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: DERL2

Gene summary for DERL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DERL2

Gene ID

51009

Gene namederlin 2
Gene AliasCGI-101
Cytomap17p13.2
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

I3L3R8


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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
51009DERL2LZE2THumanEsophagusESCC3.40e-026.39e-010.082
51009DERL2LZE4THumanEsophagusESCC5.66e-185.66e-010.0811
51009DERL2LZE5THumanEsophagusESCC2.88e-124.30e-010.0514
51009DERL2LZE7THumanEsophagusESCC1.23e-097.25e-010.0667
51009DERL2LZE8THumanEsophagusESCC2.10e-062.93e-010.067
51009DERL2LZE20THumanEsophagusESCC1.64e-042.31e-010.0662
51009DERL2LZE22D1HumanEsophagusHGIN9.13e-041.14e-010.0595
51009DERL2LZE24THumanEsophagusESCC4.56e-298.80e-010.0596
51009DERL2LZE22D3HumanEsophagusHGIN2.19e-033.37e-010.0653
51009DERL2LZE21THumanEsophagusESCC9.19e-062.51e-010.0655
51009DERL2LZE6THumanEsophagusESCC3.08e-106.27e-010.0845
51009DERL2P1T-EHumanEsophagusESCC5.49e-106.23e-010.0875
51009DERL2P2T-EHumanEsophagusESCC2.12e-315.74e-010.1177
51009DERL2P4T-EHumanEsophagusESCC8.16e-491.11e+000.1323
51009DERL2P5T-EHumanEsophagusESCC1.75e-194.53e-010.1327
51009DERL2P8T-EHumanEsophagusESCC9.45e-408.26e-010.0889
51009DERL2P9T-EHumanEsophagusESCC9.43e-244.59e-010.1131
51009DERL2P10T-EHumanEsophagusESCC1.47e-285.67e-010.116
51009DERL2P11T-EHumanEsophagusESCC1.40e-228.65e-010.1426
51009DERL2P12T-EHumanEsophagusESCC5.96e-317.20e-010.1122
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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
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:001049826EsophagusHGINproteasomal protein catabolic process139/2587490/187231.20e-173.41e-15139
GO:004316126EsophagusHGINproteasome-mediated ubiquitin-dependent protein catabolic process114/2587412/187237.00e-141.20e-11114
GO:003497625EsophagusHGINresponse to endoplasmic reticulum stress81/2587256/187231.47e-132.32e-1181
GO:003596625EsophagusHGINresponse to topologically incorrect protein54/2587159/187238.53e-118.89e-0954
GO:000698625EsophagusHGINresponse to unfolded protein48/2587137/187232.80e-102.54e-0848
GO:003596725EsophagusHGINcellular response to topologically incorrect protein41/2587116/187234.07e-092.84e-0741
GO:003462020EsophagusHGINcellular response to unfolded protein36/258796/187235.82e-093.88e-0736
GO:003238617EsophagusHGINregulation of intracellular transport79/2587337/187231.11e-064.36e-0579
GO:003315720EsophagusHGINregulation of intracellular protein transport58/2587229/187232.29e-068.29e-0558
GO:003096817EsophagusHGINendoplasmic reticulum unfolded protein response24/258774/187233.39e-058.61e-0424
GO:00309706EsophagusHGINretrograde protein transport, ER to cytosol12/258729/187232.48e-044.38e-0312
GO:19035136EsophagusHGINendoplasmic reticulum to cytosol transport12/258729/187232.48e-044.38e-0312
GO:001604919EsophagusHGINcell growth93/2587482/187234.49e-046.62e-0393
GO:00365036EsophagusHGINERAD pathway27/2587107/187231.15e-031.39e-0227
GO:00325277EsophagusHGINprotein exit from endoplasmic reticulum15/258748/187231.49e-031.73e-0215
GO:00304335EsophagusHGINubiquitin-dependent ERAD pathway22/258785/187232.24e-032.31e-0222
GO:000155818EsophagusHGINregulation of cell growth76/2587414/187235.40e-034.42e-0276
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414139EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa04141114EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0414114LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141210Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
hsa0414138Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
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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
DERL2SNVMissense_Mutationc.429C>Ap.Phe143Leup.F143LQ9GZP9protein_codingdeleterious(0.05)benign(0.327)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
DERL2SNVMissense_Mutationc.238C>Tp.Arg80Cysp.R80CQ9GZP9protein_codingdeleterious(0.03)probably_damaging(0.997)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DERL2SNVMissense_Mutationnovelc.129C>Ap.Phe43Leup.F43LQ9GZP9protein_codingtolerated(0.22)probably_damaging(0.956)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
DERL2SNVMissense_Mutationc.324G>Ap.Met108Ilep.M108IQ9GZP9protein_codingtolerated(0.18)benign(0.029)TCGA-AG-A01W-01Colorectumrectum adenocarcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
DERL2SNVMissense_Mutationnovelc.511N>Ap.Val171Metp.V171MQ9GZP9protein_codingtolerated(0.06)possibly_damaging(0.816)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DERL2SNVMissense_Mutationc.608C>Ap.Ser203Tyrp.S203YQ9GZP9protein_codingtolerated(0.15)benign(0.003)TCGA-D1-A16X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DERL2SNVMissense_Mutationnovelc.346N>Gp.Ser116Glyp.S116GQ9GZP9protein_codingdeleterious(0.02)benign(0.099)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
DERL2SNVMissense_Mutationnovelc.377N>Cp.Ile126Thrp.I126TQ9GZP9protein_codingtolerated(0.18)benign(0.081)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
DERL2insertionFrame_Shift_Insnovelc.192dupTp.Gly65TrpfsTer10p.G65Wfs*10Q9GZP9protein_codingTCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DERL2SNVMissense_Mutationc.391G>Tp.Val131Leup.V131LQ9GZP9protein_codingdeleterious(0.03)benign(0.172)TCGA-55-8511-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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