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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: DAPK3

Gene summary for DAPK3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DAPK3

Gene ID

1613

Gene namedeath associated protein kinase 3
Gene AliasDLK
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

B3KNJ3


Top

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
1613DAPK3P82T-EHumanEsophagusESCC4.41e-201.03e+000.1072
1613DAPK3P83T-EHumanEsophagusESCC2.99e-299.16e-010.1738
1613DAPK3P84T-EHumanEsophagusESCC7.56e-188.92e-010.0933
1613DAPK3P89T-EHumanEsophagusESCC8.59e-221.54e+000.1752
1613DAPK3P91T-EHumanEsophagusESCC6.76e-101.03e+000.1828
1613DAPK3P94T-EHumanEsophagusESCC2.78e-041.00e+000.0879
1613DAPK3P104T-EHumanEsophagusESCC5.26e-125.29e-010.0931
1613DAPK3P107T-EHumanEsophagusESCC2.31e-631.35e+000.171
1613DAPK3P126T-EHumanEsophagusESCC2.09e-101.20e+000.1125
1613DAPK3P127T-EHumanEsophagusESCC1.53e-204.21e-010.0826
1613DAPK3P128T-EHumanEsophagusESCC3.44e-371.02e+000.1241
1613DAPK3P130T-EHumanEsophagusESCC2.14e-469.10e-010.1676
1613DAPK3S43HumanLiverCirrhotic6.74e-03-1.60e-01-0.0187
1613DAPK3HCC1_MengHumanLiverHCC1.92e-16-1.55e-010.0246
1613DAPK3HCC2_MengHumanLiverHCC1.29e-10-4.37e-020.0107
1613DAPK3cirrhotic1HumanLiverCirrhotic9.66e-121.53e-010.0202
1613DAPK3HCC1HumanLiverHCC6.07e-064.04e-010.5336
1613DAPK3Pt13.bHumanLiverHCC8.83e-202.30e-010.0251
1613DAPK3S015HumanLiverHCC2.09e-033.21e-010.2375
1613DAPK3S016HumanLiverHCC1.90e-022.19e-010.2243
Page: 1 2 3 4 5 6 7 8 

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
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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:1902903ColorectumADregulation of supramolecular fiber organization139/3918383/187232.01e-123.19e-10139
GO:0032970ColorectumADregulation of actin filament-based process142/3918397/187234.05e-125.90e-10142
GO:0032956ColorectumADregulation of actin cytoskeleton organization127/3918358/187231.03e-101.04e-08127
GO:0022604ColorectumADregulation of cell morphogenesis109/3918309/187233.08e-092.07e-07109
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:2001233ColorectumADregulation of apoptotic signaling pathway119/3918356/187232.14e-081.21e-06119
GO:0010810ColorectumADregulation of cell-substrate adhesion81/3918221/187234.80e-082.55e-0681
GO:0150115ColorectumADcell-substrate junction organization44/3918101/187232.38e-079.81e-0644
GO:0031589ColorectumADcell-substrate adhesion116/3918363/187234.68e-071.76e-05116
GO:0007044ColorectumADcell-substrate junction assembly41/391895/187238.20e-072.85e-0541
GO:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:0001952ColorectumADregulation of cell-matrix adhesion50/3918128/187232.05e-066.05e-0550
GO:0008360ColorectumADregulation of cell shape56/3918154/187237.01e-061.73e-0456
GO:0030111ColorectumADregulation of Wnt signaling pathway102/3918328/187238.51e-062.03e-04102
GO:0016055ColorectumADWnt signaling pathway130/3918444/187231.60e-053.37e-04130
GO:0198738ColorectumADcell-cell signaling by wnt130/3918446/187232.02e-054.10e-04130
GO:0046777ColorectumADprotein autophosphorylation74/3918227/187232.48e-054.76e-0474
GO:0031532ColorectumADactin cytoskeleton reorganization41/3918107/187232.81e-055.28e-0441
GO:0007160ColorectumADcell-matrix adhesion75/3918233/187233.56e-056.45e-0475
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04140ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa041401ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa041402ColorectumSERAutophagy - animal39/1580141/84655.43e-033.28e-022.38e-0239
hsa041403ColorectumSERAutophagy - animal39/1580141/84655.43e-033.28e-022.38e-0239
hsa041404ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa041405ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0521910EsophagusESCCBladder cancer35/420541/84651.91e-061.15e-055.87e-0635
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0521917EsophagusESCCBladder cancer35/420541/84651.91e-061.15e-055.87e-0635
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
Page: 1 2 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
DAPK3SNVMissense_Mutationnovelc.703N>Ap.Asp235Asnp.D235NO43293protein_codingtolerated(0.07)benign(0.062)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DAPK3SNVMissense_Mutationnovelc.522C>Gp.Phe174Leup.F174LO43293protein_codingtolerated(0.19)benign(0.047)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DAPK3SNVMissense_Mutationnovelc.531C>Gp.Ile177Metp.I177MO43293protein_codingtolerated(0.18)benign(0.323)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DAPK3SNVMissense_Mutationc.988G>Cp.Glu330Glnp.E330QO43293protein_codingdeleterious(0.02)benign(0.417)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DAPK3SNVMissense_Mutationrs547931912c.785N>Ap.Arg262Glnp.R262QO43293protein_codingdeleterious(0.05)benign(0.012)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DAPK3SNVMissense_Mutationc.527N>Tp.Asn176Ilep.N176IO43293protein_codingdeleterious(0)possibly_damaging(0.887)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DAPK3SNVMissense_Mutationc.493N>Ap.Ala165Thrp.A165TO43293protein_codingdeleterious(0)possibly_damaging(0.901)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DAPK3SNVMissense_Mutationc.146N>Cp.Leu49Prop.L49PO43293protein_codingtolerated(0.21)benign(0.096)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DAPK3SNVMissense_Mutationc.647N>Tp.Pro216Leup.P216LO43293protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
DAPK3SNVMissense_Mutationc.463N>Ap.Pro155Thrp.P155TO43293protein_codingdeleterious(0.02)benign(0.247)TCGA-CI-6621-01Colorectumrectum adenocarcinomaMale<65III/IVUnknownUnknownSD
Page: 1 2 3 4 5 

Top

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
1613DAPK3ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEAST-487AST-487
1613DAPK3ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEPI-103PI-103
1613DAPK3ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMECENISERTIBCENISERTIB
1613DAPK3ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEENTRECTINIBENTRECTINIB
1613DAPK3ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEPF-562271PF-00562271
1613DAPK3ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEDNDI1417467CHEMBL1997335
1613DAPK3ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMESP-600125SP-60012523634759
1613DAPK3ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME681640CHEMBL379975
1613DAPK3ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMETAMATINIBR-406
1613DAPK3ENZYME, KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOMEAG-1879CHEMBL406845
Page: 1 2 3