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: DAP3

Gene summary for DAP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DAP3

Gene ID

7818

Gene namedeath associated protein 3
Gene AliasDAP-3
Cytomap1q22
Gene Typeprotein-coding
GO ID

GO:0006915

UniProtAcc

P51398


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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
7818DAP3P62T-EHumanEsophagusESCC1.91e-611.15e+000.1302
7818DAP3P65T-EHumanEsophagusESCC3.37e-327.30e-010.0978
7818DAP3P74T-EHumanEsophagusESCC2.91e-521.54e+000.1479
7818DAP3P75T-EHumanEsophagusESCC3.18e-741.77e+000.1125
7818DAP3P76T-EHumanEsophagusESCC8.92e-551.31e+000.1207
7818DAP3P79T-EHumanEsophagusESCC4.27e-296.30e-010.1154
7818DAP3P80T-EHumanEsophagusESCC5.35e-571.79e+000.155
7818DAP3P82T-EHumanEsophagusESCC4.42e-241.35e+000.1072
7818DAP3P83T-EHumanEsophagusESCC1.28e-562.01e+000.1738
7818DAP3P84T-EHumanEsophagusESCC1.93e-139.94e-010.0933
7818DAP3P89T-EHumanEsophagusESCC9.22e-292.02e+000.1752
7818DAP3P91T-EHumanEsophagusESCC4.04e-171.99e+000.1828
7818DAP3P107T-EHumanEsophagusESCC7.28e-842.18e+000.171
7818DAP3P126T-EHumanEsophagusESCC1.36e-121.38e+000.1125
7818DAP3P127T-EHumanEsophagusESCC4.05e-284.21e-010.0826
7818DAP3P128T-EHumanEsophagusESCC3.71e-571.71e+000.1241
7818DAP3P130T-EHumanEsophagusESCC2.06e-1062.68e+000.1676
7818DAP3NAFLD1HumanLiverNAFLD9.87e-045.24e-01-0.04
7818DAP3S43HumanLiverCirrhotic3.48e-03-1.95e-01-0.0187
7818DAP3HCC1_MengHumanLiverHCC1.02e-892.16e-010.0246
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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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
DAP3SNVMissense_Mutationc.163N>Ap.Asp55Asnp.D55NP51398protein_codingtolerated(0.5)benign(0.259)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DAP3SNVMissense_Mutationrs772026004c.1120G>Ap.Glu374Lysp.E374KP51398protein_codingdeleterious(0.02)probably_damaging(0.945)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DAP3SNVMissense_Mutationc.755C>Gp.Ser252Cysp.S252CP51398protein_codingtolerated(0.2)benign(0.017)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DAP3SNVMissense_Mutationc.956N>Ap.Pro319Hisp.P319HP51398protein_codingdeleterious(0.01)probably_damaging(0.963)TCGA-C8-A12M-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DAP3SNVMissense_Mutationc.103N>Tp.His35Tyrp.H35YP51398protein_codingdeleterious(0.04)benign(0.086)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DAP3SNVMissense_Mutationc.157G>Ap.Glu53Lysp.E53KP51398protein_codingdeleterious(0)benign(0.424)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
DAP3SNVMissense_Mutationc.1123N>Cp.Glu375Glnp.E375QP51398protein_codingdeleterious(0.02)possibly_damaging(0.85)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DAP3SNVMissense_Mutationrs759970366c.175N>Tp.His59Tyrp.H59YP51398protein_codingdeleterious(0)probably_damaging(0.952)TCGA-VS-A9UI-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
DAP3SNVMissense_Mutationrs772121458c.496C>Tp.Arg166Trpp.R166WP51398protein_codingtolerated(0.07)benign(0.018)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DAP3SNVMissense_Mutationc.368N>Ap.Arg123Glnp.R123QP51398protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3841-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
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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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