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: SGMS2

Gene summary for SGMS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SGMS2

Gene ID

166929

Gene namesphingomyelin synthase 2
Gene AliasCDL
Cytomap4q25
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

A0A024RDH4


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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
166929SGMS2AEH-subject1HumanEndometriumAEH5.42e-135.16e-01-0.3059
166929SGMS2AEH-subject2HumanEndometriumAEH1.82e-053.55e-01-0.2525
166929SGMS2AEH-subject3HumanEndometriumAEH7.88e-063.59e-01-0.2576
166929SGMS2AEH-subject4HumanEndometriumAEH5.99e-125.30e-01-0.2657
166929SGMS2AEH-subject5HumanEndometriumAEH3.30e-337.44e-01-0.2953
166929SGMS2EEC-subject1HumanEndometriumEEC2.03e-084.96e-01-0.2682
166929SGMS2EEC-subject2HumanEndometriumEEC9.05e-063.85e-01-0.2607
166929SGMS2EEC-subject4HumanEndometriumEEC3.06e-073.49e-01-0.2571
166929SGMS2EEC-subject5HumanEndometriumEEC9.34e-104.41e-01-0.249
166929SGMS2TD9HumanLungIAC5.04e-101.56e+000.088
166929SGMS2RNA-P10T1-P10T1-2HumanLungAIS1.57e-021.25e+00-0.1028
166929SGMS2RNA-P17T-P17T-2HumanLungIAC1.34e-034.82e-010.3371
166929SGMS2RNA-P17T-P17T-4HumanLungIAC8.35e-067.32e-010.343
166929SGMS2RNA-P17T-P17T-6HumanLungIAC2.30e-026.17e-010.3385
166929SGMS2RNA-P17T-P17T-8HumanLungIAC4.85e-087.26e-010.3329
166929SGMS2RNA-P25T1-P25T1-1HumanLungAIS9.61e-126.00e-01-0.2116
166929SGMS2RNA-P25T1-P25T1-2HumanLungAIS2.30e-037.30e-01-0.1941
166929SGMS2RNA-P25T1-P25T1-3HumanLungAIS4.23e-025.86e-01-0.2107
166929SGMS2RNA-P25T1-P25T1-4HumanLungAIS6.11e-065.88e-01-0.2119
166929SGMS2RNA-P6T1-P6T1-1HumanLungMIAC3.20e-051.16e+00-0.0238
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
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:00015038EndometriumAEHossification78/2100408/187231.54e-064.85e-0578
GO:0070167EndometriumAEHregulation of biomineral tissue development20/210097/187235.00e-033.14e-0220
GO:00302822EndometriumAEHbone mineralization23/2100119/187236.32e-033.75e-0223
GO:0110149EndometriumAEHregulation of biomineralization20/210099/187236.34e-033.76e-0220
GO:00312141EndometriumAEHbiomineral tissue development30/2100169/187237.31e-034.18e-0230
GO:01101481EndometriumAEHbiomineralization30/2100171/187238.63e-034.71e-0230
GO:000150313EndometriumEECossification79/2168408/187232.72e-067.67e-0579
GO:00701671EndometriumEECregulation of biomineral tissue development20/216897/187237.11e-034.07e-0220
GO:01101491EndometriumEECregulation of biomineralization20/216899/187238.95e-034.81e-0220
GO:00302821EndometriumEECbone mineralization23/2168119/187239.19e-034.94e-0223
GO:00015039ProstateBPHossification107/3107408/187234.31e-078.83e-06107
GO:00302782ProstateBPHregulation of ossification29/3107115/187231.18e-024.76e-0229
GO:000150314ProstateTumorossification109/3246408/187231.13e-062.14e-05109
GO:003027811ProstateTumorregulation of ossification32/3246115/187233.39e-031.75e-0232
GO:000150320ThyroidHTossification51/1272408/187231.81e-054.29e-0451
GO:0001503110ThyroidPTCossification176/5968408/187239.26e-071.40e-05176
GO:00302785ThyroidPTCregulation of ossification51/5968115/187233.30e-031.61e-0251
GO:0006684ThyroidPTCsphingomyelin metabolic process10/596815/187235.94e-032.64e-0210
GO:000150324Thyroidgoitersossification25/497408/187231.00e-043.16e-0325
GO:000150332ThyroidATCossification206/6293408/187239.23e-133.95e-11206
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa040719LungIACSphingolipid signaling pathway28/1053121/84657.30e-046.08e-034.04e-0328
hsa0407112LungIACSphingolipid signaling pathway28/1053121/84657.30e-046.08e-034.04e-0328
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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
SGMS2SNVMissense_Mutationnovelc.1013C>Ap.Ser338Tyrp.S338YQ8NHU3protein_codingdeleterious(0)possibly_damaging(0.598)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SGMS2insertionIn_Frame_Insnovelc.996_997insCTGCAAp.Cys332_Phe333insLeuGlnp.C332_F333insLQQ8NHU3protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
SGMS2insertionNonsense_Mutationnovelc.722_723insTTGAGGGATGACAAATTATAAACAAATTCp.Lys241AsnfsTer2p.K241Nfs*2Q8NHU3protein_codingTCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SGMS2SNVMissense_Mutationnovelc.59C>Ap.Pro20Hisp.P20HQ8NHU3protein_codingtolerated(0.55)benign(0.019)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SGMS2SNVMissense_Mutationc.449G>Ap.Arg150Lysp.R150KQ8NHU3protein_codingtolerated(1)benign(0.01)TCGA-A6-6652-01Colorectumcolon adenocarcinomaMale<65I/IITargeted Molecular therapycetuximabSD
SGMS2SNVMissense_Mutationc.512N>Ap.Cys171Tyrp.C171YQ8NHU3protein_codingdeleterious(0)possibly_damaging(0.896)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SGMS2SNVMissense_Mutationrs556597938c.811N>Ap.Glu271Lysp.E271KQ8NHU3protein_codingtolerated(0.16)possibly_damaging(0.53)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SGMS2SNVMissense_Mutationnovelc.473N>Ap.Arg158Lysp.R158KQ8NHU3protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SGMS2SNVMissense_Mutationrs201568395c.604N>Tp.Arg202Trpp.R202WQ8NHU3protein_codingdeleterious(0)possibly_damaging(0.565)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
SGMS2SNVMissense_Mutationnovelc.550N>Cp.Met184Leup.M184LQ8NHU3protein_codingtolerated(0.39)benign(0.006)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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
166929SGMS2KINASE, ENZYMEinhibitor375973242
166929SGMS2KINASE, ENZYMEinhibitor252827491
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