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: STOX1

Gene summary for STOX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STOX1

Gene ID

219736

Gene namestorkhead box 1
Gene AliasC10orf24
Cytomap10q22.1
Gene Typeprotein-coding
GO ID

GO:0000002

UniProtAcc

Q6ZVD7


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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
219736STOX1LZE24THumanEsophagusESCC1.80e-031.72e-010.0596
219736STOX1P2T-EHumanEsophagusESCC5.53e-631.20e+000.1177
219736STOX1P4T-EHumanEsophagusESCC4.27e-092.36e-010.1323
219736STOX1P8T-EHumanEsophagusESCC2.05e-071.69e-010.0889
219736STOX1P9T-EHumanEsophagusESCC1.88e-051.63e-010.1131
219736STOX1P10T-EHumanEsophagusESCC3.50e-026.19e-020.116
219736STOX1P12T-EHumanEsophagusESCC9.44e-071.97e-010.1122
219736STOX1P20T-EHumanEsophagusESCC8.24e-041.41e-010.1124
219736STOX1P26T-EHumanEsophagusESCC7.90e-031.06e-010.1276
219736STOX1P27T-EHumanEsophagusESCC6.31e-571.13e+000.1055
219736STOX1P28T-EHumanEsophagusESCC2.02e-061.61e-010.1149
219736STOX1P30T-EHumanEsophagusESCC2.13e-031.56e-010.137
219736STOX1P39T-EHumanEsophagusESCC3.75e-031.70e-010.0894
219736STOX1P42T-EHumanEsophagusESCC8.55e-052.21e-010.1175
219736STOX1P48T-EHumanEsophagusESCC8.56e-122.38e-010.0959
219736STOX1P52T-EHumanEsophagusESCC1.88e-041.04e-010.1555
219736STOX1P57T-EHumanEsophagusESCC9.35e-102.99e-010.0926
219736STOX1P62T-EHumanEsophagusESCC2.57e-029.51e-020.1302
219736STOX1P128T-EHumanEsophagusESCC1.37e-041.76e-010.1241
219736STOX1P130T-EHumanEsophagusESCC7.52e-235.53e-010.1676
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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
∗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:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:0010821110EsophagusESCCregulation of mitochondrion organization107/8552144/187232.31e-129.41e-11107
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:0043618111EsophagusESCCregulation of transcription from RNA polymerase II promoter in response to stress42/855247/187233.91e-101.05e-0842
GO:0043620111EsophagusESCCregulation of DNA-templated transcription in response to stress46/855253/187235.17e-101.33e-0846
GO:0036293111EsophagusESCCresponse to decreased oxygen levels201/8552322/187238.37e-102.04e-08201
GO:004578710EsophagusESCCpositive regulation of cell cycle196/8552313/187239.27e-102.24e-08196
GO:0001666111EsophagusESCCresponse to hypoxia192/8552307/187231.59e-093.69e-08192
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:00000864EsophagusESCCG2/M transition of mitotic cell cycle96/8552137/187236.00e-091.23e-0796
GO:004593116EsophagusESCCpositive regulation of mitotic cell cycle83/8552121/187232.78e-074.08e-0683
GO:0071453110EsophagusESCCcellular response to oxygen levels114/8552177/187233.63e-075.06e-06114
GO:0036294110EsophagusESCCcellular response to decreased oxygen levels105/8552161/187234.20e-075.73e-06105
GO:19040294EsophagusESCCregulation of cyclin-dependent protein kinase activity69/855298/187236.04e-077.91e-0669
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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
STOX1SNVMissense_Mutationnovelc.1961C>Gp.Ser654Cysp.S654CQ6ZVD7protein_codingtolerated(0.08)possibly_damaging(0.817)TCGA-A2-A4RW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
STOX1SNVMissense_Mutationrs374535579c.953N>Ap.Arg318Hisp.R318HQ6ZVD7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
STOX1SNVMissense_Mutationc.2093N>Tp.Gly698Valp.G698VQ6ZVD7protein_codingtolerated(0.19)benign(0)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
STOX1SNVMissense_Mutationc.1030N>Cp.Val344Leup.V344LQ6ZVD7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A24Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
STOX1SNVMissense_Mutationc.2779N>Cp.Glu927Glnp.E927QQ6ZVD7protein_codingdeleterious(0.01)probably_damaging(0.984)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
STOX1SNVMissense_Mutationc.1702N>Tp.Asp568Tyrp.D568YQ6ZVD7protein_codingdeleterious(0.01)benign(0.001)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
STOX1SNVMissense_Mutationrs770130603c.1508N>Ap.Arg503Glnp.R503QQ6ZVD7protein_codingdeleterious(0.01)benign(0.297)TCGA-AA-3664-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
STOX1SNVMissense_Mutationrs764960002c.1718N>Ap.Pro573Hisp.P573HQ6ZVD7protein_codingdeleterious(0.03)possibly_damaging(0.65)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
STOX1SNVMissense_Mutationnovelc.2112G>Tp.Glu704Aspp.E704DQ6ZVD7protein_codingtolerated(0.06)benign(0.001)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
STOX1SNVMissense_Mutationnovelc.1606N>Cp.Ser536Prop.S536PQ6ZVD7protein_codingdeleterious(0.01)benign(0.042)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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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