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: DMAP1

Gene summary for DMAP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DMAP1

Gene ID

55929

Gene nameDNA methyltransferase 1 associated protein 1
Gene AliasDNMAP1
Cytomap1p34.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9NPF5


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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
55929DMAP1P19T-EHumanEsophagusESCC9.24e-083.88e-010.1662
55929DMAP1P20T-EHumanEsophagusESCC6.35e-193.26e-010.1124
55929DMAP1P21T-EHumanEsophagusESCC3.63e-355.45e-010.1617
55929DMAP1P22T-EHumanEsophagusESCC1.56e-202.23e-010.1236
55929DMAP1P23T-EHumanEsophagusESCC3.88e-223.50e-010.108
55929DMAP1P24T-EHumanEsophagusESCC1.47e-132.10e-010.1287
55929DMAP1P26T-EHumanEsophagusESCC1.16e-221.91e-010.1276
55929DMAP1P27T-EHumanEsophagusESCC1.07e-315.08e-010.1055
55929DMAP1P28T-EHumanEsophagusESCC1.19e-112.41e-010.1149
55929DMAP1P30T-EHumanEsophagusESCC1.77e-233.63e-010.137
55929DMAP1P31T-EHumanEsophagusESCC6.84e-263.85e-010.1251
55929DMAP1P32T-EHumanEsophagusESCC1.39e-284.82e-010.1666
55929DMAP1P36T-EHumanEsophagusESCC2.63e-132.88e-010.1187
55929DMAP1P37T-EHumanEsophagusESCC1.04e-193.16e-010.1371
55929DMAP1P38T-EHumanEsophagusESCC4.91e-025.44e-020.127
55929DMAP1P39T-EHumanEsophagusESCC2.10e-172.53e-010.0894
55929DMAP1P40T-EHumanEsophagusESCC1.16e-071.27e-010.109
55929DMAP1P42T-EHumanEsophagusESCC5.01e-163.54e-010.1175
55929DMAP1P44T-EHumanEsophagusESCC1.24e-091.89e-010.1096
55929DMAP1P47T-EHumanEsophagusESCC7.94e-091.06e-010.1067
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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:007259420EsophagusHGINestablishment of protein localization to organelle120/2587422/187231.73e-154.00e-13120
GO:003450417EsophagusHGINprotein localization to nucleus84/2587290/187231.06e-111.24e-0984
GO:000691319EsophagusHGINnucleocytoplasmic transport83/2587301/187232.14e-101.97e-0883
GO:005116919EsophagusHGINnuclear transport83/2587301/187232.14e-101.97e-0883
GO:190382926EsophagusHGINpositive regulation of cellular protein localization75/2587276/187233.19e-092.30e-0775
GO:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:004682219EsophagusHGINregulation of nucleocytoplasmic transport35/2587106/187233.69e-071.69e-0535
GO:190018216EsophagusHGINpositive regulation of protein localization to nucleus30/258787/187238.74e-073.59e-0530
GO:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
GO:003238617EsophagusHGINregulation of intracellular transport79/2587337/187231.11e-064.36e-0579
GO:190018017EsophagusHGINregulation of protein localization to nucleus40/2587136/187231.69e-066.31e-0540
GO:003315720EsophagusHGINregulation of intracellular protein transport58/2587229/187232.29e-068.29e-0558
GO:004682416EsophagusHGINpositive regulation of nucleocytoplasmic transport23/258762/187233.94e-061.32e-0423
GO:190495120EsophagusHGINpositive regulation of establishment of protein localization73/2587319/187236.99e-062.14e-0473
GO:003238820EsophagusHGINpositive regulation of intracellular transport51/2587202/187231.00e-052.92e-0451
GO:001703817EsophagusHGINprotein import51/2587206/187231.79e-054.86e-0451
GO:009031616EsophagusHGINpositive regulation of intracellular protein transport42/2587160/187232.18e-055.78e-0442
GO:005117010EsophagusHGINimport into nucleus41/2587159/187234.24e-051.04e-0341
GO:005122220EsophagusHGINpositive regulation of protein transport67/2587303/187235.13e-051.22e-0367
GO:19045919EsophagusHGINpositive regulation of protein import16/258743/187231.10e-042.33e-0316
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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
DMAP1SNVMissense_Mutationnovelc.853G>Ap.Glu285Lysp.E285KQ9NPF5protein_codingtolerated(0.31)benign(0.333)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
DMAP1deletionFrame_Shift_Delnovelc.1016delAp.Lys339ArgfsTer14p.K339Rfs*14Q9NPF5protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DMAP1SNVMissense_Mutationc.807N>Cp.Gln269Hisp.Q269HQ9NPF5protein_codingdeleterious(0.02)probably_damaging(0.995)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
DMAP1SNVMissense_Mutationnovelc.448N>Cp.Asp150Hisp.D150HQ9NPF5protein_codingdeleterious(0.01)possibly_damaging(0.737)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
DMAP1SNVMissense_Mutationc.904C>Gp.Pro302Alap.P302AQ9NPF5protein_codingtolerated(0.42)benign(0.023)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DMAP1SNVMissense_Mutationc.70N>Tp.Thr24Serp.T24SQ9NPF5protein_codingtolerated(0.72)benign(0.005)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
DMAP1SNVMissense_Mutationc.402N>Tp.Gln134Hisp.Q134HQ9NPF5protein_codingtolerated(0.13)benign(0.013)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
DMAP1SNVMissense_Mutationnovelc.1126G>Ap.Glu376Lysp.E376KQ9NPF5protein_codingdeleterious(0)probably_damaging(0.94)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DMAP1SNVMissense_Mutationrs767182825c.1103G>Ap.Arg368Glnp.R368QQ9NPF5protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DMAP1SNVMissense_Mutationrs767182825c.1103G>Ap.Arg368Glnp.R368QQ9NPF5protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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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