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: SET

Gene summary for SET

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SET

Gene ID

6418

Gene nameSET nuclear proto-oncogene
Gene Alias2PP2A
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q01105


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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
6418SETGSM4909281HumanBreastIDC1.19e-124.38e-010.21
6418SETGSM4909282HumanBreastIDC5.84e-062.65e-01-0.0288
6418SETGSM4909286HumanBreastIDC1.21e-042.05e-010.1081
6418SETGSM4909288HumanBreastIDC4.01e-028.44e-020.0988
6418SETGSM4909290HumanBreastIDC1.06e-063.80e-010.2096
6418SETGSM4909293HumanBreastIDC3.04e-103.72e-010.1581
6418SETGSM4909294HumanBreastIDC1.30e-172.92e-010.2022
6418SETGSM4909296HumanBreastIDC3.02e-15-3.98e-010.1524
6418SETGSM4909297HumanBreastIDC1.76e-252.22e-010.1517
6418SETGSM4909306HumanBreastIDC7.23e-03-2.71e-010.1564
6418SETGSM4909309HumanBreastIDC2.00e-02-2.24e-010.0483
6418SETGSM4909311HumanBreastIDC3.37e-49-5.41e-010.1534
6418SETGSM4909312HumanBreastIDC1.00e-09-2.43e-010.1552
6418SETGSM4909317HumanBreastIDC1.36e-022.79e-010.1355
6418SETGSM4909318HumanBreastIDC4.71e-084.81e-010.2031
6418SETGSM4909319HumanBreastIDC1.16e-58-8.01e-010.1563
6418SETGSM4909320HumanBreastIDC5.01e-11-7.26e-010.1575
6418SETGSM4909321HumanBreastIDC1.85e-12-3.31e-010.1559
6418SETbrca10HumanBreastPrecancer1.12e-11-5.22e-01-0.0029
6418SETM2HumanBreastIDC7.97e-124.74e-010.21
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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:19028509ThyroidPTCmicrotubule cytoskeleton organization involved in mitosis76/5968147/187234.49e-077.38e-0676
GO:000961520ThyroidPTCresponse to virus162/5968367/187234.52e-077.41e-06162
GO:0043523110ThyroidPTCregulation of neuron apoptotic process102/5968212/187235.45e-078.76e-06102
GO:0034329111ThyroidPTCcell junction assembly180/5968420/187231.17e-061.69e-05180
GO:000183817ThyroidPTCembryonic epithelial tube formation64/5968121/187231.27e-061.83e-0564
GO:007030116ThyroidPTCcellular response to hydrogen peroxide54/596898/187231.62e-062.27e-0554
GO:001402016ThyroidPTCprimary neural tube formation52/596894/187232.14e-062.89e-0552
GO:002191514ThyroidPTCneural tube development76/5968152/187232.40e-063.17e-0576
GO:00905015ThyroidPTCRNA phosphodiester bond hydrolysis76/5968152/187232.40e-063.17e-0576
GO:000184310ThyroidPTCneural tube closure49/596888/187233.24e-064.20e-0549
GO:00606069ThyroidPTCtube closure49/596889/187234.99e-066.08e-0549
GO:003514819ThyroidPTCtube formation73/5968148/187237.04e-068.31e-0573
GO:0048511111ThyroidPTCrhythmic process131/5968298/187237.06e-068.33e-05131
GO:00343408ThyroidPTCresponse to type I interferon35/596858/187237.35e-068.60e-0535
GO:006056219ThyroidPTCepithelial tube morphogenesis141/5968325/187237.52e-068.73e-05141
GO:007217515ThyroidPTCepithelial tube formation66/5968132/187231.08e-051.19e-0466
GO:00062828ThyroidPTCregulation of DNA repair65/5968130/187231.25e-051.36e-0465
GO:000091019ThyroidPTCcytokinesis82/5968173/187231.37e-051.47e-0482
GO:0007623111ThyroidPTCcircadian rhythm96/5968210/187231.74e-051.82e-0496
GO:190121518ThyroidPTCnegative regulation of neuron death95/5968208/187232.01e-052.04e-0495
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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
SETSNVMissense_Mutationrs142648600c.548N>Tp.Ser183Leup.S183LQ01105protein_codingtolerated(0.16)benign(0.11)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SETSNVMissense_Mutationnovelc.270N>Cp.Lys90Asnp.K90NQ01105protein_codingtolerated(0.05)benign(0.16)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SETSNVMissense_Mutationc.195N>Cp.Glu65Aspp.E65DQ01105protein_codingdeleterious(0.01)possibly_damaging(0.651)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
SETSNVMissense_Mutationnovelc.469N>Ap.His157Asnp.H157NQ01105protein_codingtolerated(0.06)benign(0.208)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
SETSNVMissense_Mutationc.229C>Tp.Arg77Cysp.R77CQ01105protein_codingtolerated(0.11)benign(0.444)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SETSNVMissense_Mutationc.572G>Ap.Ser191Asnp.S191NQ01105protein_codingtolerated(0.16)benign(0.029)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SETSNVMissense_Mutationc.260N>Cp.Leu87Serp.L87SQ01105protein_codingdeleterious(0)probably_damaging(0.974)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SETSNVMissense_Mutationc.508N>Ap.Glu170Lysp.E170KQ01105protein_codingtolerated(0.18)benign(0.086)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SETdeletionFrame_Shift_Delc.273delNp.Pro92GlnfsTer5p.P92Qfs*5Q01105protein_codingTCGA-CM-5862-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SETSNVMissense_Mutationnovelc.161N>Cp.Glu54Alap.E54AQ01105protein_codingtolerated(0.06)possibly_damaging(0.893)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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