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: SNUPN

Gene summary for SNUPN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SNUPN

Gene ID

10073

Gene namesnurportin 1
Gene AliasKPNBL
Cytomap15q24.2
Gene Typeprotein-coding
GO ID

GO:0006403

UniProtAcc

O95149


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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
10073SNUPNLZE2THumanEsophagusESCC4.88e-023.13e-010.082
10073SNUPNLZE4THumanEsophagusESCC1.31e-091.73e-010.0811
10073SNUPNLZE7THumanEsophagusESCC9.37e-073.65e-010.0667
10073SNUPNLZE8THumanEsophagusESCC7.28e-061.62e-010.067
10073SNUPNLZE20THumanEsophagusESCC6.07e-051.04e-010.0662
10073SNUPNLZE24THumanEsophagusESCC5.87e-071.63e-010.0596
10073SNUPNLZE6THumanEsophagusESCC5.53e-043.33e-010.0845
10073SNUPNP1T-EHumanEsophagusESCC4.30e-083.49e-010.0875
10073SNUPNP2T-EHumanEsophagusESCC7.96e-192.21e-010.1177
10073SNUPNP4T-EHumanEsophagusESCC7.83e-236.28e-010.1323
10073SNUPNP5T-EHumanEsophagusESCC9.39e-111.94e-010.1327
10073SNUPNP8T-EHumanEsophagusESCC1.30e-182.89e-010.0889
10073SNUPNP9T-EHumanEsophagusESCC1.06e-256.66e-010.1131
10073SNUPNP10T-EHumanEsophagusESCC1.73e-355.55e-010.116
10073SNUPNP11T-EHumanEsophagusESCC1.68e-072.02e-010.1426
10073SNUPNP12T-EHumanEsophagusESCC1.05e-203.88e-010.1122
10073SNUPNP15T-EHumanEsophagusESCC3.08e-295.46e-010.1149
10073SNUPNP16T-EHumanEsophagusESCC3.79e-407.03e-010.1153
10073SNUPNP17T-EHumanEsophagusESCC1.05e-082.35e-010.1278
10073SNUPNP19T-EHumanEsophagusESCC1.17e-086.72e-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
∗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: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
GO:005123617EsophagusESCCestablishment of RNA localization134/8552166/187231.23e-201.81e-18134
GO:005065717EsophagusESCCnucleic acid transport131/8552163/187236.94e-208.46e-18131
GO:005065817EsophagusESCCRNA transport131/8552163/187236.94e-208.46e-18131
GO:001593117EsophagusESCCnucleobase-containing compound transport162/8552222/187239.87e-177.93e-15162
GO:001703818EsophagusESCCprotein import149/8552206/187235.90e-153.31e-13149
GO:005117014EsophagusESCCimport into nucleus111/8552159/187235.69e-101.44e-08111
GO:000660613EsophagusESCCprotein import into nucleus108/8552155/187231.16e-092.77e-08108
GO:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:000640321LiverHCCRNA localization151/7958201/187233.72e-215.89e-19151
GO:000691322LiverHCCnucleocytoplasmic transport208/7958301/187235.51e-218.12e-19208
GO:005116922LiverHCCnuclear transport208/7958301/187235.51e-218.12e-19208
GO:003450421LiverHCCprotein localization to nucleus194/7958290/187232.84e-172.85e-15194
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301321EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0301331EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa03013LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa030131LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa030136Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa0301311Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa030132Oral cavityLPNucleocytoplasmic transport53/2418108/84654.68e-064.10e-052.64e-0553
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
SNUPNSNVMissense_Mutationrs779696140c.128N>Ap.Arg43Hisp.R43HO95149protein_codingdeleterious(0)probably_damaging(0.963)TCGA-AC-A3W7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
SNUPNSNVMissense_Mutationc.274A>Gp.Lys92Glup.K92EO95149protein_codingdeleterious(0.03)benign(0.175)TCGA-BH-A18R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SNUPNSNVMissense_Mutationc.658N>Ap.Glu220Lysp.E220KO95149protein_codingtolerated(0.07)benign(0.071)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
SNUPNSNVMissense_Mutationnovelc.1034N>Tp.Lys345Metp.K345MO95149protein_codingtolerated_low_confidence(0.07)benign(0.068)TCGA-JL-A3YW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SNUPNSNVMissense_Mutationnovelc.1008G>Tp.Leu336Phep.L336FO95149protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.998)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SNUPNSNVMissense_Mutationrs377184433c.367G>Ap.Val123Metp.V123MO95149protein_codingdeleterious(0.05)possibly_damaging(0.576)TCGA-AA-3846-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SNUPNSNVMissense_Mutationrs142962123c.718N>Ap.Glu240Lysp.E240KO95149protein_codingdeleterious(0.04)benign(0.006)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SNUPNSNVMissense_Mutationc.922N>Ap.Gln308Lysp.Q308KO95149protein_codingdeleterious(0.04)probably_damaging(0.96)TCGA-EI-7004-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapyxelodaSD
SNUPNSNVMissense_Mutationrs142962123c.718N>Ap.Glu240Lysp.E240KO95149protein_codingdeleterious(0.04)benign(0.006)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SNUPNSNVMissense_Mutationnovelc.114N>Tp.Leu38Phep.L38FO95149protein_codingtolerated(0.37)probably_damaging(0.965)TCGA-A5-A0G1-01Endometriumuterine 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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