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: NIF3L1

Gene summary for NIF3L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NIF3L1

Gene ID

60491

Gene nameNGG1 interacting factor 3 like 1
Gene AliasALS2CR1
Cytomap2q33.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024R3V7


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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
60491NIF3L1LZE4THumanEsophagusESCC9.05e-092.27e-010.0811
60491NIF3L1LZE7THumanEsophagusESCC5.96e-051.89e-010.0667
60491NIF3L1LZE8THumanEsophagusESCC4.54e-051.65e-010.067
60491NIF3L1LZE20THumanEsophagusESCC1.19e-082.37e-010.0662
60491NIF3L1LZE24THumanEsophagusESCC2.25e-123.18e-010.0596
60491NIF3L1LZE21THumanEsophagusESCC3.65e-031.82e-010.0655
60491NIF3L1P1T-EHumanEsophagusESCC3.01e-053.24e-010.0875
60491NIF3L1P2T-EHumanEsophagusESCC2.80e-284.74e-010.1177
60491NIF3L1P4T-EHumanEsophagusESCC7.44e-327.22e-010.1323
60491NIF3L1P5T-EHumanEsophagusESCC7.55e-194.30e-010.1327
60491NIF3L1P8T-EHumanEsophagusESCC1.72e-183.64e-010.0889
60491NIF3L1P9T-EHumanEsophagusESCC2.64e-091.97e-010.1131
60491NIF3L1P10T-EHumanEsophagusESCC4.96e-183.57e-010.116
60491NIF3L1P11T-EHumanEsophagusESCC2.32e-165.02e-010.1426
60491NIF3L1P12T-EHumanEsophagusESCC1.09e-275.35e-010.1122
60491NIF3L1P15T-EHumanEsophagusESCC1.83e-254.88e-010.1149
60491NIF3L1P16T-EHumanEsophagusESCC6.53e-274.30e-010.1153
60491NIF3L1P17T-EHumanEsophagusESCC5.11e-062.45e-010.1278
60491NIF3L1P20T-EHumanEsophagusESCC1.39e-254.89e-010.1124
60491NIF3L1P21T-EHumanEsophagusESCC1.53e-386.12e-010.1617
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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
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
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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
NIF3L1SNVMissense_Mutationc.115N>Ap.Asp39Asnp.D39NQ9GZT8protein_codingtolerated(0.25)benign(0.033)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NIF3L1SNVMissense_Mutationnovelc.356N>Tp.Asn119Ilep.N119IQ9GZT8protein_codingdeleterious(0.01)probably_damaging(0.954)TCGA-AN-A0FJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
NIF3L1SNVMissense_Mutationc.46N>Ap.Val16Ilep.V16IQ9GZT8protein_codingtolerated_low_confidence(0.43)benign(0)TCGA-EK-A2RO-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NIF3L1SNVMissense_Mutationc.829C>Tp.His277Tyrp.H277YQ9GZT8protein_codingtolerated(0.12)benign(0.019)TCGA-FU-A3HY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NIF3L1SNVMissense_Mutationrs770827322c.803G>Ap.Arg268Glnp.R268QQ9GZT8protein_codingtolerated(0.07)possibly_damaging(0.657)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NIF3L1SNVMissense_Mutationrs748912388c.65A>Gp.Asn22Serp.N22SQ9GZT8protein_codingtolerated_low_confidence(1)benign(0)TCGA-EI-6883-01Colorectumrectum adenocarcinomaMale<65I/IIChemotherapy5fluorouracil+leucovorinSD
NIF3L1SNVMissense_Mutationnovelc.532G>Tp.Asp178Tyrp.D178YQ9GZT8protein_codingdeleterious(0.01)benign(0.423)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
NIF3L1SNVMissense_Mutationnovelc.352N>Ap.Glu118Lysp.E118KQ9GZT8protein_codingdeleterious(0)probably_damaging(0.927)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NIF3L1SNVMissense_Mutationnovelc.823N>Ap.Leu275Ilep.L275IQ9GZT8protein_codingdeleterious(0.04)possibly_damaging(0.817)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NIF3L1SNVMissense_Mutationrs201241357c.344N>Ap.Arg115Glnp.R115QQ9GZT8protein_codingtolerated(0.24)benign(0.035)TCGA-A5-A2K5-01Endometriumuterine 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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