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: SGMS1

Gene summary for SGMS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SGMS1

Gene ID

259230

Gene namesphingomyelin synthase 1
Gene AliasMOB
Cytomap10q11.23
Gene Typeprotein-coding
GO ID

GO:0002237

UniProtAcc

D3DWC4


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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
259230SGMS1CCI_1HumanCervixCC2.12e-036.30e-010.528
259230SGMS1CCI_2HumanCervixCC9.56e-057.84e-010.5249
259230SGMS1CCI_3HumanCervixCC6.77e-065.63e-010.516
259230SGMS1HTA11_3410_2000001011HumanColorectumAD1.56e-11-5.16e-010.0155
259230SGMS1HTA11_2487_2000001011HumanColorectumSER2.55e-04-4.91e-01-0.1808
259230SGMS1HTA11_3361_2000001011HumanColorectumAD6.90e-07-6.00e-01-0.1207
259230SGMS1HTA11_83_2000001011HumanColorectumSER9.23e-03-4.10e-01-0.1526
259230SGMS1HTA11_696_2000001011HumanColorectumAD4.05e-09-4.56e-01-0.1464
259230SGMS1HTA11_866_2000001011HumanColorectumAD1.23e-04-3.28e-01-0.1001
259230SGMS1HTA11_866_3004761011HumanColorectumAD5.53e-05-4.27e-010.096
259230SGMS1HTA11_10711_2000001011HumanColorectumAD1.47e-05-5.46e-010.0338
259230SGMS1HTA11_7696_3000711011HumanColorectumAD1.04e-07-4.32e-010.0674
259230SGMS1HTA11_99999970781_79442HumanColorectumMSS2.56e-03-3.79e-010.294
259230SGMS1HTA11_99999971662_82457HumanColorectumMSS7.77e-07-3.33e-010.3859
259230SGMS1HTA11_99999973899_84307HumanColorectumMSS2.48e-05-5.87e-010.2585
259230SGMS1HTA11_99999974143_84620HumanColorectumMSS1.50e-19-5.75e-010.3005
259230SGMS1F007HumanColorectumFAP4.61e-06-4.14e-010.1176
259230SGMS1A001-C-207HumanColorectumFAP3.19e-06-3.40e-010.1278
259230SGMS1A015-C-203HumanColorectumFAP1.85e-35-5.91e-01-0.1294
259230SGMS1A015-C-204HumanColorectumFAP3.22e-10-4.43e-01-0.0228
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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
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:009719310CervixCCintrinsic apoptotic signaling pathway85/2311288/187234.56e-156.46e-1285
GO:200123310CervixCCregulation of apoptotic signaling pathway96/2311356/187234.08e-143.05e-1196
GO:200124210CervixCCregulation of intrinsic apoptotic signaling pathway52/2311164/187235.06e-111.01e-0852
GO:00022379CervixCCresponse to molecule of bacterial origin78/2311363/187235.55e-072.06e-0578
GO:00324969CervixCCresponse to lipopolysaccharide74/2311343/187239.15e-073.25e-0574
GO:00346129CervixCCresponse to tumor necrosis factor55/2311253/187231.75e-053.32e-0455
GO:00713569CervixCCcellular response to tumor necrosis factor51/2311229/187231.75e-053.32e-0451
GO:00712228CervixCCcellular response to lipopolysaccharide41/2311209/187231.69e-031.29e-0241
GO:00712168CervixCCcellular response to biotic stimulus46/2311246/187232.53e-031.76e-0246
GO:00712198CervixCCcellular response to molecule of bacterial origin42/2311221/187232.79e-031.87e-0242
GO:0097193ColorectumADintrinsic apoptotic signaling pathway108/3918288/187236.25e-116.41e-09108
GO:2001242ColorectumADregulation of intrinsic apoptotic signaling pathway67/3918164/187234.94e-093.16e-0767
GO:2001233ColorectumADregulation of apoptotic signaling pathway119/3918356/187232.14e-081.21e-06119
GO:0006644ColorectumADphospholipid metabolic process101/3918383/187235.80e-033.67e-02101
GO:20012421ColorectumSERregulation of intrinsic apoptotic signaling pathway59/2897164/187238.42e-111.20e-0859
GO:00971931ColorectumSERintrinsic apoptotic signaling pathway87/2897288/187231.67e-102.32e-0887
GO:20012331ColorectumSERregulation of apoptotic signaling pathway101/2897356/187233.05e-104.07e-08101
GO:00066441ColorectumSERphospholipid metabolic process79/2897383/187233.94e-033.24e-0279
GO:00971932ColorectumMSSintrinsic apoptotic signaling pathway102/3467288/187236.06e-129.82e-10102
GO:20012422ColorectumMSSregulation of intrinsic apoptotic signaling pathway66/3467164/187236.70e-117.47e-0966
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0407110CervixCCSphingolipid signaling pathway35/1267121/84655.70e-053.93e-042.32e-0435
hsa0407113CervixCCSphingolipid signaling pathway35/1267121/84655.70e-053.93e-042.32e-0435
hsa04071ColorectumADSphingolipid signaling pathway43/2092121/84654.83e-032.28e-021.45e-0243
hsa040711ColorectumADSphingolipid signaling pathway43/2092121/84654.83e-032.28e-021.45e-0243
hsa040712ColorectumMSSSphingolipid signaling pathway40/1875121/84653.56e-031.64e-021.01e-0240
hsa040713ColorectumMSSSphingolipid signaling pathway40/1875121/84653.56e-031.64e-021.01e-0240
hsa040714ColorectumFAPSphingolipid signaling pathway34/1404121/84659.53e-045.22e-033.17e-0334
hsa040715ColorectumFAPSphingolipid signaling pathway34/1404121/84659.53e-045.22e-033.17e-0334
hsa040716ColorectumCRCSphingolipid signaling pathway30/1091121/84652.49e-043.09e-032.09e-0330
hsa040717ColorectumCRCSphingolipid signaling pathway30/1091121/84652.49e-043.09e-032.09e-0330
hsa0407116EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa006003EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa0407117EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa0060012EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa040719LungIACSphingolipid signaling pathway28/1053121/84657.30e-046.08e-034.04e-0328
hsa0407112LungIACSphingolipid signaling pathway28/1053121/84657.30e-046.08e-034.04e-0328
hsa0407121LungAISSphingolipid signaling pathway25/961121/84652.03e-031.29e-028.24e-0325
hsa0407131LungAISSphingolipid signaling pathway25/961121/84652.03e-031.29e-028.24e-0325
hsa0407114Oral cavityOSCCSphingolipid signaling pathway82/3704121/84656.97e-085.08e-072.58e-0782
hsa006002Oral cavityOSCCSphingolipid metabolism33/370453/84655.00e-031.20e-026.13e-0333
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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
SGMS1SNVMissense_Mutationc.1179N>Ap.Phe393Leup.F393Lprotein_codingtolerated(0.63)benign(0)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
SGMS1SNVMissense_Mutationc.499N>Tp.Pro167Serp.P167Sprotein_codingdeleterious(0)possibly_damaging(0.616)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SGMS1SNVMissense_Mutationrs141885016c.461N>Tp.Ser154Leup.S154Lprotein_codingtolerated(0.05)possibly_damaging(0.579)TCGA-AC-A8OQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SGMS1SNVMissense_Mutationrs753111102c.737C>Tp.Pro246Leup.P246Lprotein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SGMS1SNVMissense_Mutationnovelc.59N>Tp.Ala20Valp.A20Vprotein_codingdeleterious(0)benign(0.055)TCGA-D8-A1JG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SGMS1SNVMissense_Mutationnovelc.476N>Ap.Arg159Glnp.R159Qprotein_codingdeleterious(0)probably_damaging(0.995)TCGA-LL-A441-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SGMS1SNVMissense_Mutationc.189G>Ap.Met63Ilep.M63Iprotein_codingtolerated(0.22)benign(0.003)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SGMS1SNVMissense_Mutationc.1137N>Cp.Lys379Asnp.K379Nprotein_codingtolerated(0.47)benign(0.196)TCGA-EK-A2RA-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SGMS1SNVMissense_Mutationc.466N>Tp.Val156Phep.V156Fprotein_codingdeleterious(0)probably_damaging(0.997)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SGMS1SNVMissense_Mutationc.645N>Gp.Phe215Leup.F215Lprotein_codingtolerated(0.58)benign(0.007)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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
259230SGMS1ENZYME, KINASEinhibitor252827492
259230SGMS1ENZYME, KINASEinhibitor375973242
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