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: NXT1

Gene summary for NXT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NXT1

Gene ID

29107

Gene namenuclear transport factor 2 like export factor 1
Gene AliasMTR2
Cytomap20p11.21
Gene Typeprotein-coding
GO ID

GO:0006403

UniProtAcc

Q9UKK6


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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
29107NXT1LZE4THumanEsophagusESCC3.17e-072.54e-010.0811
29107NXT1LZE7THumanEsophagusESCC7.20e-044.86e-010.0667
29107NXT1LZE8THumanEsophagusESCC2.37e-027.44e-020.067
29107NXT1LZE20THumanEsophagusESCC1.92e-021.29e-010.0662
29107NXT1LZE22D1HumanEsophagusHGIN4.27e-02-6.23e-020.0595
29107NXT1LZE24THumanEsophagusESCC7.02e-125.13e-010.0596
29107NXT1LZE6THumanEsophagusESCC7.21e-044.55e-020.0845
29107NXT1P1T-EHumanEsophagusESCC4.72e-045.61e-010.0875
29107NXT1P2T-EHumanEsophagusESCC3.32e-226.05e-010.1177
29107NXT1P4T-EHumanEsophagusESCC8.07e-248.01e-010.1323
29107NXT1P5T-EHumanEsophagusESCC5.59e-115.13e-010.1327
29107NXT1P8T-EHumanEsophagusESCC5.31e-073.54e-010.0889
29107NXT1P9T-EHumanEsophagusESCC3.97e-155.64e-010.1131
29107NXT1P10T-EHumanEsophagusESCC1.28e-236.49e-010.116
29107NXT1P11T-EHumanEsophagusESCC3.98e-106.12e-010.1426
29107NXT1P12T-EHumanEsophagusESCC5.20e-216.76e-010.1122
29107NXT1P15T-EHumanEsophagusESCC1.89e-174.78e-010.1149
29107NXT1P16T-EHumanEsophagusESCC2.02e-205.50e-010.1153
29107NXT1P17T-EHumanEsophagusESCC1.64e-044.79e-010.1278
29107NXT1P19T-EHumanEsophagusESCC9.95e-043.39e-010.1662
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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:007259420EsophagusHGINestablishment of protein localization to organelle120/2587422/187231.73e-154.00e-13120
GO:000640320EsophagusHGINRNA localization66/2587201/187234.06e-125.41e-1066
GO:003450417EsophagusHGINprotein localization to nucleus84/2587290/187231.06e-111.24e-0984
GO:000691319EsophagusHGINnucleocytoplasmic transport83/2587301/187232.14e-101.97e-0883
GO:005116919EsophagusHGINnuclear transport83/2587301/187232.14e-101.97e-0883
GO:005116819EsophagusHGINnuclear export48/2587154/187232.21e-081.34e-0648
GO:005065716EsophagusHGINnucleic acid transport49/2587163/187235.71e-083.06e-0649
GO:005065816EsophagusHGINRNA transport49/2587163/187235.71e-083.06e-0649
GO:005123616EsophagusHGINestablishment of RNA localization49/2587166/187231.07e-075.47e-0649
GO:001593116EsophagusHGINnucleobase-containing compound transport57/2587222/187231.76e-066.52e-0557
GO:000661110EsophagusHGINprotein export from nucleus22/258757/187232.96e-061.02e-0422
GO:001703817EsophagusHGINprotein import51/2587206/187231.79e-054.86e-0451
GO:005117010EsophagusHGINimport into nucleus41/2587159/187234.24e-051.04e-0341
GO:000660610EsophagusHGINprotein import into nucleus39/2587155/187231.14e-042.39e-0339
GO:00064056EsophagusHGINRNA export from nucleus23/258784/187237.90e-041.03e-0223
GO:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
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:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501430EsophagusHGINAmyotrophic lateral sclerosis140/1383364/84652.13e-251.16e-239.19e-24140
hsa030159EsophagusHGINmRNA surveillance pathway30/138397/84652.48e-042.69e-032.14e-0330
hsa030137EsophagusHGINNucleocytoplasmic transport31/1383108/84658.29e-047.95e-036.31e-0331
hsa0516420EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa05014113EsophagusHGINAmyotrophic lateral sclerosis140/1383364/84652.13e-251.16e-239.19e-24140
hsa0301514EsophagusHGINmRNA surveillance pathway30/138397/84652.48e-042.69e-032.14e-0330
hsa0301312EsophagusHGINNucleocytoplasmic transport31/1383108/84658.29e-047.95e-036.31e-0331
hsa05164110EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
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
hsa0516410LiverCirrhoticInfluenza A66/2530171/84658.56e-032.91e-021.79e-0266
hsa0501415LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
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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
NXT1SNVMissense_Mutationnovelc.181N>Cp.Phe61Leup.F61LQ9UKK6protein_codingdeleterious(0)possibly_damaging(0.814)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NXT1SNVMissense_Mutationnovelc.127G>Ap.Ala43Thrp.A43TQ9UKK6protein_codingdeleterious(0)possibly_damaging(0.902)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NXT1SNVMissense_Mutationc.128N>Tp.Ala43Valp.A43VQ9UKK6protein_codingdeleterious(0)possibly_damaging(0.68)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NXT1SNVMissense_Mutationc.94N>Tp.Arg32Trpp.R32WQ9UKK6protein_codingdeleterious(0)probably_damaging(1)TCGA-DM-A1DA-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
NXT1SNVMissense_Mutationc.319N>Tp.Arg107Trpp.R107WQ9UKK6protein_codingdeleterious(0.01)benign(0.164)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
NXT1SNVMissense_Mutationrs780312087c.269N>Tp.Thr90Metp.T90MQ9UKK6protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AX-A1C9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NXT1SNVMissense_Mutationrs767786208c.385G>Ap.Ala129Thrp.A129TQ9UKK6protein_codingdeleterious(0.02)benign(0.178)TCGA-EY-A1GI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NXT1insertionFrame_Shift_Insnovelc.180_181insTp.Glu63Terp.E63*Q9UKK6protein_codingTCGA-DF-A2KY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
NXT1SNVMissense_Mutationnovelc.28N>Ap.Val10Metp.V10MQ9UKK6protein_codingdeleterious(0)possibly_damaging(0.518)TCGA-78-7155-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycarboplatinPD
NXT1SNVMissense_Mutationc.204N>Ap.Ser68Argp.S68RQ9UKK6protein_codingdeleterious(0)probably_damaging(0.997)TCGA-51-4081-01Lunglung squamous cell carcinomaMale<65I/IIChemotherapycisplatinSD
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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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