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: NUFIP2

Gene summary for NUFIP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUFIP2

Gene ID

57532

Gene namenuclear FMR1 interacting protein 2
Gene Alias182-FIP
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q7Z417


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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
57532NUFIP2HCC1_MengHumanLiverHCC1.80e-551.04e-010.0246
57532NUFIP2HCC2_MengHumanLiverHCC1.54e-382.61e-010.0107
57532NUFIP2HCC2HumanLiverHCC2.91e-093.41e+000.5341
57532NUFIP2Pt13.bHumanLiverHCC5.97e-158.52e-020.0251
57532NUFIP2Pt14.bHumanLiverHCC4.78e-038.46e-020.018
57532NUFIP2S014HumanLiverHCC6.49e-065.59e-010.2254
57532NUFIP2S015HumanLiverHCC4.17e-088.03e-010.2375
57532NUFIP2S016HumanLiverHCC2.93e-045.03e-010.2243
57532NUFIP2S027HumanLiverHCC5.46e-091.16e+000.2446
57532NUFIP2S028HumanLiverHCC1.28e-171.21e+000.2503
57532NUFIP2S029HumanLiverHCC5.54e-119.58e-010.2581
57532NUFIP2C04HumanOral cavityOSCC2.36e-097.17e-010.2633
57532NUFIP2C21HumanOral cavityOSCC1.20e-176.83e-010.2678
57532NUFIP2C30HumanOral cavityOSCC4.79e-116.95e-010.3055
57532NUFIP2C38HumanOral cavityOSCC1.15e-051.20e+000.172
57532NUFIP2C43HumanOral cavityOSCC7.04e-143.54e-010.1704
57532NUFIP2C46HumanOral cavityOSCC2.99e-022.60e-010.1673
57532NUFIP2C51HumanOral cavityOSCC5.42e-095.99e-010.2674
57532NUFIP2C06HumanOral cavityOSCC1.09e-048.91e-010.2699
57532NUFIP2C08HumanOral cavityOSCC1.91e-153.94e-010.1919
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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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
NUFIP2SNVMissense_Mutationnovelc.1270N>Cp.Asp424Hisp.D424HQ7Z417protein_codingdeleterious(0.01)possibly_damaging(0.774)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
NUFIP2SNVMissense_Mutationc.1768N>Ap.Ala590Thrp.A590TQ7Z417protein_codingtolerated(0.45)benign(0.056)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NUFIP2SNVMissense_Mutationc.7N>Cp.Glu3Glnp.E3QQ7Z417protein_codingdeleterious_low_confidence(0)probably_damaging(0.986)TCGA-BH-A1F2-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
NUFIP2SNVMissense_Mutationc.187N>Ap.Glu63Lysp.E63KQ7Z417protein_codingtolerated(0.15)benign(0.001)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
NUFIP2SNVMissense_Mutationnovelc.1036G>Cp.Asp346Hisp.D346HQ7Z417protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NUFIP2SNVMissense_Mutationc.703G>Cp.Glu235Glnp.E235QQ7Z417protein_codingdeleterious(0.01)benign(0.299)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NUFIP2SNVMissense_Mutationnovelc.1424N>Gp.Pro475Argp.P475RQ7Z417protein_codingdeleterious(0)probably_damaging(0.964)TCGA-VS-A8EJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
NUFIP2SNVMissense_Mutationc.456N>Tp.Lys152Asnp.K152NQ7Z417protein_codingdeleterious(0.02)benign(0.42)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NUFIP2SNVMissense_Mutationc.640N>Gp.Ser214Alap.S214AQ7Z417protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NUFIP2SNVMissense_Mutationc.103C>Tp.His35Tyrp.H35YQ7Z417protein_codingtolerated_low_confidence(0.41)benign(0.003)TCGA-CM-4746-01Colorectumcolon 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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