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: SMTN

Gene summary for SMTN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMTN

Gene ID

6525

Gene namesmoothelin
Gene AliasSMTN
Cytomap22q12.2
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

A0A087X1R1


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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
6525SMTNHTA11_3410_2000001011HumanColorectumAD2.51e-039.19e-020.0155
6525SMTNHTA11_1391_2000001011HumanColorectumAD1.29e-024.07e-01-0.059
6525SMTNHTA11_7696_3000711011HumanColorectumAD1.16e-165.76e-010.0674
6525SMTNHTA11_99999974143_84620HumanColorectumMSS6.14e-073.07e-010.3005
6525SMTNA015-C-203HumanColorectumFAP2.68e-031.36e-01-0.1294
6525SMTNA002-C-116HumanColorectumFAP5.97e-04-1.74e-01-0.0452
6525SMTNLZE4THumanEsophagusESCC1.24e-081.90e-010.0811
6525SMTNLZE7THumanEsophagusESCC1.67e-028.67e-020.0667
6525SMTNLZE20THumanEsophagusESCC4.73e-025.19e-020.0662
6525SMTNLZE24THumanEsophagusESCC7.56e-088.76e-020.0596
6525SMTNP1T-EHumanEsophagusESCC5.85e-083.25e-010.0875
6525SMTNP2T-EHumanEsophagusESCC6.40e-033.68e-020.1177
6525SMTNP4T-EHumanEsophagusESCC1.49e-071.95e-010.1323
6525SMTNP5T-EHumanEsophagusESCC6.87e-043.33e-020.1327
6525SMTNP8T-EHumanEsophagusESCC6.01e-094.29e-020.0889
6525SMTNP9T-EHumanEsophagusESCC5.73e-101.50e-010.1131
6525SMTNP10T-EHumanEsophagusESCC4.26e-092.11e-010.116
6525SMTNP11T-EHumanEsophagusESCC8.39e-155.18e-010.1426
6525SMTNP12T-EHumanEsophagusESCC4.88e-111.57e-010.1122
6525SMTNP15T-EHumanEsophagusESCC1.11e-051.68e-010.1149
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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:00030121ColorectumMSSmuscle system process105/3467452/187236.39e-034.26e-02105
GO:00030122ColorectumFAPmuscle system process89/2622452/187234.63e-045.39e-0389
GO:000751716ThyroidATCmuscle organ development139/6293327/187234.45e-042.64e-03139
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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
SMTNSNVMissense_Mutationnovelc.2514N>Cp.Gln838Hisp.Q838Hprotein_codingdeleterious(0)probably_damaging(0.997)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
SMTNSNVMissense_Mutationc.847N>Ap.Glu283Lysp.E283Kprotein_codingtolerated(0.2)benign(0.045)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SMTNSNVMissense_Mutationc.320N>Ap.Arg107Hisp.R107Hprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SMTNSNVMissense_Mutationc.586N>Gp.Arg196Glyp.R196Gprotein_codingdeleterious(0.02)benign(0.018)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SMTNSNVMissense_Mutationc.2987N>Ap.Arg996Hisp.R996Hprotein_codingdeleterious(0)benign(0.36)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMTNSNVMissense_Mutationnovelc.1699N>Cp.Asn567Hisp.N567Hprotein_codingtolerated(0.07)possibly_damaging(0.712)TCGA-PL-A8LV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SMTNSNVMissense_Mutationrs760671053c.244N>Tp.Arg82Trpp.R82Wprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SMTNSNVMissense_Mutationnovelc.485N>Ap.Arg162Hisp.R162Hprotein_codingdeleterious(0)probably_damaging(0.91)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SMTNSNVMissense_Mutationc.2801N>Tp.Gly934Valp.G934Vprotein_codingdeleterious(0.01)probably_damaging(0.974)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SMTNSNVMissense_Mutationc.2024N>Tp.Gly675Valp.G675Vprotein_codingtolerated(0.12)possibly_damaging(0.667)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=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
6525SMTNNATRANSFORMING GROWTH FACTOR12390831
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