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: DERL1

Gene summary for DERL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DERL1

Gene ID

79139

Gene namederlin 1
Gene AliasDER-1
Cytomap8q24.13
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9BUN8


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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
79139DERL1LZE4THumanEsophagusESCC1.10e-206.53e-010.0811
79139DERL1LZE5THumanEsophagusESCC3.24e-064.37e-010.0514
79139DERL1LZE7THumanEsophagusESCC3.91e-084.08e-010.0667
79139DERL1LZE8THumanEsophagusESCC1.66e-145.36e-010.067
79139DERL1LZE20THumanEsophagusESCC4.03e-115.57e-010.0662
79139DERL1LZE24THumanEsophagusESCC8.19e-297.57e-010.0596
79139DERL1LZE6THumanEsophagusESCC2.44e-114.09e-010.0845
79139DERL1P2T-EHumanEsophagusESCC7.15e-347.93e-010.1177
79139DERL1P4T-EHumanEsophagusESCC9.60e-297.64e-010.1323
79139DERL1P5T-EHumanEsophagusESCC1.87e-358.14e-010.1327
79139DERL1P8T-EHumanEsophagusESCC1.30e-325.48e-010.0889
79139DERL1P9T-EHumanEsophagusESCC6.92e-287.88e-010.1131
79139DERL1P10T-EHumanEsophagusESCC1.54e-356.75e-010.116
79139DERL1P11T-EHumanEsophagusESCC7.28e-219.84e-010.1426
79139DERL1P12T-EHumanEsophagusESCC1.64e-439.05e-010.1122
79139DERL1P15T-EHumanEsophagusESCC4.18e-398.39e-010.1149
79139DERL1P16T-EHumanEsophagusESCC1.10e-641.20e+000.1153
79139DERL1P17T-EHumanEsophagusESCC2.36e-107.04e-010.1278
79139DERL1P19T-EHumanEsophagusESCC5.35e-067.90e-010.1662
79139DERL1P20T-EHumanEsophagusESCC1.48e-387.69e-010.1124
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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: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:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:0006986111EsophagusESCCresponse to unfolded protein107/8552137/187237.01e-153.87e-13107
GO:0035967111EsophagusESCCcellular response to topologically incorrect protein90/8552116/187231.94e-128.11e-1190
GO:0051099111EsophagusESCCpositive regulation of binding122/8552173/187232.79e-119.45e-10122
GO:004339320EsophagusESCCregulation of protein binding135/8552196/187233.69e-111.22e-09135
GO:003650315EsophagusESCCERAD pathway82/8552107/187235.80e-111.84e-0982
GO:0034620111EsophagusESCCcellular response to unfolded protein74/855296/187233.10e-108.66e-0974
GO:190332216EsophagusESCCpositive regulation of protein modification by small protein conjugation or removal99/8552138/187234.39e-101.16e-0899
GO:003043314EsophagusESCCubiquitin-dependent ERAD pathway66/855285/187231.64e-093.78e-0866
GO:003096818EsophagusESCCendoplasmic reticulum unfolded protein response59/855274/187231.90e-094.36e-0859
GO:003139816EsophagusESCCpositive regulation of protein ubiquitination82/8552119/187232.41e-073.64e-0682
GO:003209216EsophagusESCCpositive regulation of protein binding60/855285/187232.83e-063.22e-0560
GO:003252714EsophagusESCCprotein exit from endoplasmic reticulum37/855248/187238.99e-068.65e-0537
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa0501428Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa0502228Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa05014112Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa05022112Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa0501429Oral cavityLPAmyotrophic lateral sclerosis197/2418364/84651.25e-251.39e-238.93e-24197
hsa04141210Oral 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
DERL1SNVMissense_Mutationnovelc.532N>Gp.Leu178Valp.L178VQ9BUN8protein_codingtolerated(0.14)benign(0.163)TCGA-AR-A1AQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DERL1insertionNonsense_Mutationnovelc.640_641insTTCTCTTTACAAATTGAAAAAAAAAATCCTTATTTTGTATAAAGp.Arg214IlefsTer6p.R214Ifs*6Q9BUN8protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
DERL1SNVMissense_Mutationc.454N>Ap.Ala152Thrp.A152TQ9BUN8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-DG-A2KH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DERL1SNVMissense_Mutationc.502N>Tp.Gly168Cysp.G168CQ9BUN8protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DERL1SNVMissense_Mutationc.188N>Ap.Pro63Hisp.P63HQ9BUN8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DERL1SNVMissense_Mutationc.211N>Ap.Leu71Ilep.L71IQ9BUN8protein_codingtolerated(0.2)possibly_damaging(0.664)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DERL1SNVMissense_Mutationnovelc.415N>Tp.Asp139Tyrp.D139YQ9BUN8protein_codingdeleterious(0)probably_damaging(0.992)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DERL1SNVMissense_Mutationrs751887904c.605C>Tp.Thr202Ilep.T202IQ9BUN8protein_codingdeleterious(0.01)probably_damaging(0.982)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DERL1SNVMissense_Mutationnovelc.527G>Tp.Gly176Valp.G176VQ9BUN8protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DERL1SNVMissense_Mutationc.405N>Tp.Gln135Hisp.Q135HQ9BUN8protein_codingdeleterious(0.02)possibly_damaging(0.706)TCGA-AP-A051-01Endometriumuterine 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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