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: SMUG1

Gene summary for SMUG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMUG1

Gene ID

23583

Gene namesingle-strand-selective monofunctional uracil-DNA glycosylase 1
Gene AliasFDG
Cytomap12q13.13
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024RAZ8


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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
23583SMUG1LZE4THumanEsophagusESCC2.93e-041.09e-010.0811
23583SMUG1LZE7THumanEsophagusESCC1.79e-022.10e-010.0667
23583SMUG1LZE20THumanEsophagusESCC7.91e-062.18e-010.0662
23583SMUG1LZE22D1HumanEsophagusHGIN2.15e-031.46e-010.0595
23583SMUG1LZE24THumanEsophagusESCC4.22e-124.27e-010.0596
23583SMUG1P1T-EHumanEsophagusESCC1.10e-053.74e-010.0875
23583SMUG1P2T-EHumanEsophagusESCC1.26e-233.83e-010.1177
23583SMUG1P4T-EHumanEsophagusESCC2.23e-113.80e-010.1323
23583SMUG1P5T-EHumanEsophagusESCC5.51e-212.32e-010.1327
23583SMUG1P8T-EHumanEsophagusESCC5.94e-173.12e-010.0889
23583SMUG1P9T-EHumanEsophagusESCC4.98e-093.05e-010.1131
23583SMUG1P10T-EHumanEsophagusESCC4.91e-101.77e-010.116
23583SMUG1P11T-EHumanEsophagusESCC4.47e-051.34e-010.1426
23583SMUG1P12T-EHumanEsophagusESCC1.17e-172.77e-010.1122
23583SMUG1P15T-EHumanEsophagusESCC5.95e-222.87e-010.1149
23583SMUG1P16T-EHumanEsophagusESCC2.53e-132.90e-010.1153
23583SMUG1P17T-EHumanEsophagusESCC3.51e-052.41e-010.1278
23583SMUG1P19T-EHumanEsophagusESCC6.48e-065.50e-010.1662
23583SMUG1P20T-EHumanEsophagusESCC1.08e-214.39e-010.1124
23583SMUG1P21T-EHumanEsophagusESCC1.45e-284.94e-010.1617
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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
∗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:003465519EsophagusHGINnucleobase-containing compound catabolic process98/2587407/187231.44e-088.94e-0798
GO:004670017EsophagusHGINheterocycle catabolic process103/2587445/187235.44e-082.99e-06103
GO:004427018EsophagusHGINcellular nitrogen compound catabolic process103/2587451/187231.10e-075.56e-06103
GO:001943917EsophagusHGINaromatic compound catabolic process105/2587467/187231.89e-079.31e-06105
GO:190136117EsophagusHGINorganic cyclic compound catabolic process106/2587495/187231.94e-067.13e-05106
GO:00196924EsophagusHGINdeoxyribose phosphate metabolic process16/258742/187237.90e-051.76e-0316
GO:00092624EsophagusHGINdeoxyribonucleotide metabolic process16/258744/187231.51e-042.97e-0316
GO:00093944EsophagusHGIN2'-deoxyribonucleotide metabolic process15/258740/187231.62e-043.16e-0315
GO:00092643EsophagusHGINdeoxyribonucleotide catabolic process12/258730/187233.62e-045.68e-0312
GO:00463863EsophagusHGINdeoxyribose phosphate catabolic process12/258731/187235.17e-047.46e-0312
GO:000911720EsophagusHGINnucleotide metabolic process92/2587489/187231.11e-031.36e-0292
GO:000675320EsophagusHGINnucleoside phosphate metabolic process93/2587497/187231.25e-031.49e-0293
GO:00092233EsophagusHGINpyrimidine deoxyribonucleotide catabolic process8/258719/187232.40e-032.41e-028
GO:0006285EsophagusHGINbase-excision repair, AP site formation6/258712/187233.03e-032.88e-026
GO:00092193EsophagusHGINpyrimidine deoxyribonucleotide metabolic process9/258724/187233.33e-033.12e-029
GO:00062442EsophagusHGINpyrimidine nucleotide catabolic process8/258721/187235.00e-034.19e-028
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa034104EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa0341011EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa03410Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
hsa034101Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
hsa034102Oral cavityLPBase excision repair23/241844/84657.66e-043.75e-032.42e-0323
hsa034103Oral cavityLPBase excision repair23/241844/84657.66e-043.75e-032.42e-0323
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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
SMUG1SNVMissense_Mutationnovelc.589N>Ap.Ala197Thrp.A197TQ53HV7protein_codingtolerated(0.08)possibly_damaging(0.746)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SMUG1SNVMissense_Mutationnovelc.680N>Tp.Gly227Valp.G227VQ53HV7protein_codingtolerated(0.09)benign(0.013)TCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
SMUG1insertionFrame_Shift_Insnovelc.403_404insGGAGCAGAGCAGGTCTTGAGACCACCTTAATGAGGAACACATGGTCTp.Glu135GlyfsTer18p.E135Gfs*18Q53HV7protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMUG1deletionFrame_Shift_Delnovelc.765delNp.Lys256ArgfsTer4p.K256Rfs*4Q53HV7protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SMUG1SNVMissense_Mutationc.85G>Cp.Glu29Glnp.E29QQ53HV7protein_codingtolerated(0.19)benign(0.003)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
SMUG1SNVMissense_Mutationrs547497060c.197N>Ap.Arg66Hisp.R66HQ53HV7protein_codingtolerated(0.24)benign(0)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SMUG1SNVMissense_Mutationrs371582477c.196N>Tp.Arg66Cysp.R66CQ53HV7protein_codingtolerated(0.09)benign(0.001)TCGA-AA-A01Z-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SMUG1SNVMissense_Mutationc.434T>Cp.Phe145Serp.F145SQ53HV7protein_codingtolerated(0.07)probably_damaging(0.983)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SMUG1SNVMissense_Mutationrs541683930c.524G>Ap.Arg175Hisp.R175HQ53HV7protein_codingtolerated(0.11)probably_damaging(0.928)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SMUG1SNVMissense_Mutationc.149N>Ap.Pro50Hisp.P50HQ53HV7protein_codingdeleterious(0.01)possibly_damaging(0.738)TCGA-QG-A5Z2-01Colorectumcolon 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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