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: SETD7

Gene summary for SETD7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SETD7

Gene ID

80854

Gene nameSET domain containing 7, histone lysine methyltransferase
Gene AliasKMT7
Cytomap4q31.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

D6RJA0


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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
80854SETD7LZE4THumanEsophagusESCC9.81e-066.97e-020.0811
80854SETD7LZE7THumanEsophagusESCC7.37e-031.51e-010.0667
80854SETD7LZE22THumanEsophagusESCC1.23e-021.75e-010.068
80854SETD7LZE24THumanEsophagusESCC2.66e-101.78e-010.0596
80854SETD7P1T-EHumanEsophagusESCC2.80e-028.95e-020.0875
80854SETD7P2T-EHumanEsophagusESCC6.37e-091.26e-010.1177
80854SETD7P4T-EHumanEsophagusESCC8.29e-102.19e-010.1323
80854SETD7P5T-EHumanEsophagusESCC2.28e-111.66e-020.1327
80854SETD7P8T-EHumanEsophagusESCC9.66e-131.16e-010.0889
80854SETD7P9T-EHumanEsophagusESCC2.22e-071.76e-010.1131
80854SETD7P10T-EHumanEsophagusESCC7.17e-07-8.03e-030.116
80854SETD7P11T-EHumanEsophagusESCC1.29e-042.43e-010.1426
80854SETD7P12T-EHumanEsophagusESCC1.78e-112.06e-010.1122
80854SETD7P15T-EHumanEsophagusESCC8.35e-074.77e-020.1149
80854SETD7P16T-EHumanEsophagusESCC4.49e-046.19e-020.1153
80854SETD7P17T-EHumanEsophagusESCC6.32e-041.52e-010.1278
80854SETD7P20T-EHumanEsophagusESCC8.92e-085.10e-020.1124
80854SETD7P21T-EHumanEsophagusESCC5.06e-03-3.98e-020.1617
80854SETD7P22T-EHumanEsophagusESCC7.32e-132.03e-010.1236
80854SETD7P23T-EHumanEsophagusESCC1.26e-101.23e-010.108
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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
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
∗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:003105614EsophagusESCCregulation of histone modification106/8552152/187231.52e-093.55e-08106
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
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:003496814EsophagusESCChistone lysine methylation72/8552115/187231.85e-041.18e-0372
GO:003106013EsophagusESCCregulation of histone methylation46/855269/187233.46e-042.03e-0346
GO:001802214EsophagusESCCpeptidyl-lysine methylation79/8552131/187235.17e-042.86e-0379
GO:00708281EsophagusESCCheterochromatin organization31/855246/187232.42e-031.06e-0231
GO:0097305111EsophagusESCCresponse to alcohol138/8552253/187232.70e-031.14e-02138
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
GO:003105621LiverHCCregulation of histone modification99/7958152/187231.40e-083.40e-0799
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
hsa040689EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0031010EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0406814EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0031013EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031041LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa040684LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa0031051LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa040685LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa040687ProstateBPHFoxO signaling pathway54/1718131/84653.05e-083.59e-072.22e-0754
hsa0406812ProstateBPHFoxO signaling pathway54/1718131/84653.05e-083.59e-072.22e-0754
hsa0406822ProstateTumorFoxO signaling pathway54/1791131/84651.32e-071.51e-069.36e-0754
hsa0406832ProstateTumorFoxO signaling pathway54/1791131/84651.32e-071.51e-069.36e-0754
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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
SETD7SNVMissense_Mutationc.16N>Ap.Glu6Lysp.E6KQ8WTS6protein_codingtolerated(0.11)benign(0.001)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SETD7SNVMissense_Mutationrs747992989c.52G>Ap.Asp18Asnp.D18NQ8WTS6protein_codingdeleterious(0.01)benign(0.333)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SETD7SNVMissense_Mutationc.373N>Ap.Asp125Asnp.D125NQ8WTS6protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AO-A03L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
SETD7SNVMissense_Mutationc.127N>Ap.Gly43Argp.G43RQ8WTS6protein_codingtolerated(0.05)probably_damaging(0.988)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SETD7SNVMissense_Mutationc.223N>Tp.Thr75Serp.T75SQ8WTS6protein_codingtolerated(0.06)benign(0.255)TCGA-D8-A1XG-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SETD7SNVMissense_Mutationnovelc.593C>Tp.Ser198Leup.S198LQ8WTS6protein_codingdeleterious(0.02)benign(0.072)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SETD7insertionIn_Frame_Insnovelc.905_906insTATGTTAATTTACTTp.Asn302_Cys303insMetLeuIleTyrPhep.N302_C303insMLIYFQ8WTS6protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
SETD7SNVMissense_Mutationrs750730311c.344N>Ap.Arg115Hisp.R115HQ8WTS6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SETD7SNVMissense_Mutationnovelc.477N>Gp.Phe159Leup.F159LQ8WTS6protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SETD7SNVMissense_Mutationnovelc.244N>Ap.Leu82Ilep.L82IQ8WTS6protein_codingtolerated(0.21)possibly_damaging(0.57)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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
80854SETD7ENZYME, METHYL TRANSFERASEinhibitor249565915
80854SETD7ENZYME, METHYL TRANSFERASESINEFUNGINSINEFUNGIN23981144
80854SETD7ENZYME, METHYL TRANSFERASEEOSINEOSIN18348515
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