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: DAPK1

Gene summary for DAPK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DAPK1

Gene ID

1612

Gene namedeath associated protein kinase 1
Gene AliasDAPK
Cytomap9q21.33
Gene Typeprotein-coding
GO ID

GO:0002347

UniProtAcc

P53355


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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
1612DAPK1NAFLD1HumanLiverNAFLD6.57e-034.71e-01-0.04
1612DAPK1S43HumanLiverCirrhotic1.99e-06-1.15e-01-0.0187
1612DAPK1HCC1_MengHumanLiverHCC6.13e-26-2.26e-010.0246
1612DAPK1HCC2_MengHumanLiverHCC1.14e-22-9.69e-020.0107
1612DAPK1cirrhotic1HumanLiverCirrhotic3.88e-03-1.30e-010.0202
1612DAPK1cirrhotic2HumanLiverCirrhotic8.24e-06-1.07e-010.0201
1612DAPK1Pt13.aHumanLiverHCC1.11e-02-2.14e-010.021
1612DAPK1Pt13.bHumanLiverHCC6.18e-04-2.78e-010.0251
1612DAPK1S016HumanLiverHCC1.12e-03-2.79e-010.2243
1612DAPK1S027HumanLiverHCC2.17e-037.50e-010.2446
1612DAPK1S028HumanLiverHCC2.85e-024.54e-010.2503
1612DAPK1S029HumanLiverHCC2.86e-045.90e-010.2581
1612DAPK1RNA-P17T-P17T-2HumanLungIAC1.60e-02-1.12e-010.3371
1612DAPK1RNA-P17T-P17T-4HumanLungIAC1.69e-058.07e-020.343
1612DAPK1RNA-P17T-P17T-6HumanLungIAC6.60e-071.97e-010.3385
1612DAPK1RNA-P17T-P17T-8HumanLungIAC2.29e-052.00e-030.3329
1612DAPK1RNA-P25T1-P25T1-1HumanLungAIS9.06e-083.90e-01-0.2116
1612DAPK1RNA-P25T1-P25T1-3HumanLungAIS5.49e-045.11e-01-0.2107
1612DAPK1RNA-P25T1-P25T1-4HumanLungAIS3.96e-075.00e-01-0.2119
1612DAPK1RNA-P6T1-P6T1-4HumanLungMIAC3.76e-041.02e+00-0.0263
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:00098967LiverNAFLDpositive regulation of catabolic process108/1882492/187232.68e-153.14e-12108
GO:00313317LiverNAFLDpositive regulation of cellular catabolic process92/1882427/187231.01e-124.91e-1092
GO:00064177LiverNAFLDregulation of translation85/1882468/187234.58e-084.54e-0685
GO:00069797LiverNAFLDresponse to oxidative stress78/1882446/187237.85e-074.29e-0578
GO:00458627LiverNAFLDpositive regulation of proteolysis65/1882372/187236.58e-062.29e-0465
GO:00105065LiverNAFLDregulation of autophagy57/1882317/187231.00e-053.18e-0457
GO:00525477LiverNAFLDregulation of peptidase activity72/1882461/187231.03e-042.03e-0372
GO:00171483LiverNAFLDnegative regulation of translation43/1882245/187232.05e-043.56e-0343
GO:00525487LiverNAFLDregulation of endopeptidase activity67/1882432/187232.17e-043.70e-0367
GO:00105083LiverNAFLDpositive regulation of autophagy26/1882124/187232.20e-043.74e-0326
GO:00342493LiverNAFLDnegative regulation of cellular amide metabolic process46/1882273/187233.27e-045.04e-0346
GO:00621977LiverNAFLDcellular response to chemical stress54/1882337/187233.83e-045.73e-0354
GO:00345997LiverNAFLDcellular response to oxidative stress46/1882288/187231.07e-031.25e-0246
GO:000989612LiverCirrhoticpositive regulation of catabolic process215/4634492/187231.13e-203.56e-18215
GO:003133112LiverCirrhoticpositive regulation of cellular catabolic process190/4634427/187231.94e-194.18e-17190
GO:000697912LiverCirrhoticresponse to oxidative stress196/4634446/187232.80e-195.86e-17196
GO:004586212LiverCirrhoticpositive regulation of proteolysis163/4634372/187234.18e-165.14e-14163
GO:000641712LiverCirrhoticregulation of translation194/4634468/187237.28e-168.79e-14194
GO:006219712LiverCirrhoticcellular response to chemical stress147/4634337/187231.84e-141.72e-12147
GO:005254712LiverCirrhoticregulation of peptidase activity185/4634461/187231.32e-131.09e-11185
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041406LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa052194LiverCirrhoticBladder cancer25/253041/84653.48e-052.57e-041.59e-0425
hsa0414011LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0521911LiverCirrhoticBladder cancer25/253041/84653.48e-052.57e-041.59e-0425
hsa0414021LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa052192LiverHCCBladder cancer30/402041/84657.37e-042.94e-031.63e-0330
hsa0414031LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa052193LiverHCCBladder cancer30/402041/84657.37e-042.94e-031.63e-0330
hsa052195LungIACBladder cancer13/105341/84659.74e-047.32e-034.86e-0313
hsa041407LungIACAutophagy - animal28/1053141/84657.64e-033.03e-022.01e-0228
hsa0521912LungIACBladder cancer13/105341/84659.74e-047.32e-034.86e-0313
hsa0414012LungIACAutophagy - animal28/1053141/84657.64e-033.03e-022.01e-0228
hsa0414022LungAISAutophagy - animal26/961141/84658.23e-033.71e-022.37e-0226
hsa0414032LungAISAutophagy - animal26/961141/84658.23e-033.71e-022.37e-0226
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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
DAPK1SNVMissense_Mutationnovelc.893A>Tp.Lys298Metp.K298MP53355protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-A2-A0YI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificFemaraSD
DAPK1SNVMissense_Mutationrs748331719c.2288T>Cp.Met763Thrp.M763TP53355protein_codingtolerated(1)possibly_damaging(0.838)TCGA-A2-A4S3-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DAPK1SNVMissense_Mutationc.2491N>Ap.Asp831Asnp.D831NP53355protein_codingtolerated(0.15)benign(0.346)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DAPK1SNVMissense_Mutationc.928N>Tp.Arg310Cysp.R310CP53355protein_codingtolerated(0.11)possibly_damaging(0.698)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DAPK1SNVMissense_Mutationrs371685332c.698N>Gp.Asn233Serp.N233SP53355protein_codingtolerated(0.09)benign(0)TCGA-AQ-A54N-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DAPK1SNVMissense_Mutationrs371992448c.3928N>Tp.Arg1310Trpp.R1310WP53355protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0E0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DAPK1SNVMissense_Mutationc.4174N>Ap.Leu1392Metp.L1392MP53355protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-BH-A18U-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DAPK1SNVMissense_Mutationc.13N>Gp.Arg5Glyp.R5GP53355protein_codingtolerated(0.53)benign(0.023)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
DAPK1SNVMissense_Mutationnovelc.742G>Ap.Ala248Thrp.A248TP53355protein_codingdeleterious(0)possibly_damaging(0.454)TCGA-OL-A6VO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
DAPK1insertionFrame_Shift_Insnovelc.2399_2400insTCTGGGGAGGAGGCAGCTGTCCTGGTp.Ala801LeufsTer12p.A801Lfs*12P53355protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
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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
1612DAPK1KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMEinhibitor135652717STAUROSPORINE
1612DAPK1KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMEgemcitabineGEMCITABINE22293537
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