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: XPO4

Gene summary for XPO4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

XPO4

Gene ID

64328

Gene nameexportin 4
Gene Aliasexp4
Cytomap13q12.11
Gene Typeprotein-coding
GO ID

GO:0006611

UniProtAcc

Q9C0E2


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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
64328XPO4CCI_1HumanCervixCC4.42e-044.64e-010.528
64328XPO4CCI_2HumanCervixCC3.84e-119.35e-010.5249
64328XPO4CCI_3HumanCervixCC6.83e-157.50e-010.516
64328XPO4HTA11_2487_2000001011HumanColorectumSER5.28e-03-4.58e-01-0.1808
64328XPO4HTA11_3361_2000001011HumanColorectumAD1.59e-02-3.59e-01-0.1207
64328XPO4HTA11_99999965104_69814HumanColorectumMSS5.83e-097.66e-010.281
64328XPO4A001-C-207HumanColorectumFAP3.58e-08-3.96e-010.1278
64328XPO4A015-C-203HumanColorectumFAP4.92e-27-5.17e-01-0.1294
64328XPO4A015-C-204HumanColorectumFAP1.02e-07-3.86e-01-0.0228
64328XPO4A014-C-040HumanColorectumFAP1.96e-03-3.02e-01-0.1184
64328XPO4A002-C-201HumanColorectumFAP1.09e-18-5.09e-010.0324
64328XPO4A002-C-203HumanColorectumFAP1.85e-04-2.82e-010.2786
64328XPO4A001-C-119HumanColorectumFAP2.49e-13-5.99e-01-0.1557
64328XPO4A001-C-108HumanColorectumFAP7.88e-17-4.08e-01-0.0272
64328XPO4A002-C-205HumanColorectumFAP1.09e-23-5.04e-01-0.1236
64328XPO4A001-C-104HumanColorectumFAP1.11e-06-4.21e-010.0184
64328XPO4A015-C-005HumanColorectumFAP1.07e-04-2.99e-01-0.0336
64328XPO4A015-C-006HumanColorectumFAP3.74e-15-2.75e-01-0.0994
64328XPO4A015-C-106HumanColorectumFAP1.17e-10-3.67e-01-0.0511
64328XPO4A002-C-114HumanColorectumFAP7.32e-23-5.97e-01-0.1561
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
∗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:005122210CervixCCpositive regulation of protein transport72/2311303/187232.36e-081.70e-0672
GO:00069139CervixCCnucleocytoplasmic transport71/2311301/187234.04e-082.54e-0671
GO:00511699CervixCCnuclear transport71/2311301/187234.04e-082.54e-0671
GO:190495110CervixCCpositive regulation of establishment of protein localization73/2311319/187239.69e-085.25e-0673
GO:00468229CervixCCregulation of nucleocytoplasmic transport31/2311106/187232.68e-067.87e-0531
GO:00903167CervixCCpositive regulation of intracellular protein transport41/2311160/187233.24e-068.80e-0541
GO:00323868CervixCCregulation of intracellular transport71/2311337/187233.70e-069.74e-0571
GO:00331579CervixCCregulation of intracellular protein transport52/2311229/187238.16e-061.88e-0452
GO:00511689CervixCCnuclear export38/2311154/187231.86e-053.46e-0438
GO:00323889CervixCCpositive regulation of intracellular transport46/2311202/187232.45e-054.24e-0446
GO:00468248CervixCCpositive regulation of nucleocytoplasmic transport19/231162/187231.11e-041.40e-0319
GO:00468259CervixCCregulation of protein export from nucleus12/231130/187231.23e-041.53e-0312
GO:00066116CervixCCprotein export from nucleus17/231157/187233.61e-043.75e-0317
GO:1904951ColorectumADpositive regulation of establishment of protein localization112/3918319/187232.55e-091.80e-07112
GO:0051222ColorectumADpositive regulation of protein transport106/3918303/187238.45e-095.08e-07106
GO:0006913ColorectumADnucleocytoplasmic transport102/3918301/187231.00e-074.85e-06102
GO:0051169ColorectumADnuclear transport102/3918301/187231.00e-074.85e-06102
GO:0090316ColorectumADpositive regulation of intracellular protein transport62/3918160/187231.82e-077.79e-0662
GO:0032388ColorectumADpositive regulation of intracellular transport74/3918202/187231.83e-077.80e-0674
GO:0032386ColorectumADregulation of intracellular transport109/3918337/187235.33e-071.95e-05109
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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
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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
XPO4SNVMissense_Mutationnovelc.577N>Ap.Glu193Lysp.E193KQ9C0E2protein_codingtolerated(0.76)benign(0.005)TCGA-AR-A2LR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
XPO4SNVMissense_Mutationc.689N>Tp.Ala230Valp.A230VQ9C0E2protein_codingtolerated(0.34)benign(0.018)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
XPO4SNVMissense_Mutationc.101N>Ap.Arg34Hisp.R34HQ9C0E2protein_codingdeleterious(0.01)probably_damaging(0.91)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
XPO4SNVMissense_Mutationrs770958190c.271N>Ap.Glu91Lysp.E91KQ9C0E2protein_codingtolerated(0.58)benign(0.012)TCGA-E2-A1LG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
XPO4SNVMissense_Mutationnovelc.16N>Ap.Leu6Metp.L6MQ9C0E2protein_codingtolerated_low_confidence(0.14)benign(0.015)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
XPO4deletionFrame_Shift_Delc.2492delNp.Leu831Terp.L831*Q9C0E2protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
XPO4insertionFrame_Shift_Insnovelc.2983_2984insAp.Ile995AsnfsTer6p.I995Nfs*6Q9C0E2protein_codingTCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
XPO4SNVMissense_Mutationrs761662120c.1412G>Ap.Arg471Glnp.R471QQ9C0E2protein_codingdeleterious(0.01)possibly_damaging(0.808)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
XPO4SNVMissense_Mutationc.3269N>Tp.Ser1090Phep.S1090FQ9C0E2protein_codingdeleterious(0.02)benign(0.325)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
XPO4SNVMissense_Mutationc.1070G>Ap.Arg357Glnp.R357QQ9C0E2protein_codingtolerated(0.15)possibly_damaging(0.526)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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