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: XPO5

Gene summary for XPO5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

XPO5

Gene ID

57510

Gene nameexportin 5
Gene Aliasexp5
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9HAV4


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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
57510XPO5GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC2.02e-051.19e-01-0.1869
57510XPO5GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC9.29e-038.55e-02-0.1875
57510XPO5GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.44e-078.19e-02-0.1883
57510XPO5GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.65e-031.01e-01-0.1934
57510XPO5GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.71e-061.62e-02-0.1917
57510XPO5GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC9.48e-041.57e-02-0.1916
57510XPO5GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC2.14e-031.73e-01-0.1269
57510XPO5LZE2THumanEsophagusESCC5.33e-101.34e+000.082
57510XPO5LZE4THumanEsophagusESCC3.81e-021.24e-010.0811
57510XPO5LZE7THumanEsophagusESCC2.62e-032.70e-010.0667
57510XPO5LZE24THumanEsophagusESCC4.62e-111.84e-010.0596
57510XPO5P2T-EHumanEsophagusESCC2.89e-142.29e-010.1177
57510XPO5P4T-EHumanEsophagusESCC5.83e-082.50e-010.1323
57510XPO5P5T-EHumanEsophagusESCC9.74e-112.28e-010.1327
57510XPO5P8T-EHumanEsophagusESCC2.31e-057.60e-020.0889
57510XPO5P9T-EHumanEsophagusESCC1.71e-051.80e-010.1131
57510XPO5P10T-EHumanEsophagusESCC6.10e-061.98e-010.116
57510XPO5P11T-EHumanEsophagusESCC8.44e-041.74e-010.1426
57510XPO5P12T-EHumanEsophagusESCC3.10e-092.09e-010.1122
57510XPO5P15T-EHumanEsophagusESCC1.56e-051.88e-010.1149
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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:000661117EsophagusESCCprotein export from nucleus48/855257/187231.92e-094.39e-0848
GO:00601487EsophagusESCCpositive regulation of posttranscriptional gene silencing24/855231/187233.19e-041.89e-0324
GO:00609667EsophagusESCCregulation of gene silencing by RNA37/855253/187233.25e-041.92e-0337
GO:00601479EsophagusESCCregulation of posttranscriptional gene silencing36/855252/187235.05e-042.79e-0336
GO:00609686EsophagusESCCregulation of gene silencing48/855281/187239.54e-033.30e-0248
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
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
GO:00064051LiverHCCRNA export from nucleus60/795884/187237.28e-081.48e-0660
GO:000661112LiverHCCprotein export from nucleus42/795857/187231.75e-062.45e-0542
GO:001058611LiverHCCmiRNA metabolic process22/795827/187233.97e-053.90e-0422
GO:00601482LiverHCCpositive regulation of posttranscriptional gene silencing23/795831/187233.47e-042.42e-0323
GO:006096621LiverHCCregulation of gene silencing by RNA35/795853/187234.59e-043.04e-0335
GO:006014721LiverHCCregulation of posttranscriptional gene silencing34/795852/187237.24e-044.42e-0334
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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
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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
XPO5SNVMissense_Mutationrs762469874c.1783N>Tp.Arg595Trpp.R595WQ9HAV4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A2-A0YJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
XPO5SNVMissense_Mutationnovelc.2304N>Cp.Gln768Hisp.Q768HQ9HAV4protein_codingtolerated(0.68)benign(0)TCGA-A2-A0YM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
XPO5SNVMissense_Mutationc.1913N>Cp.Leu638Prop.L638PQ9HAV4protein_codingtolerated(0.27)benign(0.017)TCGA-A7-A13E-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapybevacizumabPD
XPO5SNVMissense_Mutationnovelc.200G>Cp.Gly67Alap.G67AQ9HAV4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A7-A56D-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
XPO5SNVMissense_Mutationc.3592N>Ap.Leu1198Metp.L1198MQ9HAV4protein_codingdeleterious(0.01)possibly_damaging(0.786)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
XPO5SNVMissense_Mutationc.2624C>Tp.Ser875Leup.S875LQ9HAV4protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
XPO5SNVMissense_Mutationnovelc.1793N>Tp.Arg598Metp.R598MQ9HAV4protein_codingtolerated(0.18)benign(0.006)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
XPO5SNVMissense_Mutationc.346C>Gp.Leu116Valp.L116VQ9HAV4protein_codingtolerated(0.26)possibly_damaging(0.622)TCGA-BH-A0EA-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereCR
XPO5SNVMissense_Mutationc.1906N>Cp.Asn636Hisp.N636HQ9HAV4protein_codingdeleterious(0.02)possibly_damaging(0.592)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
XPO5SNVMissense_Mutationnovelc.1106N>Ap.Ser369Tyrp.S369YQ9HAV4protein_codingdeleterious(0)probably_damaging(0.997)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
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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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