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: SMYD3

Gene summary for SMYD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMYD3

Gene ID

64754

Gene nameSET and MYND domain containing 3
Gene AliasKMT3E
Cytomap1q44
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

Q9H7B4


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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
64754SMYD3CA_HPV_1HumanCervixCC1.87e-09-2.51e-010.0264
64754SMYD3CCI_1HumanCervixCC9.09e-058.73e-010.528
64754SMYD3CCI_3HumanCervixCC1.49e-111.27e+000.516
64754SMYD3TumorHumanCervixCC2.10e-09-2.71e-010.1241
64754SMYD3sample3HumanCervixCC5.82e-06-2.58e-010.1387
64754SMYD3H2HumanCervixHSIL_HPV2.71e-02-1.97e-010.0632
64754SMYD3T3HumanCervixCC4.50e-05-2.60e-010.1389
64754SMYD3HTA11_3410_2000001011HumanColorectumAD1.06e-19-5.74e-010.0155
64754SMYD3HTA11_2487_2000001011HumanColorectumSER1.53e-02-4.14e-01-0.1808
64754SMYD3HTA11_2951_2000001011HumanColorectumAD1.46e-05-7.82e-010.0216
64754SMYD3HTA11_347_2000001011HumanColorectumAD2.06e-044.50e-01-0.1954
64754SMYD3HTA11_2112_2000001011HumanColorectumSER8.38e-05-5.98e-01-0.2196
64754SMYD3HTA11_3361_2000001011HumanColorectumAD1.76e-12-6.66e-01-0.1207
64754SMYD3HTA11_5212_2000001011HumanColorectumAD1.47e-08-8.23e-01-0.2061
64754SMYD3HTA11_5216_2000001011HumanColorectumSER1.21e-09-9.32e-01-0.1462
64754SMYD3HTA11_7862_2000001011HumanColorectumAD5.60e-16-6.73e-01-0.0179
64754SMYD3HTA11_866_3004761011HumanColorectumAD1.41e-04-4.48e-010.096
64754SMYD3HTA11_8622_2000001021HumanColorectumSER1.95e-02-5.03e-010.0528
64754SMYD3HTA11_99999965062_69753HumanColorectumMSI-H9.07e-119.71e-010.3487
64754SMYD3HTA11_99999971662_82457HumanColorectumMSS2.05e-026.53e-010.3859
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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
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
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
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:190165416EndometriumEECresponse to ketone46/2168194/187231.44e-064.64e-0546
GO:007138315EndometriumEECcellular response to steroid hormone stimulus45/2168204/187231.40e-052.79e-0445
GO:003196015EndometriumEECresponse to corticosteroid37/2168167/187237.08e-051.04e-0337
GO:005134817EndometriumEECnegative regulation of transferase activity52/2168268/187231.23e-041.64e-0352
GO:004593617EndometriumEECnegative regulation of phosphate metabolic process77/2168441/187231.45e-041.87e-0377
GO:005138415EndometriumEECresponse to glucocorticoid33/2168148/187231.50e-041.90e-0333
GO:001056317EndometriumEECnegative regulation of phosphorus metabolic process77/2168442/187231.56e-041.97e-0377
GO:004269212EndometriumEECmuscle cell differentiation67/2168384/187233.87e-044.12e-0367
GO:005114613EndometriumEECstriated muscle cell differentiation51/2168283/187238.71e-047.97e-0351
GO:000193316EndometriumEECnegative regulation of protein phosphorylation59/2168342/187231.11e-039.48e-0359
GO:004232616EndometriumEECnegative regulation of phosphorylation65/2168385/187231.13e-039.67e-0365
GO:000632513EndometriumEECchromatin organization65/2168409/187234.98e-033.14e-0265
GO:003367314EndometriumEECnegative regulation of kinase activity41/2168237/187235.55e-033.36e-0241
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:0051348111EsophagusESCCnegative regulation of transferase activity177/8552268/187231.08e-114.00e-10177
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00310ColorectumADLysine degradation27/209263/84651.17e-037.75e-034.94e-0327
hsa003101ColorectumADLysine degradation27/209263/84651.17e-037.75e-034.94e-0327
hsa003102ColorectumMSSLysine degradation24/187563/84652.94e-031.39e-028.50e-0324
hsa003103ColorectumMSSLysine degradation24/187563/84652.94e-031.39e-028.50e-0324
hsa003104ColorectumFAPLysine degradation23/140463/84651.04e-049.46e-045.76e-0423
hsa003105ColorectumFAPLysine degradation23/140463/84651.04e-049.46e-045.76e-0423
hsa0031010EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031013EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031041LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa0031051LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa003109LungIACLysine degradation17/105363/84651.35e-038.63e-035.73e-0317
hsa0031012LungIACLysine degradation17/105363/84651.35e-038.63e-035.73e-0317
hsa0031022LungAISLysine degradation16/96163/84651.41e-039.49e-036.07e-0316
hsa0031032LungAISLysine degradation16/96163/84651.41e-039.49e-036.07e-0316
hsa0031042LungMIACLysine degradation10/50763/84653.93e-033.18e-022.30e-0210
hsa0031052LungMIACLysine degradation10/50763/84653.93e-033.18e-022.30e-0210
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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
SMYD3SNVMissense_Mutationc.1217N>Ap.Arg406Lysp.R406KQ9H7B4protein_codingtolerated(0.97)benign(0.038)TCGA-A2-A0EM-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SMYD3SNVMissense_Mutationnovelc.148N>Ap.Asp50Asnp.D50NQ9H7B4protein_codingtolerated(0.11)possibly_damaging(0.47)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SMYD3SNVMissense_Mutationc.203C>Tp.Ala68Valp.A68VQ9H7B4protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A8-A0A2-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SMYD3SNVMissense_Mutationnovelc.442G>Cp.Val148Leup.V148LQ9H7B4protein_codingtolerated(0.12)benign(0.007)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
SMYD3SNVMissense_Mutationnovelc.656C>Ap.Pro219Hisp.P219HQ9H7B4protein_codingtolerated(0.26)possibly_damaging(0.461)TCGA-AO-A0J5-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonatezoledronicPD
SMYD3SNVMissense_Mutationc.620N>Tp.Ser207Ilep.S207IQ9H7B4protein_codingdeleterious(0.01)possibly_damaging(0.538)TCGA-B6-A0I2-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SMYD3SNVMissense_Mutationc.920N>Tp.Ala307Valp.A307VQ9H7B4protein_codingtolerated(0.22)benign(0.164)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SMYD3SNVMissense_Mutationc.313N>Gp.Leu105Valp.L105VQ9H7B4protein_codingtolerated(1)benign(0.017)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMYD3SNVMissense_Mutationnovelc.353C>Tp.Ser118Leup.S118LQ9H7B4protein_codingtolerated(0.08)possibly_damaging(0.456)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
SMYD3SNVMissense_Mutationc.344G>Tp.Gly115Valp.G115VQ9H7B4protein_codingtolerated(0.16)benign(0.024)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
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