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: EMD

Gene summary for EMD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EMD

Gene ID

2010

Gene nameemerin
Gene AliasEDMD
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

P50402


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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
2010EMDHTA11_3410_2000001011HumanColorectumAD5.33e-041.55e-010.0155
2010EMDHTA11_2487_2000001011HumanColorectumSER2.89e-072.87e-01-0.1808
2010EMDHTA11_2951_2000001011HumanColorectumAD3.87e-022.79e-010.0216
2010EMDHTA11_1938_2000001011HumanColorectumAD2.62e-021.92e-01-0.0811
2010EMDHTA11_347_2000001011HumanColorectumAD9.56e-082.62e-01-0.1954
2010EMDHTA11_411_2000001011HumanColorectumSER4.39e-035.71e-01-0.2602
2010EMDHTA11_3361_2000001011HumanColorectumAD1.66e-073.99e-01-0.1207
2010EMDHTA11_696_2000001011HumanColorectumAD9.34e-113.22e-01-0.1464
2010EMDHTA11_866_2000001011HumanColorectumAD9.11e-061.76e-01-0.1001
2010EMDHTA11_1391_2000001011HumanColorectumAD1.20e-124.34e-01-0.059
2010EMDHTA11_546_2000001011HumanColorectumAD4.12e-043.86e-01-0.0842
2010EMDHTA11_866_3004761011HumanColorectumAD7.05e-073.06e-010.096
2010EMDHTA11_8622_2000001021HumanColorectumSER4.20e-022.58e-010.0528
2010EMDHTA11_7663_2000001011HumanColorectumSER4.64e-033.78e-010.0131
2010EMDHTA11_10711_2000001011HumanColorectumAD2.32e-032.20e-010.0338
2010EMDHTA11_7696_3000711011HumanColorectumAD2.69e-143.25e-010.0674
2010EMDHTA11_7469_2000001011HumanColorectumAD9.89e-034.64e-01-0.0124
2010EMDHTA11_6818_2000001021HumanColorectumAD2.39e-053.90e-010.0588
2010EMDHTA11_99999970781_79442HumanColorectumMSS3.63e-123.19e-010.294
2010EMDHTA11_99999965104_69814HumanColorectumMSS6.42e-144.55e-010.281
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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:005116912LiverCirrhoticnuclear transport118/4634301/187231.71e-086.27e-07118
GO:004682211LiverCirrhoticregulation of nucleocytoplasmic transport51/4634106/187231.54e-074.12e-0651
GO:005116812LiverCirrhoticnuclear export67/4634154/187232.57e-076.41e-0667
GO:001605511LiverCirrhoticWnt signaling pathway150/4634444/187239.75e-061.42e-04150
GO:019873811LiverCirrhoticcell-cell signaling by wnt150/4634446/187231.28e-051.80e-04150
GO:003011111LiverCirrhoticregulation of Wnt signaling pathway112/4634328/187237.57e-058.40e-04112
GO:00468246LiverCirrhoticpositive regulation of nucleocytoplasmic transport29/463462/187231.34e-041.31e-0329
GO:00066114LiverCirrhoticprotein export from nucleus27/463457/187231.74e-041.63e-0327
GO:00468256LiverCirrhoticregulation of protein export from nucleus17/463430/187231.87e-041.74e-0317
GO:006082811LiverCirrhoticregulation of canonical Wnt signaling pathway86/4634253/187235.70e-044.46e-0386
GO:0048145LiverCirrhoticregulation of fibroblast proliferation33/463480/187238.46e-046.12e-0333
GO:0048144LiverCirrhoticfibroblast proliferation33/463481/187231.09e-037.59e-0333
GO:0006997LiverCirrhoticnucleus organization48/4634133/187232.27e-031.38e-0248
GO:006007011LiverCirrhoticcanonical Wnt signaling pathway97/4634303/187232.42e-031.46e-0297
GO:0071763LiverCirrhoticnuclear membrane organization15/463433/187237.61e-033.60e-0215
GO:003238621LiverHCCregulation of intracellular transport231/7958337/187231.99e-223.40e-20231
GO:000691322LiverHCCnucleocytoplasmic transport208/7958301/187235.51e-218.12e-19208
GO:005116922LiverHCCnuclear transport208/7958301/187235.51e-218.12e-19208
GO:003315721LiverHCCregulation of intracellular protein transport165/7958229/187238.37e-201.15e-17165
GO:003238821LiverHCCpositive regulation of intracellular transport148/7958202/187235.15e-196.66e-17148
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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
EMDSNVMissense_Mutationc.700G>Tp.Val234Phep.V234FP50402protein_codingdeleterious(0.02)benign(0.235)TCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EMDSNVMissense_Mutationc.173N>Gp.Ser58Cysp.S58CP50402protein_codingtolerated(0.07)possibly_damaging(0.75)TCGA-C5-A1M6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
EMDSNVMissense_Mutationc.720N>Ap.Phe240Leup.F240LP50402protein_codingtolerated(1)benign(0)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
EMDSNVMissense_Mutationrs782057378c.662N>Ap.Arg221Hisp.R221HP50402protein_codingdeleterious(0)benign(0)TCGA-AA-3662-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapycapecitabinePR
EMDSNVMissense_Mutationc.661C>Tp.Arg221Cysp.R221CP50402protein_codingdeleterious(0)benign(0.441)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
EMDSNVMissense_Mutationc.146N>Tp.Ser49Leup.S49LP50402protein_codingtolerated(0.12)benign(0.005)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EMDSNVMissense_Mutationnovelc.407A>Cp.Asp136Alap.D136AP50402protein_codingtolerated(0.05)benign(0.003)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
EMDSNVMissense_Mutationc.610C>Ap.Arg204Serp.R204SP50402protein_codingdeleterious(0.01)benign(0.182)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EMDSNVMissense_Mutationc.752G>Tp.Gly251Valp.G251VP50402protein_codingdeleterious(0.01)benign(0.298)TCGA-AF-A56N-01Colorectumrectum adenocarcinomaFemale<65I/IIChemotherapyxelodaCR
EMDSNVMissense_Mutationrs782768362c.385N>Ap.Ala129Thrp.A129TP50402protein_codingtolerated(1)benign(0)TCGA-EI-6508-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
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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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