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: DRAP1

Gene summary for DRAP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DRAP1

Gene ID

10589

Gene nameDR1 associated protein 1
Gene AliasNC2-alpha
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q14919


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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
10589DRAP1Dong_P1HumanProstateTumor6.14e-341.22e-010.035
10589DRAP1Dong_P3HumanProstateTumor2.56e-21-9.96e-020.0278
10589DRAP1Dong_P4HumanProstateTumor7.80e-10-1.04e-010.0292
10589DRAP1Dong_P5HumanProstateTumor2.34e-271.33e-010.053
10589DRAP1GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor4.30e-02-5.36e-010.1633
10589DRAP1GSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor5.16e-12-7.18e-010.1608
10589DRAP1GSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor2.04e-06-7.17e-010.1604
10589DRAP1GSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor1.89e-02-5.74e-010.1621
10589DRAP1GSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor3.49e-09-7.16e-010.1602
10589DRAP1GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor7.60e-07-5.54e-010.1575
10589DRAP1GSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor1.21e-18-6.67e-010.1545
10589DRAP1GSM5353244_PA_PR5261_T2_S24_L002HumanProstateTumor1.86e-10-6.76e-010.1569
10589DRAP1P2_S3_AKHumanSkinAK1.81e-05-1.75e-01-0.3287
10589DRAP1P3_S6_AKHumanSkinAK8.13e-06-4.08e-01-0.3256
10589DRAP1P4_S8_cSCCHumanSkincSCC1.68e-061.50e-01-0.3095
10589DRAP1P5_S10_cSCCHumanSkincSCC6.74e-121.20e-02-0.299
10589DRAP1P1_cSCCHumanSkincSCC9.20e-341.35e+000.0292
10589DRAP1P2_cSCCHumanSkincSCC4.25e-239.87e-01-0.024
10589DRAP1P4_cSCCHumanSkincSCC1.66e-451.67e+00-0.00290000000000005
10589DRAP1P10_cSCCHumanSkincSCC5.35e-381.69e+000.1017
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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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
DRAP1SNVMissense_Mutationc.239T>Ap.Phe80Tyrp.F80YQ14919protein_codingdeleterious(0.01)possibly_damaging(0.804)TCGA-OL-A66N-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DRAP1SNVMissense_Mutationc.326N>Ap.Arg109Hisp.R109HQ14919protein_codingtolerated(0.11)benign(0.027)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DRAP1SNVMissense_Mutationnovelc.8N>Tp.Ser3Ilep.S3IQ14919protein_codingdeleterious(0.03)possibly_damaging(0.497)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
DRAP1SNVMissense_Mutationc.179N>Ap.Arg60Glnp.R60QQ14919protein_codingdeleterious(0)probably_damaging(0.932)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
DRAP1SNVMissense_Mutationrs781734189c.598G>Ap.Glu200Lysp.E200KQ14919protein_codingdeleterious_low_confidence(0.01)benign(0.269)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DRAP1SNVMissense_Mutationrs143922438c.580G>Ap.Ala194Thrp.A194TQ14919protein_codingtolerated_low_confidence(0.15)benign(0.11)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DRAP1insertionFrame_Shift_Insrs751570365c.513-1_513insCp.Thr174AspfsTer23p.T174Dfs*23Q14919protein_codingTCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DRAP1SNVMissense_Mutationc.266C>Ap.Ser89Tyrp.S89YQ14919protein_codingdeleterious(0)possibly_damaging(0.79)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
DRAP1SNVMissense_Mutationrs777331540c.538G>Ap.Ala180Thrp.A180TQ14919protein_codingtolerated_low_confidence(0.65)benign(0)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
DRAP1SNVMissense_Mutationrs777331540c.538G>Ap.Ala180Thrp.A180TQ14919protein_codingtolerated_low_confidence(0.65)benign(0)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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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