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: NUP37

Gene summary for NUP37

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUP37

Gene ID

79023

Gene namenucleoporin 37
Gene AliasMCPH24
Cytomap12q23.2
Gene Typeprotein-coding
GO ID

GO:0006403

UniProtAcc

Q8NFH4


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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
79023NUP37LZE4THumanEsophagusESCC2.45e-031.61e-010.0811
79023NUP37LZE5THumanEsophagusESCC4.78e-021.41e-010.0514
79023NUP37LZE7THumanEsophagusESCC7.32e-094.69e-010.0667
79023NUP37LZE8THumanEsophagusESCC9.22e-072.45e-010.067
79023NUP37LZE20THumanEsophagusESCC2.58e-039.02e-020.0662
79023NUP37LZE22THumanEsophagusESCC1.46e-043.63e-010.068
79023NUP37LZE24THumanEsophagusESCC2.27e-113.45e-010.0596
79023NUP37LZE21THumanEsophagusESCC1.69e-032.25e-010.0655
79023NUP37LZE6THumanEsophagusESCC8.27e-074.13e-010.0845
79023NUP37P1T-EHumanEsophagusESCC2.90e-033.80e-010.0875
79023NUP37P2T-EHumanEsophagusESCC1.04e-317.53e-010.1177
79023NUP37P4T-EHumanEsophagusESCC4.21e-247.43e-010.1323
79023NUP37P5T-EHumanEsophagusESCC9.81e-326.75e-010.1327
79023NUP37P8T-EHumanEsophagusESCC1.35e-213.66e-010.0889
79023NUP37P9T-EHumanEsophagusESCC6.71e-142.01e-010.1131
79023NUP37P10T-EHumanEsophagusESCC6.99e-203.21e-010.116
79023NUP37P11T-EHumanEsophagusESCC9.47e-094.14e-010.1426
79023NUP37P12T-EHumanEsophagusESCC1.09e-214.15e-010.1122
79023NUP37P15T-EHumanEsophagusESCC1.83e-164.01e-010.1149
79023NUP37P16T-EHumanEsophagusESCC1.29e-233.28e-010.1153
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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
∗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:0006403110EsophagusESCCRNA localization166/8552201/187231.95e-276.18e-25166
GO:005123617EsophagusESCCestablishment of RNA localization134/8552166/187231.23e-201.81e-18134
GO:005102815EsophagusESCCmRNA transport110/8552130/187232.76e-203.80e-18110
GO:005065717EsophagusESCCnucleic acid transport131/8552163/187236.94e-208.46e-18131
GO:005065817EsophagusESCCRNA transport131/8552163/187236.94e-208.46e-18131
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:001593117EsophagusESCCnucleobase-containing compound transport162/8552222/187239.87e-177.93e-15162
GO:000640321LiverHCCRNA localization151/7958201/187233.72e-215.89e-19151
GO:005123621LiverHCCestablishment of RNA localization121/7958166/187231.61e-151.19e-13121
GO:005065711LiverHCCnucleic acid transport118/7958163/187238.30e-155.60e-13118
GO:005065811LiverHCCRNA transport118/7958163/187238.30e-155.60e-13118
GO:001593111LiverHCCnucleobase-containing compound transport150/7958222/187233.17e-142.03e-12150
GO:005102811LiverHCCmRNA transport97/7958130/187239.00e-145.23e-1297
GO:0007059LiverHCCchromosome segregation197/7958346/187233.57e-087.87e-07197
GO:000640318Oral cavityOSCCRNA localization150/7305201/187236.90e-251.98e-22150
GO:00510287Oral cavityOSCCmRNA transport101/7305130/187232.19e-193.15e-17101
GO:005065714Oral cavityOSCCnucleic acid transport120/7305163/187232.31e-193.18e-17120
GO:005065814Oral cavityOSCCRNA transport120/7305163/187232.31e-193.18e-17120
GO:005123614Oral cavityOSCCestablishment of RNA localization121/7305166/187236.38e-198.24e-17121
GO:001593114Oral cavityOSCCnucleobase-containing compound transport150/7305222/187234.86e-185.04e-16150
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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
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
hsa0501429Oral cavityLPAmyotrophic lateral sclerosis197/2418364/84651.25e-251.39e-238.93e-24197
hsa030132Oral cavityLPNucleocytoplasmic transport53/2418108/84654.68e-064.10e-052.64e-0553
hsa0501437Oral cavityLPAmyotrophic lateral sclerosis197/2418364/84651.25e-251.39e-238.93e-24197
hsa030133Oral cavityLPNucleocytoplasmic transport53/2418108/84654.68e-064.10e-052.64e-0553
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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
NUP37SNVMissense_Mutationc.184C>Gp.Gln62Glup.Q62EQ8NFH4protein_codingtolerated(1)benign(0)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NUP37SNVMissense_Mutationc.354N>Tp.Lys118Asnp.K118NQ8NFH4protein_codingdeleterious(0.02)possibly_damaging(0.475)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
NUP37SNVMissense_Mutationc.641C>Tp.Ala214Valp.A214VQ8NFH4protein_codingdeleterious(0)possibly_damaging(0.813)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NUP37SNVMissense_Mutationc.499N>Tp.Pro167Serp.P167SQ8NFH4protein_codingdeleterious(0.01)benign(0.262)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
NUP37SNVMissense_Mutationc.547G>Tp.Val183Phep.V183FQ8NFH4protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NUP37SNVMissense_Mutationnovelc.497N>Tp.Ser166Phep.S166FQ8NFH4protein_codingdeleterious(0.01)probably_damaging(0.988)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NUP37SNVMissense_Mutationrs144473944c.715C>Tp.Arg239Trpp.R239WQ8NFH4protein_codingdeleterious(0)possibly_damaging(0.482)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NUP37SNVMissense_Mutationnovelc.886G>Ap.Val296Ilep.V296IQ8NFH4protein_codingtolerated(0.18)benign(0.001)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NUP37SNVMissense_Mutationnovelc.862C>Tp.Pro288Serp.P288SQ8NFH4protein_codingtolerated(0.31)benign(0)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NUP37SNVMissense_Mutationnovelc.602T>Gp.Ile201Serp.I201SQ8NFH4protein_codingdeleterious(0)possibly_damaging(0.518)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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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