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: NUP54

Gene summary for NUP54

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUP54

Gene ID

53371

Gene namenucleoporin 54
Gene AliasNUP54
Cytomap4q21.1
Gene Typeprotein-coding
GO ID

GO:0006403

UniProtAcc

Q7Z3B4


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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
53371NUP54LZE4THumanEsophagusESCC4.43e-112.04e-010.0811
53371NUP54LZE7THumanEsophagusESCC8.94e-084.66e-010.0667
53371NUP54LZE8THumanEsophagusESCC5.20e-052.07e-010.067
53371NUP54LZE20THumanEsophagusESCC2.82e-042.42e-020.0662
53371NUP54LZE24THumanEsophagusESCC3.09e-152.81e-010.0596
53371NUP54LZE21THumanEsophagusESCC1.18e-072.47e-010.0655
53371NUP54LZE6THumanEsophagusESCC1.85e-072.70e-010.0845
53371NUP54P1T-EHumanEsophagusESCC5.23e-072.42e-010.0875
53371NUP54P2T-EHumanEsophagusESCC2.25e-377.67e-010.1177
53371NUP54P4T-EHumanEsophagusESCC4.44e-306.46e-010.1323
53371NUP54P5T-EHumanEsophagusESCC5.42e-081.68e-010.1327
53371NUP54P8T-EHumanEsophagusESCC1.33e-152.63e-010.0889
53371NUP54P9T-EHumanEsophagusESCC4.47e-131.74e-010.1131
53371NUP54P10T-EHumanEsophagusESCC2.75e-203.83e-010.116
53371NUP54P11T-EHumanEsophagusESCC1.15e-195.76e-010.1426
53371NUP54P12T-EHumanEsophagusESCC3.51e-314.11e-010.1122
53371NUP54P15T-EHumanEsophagusESCC1.55e-274.51e-010.1149
53371NUP54P16T-EHumanEsophagusESCC1.68e-356.41e-010.1153
53371NUP54P17T-EHumanEsophagusESCC7.65e-072.89e-010.1278
53371NUP54P19T-EHumanEsophagusESCC1.38e-064.83e-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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:004230614EsophagusESCCregulation of protein import into nucleus46/855260/187239.55e-071.21e-0546
GO:00069994EsophagusESCCnuclear pore organization14/855214/187231.71e-051.52e-0414
GO:00069137LiverNAFLDnucleocytoplasmic transport51/1882301/187231.39e-042.62e-0351
GO:00511697LiverNAFLDnuclear transport51/1882301/187231.39e-042.62e-0351
GO:00725947LiverNAFLDestablishment of protein localization to organelle62/1882422/187231.48e-031.64e-0262
GO:00468227LiverNAFLDregulation of nucleocytoplasmic transport21/1882106/187231.81e-031.86e-0221
GO:00345046LiverNAFLDprotein localization to nucleus45/1882290/187232.16e-032.10e-0245
GO:00331576LiverNAFLDregulation of intracellular protein transport37/1882229/187232.55e-032.36e-0237
GO:00512366LiverNAFLDestablishment of RNA localization28/1882166/187234.35e-033.57e-0228
GO:00323866LiverNAFLDregulation of intracellular transport49/1882337/187235.34e-034.11e-0249
GO:00064037LiverNAFLDRNA localization32/1882201/187235.96e-034.48e-0232
GO:007259412LiverCirrhoticestablishment of protein localization to organelle189/4634422/187231.01e-192.45e-17189
GO:00066057LiverCirrhoticprotein targeting148/4634314/187233.86e-186.20e-16148
GO:003238611LiverCirrhoticregulation of intracellular transport147/4634337/187231.84e-141.72e-12147
GO:003315711LiverCirrhoticregulation of intracellular protein transport108/4634229/187231.23e-131.04e-11108
GO:000640312LiverCirrhoticRNA localization94/4634201/187238.57e-125.66e-1094
GO:000691312LiverCirrhoticnucleocytoplasmic transport118/4634301/187231.71e-086.27e-07118
GO:005116912LiverCirrhoticnuclear transport118/4634301/187231.71e-086.27e-07118
GO:003450411LiverCirrhoticprotein localization to nucleus113/4634290/187235.00e-081.58e-06113
GO:004682211LiverCirrhoticregulation of nucleocytoplasmic transport51/4634106/187231.54e-074.12e-0651
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0301321EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0301331EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0501414LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
hsa0501415LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa03013LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa030131LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa0501428Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa030136Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa05014112Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa0301311Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa0501445Oral cavityEOLPAmyotrophic lateral sclerosis93/1218364/84657.07e-091.14e-076.74e-0893
hsa030134Oral cavityEOLPNucleocytoplasmic transport34/1218108/84654.24e-062.91e-051.72e-0534
hsa0501455Oral cavityEOLPAmyotrophic lateral sclerosis93/1218364/84657.07e-091.14e-076.74e-0893
hsa030135Oral cavityEOLPNucleocytoplasmic transport34/1218108/84654.24e-062.91e-051.72e-0534
hsa0501462Oral cavityNEOLPAmyotrophic lateral sclerosis95/1112364/84658.76e-123.98e-102.50e-1095
hsa0501472Oral cavityNEOLPAmyotrophic lateral sclerosis95/1112364/84658.76e-123.98e-102.50e-1095
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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
NUP54SNVMissense_Mutationc.1453C>Gp.Leu485Valp.L485VQ7Z3B4protein_codingtolerated(0.06)benign(0.006)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NUP54SNVMissense_Mutationnovelc.1392N>Tp.Lys464Asnp.K464NQ7Z3B4protein_codingdeleterious(0)possibly_damaging(0.567)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NUP54SNVMissense_Mutationrs781147108c.739C>Tp.Arg247Cysp.R247CQ7Z3B4protein_codingdeleterious(0.05)benign(0.033)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NUP54SNVMissense_Mutationc.562G>Ap.Asp188Asnp.D188NQ7Z3B4protein_codingdeleterious(0)probably_damaging(0.984)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
NUP54SNVMissense_Mutationc.515G>Ap.Arg172Glnp.R172QQ7Z3B4protein_codingdeleterious(0.01)probably_damaging(0.965)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NUP54SNVMissense_Mutationnovelc.1342N>Gp.Arg448Glyp.R448GQ7Z3B4protein_codingdeleterious(0.02)benign(0.106)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NUP54SNVMissense_Mutationc.562N>Ap.Asp188Asnp.D188NQ7Z3B4protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
NUP54SNVMissense_Mutationnovelc.1152N>Ap.His384Glnp.H384QQ7Z3B4protein_codingdeleterious(0)possibly_damaging(0.521)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NUP54SNVMissense_Mutationc.530G>Tp.Gly177Valp.G177VQ7Z3B4protein_codingdeleterious(0)probably_damaging(0.997)TCGA-CM-4748-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilSD
NUP54SNVMissense_Mutationrs749764062c.362N>Tp.Ala121Valp.A121VQ7Z3B4protein_codingtolerated(0.37)benign(0.086)TCGA-DM-A1D4-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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