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: XPO6

Gene summary for XPO6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

XPO6

Gene ID

23214

Gene nameexportin 6
Gene AliasEXP6
Cytomap16p12.1
Gene Typeprotein-coding
GO ID

GO:0006611

UniProtAcc

Q96QU8


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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
23214XPO6LZE7THumanEsophagusESCC9.72e-074.26e-010.0667
23214XPO6LZE24THumanEsophagusESCC4.36e-053.23e-010.0596
23214XPO6P1T-EHumanEsophagusESCC5.20e-052.85e-010.0875
23214XPO6P2T-EHumanEsophagusESCC2.66e-051.29e-010.1177
23214XPO6P4T-EHumanEsophagusESCC2.01e-185.15e-010.1323
23214XPO6P5T-EHumanEsophagusESCC1.66e-222.20e-010.1327
23214XPO6P8T-EHumanEsophagusESCC5.73e-192.85e-010.0889
23214XPO6P9T-EHumanEsophagusESCC1.48e-048.26e-020.1131
23214XPO6P10T-EHumanEsophagusESCC7.07e-137.16e-020.116
23214XPO6P12T-EHumanEsophagusESCC5.42e-122.15e-010.1122
23214XPO6P15T-EHumanEsophagusESCC9.48e-071.12e-010.1149
23214XPO6P16T-EHumanEsophagusESCC9.61e-101.12e-010.1153
23214XPO6P17T-EHumanEsophagusESCC8.64e-042.79e-010.1278
23214XPO6P20T-EHumanEsophagusESCC1.74e-031.10e-010.1124
23214XPO6P21T-EHumanEsophagusESCC7.49e-172.72e-010.1617
23214XPO6P22T-EHumanEsophagusESCC2.44e-051.02e-010.1236
23214XPO6P23T-EHumanEsophagusESCC5.50e-031.20e-010.108
23214XPO6P24T-EHumanEsophagusESCC2.19e-061.40e-010.1287
23214XPO6P26T-EHumanEsophagusESCC4.90e-158.66e-020.1276
23214XPO6P27T-EHumanEsophagusESCC9.50e-116.24e-020.1055
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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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:0051168110EsophagusESCCnuclear export126/8552154/187231.88e-202.65e-18126
GO:000661117EsophagusESCCprotein export from nucleus48/855257/187231.92e-094.39e-0848
GO:000691312LiverCirrhoticnucleocytoplasmic transport118/4634301/187231.71e-086.27e-07118
GO:005116912LiverCirrhoticnuclear transport118/4634301/187231.71e-086.27e-07118
GO:005116812LiverCirrhoticnuclear export67/4634154/187232.57e-076.41e-0667
GO:00066114LiverCirrhoticprotein export from nucleus27/463457/187231.74e-041.63e-0327
GO:000691322LiverHCCnucleocytoplasmic transport208/7958301/187235.51e-218.12e-19208
GO:005116922LiverHCCnuclear transport208/7958301/187235.51e-218.12e-19208
GO:005116822LiverHCCnuclear export113/7958154/187236.30e-154.39e-13113
GO:000661112LiverHCCprotein export from nucleus42/795857/187231.75e-062.45e-0542
GO:000691317Oral cavityOSCCnucleocytoplasmic transport204/7305301/187232.65e-246.98e-22204
GO:005116917Oral cavityOSCCnuclear transport204/7305301/187232.65e-246.98e-22204
GO:005116817Oral cavityOSCCnuclear export112/7305154/187231.70e-171.56e-15112
GO:00066119Oral cavityOSCCprotein export from nucleus42/730557/187231.10e-071.87e-0642
GO:000691323Oral cavityEOLPnucleocytoplasmic transport87/2218301/187237.30e-164.37e-1387
GO:005116923Oral cavityEOLPnuclear transport87/2218301/187237.30e-164.37e-1387
GO:005116824Oral cavityEOLPnuclear export47/2218154/187234.45e-103.76e-0847
GO:000661123Oral cavityEOLPprotein export from nucleus19/221857/187231.70e-052.79e-0419
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301321EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0301331EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa03013LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa030131LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa030136Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa0301311Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
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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
XPO6SNVMissense_Mutationc.836N>Ap.Arg279Glnp.R279QQ96QU8protein_codingtolerated(0.25)benign(0.387)TCGA-A8-A081-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
XPO6SNVMissense_Mutationnovelc.375N>Gp.Phe125Leup.F125LQ96QU8protein_codingdeleterious(0.03)possibly_damaging(0.715)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
XPO6SNVMissense_Mutationc.1280N>Gp.Tyr427Cysp.Y427CQ96QU8protein_codingdeleterious(0)possibly_damaging(0.781)TCGA-B6-A0IH-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
XPO6SNVMissense_Mutationc.854N>Ap.Arg285Glnp.R285QQ96QU8protein_codingtolerated(0.19)benign(0.217)TCGA-C8-A1HI-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
XPO6SNVMissense_Mutationnovelc.3310N>Ap.Leu1104Metp.L1104MQ96QU8protein_codingdeleterious(0.04)possibly_damaging(0.483)TCGA-C8-A26X-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
XPO6SNVMissense_Mutationc.2187N>Gp.Ile729Metp.I729MQ96QU8protein_codingtolerated(0.43)benign(0)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
XPO6SNVMissense_Mutationc.2285A>Gp.Tyr762Cysp.Y762CQ96QU8protein_codingdeleterious(0)possibly_damaging(0.862)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
XPO6insertionNonsense_Mutationnovelc.2655_2656insAGGCAGGCTTTGGTGTCTGTCTGCCAGGATTGCTGAGGGAp.Cys886ArgfsTer12p.C886Rfs*12Q96QU8protein_codingTCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
XPO6insertionFrame_Shift_Insnovelc.2590_2591insGGGAGCATTCGCTTTCAGGGp.Thr864ArgfsTer18p.T864Rfs*18Q96QU8protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
XPO6insertionFrame_Shift_Insnovelc.988_989insCTTCCTATTGCCCTGTGAAAGCTGAGAGGTGCCTGGGAGCp.Glu330AlafsTer35p.E330Afs*35Q96QU8protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
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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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