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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: DRAM2

Gene summary for DRAM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DRAM2

Gene ID

128338

Gene nameDNA damage regulated autophagy modulator 2
Gene AliasCORD21
Cytomap1p13.3
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

A0A024R0B7


Top

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
128338DRAM2LZE4THumanEsophagusESCC5.24e-113.15e-010.0811
128338DRAM2LZE7THumanEsophagusESCC6.00e-043.99e-010.0667
128338DRAM2LZE8THumanEsophagusESCC5.20e-046.05e-020.067
128338DRAM2LZE20THumanEsophagusESCC3.82e-042.10e-010.0662
128338DRAM2LZE22THumanEsophagusESCC3.95e-022.38e-010.068
128338DRAM2LZE24THumanEsophagusESCC1.48e-225.38e-010.0596
128338DRAM2LZE21THumanEsophagusESCC4.97e-037.93e-020.0655
128338DRAM2P1T-EHumanEsophagusESCC1.87e-024.19e-010.0875
128338DRAM2P2T-EHumanEsophagusESCC8.54e-234.81e-010.1177
128338DRAM2P4T-EHumanEsophagusESCC1.39e-255.77e-010.1323
128338DRAM2P5T-EHumanEsophagusESCC1.49e-141.92e-010.1327
128338DRAM2P8T-EHumanEsophagusESCC3.64e-264.65e-010.0889
128338DRAM2P9T-EHumanEsophagusESCC1.25e-163.86e-010.1131
128338DRAM2P10T-EHumanEsophagusESCC1.50e-255.65e-010.116
128338DRAM2P11T-EHumanEsophagusESCC9.26e-072.90e-010.1426
128338DRAM2P12T-EHumanEsophagusESCC1.91e-711.56e+000.1122
128338DRAM2P15T-EHumanEsophagusESCC8.36e-223.88e-010.1149
128338DRAM2P16T-EHumanEsophagusESCC2.03e-142.44e-010.1153
128338DRAM2P17T-EHumanEsophagusESCC1.13e-031.93e-010.1278
128338DRAM2P19T-EHumanEsophagusESCC6.32e-063.12e-010.1662
Page: 1 2 3 4 5 6 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:001050611LiverCirrhoticregulation of autophagy132/4634317/187232.17e-111.33e-09132
GO:001050621LiverHCCregulation of autophagy210/7958317/187237.59e-188.45e-16210
GO:001050610Oral cavityOSCCregulation of autophagy198/7305317/187231.63e-171.51e-15198
GO:001050615Oral cavityLPregulation of autophagy132/4623317/187231.82e-111.28e-09132
GO:001050619SkincSCCregulation of autophagy127/4864317/187232.36e-086.71e-07127
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
DRAM2SNVMissense_Mutationnovelc.145G>Ap.Val49Ilep.V49IQ6UX65protein_codingtolerated(0.67)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DRAM2SNVMissense_Mutationrs774377749c.328N>Ap.Ala110Thrp.A110TQ6UX65protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
DRAM2SNVMissense_Mutationrs145044841c.188C>Tp.Ala63Valp.A63VQ6UX65protein_codingdeleterious(0.03)benign(0.251)TCGA-AA-3494-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicPR
DRAM2SNVMissense_Mutationc.701C>Ap.Ser234Tyrp.S234YQ6UX65protein_codingdeleterious(0.04)benign(0.003)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DRAM2SNVMissense_Mutationnovelc.781N>Ap.Leu261Ilep.L261IQ6UX65protein_codingdeleterious(0.04)benign(0.005)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DRAM2SNVMissense_Mutationnovelc.374N>Tp.Ala125Valp.A125VQ6UX65protein_codingdeleterious(0)probably_damaging(0.932)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DRAM2SNVMissense_Mutationc.779N>Ap.Arg260Glnp.R260QQ6UX65protein_codingtolerated(0.61)benign(0)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
DRAM2SNVMissense_Mutationc.157N>Gp.Lys53Glup.K53EQ6UX65protein_codingdeleterious(0.03)benign(0.119)TCGA-AG-A026-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
DRAM2deletionFrame_Shift_Delc.84delNp.Thr29LeufsTer3p.T29Lfs*3Q6UX65protein_codingTCGA-AA-3667-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DRAM2SNVMissense_Mutationrs759094596c.221N>Ap.Arg74Hisp.R74HQ6UX65protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 

Top

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
Page: 1