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: DMBT1

Gene summary for DMBT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DMBT1

Gene ID

1755

Gene namedeleted in malignant brain tumors 1
Gene AliasGP340
Cytomap10q26.13
Gene Typeprotein-coding
GO ID

GO:0002237

UniProtAcc

Q9UGM3


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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
1755DMBT1HTA11_78_2000001011HumanColorectumAD3.36e-02-3.00e-01-0.1088
1755DMBT1HTA11_347_2000001011HumanColorectumAD1.32e-05-4.99e-02-0.1954
1755DMBT1HTA11_1391_2000001011HumanColorectumAD3.34e-202.56e+00-0.059
1755DMBT1HTA11_866_3004761011HumanColorectumAD5.01e-058.03e-010.096
1755DMBT1HTA11_7696_3000711011HumanColorectumAD1.94e-06-3.27e-010.0674
1755DMBT1HTA11_99999965104_69814HumanColorectumMSS1.70e-038.66e-010.281
1755DMBT1HTA11_99999971662_82457HumanColorectumMSS6.51e-13-4.04e-010.3859
1755DMBT1HTA11_99999974143_84620HumanColorectumMSS6.58e-17-4.18e-010.3005
1755DMBT1F007HumanColorectumFAP2.60e-03-4.03e-010.1176
1755DMBT1A002-C-010HumanColorectumFAP4.40e-05-2.20e-010.242
1755DMBT1A001-C-207HumanColorectumFAP1.78e-08-4.22e-010.1278
1755DMBT1A015-C-203HumanColorectumFAP7.63e-19-4.22e-01-0.1294
1755DMBT1A015-C-204HumanColorectumFAP1.18e-08-4.22e-01-0.0228
1755DMBT1A001-C-119HumanColorectumFAP8.75e-07-4.22e-01-0.1557
1755DMBT1A001-C-108HumanColorectumFAP3.65e-16-4.16e-01-0.0272
1755DMBT1A002-C-021HumanColorectumFAP2.54e-05-3.26e-010.1171
1755DMBT1A002-C-205HumanColorectumFAP4.12e-12-4.22e-01-0.1236
1755DMBT1A014-C-108HumanColorectumFAP3.34e-08-4.22e-01-0.124
1755DMBT1A001-C-104HumanColorectumFAP1.75e-18-4.22e-010.0184
1755DMBT1A015-C-005HumanColorectumFAP3.46e-07-4.05e-01-0.0336
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:000223710EndometriumAEHresponse to molecule of bacterial origin65/2100363/187239.00e-051.30e-0365
GO:00096159EndometriumAEHresponse to virus63/2100367/187233.81e-044.10e-0363
GO:000223714EndometriumEECresponse to molecule of bacterial origin68/2168363/187233.96e-056.64e-0468
GO:000961513EndometriumEECresponse to virus66/2168367/187231.78e-042.20e-0366
GO:00096156LungIACresponse to virus61/2061367/187236.75e-049.12e-0361
GO:00022377LungIACresponse to molecule of bacterial origin56/2061363/187235.78e-034.21e-0256
GO:0019730StomachGCantimicrobial humoral response25/1159122/187239.62e-086.08e-0625
GO:0006959StomachGChumoral immune response42/1159317/187232.59e-061.10e-0442
GO:0002237StomachGCresponse to molecule of bacterial origin45/1159363/187236.89e-062.57e-0445
GO:0019731StomachGCantibacterial humoral response13/115960/187236.18e-051.40e-0313
GO:0042742StomachGCdefense response to bacterium37/1159350/187231.05e-031.23e-0237
GO:00096154StomachGCresponse to virus37/1159367/187232.41e-032.30e-0237
GO:00197301StomachCAG with IMantimicrobial humoral response23/1050122/187232.62e-071.61e-0523
GO:00069591StomachCAG with IMhumoral immune response39/1050317/187233.43e-061.36e-0439
GO:00022371StomachCAG with IMresponse to molecule of bacterial origin39/1050363/187237.73e-051.82e-0339
GO:00197311StomachCAG with IMantibacterial humoral response12/105060/187231.04e-042.28e-0312
GO:00096151StomachCAG with IMresponse to virus36/1050367/187238.12e-041.08e-0236
GO:00427421StomachCAG with IMdefense response to bacterium34/1050350/187231.32e-031.56e-0234
GO:00197302StomachCSGantimicrobial humoral response23/1034122/187231.99e-071.30e-0523
GO:00069592StomachCSGhumoral immune response40/1034317/187239.26e-074.76e-0540
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04970ColorectumFAPSalivary secretion24/140493/84651.52e-024.99e-023.03e-0224
hsa049701ColorectumFAPSalivary secretion24/140493/84651.52e-024.99e-023.03e-0224
hsa049702ColorectumCRCSalivary secretion22/109193/84653.03e-031.91e-021.29e-0222
hsa049703ColorectumCRCSalivary secretion22/109193/84653.03e-031.91e-021.29e-0222
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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
DMBT1SNVMissense_Mutationnovelc.3410T>Gp.Val1137Glyp.V1137GQ9UGM3protein_codingdeleterious(0)probably_damaging(0.96)TCGA-A2-A1G4-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinSD
DMBT1SNVMissense_Mutationnovelc.6247G>Tp.Gly2083Trpp.G2083WQ9UGM3protein_codingdeleterious(0)probably_damaging(0.99)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
DMBT1SNVMissense_Mutationc.7058T>Ap.Phe2353Tyrp.F2353YQ9UGM3protein_codingtolerated(0.45)benign(0.1)TCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DMBT1SNVMissense_Mutationrs761641632c.2168C>Tp.Ser723Leup.S723LQ9UGM3protein_codingtolerated(0.17)benign(0)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DMBT1SNVMissense_Mutationc.4662N>Tp.Trp1554Cysp.W1554CQ9UGM3protein_codingtolerated(0.17)probably_damaging(0.997)TCGA-AN-A0FZ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DMBT1SNVMissense_Mutationrs545733226c.5080N>Tp.Arg1694Trpp.R1694WQ9UGM3protein_codingtolerated(0.2)probably_damaging(0.985)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DMBT1SNVMissense_Mutationnovelc.2207T>Gp.Val736Glyp.V736GQ9UGM3protein_codingdeleterious(0)possibly_damaging(0.598)TCGA-AR-A2LH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
DMBT1SNVMissense_Mutationc.5549N>Gp.Ser1850Cysp.S1850CQ9UGM3protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-C8-A27B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
DMBT1SNVMissense_Mutationnovelc.4774G>Ap.Gly1592Serp.G1592SQ9UGM3protein_codingtolerated(0.09)probably_damaging(0.999)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
DMBT1SNVMissense_Mutationc.2392N>Tp.Asp798Tyrp.D798YQ9UGM3protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1Y0-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphamide+methotrexatum+fluorouracillumSD
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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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