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: NARF

Gene summary for NARF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NARF

Gene ID

26502

Gene namenuclear prelamin A recognition factor
Gene AliasIOP2
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9UHQ1


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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
26502NARFLZE4THumanEsophagusESCC1.61e-215.27e-010.0811
26502NARFLZE5THumanEsophagusESCC1.00e-072.18e-010.0514
26502NARFLZE7THumanEsophagusESCC4.01e-189.24e-010.0667
26502NARFLZE8THumanEsophagusESCC9.71e-245.65e-010.067
26502NARFLZE20THumanEsophagusESCC5.46e-122.44e-010.0662
26502NARFLZE21D1HumanEsophagusHGIN1.16e-044.26e-010.0632
26502NARFLZE22D1HumanEsophagusHGIN9.36e-042.76e-010.0595
26502NARFLZE22THumanEsophagusESCC2.29e-089.66e-010.068
26502NARFLZE24THumanEsophagusESCC1.33e-371.03e+000.0596
26502NARFLZE22D3HumanEsophagusHGIN1.90e-089.82e-010.0653
26502NARFLZE21THumanEsophagusESCC1.35e-126.09e-010.0655
26502NARFLZE6THumanEsophagusESCC4.50e-113.20e-010.0845
26502NARFP1T-EHumanEsophagusESCC1.19e-157.57e-010.0875
26502NARFP2T-EHumanEsophagusESCC1.69e-224.42e-010.1177
26502NARFP4T-EHumanEsophagusESCC1.81e-326.20e-010.1323
26502NARFP5T-EHumanEsophagusESCC1.42e-213.93e-010.1327
26502NARFP8T-EHumanEsophagusESCC3.14e-315.82e-010.0889
26502NARFP9T-EHumanEsophagusESCC2.88e-204.65e-010.1131
26502NARFP10T-EHumanEsophagusESCC5.44e-518.17e-010.116
26502NARFP11T-EHumanEsophagusESCC3.19e-331.42e+000.1426
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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
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
NARFSNVMissense_Mutationnovelc.538G>Ap.Glu180Lysp.E180KQ9UHQ1protein_codingdeleterious(0)probably_damaging(0.982)TCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
NARFSNVMissense_Mutationc.790N>Ap.Glu264Lysp.E264KQ9UHQ1protein_codingdeleterious(0.03)possibly_damaging(0.861)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
NARFSNVMissense_Mutationc.193G>Ap.Gly65Argp.G65RQ9UHQ1protein_codingtolerated(0.07)benign(0.086)TCGA-C8-A1HO-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
NARFSNVMissense_Mutationnovelc.778G>Ap.Ala260Thrp.A260TQ9UHQ1protein_codingtolerated(0.39)benign(0.014)TCGA-C8-A27B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
NARFSNVMissense_Mutationc.772N>Ap.Glu258Lysp.E258KQ9UHQ1protein_codingdeleterious(0.03)possibly_damaging(0.536)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NARFinsertionNonsense_Mutationnovelc.1126_1127insAGCTATGATTGTGCCACTGCACTCCAGCCTGAGAGACAGAACAAp.Gly376GlufsTer3p.G376Efs*3Q9UHQ1protein_codingTCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
NARFinsertionFrame_Shift_Insnovelc.1270_1271insCCp.Glu424AlafsTer67p.E424Afs*67Q9UHQ1protein_codingTCGA-BH-A0B3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
NARFinsertionFrame_Shift_Insnovelc.1272_1273insCCTGGCCAACATGGTAAAACCCTGTCTCTACTAAAAAp.Trp425ProfsTer165p.W425Pfs*165Q9UHQ1protein_codingTCGA-BH-A0B3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
NARFinsertionFrame_Shift_Insnovelc.1228_1229insCTGTAATCCCAGCACTTTGGGAp.Arg410ProfsTer175p.R410Pfs*175Q9UHQ1protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
NARFdeletionIn_Frame_Delnovelc.1052_1099delNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Ile352_His367delp.I352_H367delQ9UHQ1protein_codingTCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=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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