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: EMG1

Gene summary for EMG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EMG1

Gene ID

10436

Gene nameEMG1 N1-specific pseudouridine methyltransferase
Gene AliasC2F
Cytomap12p13.31
Gene Typeprotein-coding
GO ID

GO:0000154

UniProtAcc

Q92979


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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
10436EMG1HTA11_3410_2000001011HumanColorectumAD4.20e-029.73e-020.0155
10436EMG1HTA11_2487_2000001011HumanColorectumSER3.37e-031.80e-01-0.1808
10436EMG1HTA11_1938_2000001011HumanColorectumAD2.86e-062.76e-01-0.0811
10436EMG1HTA11_347_2000001011HumanColorectumAD3.72e-051.41e-01-0.1954
10436EMG1HTA11_411_2000001011HumanColorectumSER1.86e-063.68e-01-0.2602
10436EMG1HTA11_696_2000001011HumanColorectumAD2.07e-071.70e-01-0.1464
10436EMG1HTA11_866_2000001011HumanColorectumAD8.13e-039.31e-02-0.1001
10436EMG1HTA11_1391_2000001011HumanColorectumAD1.88e-041.88e-01-0.059
10436EMG1HTA11_2992_2000001011HumanColorectumSER1.51e-042.39e-01-0.1706
10436EMG1HTA11_5216_2000001011HumanColorectumSER3.40e-021.93e-01-0.1462
10436EMG1HTA11_546_2000001011HumanColorectumAD2.65e-042.45e-01-0.0842
10436EMG1HTA11_866_3004761011HumanColorectumAD3.01e-092.22e-010.096
10436EMG1HTA11_4255_2000001011HumanColorectumSER3.03e-064.15e-010.0446
10436EMG1HTA11_7696_3000711011HumanColorectumAD9.56e-071.59e-010.0674
10436EMG1HTA11_7469_2000001011HumanColorectumAD2.39e-033.74e-01-0.0124
10436EMG1HTA11_6818_2000001021HumanColorectumAD1.15e-021.45e-010.0588
10436EMG1HTA11_99999970781_79442HumanColorectumMSS6.35e-152.82e-010.294
10436EMG1HTA11_99999965104_69814HumanColorectumMSS3.26e-041.80e-010.281
10436EMG1HTA11_99999971662_82457HumanColorectumMSS2.12e-295.65e-010.3859
10436EMG1HTA11_99999973899_84307HumanColorectumMSS5.79e-041.84e-010.2585
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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
∗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:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:0001701ColorectumADin utero embryonic development110/3918367/187232.36e-054.62e-04110
GO:0042254ColorectumADribosome biogenesis84/3918299/187231.82e-031.50e-0284
GO:0042274ColorectumADribosomal small subunit biogenesis25/391873/187235.69e-033.64e-0225
GO:00226131ColorectumSERribonucleoprotein complex biogenesis112/2897463/187235.01e-072.48e-05112
GO:00422741ColorectumSERribosomal small subunit biogenesis23/289773/187234.50e-046.57e-0323
GO:00422541ColorectumSERribosome biogenesis66/2897299/187231.48e-031.60e-0266
GO:00017011ColorectumSERin utero embryonic development77/2897367/187232.77e-032.48e-0277
GO:00226132ColorectumMSSribonucleoprotein complex biogenesis144/3467463/187232.76e-113.67e-09144
GO:00017012ColorectumMSSin utero embryonic development99/3467367/187233.71e-057.10e-0499
GO:00422542ColorectumMSSribosome biogenesis79/3467299/187234.32e-045.23e-0379
GO:0006364ColorectumMSSrRNA processing58/3467225/187234.17e-033.03e-0258
GO:0016072ColorectumMSSrRNA metabolic process60/3467236/187235.01e-033.46e-0260
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0042274111EsophagusESCCribosomal small subunit biogenesis67/855273/187236.62e-175.38e-1567
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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
EMG1SNVMissense_Mutationnovelc.149N>Tp.Ala50Valp.A50VQ92979protein_codingdeleterious(0)probably_damaging(0.989)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EMG1SNVMissense_Mutationnovelc.222N>Tp.Leu74Phep.L74FQ92979protein_codingdeleterious(0.01)possibly_damaging(0.652)TCGA-ZJ-AAXD-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
EMG1SNVMissense_Mutationnovelc.548N>Gp.Val183Glyp.V183GQ92979protein_codingdeleterious(0)benign(0.143)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
EMG1SNVMissense_Mutationnovelc.479A>Gp.Lys160Argp.K160RQ92979protein_codingdeleterious(0.04)possibly_damaging(0.53)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
EMG1SNVMissense_Mutationnovelc.374G>Ap.Arg125Glnp.R125QQ92979protein_codingdeleterious(0)probably_damaging(0.989)TCGA-CA-5796-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyoxaliplatinCR
EMG1SNVMissense_Mutationnovelc.359T>Cp.Val120Alap.V120AQ92979protein_codingdeleterious(0.01)probably_damaging(0.982)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
EMG1SNVMissense_Mutationnovelc.395N>Ap.Arg132Hisp.R132HQ92979protein_codingdeleterious(0)probably_damaging(0.983)TCGA-EI-7002-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyirinotecan+5-fluorouracilimSD
EMG1insertionFrame_Shift_Insnovelc.597_598insTp.Val200CysfsTer22p.V200Cfs*22Q92979protein_codingTCGA-EI-6885-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinum+5-fuPD
EMG1insertionFrame_Shift_Insnovelc.599dupTp.Gly201ArgfsTer21p.G201Rfs*21Q92979protein_codingTCGA-EI-6885-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinum+5-fuPD
EMG1SNVMissense_Mutationrs3168594c.104G>Ap.Gly35Glup.G35EQ92979protein_codingtolerated(1)benign(0.001)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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