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: DENR

Gene summary for DENR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DENR

Gene ID

8562

Gene namedensity regulated re-initiation and release factor
Gene AliasDRP
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0001731

UniProtAcc

A0A024RBR3


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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
8562DENRLZE3DHumanEsophagusHGIN7.53e-063.75e-010.0668
8562DENRLZE4THumanEsophagusESCC7.58e-194.41e-010.0811
8562DENRLZE7THumanEsophagusESCC4.32e-077.28e-010.0667
8562DENRLZE8THumanEsophagusESCC4.12e-082.39e-010.067
8562DENRLZE20THumanEsophagusESCC1.98e-082.82e-010.0662
8562DENRLZE22D1HumanEsophagusHGIN1.22e-07-1.15e-020.0595
8562DENRLZE22THumanEsophagusESCC2.77e-053.27e-010.068
8562DENRLZE24THumanEsophagusESCC2.67e-135.65e-010.0596
8562DENRP1T-EHumanEsophagusESCC1.29e-141.01e+000.0875
8562DENRP2T-EHumanEsophagusESCC2.02e-631.29e+000.1177
8562DENRP4T-EHumanEsophagusESCC1.49e-341.13e+000.1323
8562DENRP5T-EHumanEsophagusESCC2.44e-379.81e-010.1327
8562DENRP8T-EHumanEsophagusESCC4.40e-429.31e-010.0889
8562DENRP9T-EHumanEsophagusESCC1.17e-103.43e-010.1131
8562DENRP10T-EHumanEsophagusESCC8.27e-558.84e-010.116
8562DENRP11T-EHumanEsophagusESCC2.56e-159.05e-010.1426
8562DENRP12T-EHumanEsophagusESCC2.72e-325.10e-010.1122
8562DENRP15T-EHumanEsophagusESCC9.05e-235.70e-010.1149
8562DENRP16T-EHumanEsophagusESCC2.13e-438.65e-010.1153
8562DENRP17T-EHumanEsophagusESCC9.00e-197.60e-010.1278
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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
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:0002183110EsophagusESCCcytoplasmic translational initiation32/855234/187232.18e-094.94e-0832
GO:001908116EsophagusESCCviral translation16/855216/187233.56e-063.92e-0516
GO:007552210EsophagusESCCIRES-dependent viral translational initiation11/855211/187231.80e-041.16e-0311
GO:00017319EsophagusESCCformation of translation preinitiation complex10/855211/187232.54e-031.08e-0210
GO:00021817LiverNAFLDcytoplasmic translation93/1882148/187231.44e-558.41e-5293
GO:00160327LiverNAFLDviral process80/1882415/187237.71e-091.07e-0680
GO:00226137LiverNAFLDribonucleoprotein complex biogenesis76/1882463/187231.19e-053.67e-0476
GO:00226187LiverNAFLDribonucleoprotein complex assembly42/1882220/187233.40e-058.80e-0442
GO:00718267LiverNAFLDribonucleoprotein complex subunit organization42/1882227/187237.21e-051.51e-0342
GO:00190806LiverNAFLDviral gene expression21/188294/187233.49e-045.32e-0321
GO:00064137LiverNAFLDtranslational initiation22/1882118/187233.18e-032.84e-0222
GO:00021837LiverNAFLDcytoplasmic translational initiation9/188234/187235.27e-034.08e-029
GO:000218112LiverCirrhoticcytoplasmic translation120/4634148/187232.95e-471.85e-43120
GO:002261312LiverCirrhoticribonucleoprotein complex biogenesis231/4634463/187233.28e-326.86e-29231
GO:001603212LiverCirrhoticviral process203/4634415/187235.40e-273.76e-24203
GO:000641312LiverCirrhotictranslational initiation76/4634118/187238.36e-202.18e-1776
GO:007182612LiverCirrhoticribonucleoprotein complex subunit organization115/4634227/187232.67e-173.63e-15115
GO:002261812LiverCirrhoticribonucleoprotein complex assembly112/4634220/187234.35e-175.81e-15112
GO:00224117LiverCirrhoticcellular component disassembly182/4634443/187231.59e-141.54e-12182
GO:001908011LiverCirrhoticviral gene expression52/463494/187232.19e-101.08e-0852
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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
DENRdeletionFrame_Shift_Delc.317delNp.Lys108ArgfsTer10p.K108Rfs*10O43583protein_codingTCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DENRSNVMissense_Mutationnovelc.375N>Tp.Lys125Asnp.K125NO43583protein_codingtolerated(0.19)possibly_damaging(0.874)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DENRSNVMissense_Mutationnovelc.174G>Tp.Glu58Aspp.E58DO43583protein_codingdeleterious(0.01)possibly_damaging(0.493)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DENRSNVMissense_Mutationc.401N>Cp.Leu134Prop.L134PO43583protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DENRSNVMissense_Mutationnovelc.152C>Gp.Ala51Glyp.A51GO43583protein_codingtolerated(0.37)benign(0.001)TCGA-AX-A3G7-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
DENRSNVMissense_Mutationnovelc.456N>Ap.Phe152Leup.F152LO43583protein_codingdeleterious(0)probably_damaging(0.934)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
DENRSNVMissense_Mutationnovelc.177N>Tp.Lys59Asnp.K59NO43583protein_codingdeleterious(0.04)possibly_damaging(0.544)TCGA-EO-A3AY-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
DENRSNVMissense_Mutationnovelc.467C>Tp.Ala156Valp.A156VO43583protein_codingtolerated(0.1)benign(0.151)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DENRinsertionFrame_Shift_Insnovelc.316_317insAp.Lys109GlufsTer30p.K109Efs*30O43583protein_codingTCGA-EO-A22U-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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