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: SMURF1

Gene summary for SMURF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMURF1

Gene ID

57154

Gene nameSMAD specific E3 ubiquitin protein ligase 1
Gene AliasSMURF1
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q9HCE7


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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
57154SMURF1CCI_1HumanCervixCC1.15e-252.34e+000.528
57154SMURF1CCI_2HumanCervixCC9.47e-171.65e+000.5249
57154SMURF1CCI_3HumanCervixCC6.68e-291.28e+000.516
57154SMURF1CCII_1HumanCervixCC4.70e-063.65e-010.3249
57154SMURF1HTA11_3410_2000001011HumanColorectumAD8.43e-17-4.87e-010.0155
57154SMURF1HTA11_3361_2000001011HumanColorectumAD2.34e-05-5.38e-01-0.1207
57154SMURF1HTA11_866_3004761011HumanColorectumAD1.36e-07-4.89e-010.096
57154SMURF1HTA11_8622_2000001021HumanColorectumSER2.51e-04-6.88e-010.0528
57154SMURF1HTA11_7696_3000711011HumanColorectumAD1.18e-05-3.91e-010.0674
57154SMURF1HTA11_99999970781_79442HumanColorectumMSS8.42e-12-4.36e-010.294
57154SMURF1HTA11_99999974143_84620HumanColorectumMSS2.02e-16-5.63e-010.3005
57154SMURF1A001-C-207HumanColorectumFAP8.20e-03-1.87e-010.1278
57154SMURF1A015-C-203HumanColorectumFAP5.53e-34-5.54e-01-0.1294
57154SMURF1A015-C-204HumanColorectumFAP1.06e-10-4.90e-01-0.0228
57154SMURF1A014-C-040HumanColorectumFAP3.38e-04-9.03e-02-0.1184
57154SMURF1A002-C-201HumanColorectumFAP2.27e-13-2.83e-010.0324
57154SMURF1A002-C-203HumanColorectumFAP1.12e-023.30e-020.2786
57154SMURF1A001-C-119HumanColorectumFAP4.94e-10-3.95e-01-0.1557
57154SMURF1A001-C-108HumanColorectumFAP1.90e-17-3.73e-01-0.0272
57154SMURF1A002-C-205HumanColorectumFAP4.33e-32-6.29e-01-0.1236
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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
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:004586228SkinAKpositive regulation of proteolysis74/1910372/187231.32e-088.20e-0774
GO:007259426SkinAKestablishment of protein localization to organelle81/1910422/187231.48e-089.11e-0781
GO:003133127SkinAKpositive regulation of cellular catabolic process80/1910427/187235.42e-082.76e-0680
GO:005116820SkinAKnuclear export39/1910154/187236.00e-082.99e-0639
GO:007265925SkinAKprotein localization to plasma membrane59/1910284/187238.01e-083.80e-0659
GO:199077820SkinAKprotein localization to cell periphery66/1910333/187239.18e-084.21e-0666
GO:200006026SkinAKpositive regulation of ubiquitin-dependent protein catabolic process30/1910107/187231.82e-077.44e-0630
GO:007155910SkinAKresponse to transforming growth factor beta52/1910256/187239.55e-073.09e-0552
GO:190305220SkinAKpositive regulation of proteolysis involved in cellular protein catabolic process33/1910133/187231.00e-063.21e-0533
GO:000155820SkinAKregulation of cell growth73/1910414/187232.21e-066.27e-0573
GO:007156010SkinAKcellular response to transforming growth factor beta stimulus50/1910250/187232.45e-066.76e-0550
GO:006056016SkinAKdevelopmental growth involved in morphogenesis47/1910234/187234.30e-061.05e-0447
GO:000661118SkinAKprotein export from nucleus17/191057/187233.40e-055.68e-0417
GO:004858816SkinAKdevelopmental cell growth44/1910234/187234.68e-057.31e-0444
GO:003030716SkinAKpositive regulation of cell growth34/1910166/187235.76e-058.63e-0434
GO:00902873SkinAKregulation of cellular response to growth factor stimulus53/1910304/187237.10e-051.02e-0353
GO:19901389SkinAKneuron projection extension34/1910172/187231.20e-041.50e-0334
GO:004592718SkinAKpositive regulation of growth46/1910259/187231.33e-041.64e-0346
GO:00017388SkinAKmorphogenesis of a polarized epithelium22/191094/187231.55e-041.84e-0322
GO:000660526SkinAKprotein targeting53/1910314/187231.67e-041.94e-0353
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412014CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
hsa0452020CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa0414418CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0412015CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
hsa04520110CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa0414419CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa04520ColorectumADAdherens junction50/209293/84651.52e-092.83e-081.81e-0850
hsa04120ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa045201ColorectumADAdherens junction50/209293/84651.52e-092.83e-081.81e-0850
hsa041201ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa041442ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa045202ColorectumSERAdherens junction37/158093/84651.54e-062.35e-051.71e-0537
hsa041202ColorectumSERUbiquitin mediated proteolysis39/1580142/84656.18e-033.66e-022.66e-0239
hsa04350ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa045203ColorectumSERAdherens junction37/158093/84651.54e-062.35e-051.71e-0537
hsa041203ColorectumSERUbiquitin mediated proteolysis39/1580142/84656.18e-033.66e-022.66e-0239
hsa043501ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
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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
SMURF1SNVMissense_Mutationnovelc.1204N>Ap.Glu402Lysp.E402KQ9HCE7protein_codingtolerated(0.6)probably_damaging(0.979)TCGA-A7-A4SD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SMURF1SNVMissense_Mutationc.1681G>Ap.Ala561Thrp.A561TQ9HCE7protein_codingtolerated(0.17)possibly_damaging(0.728)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMURF1SNVMissense_Mutationnovelc.853N>Cp.Phe285Leup.F285LQ9HCE7protein_codingtolerated(0.79)benign(0)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SMURF1insertionFrame_Shift_Insnovelc.485_486insAGTGCTCTGGAAAGGAGAGCATGGGGCGAGATGGAGAAGAp.Tyr163ValfsTer15p.Y163Vfs*15Q9HCE7protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SMURF1insertionFrame_Shift_Insnovelc.1452_1453insAp.His485ThrfsTer53p.H485Tfs*53Q9HCE7protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMURF1insertionFrame_Shift_Insnovelc.1451_1452insGTCGGGGCTCCTGGTTGTGTCCCATGTGTp.Asp484GlufsTer70p.D484Efs*70Q9HCE7protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMURF1deletionFrame_Shift_Delnovelc.1077delNp.Ser360ValfsTer19p.S360Vfs*19Q9HCE7protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SMURF1SNVMissense_Mutationnovelc.1280G>Ap.Arg427Glnp.R427QQ9HCE7protein_codingdeleterious(0)probably_damaging(0.917)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SMURF1SNVMissense_Mutationnovelc.1400C>Tp.Thr467Metp.T467MQ9HCE7protein_codingdeleterious(0.02)probably_damaging(0.909)TCGA-C5-A7UI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SMURF1SNVMissense_Mutationnovelc.85N>Cp.Asp29Hisp.D29HQ9HCE7protein_codingdeleterious(0)probably_damaging(0.991)TCGA-VS-A8QM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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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