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: NUP88

Gene summary for NUP88

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUP88

Gene ID

4927

Gene namenucleoporin 88
Gene AliasFADS4
Cytomap17p13.2
Gene Typeprotein-coding
GO ID

GO:0000054

UniProtAcc

B4DP20


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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
4927NUP88LZE4THumanEsophagusESCC3.55e-091.50e-010.0811
4927NUP88LZE7THumanEsophagusESCC6.39e-039.33e-020.0667
4927NUP88LZE8THumanEsophagusESCC3.97e-039.85e-020.067
4927NUP88LZE24THumanEsophagusESCC1.27e-092.65e-010.0596
4927NUP88P1T-EHumanEsophagusESCC8.22e-061.57e-010.0875
4927NUP88P2T-EHumanEsophagusESCC3.15e-092.57e-010.1177
4927NUP88P4T-EHumanEsophagusESCC1.14e-103.63e-010.1323
4927NUP88P5T-EHumanEsophagusESCC7.14e-071.23e-010.1327
4927NUP88P8T-EHumanEsophagusESCC2.19e-061.89e-010.0889
4927NUP88P9T-EHumanEsophagusESCC5.52e-071.94e-010.1131
4927NUP88P10T-EHumanEsophagusESCC4.07e-117.79e-020.116
4927NUP88P12T-EHumanEsophagusESCC8.74e-212.96e-010.1122
4927NUP88P15T-EHumanEsophagusESCC6.46e-051.50e-010.1149
4927NUP88P16T-EHumanEsophagusESCC3.98e-203.26e-010.1153
4927NUP88P17T-EHumanEsophagusESCC4.50e-052.13e-010.1278
4927NUP88P20T-EHumanEsophagusESCC6.53e-112.12e-010.1124
4927NUP88P21T-EHumanEsophagusESCC6.17e-153.15e-010.1617
4927NUP88P22T-EHumanEsophagusESCC5.58e-112.48e-010.1236
4927NUP88P23T-EHumanEsophagusESCC2.14e-123.95e-010.108
4927NUP88P24T-EHumanEsophagusESCC1.68e-112.47e-010.1287
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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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
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:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:005123617EsophagusESCCestablishment of RNA localization134/8552166/187231.23e-201.81e-18134
GO:0051168110EsophagusESCCnuclear export126/8552154/187231.88e-202.65e-18126
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:001593117EsophagusESCCnucleobase-containing compound transport162/8552222/187239.87e-177.93e-15162
GO:001703818EsophagusESCCprotein import149/8552206/187235.90e-153.31e-13149
GO:007116612EsophagusESCCribonucleoprotein complex localization66/855277/187232.94e-131.38e-1166
GO:007142612EsophagusESCCribonucleoprotein complex export from nucleus65/855276/187235.56e-132.50e-1165
GO:000640512EsophagusESCCRNA export from nucleus68/855284/187232.99e-111.01e-0968
GO:00064064EsophagusESCCmRNA export from nucleus51/855259/187237.98e-112.47e-0951
GO:00714274EsophagusESCCmRNA-containing ribonucleoprotein complex export from nucleus51/855259/187237.98e-112.47e-0951
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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
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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
NUP88SNVMissense_Mutationc.112N>Ap.Glu38Lysp.E38KQ99567protein_codingtolerated(0.44)benign(0.001)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NUP88insertionIn_Frame_Insnovelc.1672_1673insTGGTAGp.Pro558delinsLeuValAlap.P558delinsLVAQ99567protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NUP88insertionFrame_Shift_Insnovelc.1671_1672insGGp.Pro558GlyfsTer46p.P558Gfs*46Q99567protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NUP88insertionFrame_Shift_Insnovelc.92_93insTGAATATTCAATAAAAATACTAGTGACGGATGAGTGCTCTGGAp.Lys32GlufsTer23p.K32Efs*23Q99567protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NUP88SNVMissense_Mutationc.1879G>Ap.Glu627Lysp.E627KQ99567protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NUP88SNVMissense_Mutationnovelc.511N>Gp.Leu171Valp.L171VQ99567protein_codingtolerated(0.64)benign(0.015)TCGA-GH-A9DA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NUP88SNVMissense_Mutationnovelc.1936A>Cp.Ser646Argp.S646RQ99567protein_codingtolerated(0.47)benign(0.025)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NUP88SNVMissense_Mutationc.1456N>Gp.Thr486Alap.T486AQ99567protein_codingtolerated(0.21)benign(0.003)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NUP88SNVMissense_Mutationnovelc.98N>Gp.Asn33Serp.N33SQ99567protein_codingtolerated(0.72)benign(0.003)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NUP88SNVMissense_Mutationc.151C>Tp.Pro51Serp.P51SQ99567protein_codingtolerated_low_confidence(0.29)benign(0.001)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=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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