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: NUPL2

Gene summary for NUPL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUPL2

Gene ID

11097

Gene namenucleoporin 42
Gene AliasCG1
Cytomap7p15.3
Gene Typeprotein-coding
GO ID

GO:0006403

UniProtAcc

O15504


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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
11097NUPL2P1T-EHumanEsophagusESCC2.10e-095.09e-010.0875
11097NUPL2P2T-EHumanEsophagusESCC1.87e-305.65e-010.1177
11097NUPL2P4T-EHumanEsophagusESCC7.33e-336.85e-010.1323
11097NUPL2P5T-EHumanEsophagusESCC2.03e-245.37e-010.1327
11097NUPL2P8T-EHumanEsophagusESCC4.29e-213.52e-010.0889
11097NUPL2P9T-EHumanEsophagusESCC2.52e-295.65e-010.1131
11097NUPL2P10T-EHumanEsophagusESCC3.72e-315.45e-010.116
11097NUPL2P11T-EHumanEsophagusESCC8.73e-258.41e-010.1426
11097NUPL2P12T-EHumanEsophagusESCC1.81e-305.11e-010.1122
11097NUPL2P15T-EHumanEsophagusESCC5.44e-274.51e-010.1149
11097NUPL2P16T-EHumanEsophagusESCC2.49e-244.92e-010.1153
11097NUPL2P17T-EHumanEsophagusESCC3.37e-144.86e-010.1278
11097NUPL2P19T-EHumanEsophagusESCC4.26e-056.12e-010.1662
11097NUPL2P20T-EHumanEsophagusESCC7.07e-274.86e-010.1124
11097NUPL2P21T-EHumanEsophagusESCC2.56e-285.08e-010.1617
11097NUPL2P22T-EHumanEsophagusESCC2.08e-305.59e-010.1236
11097NUPL2P23T-EHumanEsophagusESCC4.56e-224.93e-010.108
11097NUPL2P24T-EHumanEsophagusESCC3.30e-163.28e-010.1287
11097NUPL2P26T-EHumanEsophagusESCC3.24e-345.98e-010.1276
11097NUPL2P27T-EHumanEsophagusESCC6.55e-326.32e-010.1055
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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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030137EsophagusHGINNucleocytoplasmic transport31/1383108/84658.29e-047.95e-036.31e-0331
hsa0301312EsophagusHGINNucleocytoplasmic transport31/1383108/84658.29e-047.95e-036.31e-0331
hsa0301321EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0301331EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
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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
NUPL2SNVMissense_Mutationc.871N>Cp.Gly291Argp.G291RO15504protein_codingdeleterious(0.05)benign(0.062)TCGA-A7-A13D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NUPL2SNVMissense_Mutationnovelc.710N>Cp.Asn237Thrp.N237TO15504protein_codingtolerated(0.13)benign(0.018)TCGA-LL-A5YO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
NUPL2insertionFrame_Shift_Insrs758695627c.212dupGp.Ser72GlnfsTer13p.S72Qfs*13O15504protein_codingTCGA-E2-A150-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NUPL2SNVMissense_Mutationnovelc.734N>Cp.Asn245Thrp.N245TO15504protein_codingtolerated(1)benign(0.306)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NUPL2SNVMissense_Mutationc.629G>Cp.Gly210Alap.G210AO15504protein_codingtolerated(1)benign(0.006)TCGA-AA-3681-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
NUPL2SNVMissense_Mutationc.1147N>Tp.Asp383Tyrp.D383YO15504protein_codingdeleterious(0.01)possibly_damaging(0.855)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
NUPL2SNVMissense_Mutationc.1027N>Ap.Ala343Thrp.A343TO15504protein_codingtolerated(0.18)benign(0.028)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
NUPL2SNVMissense_Mutationc.949N>Ap.Ser317Thrp.S317TO15504protein_codingtolerated(0.07)probably_damaging(0.997)TCGA-DM-A0XF-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapymayoCR
NUPL2SNVMissense_Mutationc.80N>Tp.Gly27Valp.G27VO15504protein_codingdeleterious(0.01)probably_damaging(0.934)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
NUPL2deletionFrame_Shift_Delc.577delNp.Ser194ValfsTer2p.S194Vfs*2O15504protein_codingTCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=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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