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: SMG5

Gene summary for SMG5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMG5

Gene ID

23381

Gene nameSMG5 nonsense mediated mRNA decay factor
Gene AliasEST1B
Cytomap1q22
Gene Typeprotein-coding
GO ID

GO:0000184

UniProtAcc

Q9UPR3


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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
23381SMG5P17T-EHumanEsophagusESCC3.29e-145.15e-010.1278
23381SMG5P19T-EHumanEsophagusESCC2.23e-033.05e-010.1662
23381SMG5P20T-EHumanEsophagusESCC6.70e-183.98e-010.1124
23381SMG5P21T-EHumanEsophagusESCC4.59e-295.34e-010.1617
23381SMG5P22T-EHumanEsophagusESCC9.31e-313.64e-010.1236
23381SMG5P23T-EHumanEsophagusESCC9.98e-294.84e-010.108
23381SMG5P24T-EHumanEsophagusESCC1.84e-215.12e-010.1287
23381SMG5P26T-EHumanEsophagusESCC6.29e-162.62e-010.1276
23381SMG5P27T-EHumanEsophagusESCC4.93e-244.61e-010.1055
23381SMG5P28T-EHumanEsophagusESCC4.76e-275.23e-010.1149
23381SMG5P30T-EHumanEsophagusESCC1.39e-308.74e-010.137
23381SMG5P31T-EHumanEsophagusESCC6.20e-213.47e-010.1251
23381SMG5P32T-EHumanEsophagusESCC7.39e-233.14e-010.1666
23381SMG5P36T-EHumanEsophagusESCC2.03e-279.24e-010.1187
23381SMG5P37T-EHumanEsophagusESCC1.67e-193.88e-010.1371
23381SMG5P38T-EHumanEsophagusESCC1.14e-021.64e-010.127
23381SMG5P39T-EHumanEsophagusESCC4.26e-182.90e-010.0894
23381SMG5P40T-EHumanEsophagusESCC6.18e-092.56e-010.109
23381SMG5P42T-EHumanEsophagusESCC1.56e-183.80e-010.1175
23381SMG5P44T-EHumanEsophagusESCC7.78e-112.50e-010.1096
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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
∗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:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:0006403110EsophagusESCCRNA localization166/8552201/187231.95e-276.18e-25166
GO:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:005123617EsophagusESCCestablishment of RNA localization134/8552166/187231.23e-201.81e-18134
GO:0051168110EsophagusESCCnuclear export126/8552154/187231.88e-202.65e-18126
GO:005102815EsophagusESCCmRNA transport110/8552130/187232.76e-203.80e-18110
GO:005065717EsophagusESCCnucleic acid transport131/8552163/187236.94e-208.46e-18131
GO:005065817EsophagusESCCRNA transport131/8552163/187236.94e-208.46e-18131
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:0006402110EsophagusESCCmRNA catabolic process170/8552232/187238.70e-188.00e-16170
GO:001593117EsophagusESCCnucleobase-containing compound transport162/8552222/187239.87e-177.93e-15162
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
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:007116612EsophagusESCCribonucleoprotein complex localization66/855277/187232.94e-131.38e-1166
GO:007142612EsophagusESCCribonucleoprotein complex export from nucleus65/855276/187235.56e-132.50e-1165
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301524EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0301534EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0301521LiverHCCmRNA surveillance pathway66/402097/84653.16e-051.88e-041.04e-0466
hsa0301531LiverHCCmRNA surveillance pathway66/402097/84653.16e-051.88e-041.04e-0466
hsa030158Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa0301513Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa0301523Oral cavityLPmRNA surveillance pathway50/241897/84651.39e-061.50e-059.66e-0650
hsa0301533Oral cavityLPmRNA surveillance pathway50/241897/84651.39e-061.50e-059.66e-0650
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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
SMG5SNVMissense_Mutationc.235G>Cp.Glu79Glnp.E79QQ9UPR3protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SMG5SNVMissense_Mutationnovelc.1798N>Cp.Thr600Prop.T600PQ9UPR3protein_codingtolerated(0.58)benign(0)TCGA-AR-A24O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
SMG5SNVMissense_Mutationnovelc.1291N>Ap.Glu431Lysp.E431KQ9UPR3protein_codingtolerated(0.4)benign(0)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
SMG5SNVMissense_Mutationc.842N>Ap.Cys281Tyrp.C281YQ9UPR3protein_codingtolerated(0.08)possibly_damaging(0.53)TCGA-BH-A202-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
SMG5SNVMissense_Mutationc.1225N>Gp.Pro409Alap.P409AQ9UPR3protein_codingtolerated(0.12)benign(0.338)TCGA-C8-A134-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
SMG5SNVMissense_Mutationc.1310N>Ap.Pro437Hisp.P437HQ9UPR3protein_codingtolerated(0.12)possibly_damaging(0.541)TCGA-C8-A27B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
SMG5SNVMissense_Mutationnovelc.665C>Ap.Ala222Glup.A222EQ9UPR3protein_codingdeleterious(0.01)possibly_damaging(0.9)TCGA-D8-A27M-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapymethotrexate+5SD
SMG5SNVMissense_Mutationnovelc.1204N>Cp.Glu402Glnp.E402QQ9UPR3protein_codingdeleterious(0.01)possibly_damaging(0.905)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SMG5SNVMissense_Mutationrs866820693c.839N>Ap.Arg280Glnp.R280QQ9UPR3protein_codingtolerated(0.36)benign(0.121)TCGA-EW-A1IW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
SMG5insertionFrame_Shift_Insnovelc.1356_1357insGCTAATTTTTGTATTTTTAGTAGAGAp.Phe453AlafsTer31p.F453Afs*31Q9UPR3protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
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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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