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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
56950SMYD2LZE4THumanEsophagusESCC5.89e-101.83e-010.0811
56950SMYD2LZE7THumanEsophagusESCC5.24e-074.38e-010.0667
56950SMYD2LZE8THumanEsophagusESCC1.22e-034.70e-020.067
56950SMYD2LZE20THumanEsophagusESCC1.61e-036.70e-020.0662
56950SMYD2LZE22D1HumanEsophagusHGIN3.06e-032.12e-010.0595
56950SMYD2LZE24THumanEsophagusESCC1.67e-145.26e-010.0596
56950SMYD2LZE22D3HumanEsophagusHGIN2.35e-033.43e-010.0653
56950SMYD2LZE6THumanEsophagusESCC1.24e-061.38e-010.0845
56950SMYD2P1T-EHumanEsophagusESCC7.64e-063.01e-010.0875
56950SMYD2P2T-EHumanEsophagusESCC9.99e-204.69e-010.1177
56950SMYD2P4T-EHumanEsophagusESCC6.93e-225.03e-010.1323
56950SMYD2P5T-EHumanEsophagusESCC1.28e-154.05e-010.1327
56950SMYD2P8T-EHumanEsophagusESCC1.17e-152.39e-010.0889
56950SMYD2P9T-EHumanEsophagusESCC1.26e-153.16e-010.1131
56950SMYD2P10T-EHumanEsophagusESCC1.93e-266.00e-010.116
56950SMYD2P11T-EHumanEsophagusESCC1.54e-094.17e-010.1426
56950SMYD2P12T-EHumanEsophagusESCC6.59e-173.42e-010.1122
56950SMYD2P15T-EHumanEsophagusESCC2.87e-337.00e-010.1149
56950SMYD2P16T-EHumanEsophagusESCC1.05e-103.26e-010.1153
56950SMYD2P17T-EHumanEsophagusESCC4.63e-094.37e-010.1278
Page: 1 2 3 4 5 6 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

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
Page: 1 2 3 4 5 

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
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 3 4 

Top

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
Page: 1