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: SMYD2

Gene summary for SMYD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMYD2

Gene ID

56950

Gene nameSET and MYND domain containing 2
Gene AliasHSKM-B
Cytomap1q32.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9NRG4


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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
56950SMYD2P19T-EHumanEsophagusESCC1.96e-079.79e-010.1662
56950SMYD2P20T-EHumanEsophagusESCC9.69e-254.40e-010.1124
56950SMYD2P21T-EHumanEsophagusESCC6.19e-367.94e-010.1617
56950SMYD2P22T-EHumanEsophagusESCC3.18e-184.23e-010.1236
56950SMYD2P23T-EHumanEsophagusESCC2.49e-307.18e-010.108
56950SMYD2P24T-EHumanEsophagusESCC2.34e-143.92e-010.1287
56950SMYD2P26T-EHumanEsophagusESCC2.61e-426.63e-010.1276
56950SMYD2P27T-EHumanEsophagusESCC4.99e-223.11e-010.1055
56950SMYD2P28T-EHumanEsophagusESCC6.84e-214.79e-010.1149
56950SMYD2P30T-EHumanEsophagusESCC1.72e-248.71e-010.137
56950SMYD2P31T-EHumanEsophagusESCC6.59e-294.88e-010.1251
56950SMYD2P32T-EHumanEsophagusESCC1.41e-398.48e-010.1666
56950SMYD2P36T-EHumanEsophagusESCC1.63e-154.15e-010.1187
56950SMYD2P37T-EHumanEsophagusESCC6.57e-327.67e-010.1371
56950SMYD2P38T-EHumanEsophagusESCC6.28e-094.59e-010.127
56950SMYD2P39T-EHumanEsophagusESCC1.52e-091.55e-010.0894
56950SMYD2P40T-EHumanEsophagusESCC7.24e-154.01e-010.109
56950SMYD2P42T-EHumanEsophagusESCC1.49e-113.80e-010.1175
56950SMYD2P44T-EHumanEsophagusESCC1.58e-153.27e-010.1096
56950SMYD2P47T-EHumanEsophagusESCC4.99e-122.74e-010.1067
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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
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
∗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:007233127EsophagusHGINsignal transduction by p53 class mediator49/2587163/187235.71e-083.06e-0649
GO:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:003033020EsophagusHGINDNA damage response, signal transduction by p53 class mediator24/258772/187232.03e-055.43e-0424
GO:200102019EsophagusHGINregulation of response to DNA damage stimulus52/2587219/187235.00e-051.19e-0352
GO:00165708EsophagusHGINhistone modification92/2587463/187231.70e-043.30e-0392
GO:190179627EsophagusHGINregulation of signal transduction by p53 class mediator26/258793/187232.60e-044.55e-0326
GO:00427708EsophagusHGINsignal transduction in response to DNA damage39/2587172/187231.07e-031.32e-0239
GO:0018027EsophagusHGINpeptidyl-lysine dimethylation10/258726/187231.60e-031.79e-0210
GO:00349688EsophagusHGINhistone lysine methylation27/2587115/187233.51e-033.24e-0227
GO:00435168EsophagusHGINregulation of DNA damage response, signal transduction by p53 class mediator11/258734/187234.61e-033.96e-0211
GO:00064798EsophagusHGINprotein methylation38/2587181/187235.05e-034.22e-0238
GO:00082138EsophagusHGINprotein alkylation38/2587181/187235.05e-034.22e-0238
GO:00180227EsophagusHGINpeptidyl-lysine methylation29/2587131/187236.22e-034.95e-0229
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:2001020110EsophagusESCCregulation of response to DNA damage stimulus145/8552219/187235.97e-101.50e-08145
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:004277014EsophagusESCCsignal transduction in response to DNA damage117/8552172/187232.38e-095.32e-08117
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0031010EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031013EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031021LiverCirrhoticLysine degradation29/253063/84654.81e-031.74e-021.07e-0229
hsa0031031LiverCirrhoticLysine degradation29/253063/84654.81e-031.74e-021.07e-0229
hsa0031041LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa0031051LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
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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
SMYD2SNVMissense_Mutationnovelc.766G>Ap.Asp256Asnp.D256NQ9NRG4protein_codingtolerated(0.09)possibly_damaging(0.798)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMYD2SNVMissense_Mutationc.559G>Ap.Glu187Lysp.E187KQ9NRG4protein_codingtolerated(0.12)probably_damaging(0.998)TCGA-D8-A1JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
SMYD2insertionNonsense_Mutationnovelc.588_589insGAGTCAGAAGCTGTCTGTCCCTAGATCAGTTTTGAAAAGTGTTp.Ala197GlufsTer8p.A197Efs*8Q9NRG4protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
SMYD2SNVMissense_Mutationnovelc.409C>Tp.His137Tyrp.H137YQ9NRG4protein_codingdeleterious(0)probably_damaging(0.986)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SMYD2SNVMissense_Mutationrs369877948c.517N>Ap.Val173Ilep.V173IQ9NRG4protein_codingtolerated(0.28)benign(0.001)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SMYD2deletionFrame_Shift_Delc.67delGp.Ala23LeufsTer84p.A23Lfs*84Q9NRG4protein_codingTCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
SMYD2insertionFrame_Shift_Insnovelc.283_284insTp.Gly97TrpfsTer39p.G97Wfs*39Q9NRG4protein_codingTCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
SMYD2SNVMissense_Mutationrs372313690c.740C>Tp.Thr247Metp.T247MQ9NRG4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SMYD2SNVMissense_Mutationrs369082796c.493G>Ap.Gly165Argp.G165RQ9NRG4protein_codingtolerated(0.19)benign(0.038)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SMYD2SNVMissense_Mutationc.378A>Tp.Glu126Aspp.E126DQ9NRG4protein_codingdeleterious(0.01)possibly_damaging(0.872)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<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
56950SMYD2ENZYME, METHYL TRANSFERASEinhibitor178103600
56950SMYD2ENZYME, METHYL TRANSFERASEinhibitor249565919
56950SMYD2ENZYME, METHYL TRANSFERASEinhibitor310264734
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