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: DDA1

Gene summary for DDA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDA1

Gene ID

79016

Gene nameDET1 and DDB1 associated 1
Gene AliasC19orf58
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

A0A024R7J7


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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
79016DDA1HTA11_2487_2000001011HumanColorectumSER1.89e-063.36e-01-0.1808
79016DDA1HTA11_1938_2000001011HumanColorectumAD4.94e-032.06e-01-0.0811
79016DDA1HTA11_347_2000001011HumanColorectumAD5.86e-062.03e-01-0.1954
79016DDA1HTA11_3361_2000001011HumanColorectumAD3.14e-032.50e-01-0.1207
79016DDA1HTA11_696_2000001011HumanColorectumAD2.90e-052.50e-01-0.1464
79016DDA1HTA11_1391_2000001011HumanColorectumAD3.25e-072.79e-01-0.059
79016DDA1HTA11_2992_2000001011HumanColorectumSER2.93e-064.06e-01-0.1706
79016DDA1HTA11_99999965104_69814HumanColorectumMSS5.94e-042.19e-010.281
79016DDA1HTA11_99999971662_82457HumanColorectumMSS3.20e-042.41e-010.3859
79016DDA1LZE4THumanEsophagusESCC5.06e-081.18e-010.0811
79016DDA1LZE5THumanEsophagusESCC6.12e-033.62e-010.0514
79016DDA1LZE7THumanEsophagusESCC4.06e-171.05e+000.0667
79016DDA1LZE8THumanEsophagusESCC5.68e-041.74e-010.067
79016DDA1LZE20THumanEsophagusESCC4.50e-099.76e-020.0662
79016DDA1LZE22THumanEsophagusESCC1.66e-024.32e-010.068
79016DDA1LZE24THumanEsophagusESCC4.36e-196.58e-010.0596
79016DDA1LZE21THumanEsophagusESCC6.18e-032.13e-010.0655
79016DDA1LZE6THumanEsophagusESCC1.88e-064.14e-010.0845
79016DDA1P1T-EHumanEsophagusESCC1.15e-098.25e-010.0875
79016DDA1P2T-EHumanEsophagusESCC8.87e-281.70e-010.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:1903362ColorectumADregulation of cellular protein catabolic process109/3918255/187232.14e-156.08e-13109
GO:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0031331ColorectumADpositive regulation of cellular catabolic process156/3918427/187234.68e-141.05e-11156
GO:1903050ColorectumADregulation of proteolysis involved in cellular protein catabolic process92/3918221/187232.04e-123.19e-1092
GO:0045732ColorectumADpositive regulation of protein catabolic process92/3918231/187233.85e-114.47e-0992
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:0045862ColorectumADpositive regulation of proteolysis129/3918372/187234.04e-103.46e-08129
GO:0061136ColorectumADregulation of proteasomal protein catabolic process75/3918187/187231.65e-091.20e-0775
GO:2000058ColorectumADregulation of ubiquitin-dependent protein catabolic process68/3918164/187231.82e-091.31e-0768
GO:1903364ColorectumADpositive regulation of cellular protein catabolic process62/3918155/187234.66e-082.51e-0662
GO:0032434ColorectumADregulation of proteasomal ubiquitin-dependent protein catabolic process54/3918134/187232.51e-071.02e-0554
GO:1903052ColorectumADpositive regulation of proteolysis involved in cellular protein catabolic process53/3918133/187234.93e-071.85e-0553
GO:2000060ColorectumADpositive regulation of ubiquitin-dependent protein catabolic process44/3918107/187231.65e-065.03e-0544
GO:0000209ColorectumADprotein polyubiquitination78/3918236/187238.71e-062.06e-0478
GO:1901800ColorectumADpositive regulation of proteasomal protein catabolic process44/3918114/187231.18e-052.62e-0444
GO:0032436ColorectumADpositive regulation of proteasomal ubiquitin-dependent protein catabolic process36/391890/187232.89e-055.37e-0436
GO:00421761ColorectumSERregulation of protein catabolic process126/2897391/187235.33e-172.52e-14126
GO:19033621ColorectumSERregulation of cellular protein catabolic process91/2897255/187231.22e-155.36e-1391
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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
DDA1SNVMissense_Mutationrs374142177c.70N>Ap.Val24Metp.V24MQ9BW61protein_codingtolerated(0.22)benign(0.151)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DDA1SNVMissense_Mutationnovelc.125C>Tp.Pro42Leup.P42LQ9BW61protein_codingdeleterious(0)probably_damaging(0.941)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
DDA1SNVMissense_Mutationnovelc.7N>Tp.Asp3Tyrp.D3YQ9BW61protein_codingdeleterious(0.02)possibly_damaging(0.83)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
DDA1SNVMissense_Mutationrs759978228c.53N>Ap.Arg18Glnp.R18QQ9BW61protein_codingtolerated(0.07)benign(0.066)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DDA1SNVMissense_Mutationrs766625782c.92G>Ap.Arg31Glnp.R31QQ9BW61protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-EY-A215-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DDA1SNVMissense_Mutationnovelc.142G>Ap.Val48Metp.V48MQ9BW61protein_codingdeleterious(0)benign(0.068)TCGA-EY-A215-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DDA1SNVMissense_Mutationnovelc.80N>Gp.Ala27Glyp.A27GQ9BW61protein_codingtolerated(0.23)possibly_damaging(0.617)TCGA-62-8399-01Lunglung adenocarcinomaMale<65III/IVUnknownUnknownSD
DDA1SNVMissense_Mutationnovelc.98N>Tp.Ser33Leup.S33LQ9BW61protein_codingdeleterious(0.04)benign(0.007)TCGA-98-A53J-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
DDA1insertionFrame_Shift_Insnovelc.192_193insAp.Asn67GlufsTer93p.N67Efs*93Q9BW61protein_codingTCGA-50-5049-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
DDA1SNVMissense_Mutationnovelc.251C>Gp.Ser84Cysp.S84CQ9BW61protein_codingdeleterious(0.03)benign(0.079)TCGA-CV-7099-01Oral cavityhead & neck squamous cell 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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