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: DAP

Gene summary for DAP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DAP

Gene ID

1611

Gene namedeath associated protein
Gene AliasDAP
Cytomap5p15.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B4DQ75


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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
1611DAPHTA11_1938_2000001011HumanColorectumAD6.63e-044.68e-01-0.0811
1611DAPHTA11_78_2000001011HumanColorectumAD4.65e-024.43e-01-0.1088
1611DAPHTA11_347_2000001011HumanColorectumAD6.08e-104.85e-01-0.1954
1611DAPHTA11_411_2000001011HumanColorectumSER2.17e-041.04e+00-0.2602
1611DAPHTA11_696_2000001011HumanColorectumAD3.14e-095.69e-01-0.1464
1611DAPHTA11_1391_2000001011HumanColorectumAD2.60e-106.78e-01-0.059
1611DAPHTA11_6818_2000001021HumanColorectumAD1.29e-024.87e-010.0588
1611DAPHTA11_99999971662_82457HumanColorectumMSS1.20e-025.68e-010.3859
1611DAPA015-C-203HumanColorectumFAP1.36e-21-3.63e-01-0.1294
1611DAPA015-C-204HumanColorectumFAP2.43e-02-1.60e-01-0.0228
1611DAPA002-C-201HumanColorectumFAP2.02e-07-2.83e-010.0324
1611DAPA002-C-203HumanColorectumFAP2.61e-05-1.44e-010.2786
1611DAPA001-C-119HumanColorectumFAP4.00e-03-2.73e-01-0.1557
1611DAPA001-C-108HumanColorectumFAP1.29e-12-2.62e-01-0.0272
1611DAPA002-C-205HumanColorectumFAP5.28e-11-2.68e-01-0.1236
1611DAPA015-C-006HumanColorectumFAP3.56e-08-3.31e-01-0.0994
1611DAPA015-C-106HumanColorectumFAP1.60e-08-2.54e-01-0.0511
1611DAPA002-C-114HumanColorectumFAP2.27e-10-3.64e-01-0.1561
1611DAPA015-C-104HumanColorectumFAP6.12e-20-3.78e-01-0.1899
1611DAPA001-C-014HumanColorectumFAP2.06e-11-2.16e-010.0135
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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:009753010SkinAKgranulocyte migration27/1910148/187232.01e-031.35e-0227
GO:000926720SkinAKcellular response to starvation28/1910156/187232.15e-031.43e-0228
GO:00716226SkinAKregulation of granulocyte chemotaxis12/191051/187234.45e-032.58e-0212
GO:004259420SkinAKresponse to starvation32/1910197/187235.47e-033.02e-0232
GO:19026245SkinAKpositive regulation of neutrophil migration8/191028/187235.55e-033.05e-028
GO:19902668SkinAKneutrophil migration22/1910122/187235.74e-033.13e-0222
GO:00900236SkinAKpositive regulation of neutrophil chemotaxis7/191024/187238.26e-034.13e-027
GO:2001233112SkinSCCISregulation of apoptotic signaling pathway51/919356/187235.51e-127.43e-0951
GO:0097193112SkinSCCISintrinsic apoptotic signaling pathway42/919288/187232.40e-102.12e-0742
GO:003210315SkinSCCISpositive regulation of response to external stimulus51/919427/187233.99e-091.76e-0651
GO:2001242112SkinSCCISregulation of intrinsic apoptotic signaling pathway28/919164/187237.32e-092.95e-0628
GO:003059515SkinSCCISleukocyte chemotaxis33/919230/187233.03e-087.00e-0633
GO:007162115SkinSCCISgranulocyte chemotaxis23/919125/187233.79e-087.72e-0623
GO:005092012SkinSCCISregulation of chemotaxis32/919223/187234.88e-088.19e-0632
GO:005090016SkinSCCISleukocyte migration44/919369/187234.93e-088.19e-0644
GO:006032615SkinSCCIScell chemotaxis39/919310/187236.84e-081.04e-0539
GO:009752916SkinSCCISmyeloid leukocyte migration31/919220/187231.20e-071.52e-0531
GO:009753013SkinSCCISgranulocyte migration24/919148/187232.33e-072.38e-0524
GO:005092114SkinSCCISpositive regulation of chemotaxis23/919141/187233.72e-073.23e-0523
GO:000268517SkinSCCISregulation of leukocyte migration29/919210/187234.69e-073.77e-0529
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
DAPSNVMissense_Mutationc.235G>Cp.Glu79Glnp.E79Qprotein_codingdeleterious_low_confidence(0.02)benign(0.015)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
DAPSNVMissense_Mutationrs753757154c.278N>Cp.His93Prop.H93Pprotein_codingdeleterious_low_confidence(0)benign(0.01)TCGA-E2-A1L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
DAPSNVMissense_Mutationrs77265616c.173G>Ap.Arg58Glnp.R58Qprotein_codingtolerated_low_confidence(0.08)benign(0.029)TCGA-5M-AAT4-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
DAPSNVMissense_Mutationrs759102630c.127N>Ap.Asp43Asnp.D43Nprotein_codingdeleterious_low_confidence(0.01)probably_damaging(0.984)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DAPSNVMissense_Mutationnovelc.167C>Tp.Ser56Phep.S56Fprotein_codingdeleterious_low_confidence(0)benign(0.036)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DAPSNVMissense_Mutationc.74G>Ap.Arg25Glnp.R25Qprotein_codingdeleterious_low_confidence(0)possibly_damaging(0.643)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DAPSNVMissense_Mutationnovelc.373C>Ap.Leu125Ilep.L125Iprotein_codingdeleterious_low_confidence(0)possibly_damaging(0.534)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
DAPSNVMissense_Mutationnovelc.391N>Tp.Leu131Phep.L131Fprotein_codingdeleterious_low_confidence(0)benign(0.003)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DAPSNVMissense_Mutationrs753757154c.278N>Cp.His93Prop.H93Pprotein_codingdeleterious_low_confidence(0)benign(0.01)TCGA-BG-A0VZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinCR
DAPSNVMissense_Mutationrs370396587c.182G>Ap.Arg61Hisp.R61Hprotein_codingtolerated_low_confidence(0.16)benign(0.009)TCGA-D1-A17U-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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