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: DAPK2

Gene summary for DAPK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DAPK2

Gene ID

23604

Gene namedeath associated protein kinase 2
Gene AliasDRP-1
Cytomap15q22.31
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

A0A024R603


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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
23604DAPK2HTA11_3410_2000001011HumanColorectumAD4.44e-09-4.90e-010.0155
23604DAPK2HTA11_7862_2000001011HumanColorectumAD3.08e-02-5.80e-01-0.0179
23604DAPK2HTA11_8622_2000001021HumanColorectumSER2.42e-02-6.13e-010.0528
23604DAPK2HTA11_99999970781_79442HumanColorectumMSS7.01e-13-5.19e-010.294
23604DAPK2HTA11_99999971662_82457HumanColorectumMSS5.95e-12-5.34e-010.3859
23604DAPK2HTA11_99999974143_84620HumanColorectumMSS2.41e-10-4.78e-010.3005
23604DAPK2F007HumanColorectumFAP7.70e-064.17e-010.1176
23604DAPK2A002-C-010HumanColorectumFAP4.17e-073.66e-010.242
23604DAPK2A001-C-207HumanColorectumFAP4.55e-166.06e-010.1278
23604DAPK2A015-C-203HumanColorectumFAP3.15e-354.24e-01-0.1294
23604DAPK2A015-C-204HumanColorectumFAP1.13e-124.49e-01-0.0228
23604DAPK2A014-C-040HumanColorectumFAP1.70e-053.08e-01-0.1184
23604DAPK2A002-C-201HumanColorectumFAP2.15e-214.48e-010.0324
23604DAPK2A002-C-203HumanColorectumFAP1.07e-286.81e-010.2786
23604DAPK2A001-C-119HumanColorectumFAP1.68e-041.45e-02-0.1557
23604DAPK2A001-C-108HumanColorectumFAP2.19e-367.21e-01-0.0272
23604DAPK2A002-C-021HumanColorectumFAP8.08e-195.74e-010.1171
23604DAPK2A002-C-205HumanColorectumFAP9.98e-231.97e-01-0.1236
23604DAPK2A014-C-108HumanColorectumFAP1.18e-064.64e-01-0.124
23604DAPK2A001-C-104HumanColorectumFAP7.44e-195.43e-010.0184
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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
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
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:0097193ColorectumADintrinsic apoptotic signaling pathway108/3918288/187236.25e-116.41e-09108
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:2001242ColorectumADregulation of intrinsic apoptotic signaling pathway67/3918164/187234.94e-093.16e-0767
GO:2001233ColorectumADregulation of apoptotic signaling pathway119/3918356/187232.14e-081.21e-06119
GO:0046777ColorectumADprotein autophosphorylation74/3918227/187232.48e-054.76e-0474
GO:20012421ColorectumSERregulation of intrinsic apoptotic signaling pathway59/2897164/187238.42e-111.20e-0859
GO:00971931ColorectumSERintrinsic apoptotic signaling pathway87/2897288/187231.67e-102.32e-0887
GO:20012331ColorectumSERregulation of apoptotic signaling pathway101/2897356/187233.05e-104.07e-08101
GO:00467771ColorectumSERprotein autophosphorylation60/2897227/187231.36e-054.25e-0460
GO:00105061ColorectumSERregulation of autophagy74/2897317/187231.39e-042.77e-0374
GO:00971932ColorectumMSSintrinsic apoptotic signaling pathway102/3467288/187236.06e-129.82e-10102
GO:20012422ColorectumMSSregulation of intrinsic apoptotic signaling pathway66/3467164/187236.70e-117.47e-0966
GO:20012332ColorectumMSSregulation of apoptotic signaling pathway116/3467356/187231.02e-101.06e-08116
GO:00105062ColorectumMSSregulation of autophagy95/3467317/187234.36e-071.71e-0595
GO:00467772ColorectumMSSprotein autophosphorylation63/3467227/187233.96e-044.91e-0363
GO:00105063ColorectumFAPregulation of autophagy80/2622317/187236.43e-084.54e-0680
GO:00971934ColorectumFAPintrinsic apoptotic signaling pathway66/2622288/187232.76e-056.33e-0466
GO:00467773ColorectumFAPprotein autophosphorylation52/2622227/187231.88e-042.76e-0352
GO:20012334ColorectumFAPregulation of apoptotic signaling pathway74/2622356/187232.65e-043.60e-0374
GO:20012424ColorectumFAPregulation of intrinsic apoptotic signaling pathway39/2622164/187235.21e-045.91e-0339
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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
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
DAPK2SNVMissense_Mutationc.899N>Ap.Val300Glup.V300EQ9UIK4protein_codingdeleterious(0.05)benign(0.026)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
DAPK2SNVMissense_Mutationnovelc.1058N>Gp.Glu353Glyp.E353GQ9UIK4protein_codingdeleterious(0)benign(0.142)TCGA-A2-A3XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePR
DAPK2SNVMissense_Mutationc.1028N>Gp.Asp343Glyp.D343GQ9UIK4protein_codingtolerated(0.26)benign(0.035)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
DAPK2SNVMissense_Mutationc.807N>Cp.Glu269Aspp.E269DQ9UIK4protein_codingtolerated(1)benign(0)TCGA-E2-A1IH-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
DAPK2SNVMissense_Mutationnovelc.772N>Ap.Ala258Thrp.A258TQ9UIK4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DAPK2SNVMissense_Mutationnovelc.367N>Ap.Glu123Lysp.E123KQ9UIK4protein_codingdeleterious(0.01)probably_damaging(0.961)TCGA-VS-A8EK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
DAPK2SNVMissense_Mutationnovelc.37N>Tp.Pro13Serp.P13SQ9UIK4protein_codingtolerated(0.77)benign(0)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DAPK2SNVMissense_Mutationrs749221840c.788N>Ap.Arg263Glnp.R263QQ9UIK4protein_codingtolerated(0.43)benign(0.042)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DAPK2SNVMissense_Mutationc.54G>Cp.Lys18Asnp.K18NQ9UIK4protein_codingtolerated(0.89)benign(0)TCGA-CM-5862-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DAPK2deletionFrame_Shift_Delc.677delCp.Pro226LeufsTer17p.P226Lfs*17Q9UIK4protein_codingTCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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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