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: DDB2

Gene summary for DDB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDB2

Gene ID

1643

Gene namedamage specific DNA binding protein 2
Gene AliasDDBB
Cytomap11p11.2
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q92466


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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
1643DDB2HTA11_1938_2000001011HumanColorectumAD4.33e-096.62e-01-0.0811
1643DDB2HTA11_78_2000001011HumanColorectumAD1.20e-023.49e-01-0.1088
1643DDB2HTA11_1391_2000001011HumanColorectumAD1.25e-086.56e-01-0.059
1643DDB2HTA11_866_3004761011HumanColorectumAD5.25e-032.69e-010.096
1643DDB2HTA11_6818_2000001021HumanColorectumAD2.11e-023.73e-010.0588
1643DDB2HTA11_99999974143_84620HumanColorectumMSS2.67e-023.30e-010.3005
1643DDB2A015-C-203HumanColorectumFAP2.79e-03-6.81e-02-0.1294
1643DDB2A015-C-104HumanColorectumFAP1.10e-02-8.53e-02-0.1899
1643DDB2LZE4THumanEsophagusESCC5.16e-072.00e-010.0811
1643DDB2LZE8THumanEsophagusESCC8.97e-031.66e-010.067
1643DDB2LZE20THumanEsophagusESCC2.76e-061.41e-010.0662
1643DDB2LZE22D1HumanEsophagusHGIN6.66e-031.20e-010.0595
1643DDB2LZE24THumanEsophagusESCC5.52e-074.58e-010.0596
1643DDB2P1T-EHumanEsophagusESCC4.46e-063.69e-010.0875
1643DDB2P2T-EHumanEsophagusESCC2.18e-306.08e-010.1177
1643DDB2P4T-EHumanEsophagusESCC5.57e-162.38e-010.1323
1643DDB2P5T-EHumanEsophagusESCC1.02e-096.88e-020.1327
1643DDB2P8T-EHumanEsophagusESCC2.15e-092.50e-010.0889
1643DDB2P9T-EHumanEsophagusESCC1.02e-091.67e-010.1131
1643DDB2P10T-EHumanEsophagusESCC3.66e-193.41e-010.116
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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
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:0000209ColorectumADprotein polyubiquitination78/3918236/187238.71e-062.06e-0478
GO:0051865ColorectumADprotein autoubiquitination28/391873/187234.87e-045.30e-0328
GO:0033522ColorectumADhistone H2A ubiquitination12/391826/187233.47e-032.51e-0212
GO:0006513ColorectumADprotein monoubiquitination23/391867/187237.55e-034.58e-0223
GO:00002092ColorectumMSSprotein polyubiquitination72/3467236/187235.19e-061.42e-0472
GO:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:00518651ColorectumMSSprotein autoubiquitination25/346773/187231.00e-031.00e-0225
GO:00335221ColorectumMSShistone H2A ubiquitination12/346726/187231.16e-031.12e-0212
GO:00065131ColorectumMSSprotein monoubiquitination21/346767/187237.90e-034.84e-0221
GO:0016574ColorectumMSShistone ubiquitination16/346747/187238.22e-034.99e-0216
GO:00002093ColorectumFAPprotein polyubiquitination59/2622236/187234.53e-061.52e-0459
GO:00165701ColorectumFAPhistone modification94/2622463/187231.06e-041.76e-0394
GO:00518652ColorectumFAPprotein autoubiquitination22/262273/187232.88e-043.77e-0322
GO:00335222ColorectumFAPhistone H2A ubiquitination10/262226/187231.77e-031.53e-0210
GO:00165741ColorectumFAPhistone ubiquitination14/262247/187233.95e-032.75e-0214
GO:00065132ColorectumFAPprotein monoubiquitination18/262267/187234.08e-032.81e-0218
GO:0071214ColorectumFAPcellular response to abiotic stimulus63/2622331/187236.38e-033.99e-0263
GO:0104004ColorectumFAPcellular response to environmental stimulus63/2622331/187236.38e-033.99e-0263
GO:000020916EsophagusHGINprotein polyubiquitination58/2587236/187236.29e-061.97e-0458
GO:00165708EsophagusHGINhistone modification92/2587463/187231.70e-043.30e-0392
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04120ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa05213ColorectumADEndometrial cancer29/209258/84652.69e-052.57e-041.64e-0429
hsa05216ColorectumADThyroid cancer21/209237/84653.05e-052.76e-041.76e-0421
hsa05210ColorectumADColorectal cancer35/209286/84657.54e-045.49e-033.50e-0335
hsa05220ColorectumADChronic myeloid leukemia31/209276/84651.41e-038.46e-035.39e-0331
hsa05225ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa05212ColorectumADPancreatic cancer29/209276/84656.25e-032.68e-021.71e-0229
hsa041201ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa052131ColorectumADEndometrial cancer29/209258/84652.69e-052.57e-041.64e-0429
hsa052161ColorectumADThyroid cancer21/209237/84653.05e-052.76e-041.76e-0421
hsa052101ColorectumADColorectal cancer35/209286/84657.54e-045.49e-033.50e-0335
hsa052201ColorectumADChronic myeloid leukemia31/209276/84651.41e-038.46e-035.39e-0331
hsa052251ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa052121ColorectumADPancreatic cancer29/209276/84656.25e-032.68e-021.71e-0229
hsa052162ColorectumMSSThyroid cancer21/187537/84654.98e-066.00e-053.68e-0521
hsa041204ColorectumMSSUbiquitin mediated proteolysis55/1875142/84655.02e-066.00e-053.68e-0555
hsa052202ColorectumMSSChronic myeloid leukemia29/187576/84651.10e-036.27e-033.84e-0329
hsa05169ColorectumMSSEpstein-Barr virus infection63/1875202/84651.63e-038.98e-035.50e-0363
hsa052122ColorectumMSSPancreatic cancer26/187576/84651.04e-023.69e-022.26e-0226
hsa05222ColorectumMSSSmall cell lung cancer30/187592/84651.31e-024.30e-022.64e-0230
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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
DDB2SNVMissense_Mutationc.716N>Ap.Arg239Lysp.R239KQ92466protein_codingtolerated(0.99)benign(0.049)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
DDB2deletionFrame_Shift_Delnovelc.1034delAp.His345LeufsTer25p.H345Lfs*25Q92466protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DDB2SNVMissense_Mutationc.807N>Gp.Ile269Metp.I269MQ92466protein_codingtolerated(0.09)possibly_damaging(0.732)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DDB2SNVMissense_Mutationnovelc.145N>Cp.Asp49Hisp.D49HQ92466protein_codingdeleterious(0.01)possibly_damaging(0.674)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
DDB2SNVMissense_Mutationrs375649516c.1126N>Ap.Asp376Asnp.D376NQ92466protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
DDB2SNVMissense_Mutationnovelc.1200C>Ap.Phe400Leup.F400LQ92466protein_codingdeleterious(0)possibly_damaging(0.808)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
DDB2SNVMissense_Mutationnovelc.1019N>Cp.Ile340Thrp.I340TQ92466protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DDB2SNVMissense_Mutationnovelc.1028N>Tp.Ala343Valp.A343VQ92466protein_codingdeleterious(0.01)benign(0.023)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DDB2SNVMissense_Mutationnovelc.1276N>Tp.Arg426Trpp.R426WQ92466protein_codingdeleterious(0)benign(0)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
DDB2SNVMissense_Mutationnovelc.863N>Tp.Arg288Metp.R288MQ92466protein_codingdeleterious(0.04)benign(0.251)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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