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: DERL3

Gene summary for DERL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DERL3

Gene ID

91319

Gene namederlin 3
Gene AliasC22orf14
Cytomap22q11.23
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q96Q80


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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
91319DERL3C43HumanOral cavityOSCC3.94e-041.45e-010.1704
91319DERL3C46HumanOral cavityOSCC1.16e-112.66e-010.1673
91319DERL3C57HumanOral cavityOSCC9.32e-093.59e-010.1679
91319DERL3LN22HumanOral cavityOSCC5.72e-054.05e-010.1733
91319DERL3LN46HumanOral cavityOSCC1.68e-093.30e-010.1666
91319DERL3LP15HumanOral cavityLP4.58e-046.85e-010.2174
91319DERL3SYSMH5HumanOral cavityOSCC1.93e-054.63e-010.0647
91319DERL3SYSMH6HumanOral cavityOSCC4.12e-055.83e-010.1275
91319DERL3Dong_P1HumanProstateTumor2.45e-071.38e-010.035
91319DERL3Dong_P5HumanProstateTumor2.27e-044.85e-020.053
91319DERL3GSM5353218_PA_PB1B_Pool_1_2_S74_L003HumanProstateTumor9.04e-141.12e+000.1479
91319DERL3GSM5353220_PA_PB1B_Pool_3_S51_L002HumanProstateTumor1.29e-047.33e-010.1531
91319DERL3GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor4.53e-022.81e-010.1633
91319DERL3GSM5353225_PA_PR5196-1_Pool_1_2_3_S53_L002HumanProstateTumor3.27e-044.27e-010.1619
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:003497620Oral cavityOSCCresponse to endoplasmic reticulum stress178/7305256/187232.59e-236.06e-21178
GO:003238615Oral cavityOSCCregulation of intracellular transport218/7305337/187236.91e-221.41e-19218
GO:003596620Oral cavityOSCCresponse to topologically incorrect protein117/7305159/187236.93e-198.60e-17117
GO:003315718Oral cavityOSCCregulation of intracellular protein transport155/7305229/187231.05e-181.28e-16155
GO:000698620Oral cavityOSCCresponse to unfolded protein103/7305137/187236.47e-186.50e-16103
GO:003596720Oral cavityOSCCcellular response to topologically incorrect protein83/7305116/187231.09e-124.84e-1183
GO:00304334Oral cavityOSCCubiquitin-dependent ERAD pathway65/730585/187232.12e-128.99e-1165
GO:003462019Oral cavityOSCCcellular response to unfolded protein71/730596/187233.45e-121.35e-1071
GO:00365035Oral cavityOSCCERAD pathway76/7305107/187231.76e-116.11e-1076
GO:003096815Oral cavityOSCCendoplasmic reticulum unfolded protein response55/730574/187236.91e-101.75e-0855
GO:00325276Oral cavityOSCCprotein exit from endoplasmic reticulum36/730548/187234.31e-076.36e-0636
GO:00064875Oral cavityOSCCprotein N-linked glycosylation44/730565/187232.63e-063.26e-0544
GO:00181968Oral cavityOSCCpeptidyl-asparagine modification20/730524/187231.10e-051.14e-0420
GO:00309705Oral cavityOSCCretrograde protein transport, ER to cytosol23/730529/187231.13e-051.16e-0423
GO:19035135Oral cavityOSCCendoplasmic reticulum to cytosol transport23/730529/187231.13e-051.16e-0423
GO:00182798Oral cavityOSCCprotein N-linked glycosylation via asparagine19/730523/187232.37e-052.23e-0419
GO:19049504Oral cavityOSCCnegative regulation of establishment of protein localization72/7305131/187231.51e-041.06e-0372
GO:00512243Oral cavityOSCCnegative regulation of protein transport70/7305127/187231.65e-041.14e-0370
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
hsa0414129ProstateTumorProtein processing in endoplasmic reticulum99/1791174/84652.58e-251.71e-231.06e-2399
hsa0414137ProstateTumorProtein processing in endoplasmic reticulum99/1791174/84652.58e-251.71e-231.06e-2399
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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
DERL3SNVMissense_Mutationc.231N>Ap.Phe77Leup.F77LQ96Q80protein_codingdeleterious(0.01)possibly_damaging(0.519)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
DERL3SNVMissense_Mutationnovelc.291C>Ap.Phe97Leup.F97LQ96Q80protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
DERL3SNVMissense_Mutationrs776551730c.692N>Tp.Thr231Metp.T231MQ96Q80protein_codingtolerated(0.11)benign(0)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
DERL3SNVMissense_Mutationnovelc.82N>Gp.Thr28Alap.T28AQ96Q80protein_codingdeleterious(0.02)benign(0.272)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DERL3SNVMissense_Mutationrs769361729c.404N>Ap.Arg135Hisp.R135HQ96Q80protein_codingdeleterious(0.02)possibly_damaging(0.722)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DERL3SNVMissense_Mutationnovelc.503N>Ap.Ser168Tyrp.S168YQ96Q80protein_codingdeleterious(0)probably_damaging(0.967)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
DERL3SNVMissense_Mutationnovelc.61A>Gp.Thr21Alap.T21AQ96Q80protein_codingtolerated(0.24)benign(0.043)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DERL3SNVMissense_Mutationnovelc.59A>Gp.Tyr20Cysp.Y20CQ96Q80protein_codingdeleterious(0)benign(0.412)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DERL3SNVMissense_Mutationnovelc.121N>Ap.Leu41Ilep.L41IQ96Q80protein_codingtolerated(0.12)possibly_damaging(0.668)TCGA-AX-A3FT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DERL3SNVMissense_Mutationnovelc.656N>Tp.Thr219Ilep.T219IQ96Q80protein_codingtolerated(0.38)benign(0.018)TCGA-D1-A103-01Endometriumuterine 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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