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: NUP35

Gene summary for NUP35

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUP35

Gene ID

129401

Gene namenucleoporin 35
Gene AliasMP-44
Cytomap2q32.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8NFH5


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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
129401NUP35LZE4THumanEsophagusESCC1.27e-032.72e-020.0811
129401NUP35LZE8THumanEsophagusESCC3.34e-047.43e-020.067
129401NUP35LZE24THumanEsophagusESCC2.55e-028.76e-020.0596
129401NUP35P2T-EHumanEsophagusESCC6.10e-202.68e-010.1177
129401NUP35P4T-EHumanEsophagusESCC3.35e-164.14e-010.1323
129401NUP35P5T-EHumanEsophagusESCC3.41e-111.87e-010.1327
129401NUP35P8T-EHumanEsophagusESCC2.01e-161.99e-010.0889
129401NUP35P9T-EHumanEsophagusESCC3.68e-063.82e-020.1131
129401NUP35P10T-EHumanEsophagusESCC6.37e-101.85e-010.116
129401NUP35P11T-EHumanEsophagusESCC1.93e-021.33e-010.1426
129401NUP35P12T-EHumanEsophagusESCC5.83e-193.94e-010.1122
129401NUP35P15T-EHumanEsophagusESCC8.53e-193.86e-010.1149
129401NUP35P16T-EHumanEsophagusESCC2.00e-141.99e-010.1153
129401NUP35P17T-EHumanEsophagusESCC6.60e-031.18e-010.1278
129401NUP35P20T-EHumanEsophagusESCC3.04e-161.69e-010.1124
129401NUP35P21T-EHumanEsophagusESCC4.99e-091.29e-010.1617
129401NUP35P22T-EHumanEsophagusESCC3.84e-075.31e-020.1236
129401NUP35P23T-EHumanEsophagusESCC1.39e-123.03e-010.108
129401NUP35P24T-EHumanEsophagusESCC1.17e-161.07e-010.1287
129401NUP35P26T-EHumanEsophagusESCC2.76e-111.93e-010.1276
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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
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:000660615SkincSCCprotein import into nucleus73/4864155/187231.13e-083.48e-0773
GO:00069976SkincSCCnucleus organization62/4864133/187232.21e-074.72e-0662
GO:199082317SkincSCCresponse to leukemia inhibitory factor42/486495/187238.79e-058.27e-0442
GO:199083016SkincSCCcellular response to leukemia inhibitory factor41/486494/187231.53e-041.35e-0341
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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
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
NUP35SNVMissense_Mutationc.542N>Gp.Phe181Cysp.F181CQ8NFH5protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A04U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NUP35SNVMissense_Mutationc.614N>Ap.Ser205Tyrp.S205YQ8NFH5protein_codingdeleterious(0.02)possibly_damaging(0.775)TCGA-BH-A201-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NUP35SNVMissense_Mutationnovelc.514G>Ap.Asp172Asnp.D172NQ8NFH5protein_codingdeleterious(0.04)benign(0.086)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NUP35SNVMissense_Mutationrs763888991c.262N>Ap.Ala88Thrp.A88TQ8NFH5protein_codingdeleterious(0)probably_damaging(0.922)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NUP35deletionFrame_Shift_Delc.927delNp.Asp312MetfsTer26p.D312Mfs*26Q8NFH5protein_codingTCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NUP35insertionIn_Frame_Insnovelc.843_844insCTGTTTATAAACp.Pro281_Arg282insLeuPheIleAsnp.P281_R282insLFINQ8NFH5protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NUP35SNVMissense_Mutationnovelc.682G>Tp.Asp228Tyrp.D228YQ8NFH5protein_codingdeleterious(0)probably_damaging(0.972)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NUP35SNVMissense_Mutationc.448N>Ap.Leu150Ilep.L150IQ8NFH5protein_codingtolerated(0.22)benign(0.023)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NUP35SNVMissense_Mutationrs765515641c.155N>Ap.Arg52Glnp.R52QQ8NFH5protein_codingdeleterious(0.03)possibly_damaging(0.838)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NUP35SNVMissense_Mutationnovelc.514G>Ap.Asp172Asnp.D172NQ8NFH5protein_codingdeleterious(0.04)benign(0.086)TCGA-B5-A0JU-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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