-02-1.80e-01-0.2657
5573PRKAR1AAEH-subject5HumanEndometriumAEH2.46e-06-3.33e-01-0.2953
5573PRKAR1AEEC-subject1HumanEndometriumEEC9.58e-11-3.80e-01-0.2682
5573PRKAR1AEEC-subject2HumanEndometriumEEC3.45e-09-3.26e-01-0.2607
5573PRKAR1AEEC-subject3HumanEndometriumEEC8.01e-24-3.55e-01-0.2525
5573PRKAR1AEEC-subject4HumanEndometriumEEC1.67e-04-2.97e-01-0.2571
5573PRKAR1AEEC-subject5HumanEndometriumEEC3.86e-03-3.02e-01-0.249
5573PRKAR1AGSM5276934HumanEndometriumEEC3.08e-04-2.99e-01-0.0913
5573PRKAR1AGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC4.29e-292.23e-03-0.1869
5573PRKAR1AGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC9.39e-292.37e-02-0.1875
5573PRKAR1AGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.32e-331.42e-02-0.1883
5573PRKAR1AGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.67e-194.60e-02-0.1934
5573PRKAR1AGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC3.44e-451.23e-01-0.1917
5573PRKAR1AGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.84e-381.06e-01-0.1916
5573PRKAR1AGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC1.08e-041.17e-01-0.1269
5573PRKAR1ALZE2DHumanEsophagusHGIN2.84e-026.53e-020.0642
5573PRKAR1ALZE4THumanEsophagusESCC2.42e-085.12e-010.0811
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00605376EndometriumAEHmuscle tissue development83/2100403/187232.57e-081.50e-0683
GO:003103210EndometriumAEHactomyosin structure organization46/2100196/187238.00e-072.91e-0546
GO:00147065EndometriumAEHstriated muscle tissue development75/2100384/187231.06e-063.62e-0575
GO:00330022EndometriumAEHmuscle cell proliferation51/2100248/187231.26e-052.77e-0451
GO:002240714EndometriumAEHregulation of cell-cell adhesion79/2100448/187232.90e-055.40e-0479
GO:004593616EndometriumAEHnegative regulation of phosphate metabolic process77/2100441/187235.13e-058.25e-0477
GO:001056316EndometriumAEHnegative regulation of phosphorus metabolic process77/2100442/187235.54e-058.79e-0477
GO:00426925EndometriumAEHmuscle cell differentiation68/2100384/187238.88e-051.30e-0368
GO:005134816EndometriumAEHnegative regulation of transferase activity51/2100268/187231.06e-041.52e-0351
GO:00421109EndometriumAEHT cell activation81/2100487/187231.78e-042.30e-0381
GO:001063910EndometriumAEHnegative regulation of organelle organization61/2100348/187232.65e-043.09e-0361
GO:000193315EndometriumAEHnegative regulation of protein phosphorylation60/2100342/187232.89e-043.31e-0360
GO:00511465EndometriumAEHstriated muscle cell differentiation51/2100283/187234.20e-044.46e-0351
GO:004232615EndometriumAEHnegative regulation of phosphorylation65/2100385/187234.93e-045.06e-0365
GO:00071599EndometriumAEHleukocyte cell-cell adhesion63/2100371/187235.11e-045.21e-0363
GO:00508639EndometriumAEHregulation of T cell activation57/2100329/187235.58e-045.59e-0357
GO:00719008EndometriumAEHregulation of protein serine/threonine kinase activity61/2100359/187236.11e-045.98e-0361
GO:0048738EndometriumAEHcardiac muscle tissue development43/2100236/187239.06e-048.30e-0343
GO:19030379EndometriumAEHregulation of leukocyte cell-cell adhesion57/2100336/187239.42e-048.57e-0357
GO:00026838EndometriumAEHnegative regulation of immune system process69/2100434/187231.76e-031.41e-0269
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049109EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa0491014EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa049106LiverNAFLDInsulin signaling pathway29/1043137/84652.23e-032.46e-021.99e-0229
hsa0491011LiverNAFLDInsulin signaling pathway29/1043137/84652.23e-032.46e-021.99e-0229
hsa0491021LiverCirrhoticInsulin signaling pathway56/2530137/84653.74e-031.50e-029.26e-0356
hsa0491031LiverCirrhoticInsulin signaling pathway56/2530137/84653.74e-031.50e-029.26e-0356
hsa0491041LiverHCCInsulin signaling pathway95/4020137/84651.53e-071.97e-061.10e-0695
hsa0491051LiverHCCInsulin signaling pathway95/4020137/84651.53e-071.97e-061.10e-0695
hsa049108Oral cavityOSCCInsulin signaling pathway83/3704137/84654.83e-052.00e-041.02e-0483
hsa0491013Oral cavityOSCCInsulin signaling pathway83/3704137/84654.83e-052.00e-041.02e-0483
hsa0491023Oral cavityEOLPInsulin signaling pathway33/1218137/84651.61e-035.60e-033.30e-0333
hsa0491033Oral cavityEOLPInsulin signaling pathway33/1218137/84651.61e-035.60e-033.30e-0333
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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
PRKAR1ASNVMissense_Mutationrs751660273c.1090N>Tp.Asp364Tyrp.D364YP10644protein_codingdeleterious(0)probably_damaging(0.981)TCGA-A8-A08O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelPD
PRKAR1ASNVMissense_Mutationc.230N>Tp.Ser77Leup.S77LP10644protein_codingtolerated(0.13)benign(0.006)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PRKAR1AdeletionFrame_Shift_Delc.15_21delTACCGCCp.Ser5ArgfsTer122p.S5Rfs*122P10644protein_codingTCGA-E9-A1RA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PRKAR1AdeletionFrame_Shift_Delnovelc.386_404delCCAAAGCCATTGAAAAGAAp.Ala129ValfsTer30p.A129Vfs*30P10644protein_codingTCGA-EW-A3U0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycisplatinCR
PRKAR1ASNVMissense_Mutationnovelc.464C>Gp.Ser155Trpp.S155WP10644protein_codingdeleterious(0.02)possibly_damaging(0.78)TCGA-C5-A8ZZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificCisplatinSD
PRKAR1ASNVMissense_Mutationc.758N>Cp.Val253Alap.V253AP10644protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PRKAR1ASNVMissense_Mutationc.317N>Tp.Thr106Metp.T106MP10644protein_codingdeleterious(0.04)benign(0.042)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PRKAR1ASNVMissense_Mutationc.361N>Tp.Asp121Tyrp.D121YP10644protein_codingdeleterious(0)probably_damaging(0.969)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PRKAR1ASNVMissense_Mutationnovelc.974N>Tp.Gly325Valp.G325VP10644protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PRKAR1ASNVMissense_Mutationnovelc.1103N>Ap.Arg368Glnp.R368QP10644protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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
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