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: SMYD4

Gene summary for SMYD4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMYD4

Gene ID

114826

Gene nameSET and MYND domain containing 4
Gene AliasZMYND21
Cytomap17p13.3
Gene Typeprotein-coding
GO ID

GO:0007275

UniProtAcc

Q8IYR2


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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
114826SMYD4LZE4THumanEsophagusESCC1.78e-113.15e-010.0811
114826SMYD4LZE24THumanEsophagusESCC1.11e-051.85e-010.0596
114826SMYD4P1T-EHumanEsophagusESCC3.47e-072.57e-010.0875
114826SMYD4P2T-EHumanEsophagusESCC2.04e-132.38e-010.1177
114826SMYD4P4T-EHumanEsophagusESCC2.03e-051.76e-010.1323
114826SMYD4P5T-EHumanEsophagusESCC1.02e-051.13e-010.1327
114826SMYD4P8T-EHumanEsophagusESCC7.71e-051.08e-010.0889
114826SMYD4P9T-EHumanEsophagusESCC2.77e-113.00e-010.1131
114826SMYD4P10T-EHumanEsophagusESCC3.24e-102.64e-010.116
114826SMYD4P12T-EHumanEsophagusESCC2.71e-193.34e-010.1122
114826SMYD4P15T-EHumanEsophagusESCC1.11e-091.88e-010.1149
114826SMYD4P16T-EHumanEsophagusESCC5.24e-112.66e-010.1153
114826SMYD4P19T-EHumanEsophagusESCC4.44e-022.62e-010.1662
114826SMYD4P20T-EHumanEsophagusESCC1.17e-051.70e-010.1124
114826SMYD4P21T-EHumanEsophagusESCC7.05e-101.48e-010.1617
114826SMYD4P22T-EHumanEsophagusESCC7.42e-152.48e-010.1236
114826SMYD4P24T-EHumanEsophagusESCC2.86e-041.19e-010.1287
114826SMYD4P26T-EHumanEsophagusESCC6.34e-058.56e-020.1276
114826SMYD4P27T-EHumanEsophagusESCC5.07e-122.53e-010.1055
114826SMYD4P28T-EHumanEsophagusESCC1.18e-152.51e-010.1149
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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
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:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:00322594ThyroidPTCmethylation146/5968364/187234.99e-043.26e-03146
GO:003225911ThyroidATCmethylation148/6293364/187232.69e-031.23e-02148
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
SMYD4SNVMissense_Mutationc.2347N>Ap.Gln783Lysp.Q783KQ8IYR2protein_codingdeleterious(0.01)benign(0.355)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
SMYD4SNVMissense_Mutationc.117N>Gp.His39Glnp.H39QQ8IYR2protein_codingtolerated(0.27)benign(0.003)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SMYD4SNVMissense_Mutationc.832N>Gp.His278Aspp.H278DQ8IYR2protein_codingtolerated(0.25)benign(0.288)TCGA-BH-A0C0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
SMYD4SNVMissense_Mutationc.359N>Ap.Gly120Aspp.G120DQ8IYR2protein_codingtolerated(0.07)benign(0.28)TCGA-D8-A1JD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SMYD4insertionFrame_Shift_Insnovelc.1097_1098insTTTGAGACGGAGTCTCACTCTGTCACCCCCAGGCTGGGGTGp.Ile367LeufsTer15p.I367Lfs*15Q8IYR2protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMYD4insertionNonsense_Mutationnovelc.1970_1971insGATTTCAGCTGTTGTTTTCTTCTGCATCTGATTGCTAAGTTGp.Leu657_Gln658insIleSerAlaValValPhePheCysIleTerLeuLeuSerTerp.L657_Q658insISAVVFFCI*LLS*Q8IYR2protein_codingTCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SMYD4insertionFrame_Shift_Insnovelc.1041_1042insCCAATTGAGAGATATTTCCCp.Cys348ProfsTer12p.C348Pfs*12Q8IYR2protein_codingTCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
SMYD4deletionFrame_Shift_Delc.1919delNp.Cys640LeufsTer34p.C640Lfs*34Q8IYR2protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMYD4insertionFrame_Shift_Insnovelc.1228_1229insGAGATCGTGCCACTGCACTCCAGCCTGGCGAp.Pro410ArgfsTer16p.P410Rfs*16Q8IYR2protein_codingTCGA-BH-A0HQ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
SMYD4deletionFrame_Shift_Delnovelc.2188delNp.Glu730ArgfsTer32p.E730Rfs*32Q8IYR2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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