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: NXF1

Gene summary for NXF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NXF1

Gene ID

10482

Gene namenuclear RNA export factor 1
Gene AliasMEX67
Cytomap11q12.3
Gene Typeprotein-coding
GO ID

GO:0006403

UniProtAcc

Q59E96


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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
10482NXF1P26T-EHumanEsophagusESCC3.28e-093.89e-020.1276
10482NXF1P27T-EHumanEsophagusESCC1.07e-131.40e-010.1055
10482NXF1P28T-EHumanEsophagusESCC3.62e-335.90e-010.1149
10482NXF1P30T-EHumanEsophagusESCC2.86e-106.19e-010.137
10482NXF1P31T-EHumanEsophagusESCC1.12e-191.32e-010.1251
10482NXF1P32T-EHumanEsophagusESCC6.01e-121.64e-010.1666
10482NXF1P36T-EHumanEsophagusESCC4.11e-083.51e-010.1187
10482NXF1P37T-EHumanEsophagusESCC1.37e-147.86e-020.1371
10482NXF1P39T-EHumanEsophagusESCC2.63e-221.24e-020.0894
10482NXF1P42T-EHumanEsophagusESCC3.31e-134.88e-010.1175
10482NXF1P44T-EHumanEsophagusESCC8.01e-091.21e-010.1096
10482NXF1P47T-EHumanEsophagusESCC2.50e-152.37e-010.1067
10482NXF1P48T-EHumanEsophagusESCC1.65e-163.24e-010.0959
10482NXF1P49T-EHumanEsophagusESCC6.99e-071.05e+000.1768
10482NXF1P52T-EHumanEsophagusESCC2.87e-182.47e-010.1555
10482NXF1P54T-EHumanEsophagusESCC5.69e-133.42e-010.0975
10482NXF1P56T-EHumanEsophagusESCC1.52e-031.05e+000.1613
10482NXF1P57T-EHumanEsophagusESCC5.82e-172.35e-010.0926
10482NXF1P61T-EHumanEsophagusESCC3.59e-164.35e-010.099
10482NXF1P62T-EHumanEsophagusESCC2.59e-316.40e-010.1302
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0006913ColorectumADnucleocytoplasmic transport102/3918301/187231.00e-074.85e-06102
GO:0051169ColorectumADnuclear transport102/3918301/187231.00e-074.85e-06102
GO:0006403ColorectumADRNA localization71/3918201/187231.54e-064.76e-0571
GO:0051236ColorectumADestablishment of RNA localization58/3918166/187231.95e-054.01e-0458
GO:0015931ColorectumADnucleobase-containing compound transport73/3918222/187232.02e-054.10e-0473
GO:0050657ColorectumADnucleic acid transport57/3918163/187232.22e-054.39e-0457
GO:0050658ColorectumADRNA transport57/3918163/187232.22e-054.39e-0457
GO:0051168ColorectumADnuclear export53/3918154/187236.89e-051.11e-0353
GO:0051028ColorectumADmRNA transport42/3918130/187231.57e-031.32e-0242
GO:00069131ColorectumSERnucleocytoplasmic transport77/2897301/187233.39e-061.32e-0477
GO:00511691ColorectumSERnuclear transport77/2897301/187233.39e-061.32e-0477
GO:00064031ColorectumSERRNA localization53/2897201/187234.51e-051.13e-0353
GO:00511681ColorectumSERnuclear export42/2897154/187231.19e-042.46e-0342
GO:00159311ColorectumSERnucleobase-containing compound transport54/2897222/187233.65e-045.67e-0354
GO:00512361ColorectumSERestablishment of RNA localization42/2897166/187236.70e-048.96e-0342
GO:00506571ColorectumSERnucleic acid transport41/2897163/187238.74e-041.06e-0241
GO:00506581ColorectumSERRNA transport41/2897163/187238.74e-041.06e-0241
GO:00069132ColorectumMSSnucleocytoplasmic transport99/3467301/187231.35e-091.03e-0799
GO:00511692ColorectumMSSnuclear transport99/3467301/187231.35e-091.03e-0799
GO:00064032ColorectumMSSRNA localization69/3467201/187236.33e-083.26e-0669
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa03015ColorectumADmRNA surveillance pathway35/209297/84657.95e-033.13e-022.00e-0235
hsa050141ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa030151ColorectumADmRNA surveillance pathway35/209297/84657.95e-033.13e-022.00e-0235
hsa050142ColorectumSERAmyotrophic lateral sclerosis138/1580364/84659.89e-192.99e-172.17e-17138
hsa050143ColorectumSERAmyotrophic lateral sclerosis138/1580364/84659.89e-192.99e-172.17e-17138
hsa050144ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa050145ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa050146ColorectumMSI-HAmyotrophic lateral sclerosis95/797364/84652.31e-211.50e-191.26e-1995
hsa050147ColorectumMSI-HAmyotrophic lateral sclerosis95/797364/84652.31e-211.50e-191.26e-1995
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0301321EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0516425EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
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
hsa0516435EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa0301534EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0501414LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
hsa030154LiverCirrhoticmRNA surveillance pathway46/253097/84651.92e-041.30e-038.03e-0446
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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
NXF1SNVMissense_Mutationrs376614748c.245N>Ap.Arg82Glnp.R82QQ9UBU9protein_codingdeleterious(0.04)benign(0.161)TCGA-3C-AALK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
NXF1SNVMissense_Mutationc.1152G>Cp.Lys384Asnp.K384NQ9UBU9protein_codingdeleterious(0)probably_damaging(0.932)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NXF1SNVMissense_Mutationrs775505140c.1571A>Gp.Asn524Serp.N524SQ9UBU9protein_codingtolerated(0.38)benign(0.003)TCGA-A8-A08P-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
NXF1SNVMissense_Mutationrs369101376c.1112C>Tp.Pro371Leup.P371LQ9UBU9protein_codingtolerated(0.11)probably_damaging(0.993)TCGA-A8-A09C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NXF1SNVMissense_Mutationc.668C>Gp.Ser223Cysp.S223CQ9UBU9protein_codingdeleterious(0.03)benign(0.306)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NXF1SNVMissense_Mutationnovelc.986N>Cp.Asp329Alap.D329AQ9UBU9protein_codingtolerated(0.14)benign(0.007)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NXF1SNVMissense_Mutationc.172N>Ap.Asp58Asnp.D58NQ9UBU9protein_codingtolerated(0.75)probably_damaging(0.914)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NXF1SNVMissense_Mutationnovelc.1768N>Gp.Gln590Glup.Q590EQ9UBU9protein_codingtolerated(0.49)benign(0.02)TCGA-C5-A1BI-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
NXF1SNVMissense_Mutationnovelc.1756N>Gp.Gln586Glup.Q586EQ9UBU9protein_codingdeleterious(0.03)benign(0.179)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NXF1SNVMissense_Mutationc.250N>Ap.Asp84Asnp.D84NQ9UBU9protein_codingtolerated(0.49)benign(0.014)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<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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