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: SMYD5

Gene summary for SMYD5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMYD5

Gene ID

10322

Gene nameSMYD family member 5
Gene AliasNN8-4AG
Cytomap2p13.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q6GMV2


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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
10322SMYD5LZE24THumanEsophagusESCC3.11e-041.08e-010.0596
10322SMYD5P2T-EHumanEsophagusESCC5.36e-142.56e-010.1177
10322SMYD5P5T-EHumanEsophagusESCC2.51e-021.23e-010.1327
10322SMYD5P8T-EHumanEsophagusESCC2.94e-121.10e-010.0889
10322SMYD5P10T-EHumanEsophagusESCC8.94e-061.24e-010.116
10322SMYD5P11T-EHumanEsophagusESCC1.68e-022.17e-010.1426
10322SMYD5P12T-EHumanEsophagusESCC6.00e-091.42e-010.1122
10322SMYD5P15T-EHumanEsophagusESCC3.50e-081.83e-010.1149
10322SMYD5P16T-EHumanEsophagusESCC1.68e-121.53e-010.1153
10322SMYD5P19T-EHumanEsophagusESCC1.60e-022.62e-010.1662
10322SMYD5P20T-EHumanEsophagusESCC2.46e-036.13e-020.1124
10322SMYD5P21T-EHumanEsophagusESCC4.24e-183.10e-010.1617
10322SMYD5P22T-EHumanEsophagusESCC4.08e-041.20e-010.1236
10322SMYD5P23T-EHumanEsophagusESCC1.54e-061.58e-010.108
10322SMYD5P24T-EHumanEsophagusESCC1.13e-131.52e-010.1287
10322SMYD5P26T-EHumanEsophagusESCC1.31e-101.83e-010.1276
10322SMYD5P27T-EHumanEsophagusESCC9.85e-131.40e-010.1055
10322SMYD5P28T-EHumanEsophagusESCC1.39e-163.03e-010.1149
10322SMYD5P30T-EHumanEsophagusESCC3.04e-093.35e-010.137
10322SMYD5P31T-EHumanEsophagusESCC1.51e-111.26e-010.1251
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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
∗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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:00400295EsophagusESCCregulation of gene expression, epigenetic74/8552105/187232.24e-073.42e-0674
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
GO:003496814EsophagusESCChistone lysine methylation72/8552115/187231.85e-041.18e-0372
GO:001802214EsophagusESCCpeptidyl-lysine methylation79/8552131/187235.17e-042.86e-0379
GO:200073614EsophagusESCCregulation of stem cell differentiation39/855258/187237.43e-043.86e-0339
GO:0045814EsophagusESCCnegative regulation of gene expression, epigenetic32/855250/187236.90e-032.52e-0232
GO:00513025EsophagusESCCregulation of cell division97/8552177/187238.93e-033.12e-0297
GO:00180231EsophagusESCCpeptidyl-lysine trimethylation31/855250/187231.48e-024.79e-0231
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:00064792LiverHCCprotein methylation111/7958181/187232.36e-074.18e-06111
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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
SMYD5SNVMissense_Mutationc.1022N>Gp.Ile341Serp.I341SQ6GMV2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AO-A12D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
SMYD5SNVMissense_Mutationc.295N>Cp.Glu99Glnp.E99QQ6GMV2protein_codingtolerated(0.12)benign(0.334)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
SMYD5deletionFrame_Shift_Delc.568_569delNNp.Ser191ProfsTer4p.S191Pfs*4Q6GMV2protein_codingTCGA-BH-A0HI-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SMYD5SNVMissense_Mutationnovelc.255N>Cp.Gln85Hisp.Q85HQ6GMV2protein_codingdeleterious(0.03)benign(0.403)TCGA-C5-A8YR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
SMYD5SNVMissense_Mutationnovelc.385N>Ap.Glu129Lysp.E129KQ6GMV2protein_codingtolerated(0.62)benign(0.022)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SMYD5SNVMissense_Mutationrs777868848c.1245N>Ap.Met415Ilep.M415IQ6GMV2protein_codingdeleterious_low_confidence(0)possibly_damaging(0.775)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SMYD5SNVMissense_Mutationnovelc.679N>Tp.Ala227Serp.A227SQ6GMV2protein_codingtolerated(0.07)probably_damaging(0.983)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SMYD5SNVMissense_Mutationrs376603112c.310C>Tp.Arg104Cysp.R104CQ6GMV2protein_codingdeleterious(0.02)possibly_damaging(0.848)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SMYD5SNVMissense_Mutationnovelc.223A>Gp.Arg75Glyp.R75GQ6GMV2protein_codingdeleterious(0)possibly_damaging(0.636)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SMYD5SNVMissense_Mutationc.311N>Ap.Arg104Hisp.R104HQ6GMV2protein_codingdeleterious(0.05)benign(0.015)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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