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
92196DAPL1CA_HPV_1HumanCervixCC2.76e-13-4.72e-010.0264
92196DAPL1CA_HPV_3HumanCervixCC5.98e-033.34e-010.0414
92196DAPL1HSIL_HPV_2HumanCervixHSIL_HPV7.25e-04-3.41e-010.0208
92196DAPL1N_HPV_1HumanCervixN_HPV3.68e-03-3.56e-010.0079
92196DAPL1CCI_2HumanCervixCC4.51e-04-5.04e-010.5249
92196DAPL1CCI_3HumanCervixCC1.96e-04-4.88e-010.516
92196DAPL1CCII_1HumanCervixCC8.01e-10-5.04e-010.3249
92196DAPL1sample1HumanCervixCC1.61e-05-4.87e-010.0959
92196DAPL1sample3HumanCervixCC4.57e-04-3.69e-010.1387
92196DAPL1H2HumanCervixHSIL_HPV1.99e-09-4.10e-010.0632
92196DAPL1L1HumanCervixCC5.50e-03-3.63e-010.0802
92196DAPL1T1HumanCervixCC6.87e-14-4.85e-010.0918
92196DAPL1T2HumanCervixCC9.25e-04-5.04e-010.0709
92196DAPL1T3HumanCervixCC2.74e-06-3.79e-010.1389
92196DAPL1LZE4THumanEsophagusESCC1.50e-191.87e+000.0811
92196DAPL1LZE8THumanEsophagusESCC1.66e-03-2.36e-010.067
92196DAPL1LZE21D1HumanEsophagusHGIN3.19e-051.12e+000.0632
92196DAPL1LZE21THumanEsophagusESCC1.55e-041.10e+000.0655
92196DAPL1LZE6THumanEsophagusESCC9.83e-03-5.04e-010.0845
92196DAPL1P2T-EHumanEsophagusESCC3.73e-032.90e-010.1177
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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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