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: FOXE1

Gene summary for FOXE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FOXE1

Gene ID

2304

Gene nameforkhead box E1
Gene AliasFKHL15
Cytomap9q22.33
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O00358


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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
2304FOXE1LZE2THumanEsophagusESCC1.20e-033.40e-010.082
2304FOXE1LZE4THumanEsophagusESCC4.87e-082.39e-010.0811
2304FOXE1LZE7THumanEsophagusESCC5.54e-053.61e-010.0667
2304FOXE1LZE21D1HumanEsophagusHGIN7.26e-044.63e-010.0632
2304FOXE1LZE22THumanEsophagusESCC4.95e-021.70e-010.068
2304FOXE1LZE24THumanEsophagusESCC2.35e-071.48e-010.0596
2304FOXE1LZE21THumanEsophagusESCC3.67e-077.37e-010.0655
2304FOXE1P1T-EHumanEsophagusESCC6.63e-032.37e-010.0875
2304FOXE1P2T-EHumanEsophagusESCC2.32e-041.28e-010.1177
2304FOXE1P4T-EHumanEsophagusESCC9.52e-143.81e-010.1323
2304FOXE1P8T-EHumanEsophagusESCC1.13e-041.08e-010.0889
2304FOXE1P9T-EHumanEsophagusESCC7.88e-401.08e+000.1131
2304FOXE1P10T-EHumanEsophagusESCC5.16e-661.17e+000.116
2304FOXE1P11T-EHumanEsophagusESCC5.52e-083.80e-010.1426
2304FOXE1P12T-EHumanEsophagusESCC7.00e-235.89e-010.1122
2304FOXE1P15T-EHumanEsophagusESCC1.05e-408.81e-010.1149
2304FOXE1P20T-EHumanEsophagusESCC1.02e-091.05e-010.1124
2304FOXE1P21T-EHumanEsophagusESCC1.94e-031.01e-010.1617
2304FOXE1P22T-EHumanEsophagusESCC9.97e-143.53e-010.1236
2304FOXE1P23T-EHumanEsophagusESCC1.67e-144.09e-010.108
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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
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
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:004873225EsophagusHGINgland development88/2587436/187231.34e-042.71e-0388
GO:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:00485386EsophagusESCCthymus development33/855245/187231.54e-041.02e-0333
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00224043EsophagusESCCmolting cycle process53/855284/187239.62e-044.88e-0353
GO:00224053EsophagusESCChair cycle process53/855284/187239.62e-044.88e-0353
GO:0001942EsophagusESCChair follicle development51/855281/187231.27e-036.14e-0351
GO:0098773EsophagusESCCskin epidermis development53/855285/187231.43e-036.77e-0353
GO:00423033EsophagusESCCmolting cycle64/8552107/187232.24e-039.85e-0364
GO:00426333EsophagusESCChair cycle64/8552107/187232.24e-039.85e-0364
GO:0060021EsophagusESCCroof of mouth development50/855285/187231.00e-023.42e-0250
GO:19048881EsophagusESCCcranial skeletal system development41/855268/187231.07e-023.66e-0241
GO:004873220Oral cavityOSCCgland development226/7305436/187232.78e-085.39e-07226
GO:00435887Oral cavityOSCCskin development143/7305263/187232.77e-074.27e-06143
GO:00085449Oral cavityOSCCepidermis development171/7305324/187232.89e-074.43e-06171
GO:00485385Oral cavityOSCCthymus development30/730545/187231.58e-041.10e-0330
GO:00065756Oral cavityOSCCcellular modified amino acid metabolic process91/7305188/187235.33e-032.07e-0291
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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
FOXE1STMThyroidgoitersPAX8,METTL7A,MT-ATP8, etc.6.95e-01The 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.
∗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
FOXE1SNVMissense_Mutationc.349G>Cp.Glu117Glnp.E117QO00358protein_codingdeleterious(0)probably_damaging(0.983)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FOXE1SNVMissense_Mutationnovelc.134N>Ap.Arg45Hisp.R45HO00358protein_codingdeleterious(0)benign(0.273)TCGA-VS-A8EC-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
FOXE1SNVMissense_Mutationc.1039G>Ap.Gly347Argp.G347RO00358protein_codingdeleterious(0)benign(0.027)TCGA-VS-A9UU-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FOXE1SNVMissense_Mutationnovelc.884N>Tp.Ala295Valp.A295VO00358protein_codingtolerated(0.46)benign(0.043)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
FOXE1SNVMissense_Mutationrs777292713c.433C>Tp.Arg145Cysp.R145CO00358protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FOXE1SNVMissense_Mutationc.346N>Tp.Arg116Cysp.R116CO00358protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FOXE1SNVMissense_Mutationnovelc.232N>Ap.Gly78Serp.G78SO00358protein_codingdeleterious(0)benign(0.343)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FOXE1SNVMissense_Mutationc.430N>Tp.Arg144Cysp.R144CO00358protein_codingdeleterious(0)probably_damaging(0.997)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
FOXE1SNVMissense_Mutationc.437G>Ap.Arg146Hisp.R146HO00358protein_codingdeleterious(0)probably_damaging(0.996)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FOXE1SNVMissense_Mutationnovelc.1108N>Ap.Val370Metp.V370MO00358protein_codingtolerated(0.05)possibly_damaging(0.57)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
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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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