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:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:007145616EsophagusESCCcellular response to hypoxia97/8552151/187233.12e-063.51e-0597
GO:19019896EsophagusESCCpositive regulation of cell cycle phase transition77/8552115/187233.20e-063.58e-0577
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:00900689EsophagusESCCpositive regulation of cell cycle process142/8552236/187234.79e-065.08e-05142
GO:004586018EsophagusESCCpositive regulation of protein kinase activity219/8552386/187236.91e-066.97e-05219
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:00103891EsophagusESCCregulation of G2/M transition of mitotic cell cycle64/855294/187239.21e-068.82e-0564
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:19027491EsophagusESCCregulation of cell cycle G2/M phase transition68/8552102/187231.48e-051.33e-0468
GO:19019925EsophagusESCCpositive regulation of mitotic cell cycle phase transition62/855293/187233.47e-052.83e-0462
GO:00614184EsophagusESCCregulation of transcription from RNA polymerase II promoter in response to hypoxia13/855213/187233.75e-053.04e-0413
GO:005188110EsophagusESCCregulation of mitochondrial membrane potential51/855274/187234.42e-053.51e-0451
GO:19040312EsophagusESCCpositive regulation of cyclin-dependent protein kinase activity26/855233/187231.06e-047.43e-0426
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:005140912EsophagusESCCresponse to nitrosative stress10/855210/187233.94e-042.26e-0310
GO:005067817EsophagusESCCregulation of epithelial cell proliferation206/8552381/187235.51e-043.02e-03206
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00000021EsophagusESCCmitochondrial genome maintenance17/855221/187231.03e-035.19e-0317
GO:19027511EsophagusESCCpositive regulation of cell cycle G2/M phase transition22/855230/187231.98e-038.90e-0322
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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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