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: GLE1

Gene summary for GLE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GLE1

Gene ID

2733

Gene nameGLE1 RNA export mediator
Gene AliasCAAHC
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0006403

UniProtAcc

Q53GS7


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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
2733GLE1LZE2THumanEsophagusESCC6.90e-033.34e-010.082
2733GLE1LZE4THumanEsophagusESCC3.09e-123.07e-010.0811
2733GLE1LZE7THumanEsophagusESCC4.46e-113.55e-010.0667
2733GLE1LZE8THumanEsophagusESCC1.28e-021.61e-010.067
2733GLE1LZE20THumanEsophagusESCC9.15e-082.84e-010.0662
2733GLE1LZE24THumanEsophagusESCC1.03e-072.31e-010.0596
2733GLE1P2T-EHumanEsophagusESCC2.29e-304.83e-010.1177
2733GLE1P4T-EHumanEsophagusESCC9.06e-061.55e-010.1323
2733GLE1P5T-EHumanEsophagusESCC8.14e-111.12e-010.1327
2733GLE1P8T-EHumanEsophagusESCC6.94e-264.47e-010.0889
2733GLE1P9T-EHumanEsophagusESCC6.06e-102.12e-010.1131
2733GLE1P10T-EHumanEsophagusESCC1.23e-161.89e-010.116
2733GLE1P11T-EHumanEsophagusESCC4.52e-114.25e-010.1426
2733GLE1P12T-EHumanEsophagusESCC8.88e-131.60e-010.1122
2733GLE1P15T-EHumanEsophagusESCC6.51e-163.03e-010.1149
2733GLE1P16T-EHumanEsophagusESCC2.37e-181.61e-010.1153
2733GLE1P17T-EHumanEsophagusESCC6.57e-032.10e-010.1278
2733GLE1P19T-EHumanEsophagusESCC4.71e-034.06e-010.1662
2733GLE1P20T-EHumanEsophagusESCC3.65e-102.28e-010.1124
2733GLE1P21T-EHumanEsophagusESCC6.69e-244.84e-010.1617
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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
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
∗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:007142613SkincSCCribonucleoprotein complex export from nucleus48/486476/187239.76e-124.97e-1048
GO:003298418SkincSCCprotein-containing complex disassembly98/4864224/187235.31e-091.77e-0798
GO:000640513SkincSCCRNA export from nucleus46/486484/187231.89e-085.56e-0746
GO:003150315SkincSCCprotein-containing complex localization95/4864220/187232.00e-085.82e-0795
GO:000640612SkincSCCmRNA export from nucleus34/486459/187232.59e-075.33e-0634
GO:007142712SkincSCCmRNA-containing ribonucleoprotein complex export from nucleus34/486459/187232.59e-075.33e-0634
GO:004362411SkincSCCcellular protein complex disassembly49/4864136/187236.00e-032.95e-0249
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0301321EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0301524EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0301331EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0301534EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0501428Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa030136Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa030158Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa05014112Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa0301311Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa0301513Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
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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
GLE1SNVMissense_Mutationrs373915964c.406N>Ap.Glu136Lysp.E136KQ53GS7protein_codingdeleterious(0.01)benign(0.07)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GLE1SNVMissense_Mutationnovelc.184N>Ap.Glu62Lysp.E62KQ53GS7protein_codingtolerated(0.4)benign(0)TCGA-AR-A250-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
GLE1SNVMissense_Mutationnovelc.137N>Tp.Ser46Phep.S46FQ53GS7protein_codingdeleterious(0.01)benign(0.028)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
GLE1deletionFrame_Shift_Delc.371delNp.Ile126SerfsTer16p.I126Sfs*16Q53GS7protein_codingTCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GLE1SNVMissense_Mutationrs778694188c.1930N>Cp.Met644Leup.M644LQ53GS7protein_codingtolerated(1)benign(0.003)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GLE1SNVMissense_Mutationnovelc.209N>Tp.Ser70Leup.S70LQ53GS7protein_codingdeleterious(0.05)benign(0.019)TCGA-AA-3861-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GLE1SNVMissense_Mutationnovelc.886N>Tp.Ala296Serp.A296SQ53GS7protein_codingtolerated(0.25)benign(0.003)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GLE1SNVMissense_Mutationnovelc.500A>Cp.Glu167Alap.E167AQ53GS7protein_codingdeleterious(0)possibly_damaging(0.906)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GLE1SNVMissense_Mutationnovelc.800A>Gp.Gln267Argp.Q267RQ53GS7protein_codingtolerated(0.74)benign(0.003)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
GLE1SNVMissense_Mutationc.173N>Tp.Pro58Leup.P58LQ53GS7protein_codingdeleterious(0.01)benign(0.054)TCGA-CK-5913-01Colorectumcolon 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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