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:0071453110EsophagusESCCcellular response to oxygen levels114/8552177/187233.63e-075.06e-06114
GO:0036294110EsophagusESCCcellular response to decreased oxygen levels105/8552161/187234.20e-075.73e-06105
GO:0032271111EsophagusESCCregulation of protein polymerization143/8552233/187239.21e-071.17e-05143
GO:0030330110EsophagusESCCDNA damage response, signal transduction by p53 class mediator53/855272/187231.34e-061.63e-0553
GO:007145616EsophagusESCCcellular response to hypoxia97/8552151/187233.12e-063.51e-0597
GO:190211514EsophagusESCCregulation of organelle assembly116/8552186/187233.15e-063.53e-05116
GO:009022413EsophagusESCCregulation of spindle organization32/855239/187233.27e-063.65e-0532
GO:006023614EsophagusESCCregulation of mitotic spindle organization29/855235/187236.61e-066.75e-0529
GO:00425524EsophagusESCCmyelination85/8552134/187232.51e-052.13e-0485
GO:00072724EsophagusESCCensheathment of neurons86/8552136/187232.68e-052.24e-0486
GO:00083664EsophagusESCCaxon ensheathment86/8552136/187232.68e-052.24e-0486
GO:00420636EsophagusESCCgliogenesis172/8552301/187233.75e-053.04e-04172
GO:00311128EsophagusESCCpositive regulation of microtubule polymerization or depolymerization29/855237/187234.97e-053.86e-0429
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:00311094EsophagusESCCmicrotubule polymerization or depolymerization77/8552122/187237.60e-055.68e-0477
GO:009016914EsophagusESCCregulation of spindle assembly21/855225/187239.12e-056.54e-0421
GO:00311168EsophagusESCCpositive regulation of microtubule polymerization26/855233/187231.06e-047.43e-0426
GO:00467856EsophagusESCCmicrotubule polymerization55/855283/187231.21e-048.31e-0455
GO:00311104EsophagusESCCregulation of microtubule polymerization or depolymerization57/855288/187232.32e-041.44e-0357
GO:00100016EsophagusESCCglial cell differentiation129/8552225/187232.73e-041.65e-03129
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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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