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: DAPL1

Gene summary for DAPL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DAPL1

Gene ID

92196

Gene namedeath associated protein like 1
Gene AliasDAPL1
Cytomap2q24.1
Gene Typeprotein-coding
GO ID

GO:0006914

UniProtAcc

A0PJW8


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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
92196DAPL1C09HumanOral cavityOSCC7.35e-03-3.28e-010.1431
92196DAPL1LN22HumanOral cavityOSCC2.18e-092.29e+000.1733
92196DAPL1LN38HumanOral cavityOSCC1.83e-032.42e+000.168
92196DAPL1LN46HumanOral cavityOSCC6.88e-111.19e+000.1666
92196DAPL1LP15HumanOral cavityLP8.13e-113.48e+000.2174
92196DAPL1LP17HumanOral cavityLP1.93e-093.45e+000.2349
92196DAPL1EOLP-1HumanOral cavityEOLP6.30e-03-3.22e-01-0.0202
92196DAPL1NEOLP-2HumanOral cavityNEOLP3.14e-04-3.59e-01-0.0196
92196DAPL1NEOLP-3HumanOral cavityNEOLP3.56e-03-3.38e-01-0.0191
92196DAPL1SYSMH2HumanOral cavityOSCC9.20e-151.30e+000.2326
92196DAPL1SYSMH3HumanOral cavityOSCC2.38e-151.03e+000.2442
92196DAPL1SYSMH4HumanOral cavityOSCC8.35e-378.81e-010.1226
92196DAPL1GSM5252131_BPH340PrSF_ViaHumanProstateBPH2.24e-411.66e+00-0.2126
92196DAPL1GSM5252132_BPH389PrGFHumanProstateBPH5.30e-047.76e-01-0.2247
92196DAPL1GSM5252136_BPH556PrGA1_FcolHumanProstateBPH4.60e-177.91e-01-0.23
92196DAPL1GSM5252137_BPH556PrGA2_FcolHumanProstateBPH7.21e-391.94e+00-0.23
92196DAPL1052095_1628-all-cellsHumanProstateBPH1.74e-032.53e-010.1032
92196DAPL1Dong_P3HumanProstateTumor2.03e-133.39e-010.0278
92196DAPL1Dong_P5HumanProstateTumor2.68e-04-4.15e-020.053
92196DAPL1P1_S1_AKHumanSkinAK1.46e-074.41e-01-0.3399
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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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:007149610CervixCCcellular response to external stimulus78/2311320/187231.82e-091.98e-0778
GO:003133010CervixCCnegative regulation of cellular catabolic process63/2311262/187231.10e-075.68e-0663
GO:00316689CervixCCcellular response to extracellular stimulus59/2311246/187233.03e-071.24e-0559
GO:000989510CervixCCnegative regulation of catabolic process69/2311320/187232.15e-066.55e-0569
GO:003166710CervixCCresponse to nutrient levels92/2311474/187235.80e-061.42e-0492
GO:00092678CervixCCcellular response to starvation39/2311156/187231.04e-052.32e-0439
GO:00425948CervixCCresponse to starvation46/2311197/187231.24e-052.59e-0446
GO:00316698CervixCCcellular response to nutrient levels49/2311215/187231.32e-052.68e-0449
GO:00105067CervixCCregulation of autophagy61/2311317/187232.61e-042.87e-0361
GO:007149615CervixHSIL_HPVcellular response to external stimulus26/737320/187234.09e-046.25e-0326
GO:003166715CervixHSIL_HPVresponse to nutrient levels32/737474/187232.22e-032.25e-0232
GO:007149624CervixN_HPVcellular response to external stimulus23/534320/187235.03e-051.15e-0323
GO:003166724CervixN_HPVresponse to nutrient levels29/534474/187231.04e-042.08e-0329
GO:003166815CervixN_HPVcellular response to extracellular stimulus18/534246/187232.60e-044.13e-0318
GO:003166915CervixN_HPVcellular response to nutrient levels15/534215/187231.34e-031.45e-0215
GO:003133015CervixN_HPVnegative regulation of cellular catabolic process16/534262/187233.63e-032.91e-0216
GO:004259413CervixN_HPVresponse to starvation13/534197/187234.39e-033.33e-0213
GO:000926714CervixN_HPVcellular response to starvation11/534156/187235.20e-033.80e-0211
GO:000989520EsophagusHGINnegative regulation of catabolic process87/2587320/187231.74e-101.68e-0887
GO:003133026EsophagusHGINnegative regulation of cellular catabolic process74/2587262/187236.27e-105.30e-0874
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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
DAPL1SNVMissense_Mutationnovelc.218N>Cp.Asp74Hisp.D74Hprotein_codingtolerated_low_confidence(0.21)benign(0.003)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DAPL1SNVMissense_Mutationnovelc.263N>Ap.Ala88Aspp.A88DA0PJW8protein_codingdeleterious(0)possibly_damaging(0.571)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
DAPL1SNVMissense_Mutationrs745794395c.314N>Ap.Arg105Glnp.R105QA0PJW8protein_codingdeleterious(0.02)benign(0.027)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DAPL1insertionFrame_Shift_Insrs773376018c.120_121insAp.Thr43AsnfsTer23p.T43Nfs*23A0PJW8protein_codingTCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
DAPL1SNVMissense_Mutationrs745794395c.314N>Ap.Arg105Glnp.R105QA0PJW8protein_codingdeleterious(0.02)benign(0.027)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DAPL1SNVMissense_Mutationrs745794395c.314N>Ap.Arg105Glnp.R105QA0PJW8protein_codingdeleterious(0.02)benign(0.027)TCGA-B5-A11N-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DAPL1SNVMissense_Mutationrs775660380c.171A>Gp.Ile57Metp.I57MA0PJW8protein_codingtolerated(1)benign(0.005)TCGA-55-A4DG-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
DAPL1SNVMissense_Mutationnovelc.71N>Ap.Gly24Glup.G24EA0PJW8protein_codingdeleterious(0.02)possibly_damaging(0.744)TCGA-21-1079-01Lunglung squamous cell carcinomaMale>=65III/IVUnknownUnknownPD
DAPL1insertionFrame_Shift_Insnovelc.146_146+1insTGCCATTGCAAATp.Val54CysfsTer16p.V54Cfs*16A0PJW8protein_codingTCGA-77-6845-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
DAPL1SNVMissense_Mutationrs745794395c.314N>Ap.Arg105Glnp.R105QA0PJW8protein_codingdeleterious(0.02)benign(0.027)TCGA-TN-A7HL-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapycisplatinCR
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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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