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: 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


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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
1613DAPK3HTA11_3410_2000001011HumanColorectumAD1.34e-226.15e-010.0155
1613DAPK3HTA11_2487_2000001011HumanColorectumSER9.27e-186.49e-01-0.1808
1613DAPK3HTA11_2951_2000001011HumanColorectumAD3.91e-088.20e-010.0216
1613DAPK3HTA11_1938_2000001011HumanColorectumAD2.08e-351.05e+00-0.0811
1613DAPK3HTA11_78_2000001011HumanColorectumAD3.13e-022.80e-01-0.1088
1613DAPK3HTA11_347_2000001011HumanColorectumAD1.11e-185.44e-01-0.1954
1613DAPK3HTA11_411_2000001011HumanColorectumSER1.77e-071.06e+00-0.2602
1613DAPK3HTA11_2112_2000001011HumanColorectumSER3.67e-056.83e-01-0.2196
1613DAPK3HTA11_3361_2000001011HumanColorectumAD1.21e-228.03e-01-0.1207
1613DAPK3HTA11_83_2000001011HumanColorectumSER8.85e-146.70e-01-0.1526
1613DAPK3HTA11_696_2000001011HumanColorectumAD1.16e-501.18e+00-0.1464
1613DAPK3HTA11_866_2000001011HumanColorectumAD4.72e-205.49e-01-0.1001
1613DAPK3HTA11_1391_2000001011HumanColorectumAD2.52e-329.51e-01-0.059
1613DAPK3HTA11_2992_2000001011HumanColorectumSER1.71e-149.23e-01-0.1706
1613DAPK3HTA11_5212_2000001011HumanColorectumAD9.40e-117.01e-01-0.2061
1613DAPK3HTA11_5216_2000001011HumanColorectumSER2.33e-241.56e+00-0.1462
1613DAPK3HTA11_546_2000001011HumanColorectumAD1.90e-157.58e-01-0.0842
1613DAPK3HTA11_866_3004761011HumanColorectumAD2.77e-032.69e-010.096
1613DAPK3HTA11_7663_2000001011HumanColorectumSER6.52e-034.93e-010.0131
1613DAPK3HTA11_10711_2000001011HumanColorectumAD1.84e-022.54e-010.0338
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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
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.

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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:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0048041ColorectumADfocal adhesion assembly34/391887/187238.30e-051.30e-0334
GO:0060070ColorectumADcanonical Wnt signaling pathway90/3918303/187231.76e-042.38e-0390
GO:0060828ColorectumADregulation of canonical Wnt signaling pathway77/3918253/187232.19e-042.87e-0377
GO:0097191ColorectumADextrinsic apoptotic signaling pathway68/3918219/187232.64e-043.27e-0368
GO:0150116ColorectumADregulation of cell-substrate junction organization28/391871/187232.85e-043.48e-0328
GO:2001235ColorectumADpositive regulation of apoptotic signaling pathway42/3918126/187237.85e-047.84e-0342
GO:0051893ColorectumADregulation of focal adhesion assembly25/391866/187231.18e-031.06e-0225
GO:0090109ColorectumADregulation of cell-substrate junction assembly25/391866/187231.18e-031.06e-0225
GO:0030177ColorectumADpositive regulation of Wnt signaling pathway45/3918140/187231.23e-031.09e-0245
GO:0090257ColorectumADregulation of muscle system process73/3918252/187231.46e-031.24e-0273
GO:1901888ColorectumADregulation of cell junction assembly61/3918204/187231.50e-031.27e-0261
GO:0007346ColorectumADregulation of mitotic cell cycle119/3918457/187234.60e-033.14e-02119
GO:0140014ColorectumADmitotic nuclear division78/3918287/187236.48e-034.05e-0278
GO:19029031ColorectumSERregulation of supramolecular fiber organization114/2897383/187237.32e-131.95e-10114
GO:00329701ColorectumSERregulation of actin filament-based process115/2897397/187234.16e-128.80e-10115
GO:00329561ColorectumSERregulation of actin cytoskeleton organization104/2897358/187233.68e-116.11e-09104
GO:20012331ColorectumSERregulation of apoptotic signaling pathway101/2897356/187233.05e-104.07e-08101
GO:00226041ColorectumSERregulation of cell morphogenesis89/2897309/187231.51e-091.52e-0789
GO:00108101ColorectumSERregulation of cell-substrate adhesion64/2897221/187232.34e-071.29e-0564
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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
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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
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
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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
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
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