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: DBNL

Gene summary for DBNL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DBNL

Gene ID

28988

Gene namedrebrin like
Gene AliasABP1
Cytomap7p13
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9UJU6


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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
28988DBNLLZE4THumanEsophagusESCC9.05e-134.70e-010.0811
28988DBNLLZE5THumanEsophagusESCC1.58e-052.70e-010.0514
28988DBNLLZE7THumanEsophagusESCC1.57e-084.29e-010.0667
28988DBNLLZE8THumanEsophagusESCC4.60e-094.67e-010.067
28988DBNLLZE20THumanEsophagusESCC7.56e-053.90e-010.0662
28988DBNLLZE22THumanEsophagusESCC1.82e-085.16e-010.068
28988DBNLLZE24THumanEsophagusESCC4.72e-246.02e-010.0596
28988DBNLLZE6THumanEsophagusESCC1.15e-085.35e-010.0845
28988DBNLP1T-EHumanEsophagusESCC3.43e-168.52e-010.0875
28988DBNLP2T-EHumanEsophagusESCC3.64e-407.30e-010.1177
28988DBNLP4T-EHumanEsophagusESCC1.59e-308.07e-010.1323
28988DBNLP5T-EHumanEsophagusESCC2.92e-305.68e-010.1327
28988DBNLP8T-EHumanEsophagusESCC1.75e-234.83e-010.0889
28988DBNLP9T-EHumanEsophagusESCC2.78e-204.29e-010.1131
28988DBNLP10T-EHumanEsophagusESCC1.31e-234.53e-010.116
28988DBNLP11T-EHumanEsophagusESCC1.76e-229.08e-010.1426
28988DBNLP12T-EHumanEsophagusESCC1.34e-326.42e-010.1122
28988DBNLP15T-EHumanEsophagusESCC1.97e-337.91e-010.1149
28988DBNLP16T-EHumanEsophagusESCC4.74e-428.36e-010.1153
28988DBNLP17T-EHumanEsophagusESCC4.37e-191.11e+000.1278
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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
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:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:0032970111EsophagusESCCregulation of actin filament-based process231/8552397/187232.91e-074.20e-06231
GO:0032956111EsophagusESCCregulation of actin cytoskeleton organization210/8552358/187234.40e-076.00e-06210
GO:0032271111EsophagusESCCregulation of protein polymerization143/8552233/187239.21e-071.17e-05143
GO:011005327EsophagusESCCregulation of actin filament organization166/8552278/187231.54e-061.85e-05166
GO:002260420EsophagusESCCregulation of cell morphogenesis180/8552309/187235.19e-065.45e-05180
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:00166019EsophagusESCCRac protein signal transduction33/855242/187231.35e-051.23e-0433
GO:001072010EsophagusESCCpositive regulation of cell development172/8552298/187231.74e-051.55e-04172
GO:000815420EsophagusESCCactin polymerization or depolymerization130/8552218/187232.19e-051.88e-04130
GO:000689818EsophagusESCCreceptor-mediated endocytosis142/8552244/187235.22e-054.05e-04142
GO:005076710EsophagusESCCregulation of neurogenesis203/8552364/187236.10e-054.68e-04203
GO:0030041110EsophagusESCCactin filament polymerization114/8552191/187236.46e-054.92e-04114
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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
DBNLSNVMissense_Mutationc.970G>Ap.Glu324Lysp.E324KQ9UJU6protein_codingtolerated(0.57)benign(0.006)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
DBNLSNVMissense_Mutationc.970N>Ap.Glu324Lysp.E324KQ9UJU6protein_codingtolerated(0.57)benign(0.006)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DBNLinsertionNonsense_Mutationnovelc.326_327insATAACTGTp.Gly110Terp.G110*Q9UJU6protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DBNLSNVMissense_Mutationnovelc.104G>Ap.Gly35Aspp.G35DQ9UJU6protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DBNLSNVMissense_Mutationrs541074419c.688G>Ap.Glu230Lysp.E230KQ9UJU6protein_codingtolerated(0.06)benign(0.006)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
DBNLSNVMissense_Mutationnovelc.401A>Tp.Lys134Metp.K134MQ9UJU6protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
DBNLSNVMissense_Mutationc.176N>Ap.Ser59Asnp.S59NQ9UJU6protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AZ-5403-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
DBNLSNVMissense_Mutationc.169C>Tp.Leu57Phep.L57FQ9UJU6protein_codingdeleterious(0.01)benign(0.336)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
DBNLSNVMissense_Mutationnovelc.1022C>Tp.Ala341Valp.A341VQ9UJU6protein_codingtolerated(0.21)possibly_damaging(0.557)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DBNLSNVMissense_Mutationrs376675318c.668G>Ap.Arg223Hisp.R223HQ9UJU6protein_codingtolerated(0.07)benign(0.057)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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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