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: STOX2

Gene summary for STOX2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STOX2

Gene ID

56977

Gene namestorkhead box 2
Gene AliasSTOX2
Cytomap4q35.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9P2F5


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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
56977STOX2CCI_1HumanCervixCC1.99e-121.05e+000.528
56977STOX2CCI_3HumanCervixCC6.58e-161.05e+000.516
56977STOX2CCII_1HumanCervixCC7.34e-115.60e-010.3249
56977STOX2HTA11_10711_2000001011HumanColorectumAD1.60e-044.17e-010.0338
56977STOX2HTA11_99999970781_79442HumanColorectumMSS2.69e-02-1.29e-010.294
56977STOX2A014-C-108HumanColorectumFAP2.77e-148.54e-01-0.124
56977STOX2A002-C-114HumanColorectumFAP4.41e-035.04e-01-0.1561
56977STOX2A015-C-202HumanColorectumFAP1.01e-278.51e-01-0.0849
56977STOX2A018-E-020HumanColorectumFAP5.39e-107.48e-01-0.2034
56977STOX2AEH-subject1HumanEndometriumAEH1.12e-184.41e-01-0.3059
56977STOX2AEH-subject2HumanEndometriumAEH1.29e-052.97e-01-0.2525
56977STOX2AEH-subject3HumanEndometriumAEH6.60e-123.52e-01-0.2576
56977STOX2AEH-subject5HumanEndometriumAEH1.16e-032.18e-01-0.2953
56977STOX2EEC-subject1HumanEndometriumEEC1.80e-134.54e-01-0.2682
56977STOX2EEC-subject2HumanEndometriumEEC1.42e-042.81e-01-0.2607
56977STOX2EEC-subject3HumanEndometriumEEC2.24e-032.66e-01-0.2525
56977STOX2TD9HumanLungIAC8.97e-036.13e-010.088
56977STOX2RNA-P10T2-P10T2-2HumanLungAAH2.70e-058.95e-01-0.1406
56977STOX2RNA-P10T2-P10T2-3HumanLungAAH1.23e-048.60e-01-0.1408
56977STOX2RNA-P10T2-P10T2-4HumanLungAAH4.35e-037.17e-01-0.138
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00018908CervixCCplacenta development40/2311144/187234.59e-071.77e-0540
GO:00614588CervixCCreproductive system development87/2311427/187231.37e-064.55e-0587
GO:00486088CervixCCreproductive structure development86/2311424/187231.90e-065.97e-0586
GO:00075654CervixCCfemale pregnancy43/2311193/187237.62e-051.04e-0343
GO:00447064CervixCCmulti-multicellular organism process45/2311220/187234.14e-044.21e-0345
GO:00601353CervixCCmaternal process involved in female pregnancy15/231162/187237.30e-033.92e-0215
GO:0001890ColorectumADplacenta development51/3918144/187233.99e-057.16e-0451
GO:0061458ColorectumADreproductive system development116/3918427/187231.11e-031.01e-02116
GO:0048608ColorectumADreproductive structure development114/3918424/187231.78e-031.47e-02114
GO:00018902ColorectumMSSplacenta development51/3467144/187231.10e-063.77e-0551
GO:00614582ColorectumMSSreproductive system development115/3467427/187239.86e-062.39e-04115
GO:00486082ColorectumMSSreproductive structure development113/3467424/187231.94e-054.18e-04113
GO:0001893ColorectumMSSmaternal placenta development13/346735/187237.38e-034.68e-0213
GO:00018903ColorectumFAPplacenta development38/2622144/187236.22e-051.21e-0338
GO:00614583ColorectumFAPreproductive system development85/2622427/187234.30e-045.13e-0385
GO:00486083ColorectumFAPreproductive structure development84/2622424/187235.40e-046.10e-0384
GO:00614589EndometriumAEHreproductive system development88/2100427/187239.50e-096.41e-0788
GO:00486089EndometriumAEHreproductive structure development87/2100424/187231.43e-089.12e-0787
GO:00018909EndometriumAEHplacenta development39/2100144/187231.07e-075.20e-0639
GO:00075655EndometriumAEHfemale pregnancy43/2100193/187237.52e-061.80e-0443
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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
STOX2SNVMissense_Mutationnovelc.2462A>Tp.Asn821Ilep.N821IQ9P2F5protein_codingdeleterious_low_confidence(0)probably_damaging(0.942)TCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
STOX2SNVMissense_Mutationc.2364G>Tp.Lys788Asnp.K788NQ9P2F5protein_codingdeleterious_low_confidence(0.01)benign(0.058)TCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
STOX2SNVMissense_Mutationnovelc.9N>Cp.Lys3Asnp.K3NQ9P2F5protein_codingdeleterious_low_confidence(0)probably_damaging(0.981)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
STOX2SNVMissense_Mutationc.233N>Ap.Leu78Hisp.L78HQ9P2F5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C8-A1HE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STOX2insertionNonsense_Mutationnovelc.1629_1630insAGATAACTTCATCATGCACAGCAACACAAACGTp.Arg543_Ala544insArgTerLeuHisHisAlaGlnGlnHisLysArgp.R543_A544insR*LHHAQQHKRQ9P2F5protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
STOX2insertionIn_Frame_Insnovelc.2464_2465insAACAAAGCCAAGGAGAGATCCAGGp.Leu822delinsGlnGlnSerGlnGlyGluIleGlnValp.L822delinsQQSQGEIQVQ9P2F5protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
STOX2insertionNonsense_Mutationnovelc.1627_1628insGAACACAAACGTGCTCGAGTCCCACTTCCCCATGACACCAGAATp.Ala544ThrfsTer11p.A544Tfs*11Q9P2F5protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
STOX2insertionFrame_Shift_Insnovelc.1585_1586insCTTCATCATTGAACACAAAGGAGATAACTTCATCp.Asp529AlafsTer23p.D529Afs*23Q9P2F5protein_codingTCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
STOX2insertionFrame_Shift_Insnovelc.566_567insATTTTTCATTTTTCTCTCATTTAAAp.Thr190PhefsTer57p.T190Ffs*57Q9P2F5protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
STOX2insertionFrame_Shift_Insnovelc.665_666insTCCATTTTCCAAAAGACAGAGACp.Lys223ProfsTer30p.K223Pfs*30Q9P2F5protein_codingTCGA-B6-A0I5-01Breastbreast invasive carcinomaFemale<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
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