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: DRG1

Gene summary for DRG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DRG1

Gene ID

4733

Gene namedevelopmentally regulated GTP binding protein 1
Gene AliasNEDD3
Cytomap22q12.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q9Y295


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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
4733DRG1LZE4THumanEsophagusESCC2.63e-204.10e-010.0811
4733DRG1LZE7THumanEsophagusESCC7.88e-148.02e-010.0667
4733DRG1LZE8THumanEsophagusESCC3.29e-103.70e-010.067
4733DRG1LZE20THumanEsophagusESCC1.13e-041.14e-010.0662
4733DRG1LZE24THumanEsophagusESCC1.10e-255.86e-010.0596
4733DRG1LZE21THumanEsophagusESCC6.09e-073.31e-010.0655
4733DRG1LZE6THumanEsophagusESCC5.66e-063.69e-010.0845
4733DRG1P1T-EHumanEsophagusESCC5.41e-126.16e-010.0875
4733DRG1P2T-EHumanEsophagusESCC4.16e-386.69e-010.1177
4733DRG1P4T-EHumanEsophagusESCC2.78e-388.10e-010.1323
4733DRG1P5T-EHumanEsophagusESCC3.34e-223.03e-010.1327
4733DRG1P8T-EHumanEsophagusESCC2.63e-316.08e-010.0889
4733DRG1P9T-EHumanEsophagusESCC1.31e-204.95e-010.1131
4733DRG1P10T-EHumanEsophagusESCC5.54e-477.47e-010.116
4733DRG1P11T-EHumanEsophagusESCC5.90e-248.70e-010.1426
4733DRG1P12T-EHumanEsophagusESCC1.77e-387.23e-010.1122
4733DRG1P15T-EHumanEsophagusESCC3.26e-316.50e-010.1149
4733DRG1P16T-EHumanEsophagusESCC3.56e-589.95e-010.1153
4733DRG1P17T-EHumanEsophagusESCC3.04e-116.77e-010.1278
4733DRG1P19T-EHumanEsophagusESCC6.28e-087.63e-010.1662
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:00362948BreastPrecancercellular response to decreased oxygen levels31/1080161/187232.61e-092.11e-0731
GO:00714538BreastPrecancercellular response to oxygen levels32/1080177/187237.32e-095.52e-0732
GO:00714565BreastPrecancercellular response to hypoxia29/1080151/187238.98e-096.50e-0729
GO:00100389BreastPrecancerresponse to metal ion47/1080373/187233.88e-071.79e-0547
GO:00723319BreastPrecancersignal transduction by p53 class mediator26/1080163/187232.23e-067.76e-0526
GO:00420633BreastPrecancergliogenesis33/1080301/187233.06e-044.40e-0333
GO:00100013BreastPrecancerglial cell differentiation25/1080225/187231.29e-031.37e-0225
GO:00303309BreastPrecancerDNA damage response, signal transduction by p53 class mediator11/108072/187232.65e-032.36e-0211
GO:0021782BreastPrecancerglial cell development14/1080116/187236.92e-034.67e-0214
GO:007048214BreastIDCresponse to oxygen levels64/1434347/187233.45e-115.57e-0964
GO:003629314BreastIDCresponse to decreased oxygen levels60/1434322/187239.26e-111.25e-0860
GO:000166614BreastIDCresponse to hypoxia58/1434307/187231.09e-101.38e-0858
GO:001003814BreastIDCresponse to metal ion65/1434373/187232.95e-103.42e-0865
GO:003629413BreastIDCcellular response to decreased oxygen levels34/1434161/187234.73e-083.02e-0634
GO:007145613BreastIDCcellular response to hypoxia32/1434151/187231.07e-076.26e-0632
GO:007145313BreastIDCcellular response to oxygen levels35/1434177/187231.68e-079.10e-0635
GO:007233114BreastIDCsignal transduction by p53 class mediator30/1434163/187235.82e-061.89e-0430
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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
DRG1SNVMissense_Mutationc.732C>Gp.Ile244Metp.I244MQ9Y295protein_codingdeleterious(0.01)possibly_damaging(0.648)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DRG1SNVMissense_Mutationc.639N>Cp.Lys213Asnp.K213NQ9Y295protein_codingdeleterious(0.01)probably_damaging(0.931)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
DRG1SNVMissense_Mutationc.824N>Cp.Arg275Prop.R275PQ9Y295protein_codingtolerated(0.2)benign(0.125)TCGA-E9-A1NI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
DRG1insertionNonsense_Mutationnovelc.826_827insGACATCAGACCAp.Trp276delinsTerp.W276delins*Q9Y295protein_codingTCGA-E9-A1NI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
DRG1SNVMissense_Mutationnovelc.920N>Tp.Ser307Phep.S307FQ9Y295protein_codingdeleterious(0)possibly_damaging(0.489)TCGA-C5-A1M7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DRG1SNVMissense_Mutationc.682N>Ap.Asp228Asnp.D228NQ9Y295protein_codingdeleterious(0)possibly_damaging(0.77)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
DRG1SNVMissense_Mutationnovelc.467G>Ap.Gly156Glup.G156EQ9Y295protein_codingtolerated(1)benign(0)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
DRG1SNVMissense_Mutationrs369620921c.824N>Ap.Arg275Hisp.R275HQ9Y295protein_codingtolerated(0.12)benign(0)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DRG1SNVMissense_Mutationc.179N>Tp.Ala60Valp.A60VQ9Y295protein_codingtolerated(0.09)benign(0.014)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DRG1SNVMissense_Mutationc.250N>Ap.Leu84Metp.L84MQ9Y295protein_codingtolerated(0.1)possibly_damaging(0.511)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=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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