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: XPOT

Gene summary for XPOT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

XPOT

Gene ID

11260

Gene nameexportin for tRNA
Gene AliasXPO3
Cytomap12q14.2
Gene Typeprotein-coding
GO ID

GO:0006403

UniProtAcc

O43592


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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
11260XPOTLZE4THumanEsophagusESCC1.45e-091.95e-010.0811
11260XPOTLZE7THumanEsophagusESCC1.41e-084.51e-010.0667
11260XPOTLZE8THumanEsophagusESCC1.81e-021.16e-010.067
11260XPOTLZE22THumanEsophagusESCC4.15e-021.38e-010.068
11260XPOTLZE24THumanEsophagusESCC9.83e-124.44e-010.0596
11260XPOTLZE21THumanEsophagusESCC2.43e-044.24e-010.0655
11260XPOTP1T-EHumanEsophagusESCC3.56e-124.86e-010.0875
11260XPOTP2T-EHumanEsophagusESCC1.11e-499.53e-010.1177
11260XPOTP4T-EHumanEsophagusESCC3.37e-245.59e-010.1323
11260XPOTP5T-EHumanEsophagusESCC1.33e-102.77e-010.1327
11260XPOTP8T-EHumanEsophagusESCC9.70e-222.09e-010.0889
11260XPOTP9T-EHumanEsophagusESCC1.60e-069.76e-020.1131
11260XPOTP10T-EHumanEsophagusESCC3.07e-204.86e-010.116
11260XPOTP11T-EHumanEsophagusESCC2.00e-082.23e-010.1426
11260XPOTP12T-EHumanEsophagusESCC6.41e-205.00e-010.1122
11260XPOTP15T-EHumanEsophagusESCC9.80e-336.68e-010.1149
11260XPOTP16T-EHumanEsophagusESCC7.83e-234.45e-010.1153
11260XPOTP17T-EHumanEsophagusESCC2.79e-074.50e-010.1278
11260XPOTP19T-EHumanEsophagusESCC5.41e-091.05e+000.1662
11260XPOTP20T-EHumanEsophagusESCC6.30e-303.73e-010.1124
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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
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:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:0006403110EsophagusESCCRNA localization166/8552201/187231.95e-276.18e-25166
GO:005123617EsophagusESCCestablishment of RNA localization134/8552166/187231.23e-201.81e-18134
GO:0051168110EsophagusESCCnuclear export126/8552154/187231.88e-202.65e-18126
GO:005065717EsophagusESCCnucleic acid transport131/8552163/187236.94e-208.46e-18131
GO:005065817EsophagusESCCRNA transport131/8552163/187236.94e-208.46e-18131
GO:001593117EsophagusESCCnucleobase-containing compound transport162/8552222/187239.87e-177.93e-15162
GO:007116612EsophagusESCCribonucleoprotein complex localization66/855277/187232.94e-131.38e-1166
GO:007142612EsophagusESCCribonucleoprotein complex export from nucleus65/855276/187235.56e-132.50e-1165
GO:000640512EsophagusESCCRNA export from nucleus68/855284/187232.99e-111.01e-0968
GO:003150314EsophagusESCCprotein-containing complex localization139/8552220/187231.14e-071.85e-06139
GO:000640321LiverHCCRNA localization151/7958201/187233.72e-215.89e-19151
GO:000691322LiverHCCnucleocytoplasmic transport208/7958301/187235.51e-218.12e-19208
GO:005116922LiverHCCnuclear transport208/7958301/187235.51e-218.12e-19208
GO:005123621LiverHCCestablishment of RNA localization121/7958166/187231.61e-151.19e-13121
GO:005116822LiverHCCnuclear export113/7958154/187236.30e-154.39e-13113
GO:005065711LiverHCCnucleic acid transport118/7958163/187238.30e-155.60e-13118
GO:005065811LiverHCCRNA transport118/7958163/187238.30e-155.60e-13118
GO:001593111LiverHCCnucleobase-containing compound transport150/7958222/187233.17e-142.03e-12150
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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
hsa030136Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa0301311Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa030132Oral cavityLPNucleocytoplasmic transport53/2418108/84654.68e-064.10e-052.64e-0553
hsa030133Oral cavityLPNucleocytoplasmic transport53/2418108/84654.68e-064.10e-052.64e-0553
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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
XPOTSNVMissense_Mutationnovelc.1706N>Cp.Arg569Thrp.R569TO43592protein_codingdeleterious(0.01)benign(0.188)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
XPOTSNVMissense_Mutationnovelc.2519N>Ap.Ile840Asnp.I840NO43592protein_codingdeleterious(0.02)benign(0.003)TCGA-3C-AALK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
XPOTSNVMissense_Mutationc.917G>Cp.Trp306Serp.W306SO43592protein_codingdeleterious(0.01)possibly_damaging(0.446)TCGA-AN-A0AL-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
XPOTSNVMissense_Mutationc.1271T>Cp.Leu424Prop.L424PO43592protein_codingdeleterious(0)probably_damaging(0.972)TCGA-BH-A0E7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
XPOTSNVMissense_Mutationc.745N>Cp.Glu249Glnp.E249QO43592protein_codingtolerated(0.05)probably_damaging(0.946)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
XPOTSNVMissense_Mutationc.1730C>Tp.Ser577Phep.S577FO43592protein_codingtolerated(0.07)benign(0.101)TCGA-D8-A13Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
XPOTSNVMissense_Mutationnovelc.367N>Cp.Lys123Glnp.K123QO43592protein_codingtolerated(0.37)benign(0.072)TCGA-E9-A3QA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
XPOTSNVMissense_Mutationc.745N>Cp.Glu249Glnp.E249QO43592protein_codingtolerated(0.05)probably_damaging(0.946)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
XPOTdeletionFrame_Shift_Delrs762052135c.370delNp.Phe126LeufsTer6p.F126Lfs*6O43592protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
XPOTinsertionNonsense_Mutationnovelc.930_931insCTGCAGCCAGGTCTGTTGTGTTAGGCTGTCTCAGGTTCGGCTCCTGp.Lys311LeufsTer8p.K311Lfs*8O43592protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=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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