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: PRKG1

Gene summary for PRKG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRKG1

Gene ID

5592

Gene nameprotein kinase cGMP-dependent 1
Gene AliasAAT8
Cytomap10q11.23-q21.1
Gene Typeprotein-coding
GO ID

GO:0001764

UniProtAcc

Q13976


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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
5592PRKG1HTA11_3410_2000001011HumanColorectumAD8.77e-68-1.31e+000.0155
5592PRKG1HTA11_2487_2000001011HumanColorectumSER3.12e-07-6.66e-01-0.1808
5592PRKG1HTA11_2951_2000001011HumanColorectumAD5.54e-15-1.26e+000.0216
5592PRKG1HTA11_1938_2000001011HumanColorectumAD1.41e-18-1.05e+00-0.0811
5592PRKG1HTA11_78_2000001011HumanColorectumAD3.17e-02-5.57e-02-0.1088
5592PRKG1HTA11_3361_2000001011HumanColorectumAD4.62e-19-9.02e-01-0.1207
5592PRKG1HTA11_866_2000001011HumanColorectumAD6.76e-03-2.95e-01-0.1001
5592PRKG1HTA11_5212_2000001011HumanColorectumAD9.85e-05-6.46e-01-0.2061
5592PRKG1HTA11_5216_2000001011HumanColorectumSER2.71e-02-5.34e-01-0.1462
5592PRKG1HTA11_9341_2000001011HumanColorectumSER4.13e-09-1.16e+00-0.00410000000000005
5592PRKG1HTA11_7862_2000001011HumanColorectumAD2.13e-09-7.50e-01-0.0179
5592PRKG1HTA11_866_3004761011HumanColorectumAD4.07e-10-6.42e-010.096
5592PRKG1HTA11_4255_2000001011HumanColorectumSER1.45e-05-9.80e-010.0446
5592PRKG1HTA11_9408_2000001011HumanColorectumAD2.09e-05-9.76e-010.0451
5592PRKG1HTA11_8622_2000001021HumanColorectumSER6.64e-15-1.22e+000.0528
5592PRKG1HTA11_7663_2000001011HumanColorectumSER3.36e-05-6.96e-010.0131
5592PRKG1HTA11_10623_2000001011HumanColorectumAD1.15e-02-4.90e-01-0.0177
5592PRKG1HTA11_10711_2000001011HumanColorectumAD2.66e-29-1.18e+000.0338
5592PRKG1HTA11_7696_3000711011HumanColorectumAD4.41e-49-1.03e+000.0674
5592PRKG1HTA11_6818_2000001011HumanColorectumAD3.72e-07-8.08e-010.0112
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0034109ColorectumADhomotypic cell-cell adhesion40/391890/187234.37e-071.67e-0540
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0042060ColorectumADwound healing128/3918422/187232.73e-067.89e-05128
GO:0050878ColorectumADregulation of body fluid levels108/3918379/187232.54e-043.20e-03108
GO:0070527ColorectumADplatelet aggregation26/391867/187236.20e-046.48e-0326
GO:0090257ColorectumADregulation of muscle system process73/3918252/187231.46e-031.24e-0273
GO:0016358ColorectumADdendrite development69/3918243/187233.32e-032.42e-0269
GO:00341091ColorectumSERhomotypic cell-cell adhesion32/289790/187232.23e-069.31e-0532
GO:00420601ColorectumSERwound healing97/2897422/187232.69e-057.30e-0497
GO:00902571ColorectumSERregulation of muscle system process60/2897252/187233.28e-045.22e-0360
GO:00163581ColorectumSERdendrite development58/2897243/187233.82e-045.81e-0358
GO:00430871ColorectumSERregulation of GTPase activity77/2897348/187235.90e-048.07e-0377
GO:0007162ColorectumSERnegative regulation of cell adhesion68/2897303/187238.02e-041.01e-0268
GO:00508781ColorectumSERregulation of body fluid levels81/2897379/187231.28e-031.43e-0281
GO:0034110ColorectumSERregulation of homotypic cell-cell adhesion12/289733/187232.71e-032.44e-0212
GO:0003012ColorectumSERmuscle system process92/2897452/187232.98e-032.63e-0292
GO:0090075ColorectumSERrelaxation of muscle12/289734/187233.60e-033.03e-0212
GO:0061041ColorectumSERregulation of wound healing33/2897134/187233.78e-033.13e-0233
GO:1903034ColorectumSERregulation of response to wounding39/2897167/187234.73e-033.72e-0239
GO:00705271ColorectumSERplatelet aggregation19/289767/187235.14e-033.93e-0219
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04714ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa047141ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa047142ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa047143ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa047144ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa04022ColorectumMSScGMP-PKG signaling pathway51/1875167/84656.83e-032.73e-021.67e-0251
hsa04713ColorectumMSSCircadian entrainment32/187597/84658.84e-033.25e-021.99e-0232
hsa047145ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa040221ColorectumMSScGMP-PKG signaling pathway51/1875167/84656.83e-032.73e-021.67e-0251
hsa047131ColorectumMSSCircadian entrainment32/187597/84658.84e-033.25e-021.99e-0232
hsa047148ColorectumFAPThermogenesis70/1404232/84651.38e-073.08e-061.87e-0670
hsa040222ColorectumFAPcGMP-PKG signaling pathway42/1404167/84652.84e-031.27e-027.70e-0342
hsa04611ColorectumFAPPlatelet activation32/1404124/84655.67e-032.18e-021.32e-0232
hsa04270ColorectumFAPVascular smooth muscle contraction33/1404134/84651.05e-023.74e-022.28e-0233
hsa04970ColorectumFAPSalivary secretion24/140493/84651.52e-024.99e-023.03e-0224
hsa047149ColorectumFAPThermogenesis70/1404232/84651.38e-073.08e-061.87e-0670
hsa040223ColorectumFAPcGMP-PKG signaling pathway42/1404167/84652.84e-031.27e-027.70e-0342
hsa046111ColorectumFAPPlatelet activation32/1404124/84655.67e-032.18e-021.32e-0232
hsa042701ColorectumFAPVascular smooth muscle contraction33/1404134/84651.05e-023.74e-022.28e-0233
hsa049701ColorectumFAPSalivary secretion24/140493/84651.52e-024.99e-023.03e-0224
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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
PRKG1SNVMissense_Mutationc.731N>Ap.Ile244Asnp.I244NQ13976protein_codingtolerated(0.34)benign(0.031)TCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PRKG1SNVMissense_Mutationrs549568221c.866N>Tp.Pro289Leup.P289LQ13976protein_codingtolerated(0.09)benign(0.04)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PRKG1SNVMissense_Mutationc.1526A>Gp.His509Argp.H509RQ13976protein_codingtolerated(0.26)benign(0.062)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRKG1SNVMissense_Mutationc.213N>Tp.Glu71Aspp.E71DQ13976protein_codingtolerated(0.35)benign(0.029)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PRKG1SNVMissense_Mutationrs138485549c.980N>Ap.Thr327Asnp.T327NQ13976protein_codingtolerated(0.17)benign(0.107)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
PRKG1SNVMissense_Mutationc.494T>Cp.Val165Alap.V165AQ13976protein_codingdeleterious(0)probably_damaging(0.993)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
PRKG1SNVMissense_Mutationc.701T>Cp.Val234Alap.V234AQ13976protein_codingdeleterious(0)probably_damaging(0.99)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
PRKG1SNVMissense_Mutationc.485N>Tp.Lys162Metp.K162MQ13976protein_codingtolerated(0.13)benign(0.033)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
PRKG1SNVMissense_Mutationrs763460888c.40C>Tp.Leu14Phep.L14FQ13976protein_codingtolerated(0.16)benign(0.133)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PRKG1SNVMissense_Mutationnovelc.1871N>Ap.Gly624Glup.G624EQ13976protein_codingdeleterious(0.01)possibly_damaging(0.833)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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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
5592PRKG1ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEGSK-269962AGSK-269962A
5592PRKG1ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEinhibitor249565578IPATASERTIB
5592PRKG1ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEinhibitor178101884GSK-690693
5592PRKG1ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMESOTRASTAURINSOTRASTAURIN
5592PRKG1ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEGW843682XGW843682X
5592PRKG1ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEinhibitor178101945
5592PRKG1ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMELINIFANIBLINIFANIB
5592PRKG1ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMETAE-684TAE-684
5592PRKG1ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMECENISERTIBCENISERTIB
5592PRKG1ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEPHA-767491CHEMBL225519
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