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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: DBF4

Gene summary for DBF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DBF4

Gene ID

10926

Gene nameDBF4 zinc finger
Gene AliasASK
Cytomap7q21.12
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

B4DXK0


Top

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
10926DBF4LZE4THumanEsophagusESCC1.94e-052.86e-010.0811
10926DBF4LZE7THumanEsophagusESCC3.71e-052.92e-010.0667
10926DBF4LZE8THumanEsophagusESCC2.31e-038.58e-020.067
10926DBF4LZE24THumanEsophagusESCC7.49e-113.08e-010.0596
10926DBF4LZE21THumanEsophagusESCC6.18e-032.41e-010.0655
10926DBF4LZE6THumanEsophagusESCC3.99e-042.82e-010.0845
10926DBF4P1T-EHumanEsophagusESCC4.44e-052.72e-010.0875
10926DBF4P2T-EHumanEsophagusESCC2.26e-215.88e-010.1177
10926DBF4P4T-EHumanEsophagusESCC1.26e-185.95e-010.1323
10926DBF4P5T-EHumanEsophagusESCC1.67e-174.57e-010.1327
10926DBF4P8T-EHumanEsophagusESCC4.58e-071.36e-010.0889
10926DBF4P9T-EHumanEsophagusESCC2.08e-124.04e-010.1131
10926DBF4P10T-EHumanEsophagusESCC4.91e-143.67e-010.116
10926DBF4P11T-EHumanEsophagusESCC1.79e-064.68e-010.1426
10926DBF4P12T-EHumanEsophagusESCC1.37e-111.99e-010.1122
10926DBF4P15T-EHumanEsophagusESCC2.30e-042.04e-010.1149
10926DBF4P16T-EHumanEsophagusESCC2.10e-449.44e-010.1153
10926DBF4P17T-EHumanEsophagusESCC2.58e-043.43e-010.1278
10926DBF4P19T-EHumanEsophagusESCC3.36e-034.04e-010.1662
10926DBF4P20T-EHumanEsophagusESCC9.55e-216.60e-010.1124
Page: 1 2 3 4 5 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:004578710EsophagusESCCpositive regulation of cell cycle196/8552313/187239.27e-102.24e-08196
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:000008214EsophagusESCCG1/S transition of mitotic cell cycle134/8552214/187234.04e-075.55e-06134
GO:004484314EsophagusESCCcell cycle G1/S phase transition148/8552241/187235.68e-077.48e-06148
GO:00062754EsophagusESCCregulation of DNA replication73/8552107/187231.97e-062.28e-0573
GO:00719029EsophagusESCCpositive regulation of protein serine/threonine kinase activity124/8552200/187232.27e-062.61e-05124
GO:00900689EsophagusESCCpositive regulation of cell cycle process142/8552236/187234.79e-065.08e-05142
GO:004586018EsophagusESCCpositive regulation of protein kinase activity219/8552386/187236.91e-066.97e-05219
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:0090329EsophagusESCCregulation of DNA-dependent DNA replication30/855246/187235.91e-032.18e-0230
GO:00457406EsophagusESCCpositive regulation of DNA replication26/855240/187231.08e-023.66e-0226
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
GO:19019871LiverHCCregulation of cell cycle phase transition211/7958390/187232.11e-062.89e-05211
GO:004578711LiverHCCpositive regulation of cell cycle172/7958313/187235.29e-066.58e-05172
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:00448432LiverHCCcell cycle G1/S phase transition134/7958241/187232.60e-052.70e-04134
Page: 1 2 3 4 5 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
DBF4insertionFrame_Shift_Insnovelc.916_917insAp.Leu306HisfsTer8p.L306Hfs*8Q9UBU7protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
DBF4SNVMissense_Mutationnovelc.1692N>Cp.Lys564Asnp.K564NQ9UBU7protein_codingtolerated(0.55)benign(0)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DBF4SNVMissense_Mutationnovelc.1789N>Ap.Asp597Asnp.D597NQ9UBU7protein_codingtolerated(0.53)benign(0.003)TCGA-ZJ-AAXB-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DBF4SNVMissense_Mutationnovelc.233T>Gp.Phe78Cysp.F78CQ9UBU7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DBF4SNVMissense_Mutationnovelc.1727G>Ap.Arg576Glnp.R576QQ9UBU7protein_codingdeleterious(0)possibly_damaging(0.632)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DBF4SNVMissense_Mutationnovelc.953T>Gp.Phe318Cysp.F318CQ9UBU7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
DBF4SNVMissense_Mutationnovelc.1390A>Gp.Ile464Valp.I464VQ9UBU7protein_codingtolerated(0.78)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
DBF4SNVMissense_Mutationc.187N>Cp.Lys63Glnp.K63QQ9UBU7protein_codingdeleterious(0.01)possibly_damaging(0.907)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
DBF4SNVMissense_Mutationc.253N>Cp.Tyr85Hisp.Y85HQ9UBU7protein_codingdeleterious(0)possibly_damaging(0.712)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DBF4SNVMissense_Mutationc.1384C>Tp.Leu462Phep.L462FQ9UBU7protein_codingtolerated(0.71)benign(0.001)TCGA-D5-7000-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 

Top

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
Page: 1