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
10482NXF1HTA11_3410_2000001011HumanColorectumAD3.32e-041.46e-010.0155
10482NXF1HTA11_2487_2000001011HumanColorectumSER4.19e-082.87e-01-0.1808
10482NXF1HTA11_1938_2000001011HumanColorectumAD9.61e-083.14e-01-0.0811
10482NXF1HTA11_78_2000001011HumanColorectumAD7.02e-062.40e-01-0.1088
10482NXF1HTA11_347_2000001011HumanColorectumAD1.07e-062.37e-01-0.1954
10482NXF1HTA11_3361_2000001011HumanColorectumAD1.76e-052.30e-01-0.1207
10482NXF1HTA11_83_2000001011HumanColorectumSER1.26e-042.85e-01-0.1526
10482NXF1HTA11_696_2000001011HumanColorectumAD7.72e-042.13e-01-0.1464
10482NXF1HTA11_866_2000001011HumanColorectumAD7.58e-031.71e-01-0.1001
10482NXF1HTA11_1391_2000001011HumanColorectumAD5.99e-123.62e-01-0.059
10482NXF1HTA11_866_3004761011HumanColorectumAD2.23e-123.13e-010.096
10482NXF1HTA11_10711_2000001011HumanColorectumAD2.81e-031.74e-010.0338
10482NXF1HTA11_7696_3000711011HumanColorectumAD1.10e-072.75e-010.0674
10482NXF1HTA11_99999970781_79442HumanColorectumMSS3.21e-072.81e-010.294
10482NXF1HTA11_99999965062_69753HumanColorectumMSI-H2.47e-068.11e-010.3487
10482NXF1HTA11_99999965104_69814HumanColorectumMSS1.19e-114.00e-010.281
10482NXF1HTA11_99999971662_82457HumanColorectumMSS5.15e-123.79e-010.3859
10482NXF1HTA11_99999973899_84307HumanColorectumMSS7.23e-053.36e-010.2585
10482NXF1HTA11_99999974143_84620HumanColorectumMSS2.06e-022.33e-010.3005
10482NXF1LZE4THumanEsophagusESCC1.68e-091.03e-010.0811
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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:00159312ColorectumMSSnucleobase-containing compound transport70/3467222/187231.92e-066.01e-0570
GO:00512362ColorectumMSSestablishment of RNA localization55/3467166/187234.54e-061.27e-0455
GO:00506572ColorectumMSSnucleic acid transport54/3467163/187235.54e-061.49e-0454
GO:00506582ColorectumMSSRNA transport54/3467163/187235.54e-061.49e-0454
GO:00511682ColorectumMSSnuclear export51/3467154/187231.01e-052.43e-0451
GO:00510281ColorectumMSSmRNA transport40/3467130/187234.94e-045.75e-0340
GO:0006405ColorectumMSSRNA export from nucleus27/346784/187231.89e-031.66e-0227
GO:0006406ColorectumMSSmRNA export from nucleus19/346759/187238.19e-034.97e-0219
GO:0071427ColorectumMSSmRNA-containing ribonucleoprotein complex export from nucleus19/346759/187238.19e-034.97e-0219
GO:00069133ColorectumMSI-Hnucleocytoplasmic transport45/1319301/187231.31e-068.75e-0545
GO:00511693ColorectumMSI-Hnuclear transport45/1319301/187231.31e-068.75e-0545
GO:00064033ColorectumMSI-HRNA localization31/1319201/187233.04e-051.20e-0331
GO:00511683ColorectumMSI-Hnuclear export24/1319154/187231.95e-045.30e-0324
GO:00159313ColorectumMSI-Hnucleobase-containing compound transport30/1319222/187234.45e-049.50e-0330
GO:00506573ColorectumMSI-Hnucleic acid transport23/1319163/187231.09e-031.84e-0223
GO:00506583ColorectumMSI-HRNA transport23/1319163/187231.09e-031.84e-0223
GO:00512363ColorectumMSI-Hestablishment of RNA localization23/1319166/187231.40e-032.19e-0223
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
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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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