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: SETD9

Gene summary for SETD9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SETD9

Gene ID

133383

Gene nameSET domain containing 9
Gene AliasC5orf35
Cytomap5q11.2
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q8NE22


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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
133383SETD9LZE7THumanEsophagusESCC3.37e-021.22e-010.0667
133383SETD9LZE8THumanEsophagusESCC2.24e-061.97e-010.067
133383SETD9LZE22THumanEsophagusESCC1.72e-033.00e-010.068
133383SETD9LZE24THumanEsophagusESCC1.57e-112.30e-010.0596
133383SETD9LZE21THumanEsophagusESCC2.65e-054.14e-010.0655
133383SETD9P1T-EHumanEsophagusESCC8.39e-104.12e-010.0875
133383SETD9P2T-EHumanEsophagusESCC3.54e-194.38e-010.1177
133383SETD9P4T-EHumanEsophagusESCC2.68e-164.18e-010.1323
133383SETD9P5T-EHumanEsophagusESCC7.13e-101.39e-010.1327
133383SETD9P8T-EHumanEsophagusESCC1.86e-101.88e-010.0889
133383SETD9P9T-EHumanEsophagusESCC1.57e-112.36e-010.1131
133383SETD9P10T-EHumanEsophagusESCC3.47e-071.16e-010.116
133383SETD9P11T-EHumanEsophagusESCC3.35e-072.72e-010.1426
133383SETD9P12T-EHumanEsophagusESCC2.74e-035.45e-020.1122
133383SETD9P15T-EHumanEsophagusESCC2.93e-088.12e-020.1149
133383SETD9P16T-EHumanEsophagusESCC1.67e-061.41e-010.1153
133383SETD9P17T-EHumanEsophagusESCC7.16e-042.94e-010.1278
133383SETD9P19T-EHumanEsophagusESCC2.42e-022.47e-010.1662
133383SETD9P21T-EHumanEsophagusESCC7.93e-112.25e-010.1617
133383SETD9P22T-EHumanEsophagusESCC2.12e-183.64e-010.1236
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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
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:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:1901796111EsophagusESCCregulation of signal transduction by p53 class mediator70/855293/187235.69e-091.18e-0770
GO:0072331113ThyroidPTCsignal transduction by p53 class mediator92/5968163/187237.29e-112.54e-0992
GO:1901796113ThyroidPTCregulation of signal transduction by p53 class mediator58/596893/187231.38e-093.95e-0858
GO:00322594ThyroidPTCmethylation146/5968364/187234.99e-043.26e-03146
GO:007233135ThyroidATCsignal transduction by p53 class mediator102/6293163/187233.16e-141.75e-12102
GO:190179635ThyroidATCregulation of signal transduction by p53 class mediator66/629393/187231.86e-139.20e-1266
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
SETD9insertionFrame_Shift_Insnovelc.403_404insAAGTCGGGCTGCTCTGGGGCCACGGAGAGAAGGGGAGAp.Gly135GlufsTer87p.G135Efs*87Q8NE22protein_codingTCGA-BH-A0DP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
SETD9deletionFrame_Shift_Delnovelc.405delNp.Gly137ValfsTer72p.G137Vfs*72Q8NE22protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SETD9SNVMissense_Mutationc.185N>Tp.Ala62Valp.A62VQ8NE22protein_codingtolerated(0.09)benign(0.175)TCGA-Q1-A73Q-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SETD9SNVMissense_Mutationnovelc.174N>Cp.Lys58Asnp.K58NQ8NE22protein_codingtolerated(0.1)benign(0.033)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SETD9SNVMissense_Mutationnovelc.346C>Ap.Leu116Ilep.L116IQ8NE22protein_codingdeleterious(0.01)possibly_damaging(0.643)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SETD9insertionNonsense_Mutationnovelc.577_578insCATGAAp.Ser192_Lys193insThrTerp.S192_K193insT*Q8NE22protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SETD9SNVMissense_Mutationnovelc.638N>Tp.Ser213Ilep.S213IQ8NE22protein_codingtolerated(0.36)benign(0.001)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SETD9SNVMissense_Mutationnovelc.688N>Ap.Val230Ilep.V230IQ8NE22protein_codingtolerated(0.06)probably_damaging(0.915)TCGA-AP-A05O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
SETD9SNVMissense_Mutationnovelc.145N>Tp.Asp49Tyrp.D49YQ8NE22protein_codingdeleterious(0)probably_damaging(0.98)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SETD9SNVMissense_Mutationc.354N>Tp.Lys118Asnp.K118NQ8NE22protein_codingtolerated(0.81)benign(0)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
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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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