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: NUFIP1

Gene summary for NUFIP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUFIP1

Gene ID

26747

Gene namenuclear FMR1 interacting protein 1
Gene AliasNUFIP
Cytomap13q14.12
Gene Typeprotein-coding
GO ID

GO:0000491

UniProtAcc

Q9UHK0


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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
26747NUFIP1LZE4THumanEsophagusESCC2.97e-051.35e-010.0811
26747NUFIP1LZE7THumanEsophagusESCC2.29e-022.54e-010.0667
26747NUFIP1LZE20THumanEsophagusESCC2.88e-021.10e-020.0662
26747NUFIP1LZE22THumanEsophagusESCC1.14e-021.83e-010.068
26747NUFIP1LZE24THumanEsophagusESCC6.90e-088.10e-020.0596
26747NUFIP1P2T-EHumanEsophagusESCC3.33e-173.58e-010.1177
26747NUFIP1P4T-EHumanEsophagusESCC4.03e-131.26e-010.1323
26747NUFIP1P5T-EHumanEsophagusESCC3.82e-151.64e-010.1327
26747NUFIP1P8T-EHumanEsophagusESCC2.05e-172.99e-010.0889
26747NUFIP1P9T-EHumanEsophagusESCC4.65e-062.12e-010.1131
26747NUFIP1P10T-EHumanEsophagusESCC3.71e-123.31e-010.116
26747NUFIP1P11T-EHumanEsophagusESCC1.05e-102.11e-010.1426
26747NUFIP1P12T-EHumanEsophagusESCC7.35e-096.14e-020.1122
26747NUFIP1P15T-EHumanEsophagusESCC1.83e-152.24e-010.1149
26747NUFIP1P16T-EHumanEsophagusESCC7.31e-183.78e-010.1153
26747NUFIP1P17T-EHumanEsophagusESCC1.93e-032.03e-010.1278
26747NUFIP1P19T-EHumanEsophagusESCC4.93e-021.20e-010.1662
26747NUFIP1P20T-EHumanEsophagusESCC2.67e-152.50e-010.1124
26747NUFIP1P21T-EHumanEsophagusESCC3.77e-142.57e-010.1617
26747NUFIP1P22T-EHumanEsophagusESCC8.46e-131.25e-010.1236
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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
∗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:0071826111EsophagusESCCribonucleoprotein complex subunit organization166/8552227/187232.94e-172.42e-15166
GO:0022618111EsophagusESCCribonucleoprotein complex assembly159/8552220/187238.19e-165.71e-14159
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:007182622LiverHCCribonucleoprotein complex subunit organization159/7958227/187233.14e-173.06e-15159
GO:002261822LiverHCCribonucleoprotein complex assembly153/7958220/187233.44e-162.91e-14153
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:007182620Oral cavityOSCCribonucleoprotein complex subunit organization152/7305227/187231.05e-171.01e-15152
GO:002261820Oral cavityOSCCribonucleoprotein complex assembly146/7305220/187231.53e-161.23e-14146
GO:0000492Oral cavityOSCCbox C/D snoRNP assembly8/730510/187231.03e-023.53e-028
GO:0022613110Oral cavityLPribonucleoprotein complex biogenesis259/4623463/187237.20e-482.25e-44259
GO:0071826110Oral cavityLPribonucleoprotein complex subunit organization130/4623227/187237.54e-263.63e-23130
GO:0022618110Oral cavityLPribonucleoprotein complex assembly125/4623220/187231.76e-246.91e-22125
GO:00004921Oral cavityLPbox C/D snoRNP assembly7/462310/187233.24e-032.18e-027
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
NUFIP1SNVMissense_Mutationnovelc.760N>Cp.Glu254Glnp.E254QQ9UHK0protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-A2-A04W-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NUFIP1SNVMissense_Mutationc.607N>Cp.Asp203Hisp.D203HQ9UHK0protein_codingdeleterious(0.04)probably_damaging(0.956)TCGA-AC-A2B8-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapychemoPD
NUFIP1SNVMissense_Mutationrs371806496c.1423N>Tp.Arg475Trpp.R475WQ9UHK0protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NUFIP1SNVMissense_Mutationc.675N>Tp.Met225Ilep.M225IQ9UHK0protein_codingtolerated(0.26)benign(0.123)TCGA-BH-A0H5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
NUFIP1insertionIn_Frame_Insnovelc.478_479insTCAATTTCGCACCAGp.Arg160delinsIleAsnPheAlaProGlyp.R160delinsINFAPGQ9UHK0protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NUFIP1deletionFrame_Shift_Delrs770344882c.494delNp.Lys165ArgfsTer38p.K165Rfs*38Q9UHK0protein_codingTCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
NUFIP1SNVMissense_Mutationc.1257N>Cp.Lys419Asnp.K419NQ9UHK0protein_codingdeleterious(0.05)benign(0.298)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NUFIP1SNVMissense_Mutationc.1238N>Tp.Arg413Ilep.R413IQ9UHK0protein_codingtolerated(0.11)benign(0.246)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NUFIP1SNVMissense_Mutationc.1409T>Gp.Ile470Serp.I470SQ9UHK0protein_codingdeleterious(0)probably_damaging(0.963)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
NUFIP1SNVMissense_Mutationrs371806496c.1423N>Tp.Arg475Trpp.R475WQ9UHK0protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-A022-01Colorectumcolon 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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