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: DMKN

Gene summary for DMKN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DMKN

Gene ID

93099

Gene namedermokine
Gene AliasUNQ729
Cytomap19q13.12
Gene Typeprotein-coding
GO ID

GO:0007009

UniProtAcc

A3EZ84


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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
93099DMKNCA_HPV_1HumanCervixCC7.45e-21-5.73e-010.0264
93099DMKNN_HPV_1HumanCervixN_HPV9.67e-10-4.82e-010.0079
93099DMKNCCI_1HumanCervixCC1.24e-03-5.47e-010.528
93099DMKNCCI_2HumanCervixCC2.70e-06-5.88e-010.5249
93099DMKNCCI_3HumanCervixCC2.65e-03-4.95e-010.516
93099DMKNCCII_1HumanCervixCC1.13e-13-5.88e-010.3249
93099DMKNTumorHumanCervixCC3.86e-082.75e-010.1241
93099DMKNsample3HumanCervixCC3.15e-132.15e-010.1387
93099DMKNT1HumanCervixCC2.48e-02-3.10e-010.0918
93099DMKNT3HumanCervixCC1.00e-052.21e-010.1389
93099DMKNAEH-subject5HumanEndometriumAEH1.16e-02-1.96e-01-0.2953
93099DMKNEEC-subject3HumanEndometriumEEC1.85e-08-1.59e-01-0.2525
93099DMKNEEC-subject4HumanEndometriumEEC7.14e-04-2.53e-01-0.2571
93099DMKNGSM5276934HumanEndometriumEEC1.66e-06-3.06e-01-0.0913
93099DMKNGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC5.80e-07-2.02e-01-0.1869
93099DMKNGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC3.14e-08-3.67e-01-0.1875
93099DMKNGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.33e-08-2.24e-01-0.1883
93099DMKNGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.56e-08-1.90e-01-0.1934
93099DMKNGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.09e-12-1.32e-01-0.1917
93099DMKNGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC5.47e-132.90e-02-0.1916
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00070092CervixCCplasma membrane organization28/2311142/187237.85e-034.14e-0228
GO:00717095CervixN_HPVmembrane assembly6/53450/187232.87e-032.47e-026
GO:00440915CervixN_HPVmembrane biogenesis6/53455/187234.64e-033.47e-026
GO:00717096EndometriumAEHmembrane assembly12/210050/187238.00e-034.43e-0212
GO:00440918EsophagusESCCmembrane biogenesis38/855255/187233.78e-042.19e-0338
GO:00717099EsophagusESCCmembrane assembly35/855250/187234.33e-042.44e-0335
GO:00440914LiverCirrhoticmembrane biogenesis25/463455/187236.51e-044.96e-0325
GO:00717094LiverCirrhoticmembrane assembly23/463450/187238.62e-046.22e-0323
GO:004409111LiverHCCmembrane biogenesis37/795855/187231.79e-041.41e-0337
GO:007170911LiverHCCmembrane assembly34/795850/187232.38e-041.79e-0334
GO:00440917Oral cavityOSCCmembrane biogenesis35/730555/187231.88e-041.27e-0335
GO:00717098Oral cavityOSCCmembrane assembly32/730550/187233.02e-041.89e-0332
GO:004409113Oral cavityLPmembrane biogenesis25/462355/187236.27e-045.71e-0325
GO:007170913Oral cavityLPmembrane assembly23/462350/187238.33e-047.27e-0323
GO:00717097ProstateBPHmembrane assembly20/310750/187236.88e-056.78e-0420
GO:00440916ProstateBPHmembrane biogenesis21/310755/187231.02e-049.39e-0421
GO:007170912ProstateTumormembrane assembly19/324650/187234.13e-043.16e-0319
GO:004409112ProstateTumormembrane biogenesis20/324655/187235.74e-044.13e-0320
GO:00070093ProstateTumorplasma membrane organization36/3246142/187231.00e-024.20e-0236
GO:00440919SkincSCCmembrane biogenesis26/486455/187235.38e-043.99e-0326
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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
DMKNSNVMissense_Mutationc.1321N>Tp.Ala441Serp.A441SQ6E0U4protein_codingtolerated(0.1)benign(0.015)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DMKNSNVMissense_Mutationc.656N>Tp.Ser219Leup.S219LQ6E0U4protein_codingdeleterious(0)possibly_damaging(0.494)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
DMKNSNVMissense_Mutationnovelc.1124N>Tp.Ala375Valp.A375VQ6E0U4protein_codingdeleterious(0)probably_damaging(0.958)TCGA-WT-AB41-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
DMKNSNVMissense_Mutationrs367798085c.388N>Ap.Gly130Serp.G130SQ6E0U4protein_codingtolerated(1)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DMKNSNVMissense_Mutationc.1370N>Tp.Ser457Leup.S457LQ6E0U4protein_codingdeleterious(0.01)benign(0.001)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
DMKNSNVMissense_Mutationc.334G>Cp.Glu112Glnp.E112QQ6E0U4protein_codingdeleterious(0)possibly_damaging(0.893)TCGA-EK-A2H0-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DMKNSNVMissense_Mutationc.1045N>Ap.Glu349Lysp.E349KQ6E0U4protein_codingdeleterious(0.04)benign(0.058)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
DMKNSNVMissense_Mutationrs756468266c.166N>Ap.Gly56Serp.G56SQ6E0U4protein_codingtolerated(0.06)benign(0.015)TCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
DMKNSNVMissense_Mutationnovelc.1015N>Ap.Gly339Argp.G339RQ6E0U4protein_codingtolerated(0.64)benign(0.381)TCGA-XS-A8TJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
DMKNSNVMissense_Mutationc.334G>Cp.Glu112Glnp.E112QQ6E0U4protein_codingdeleterious(0)possibly_damaging(0.893)TCGA-ZJ-A8QQ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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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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