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: ILF2

Gene summary for ILF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ILF2

Gene ID

3608

Gene nameinterleukin enhancer binding factor 2
Gene AliasNF45
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B4DY09


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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
3608ILF2GSM4909285HumanBreastIDC3.38e-165.76e-010.21
3608ILF2GSM4909286HumanBreastIDC8.80e-05-1.95e-010.1081
3608ILF2GSM4909287HumanBreastIDC7.24e-083.85e-010.2057
3608ILF2GSM4909294HumanBreastIDC1.55e-04-5.81e-020.2022
3608ILF2GSM4909296HumanBreastIDC5.13e-20-4.10e-010.1524
3608ILF2GSM4909297HumanBreastIDC2.32e-18-3.24e-010.1517
3608ILF2GSM4909298HumanBreastIDC3.36e-04-2.20e-010.1551
3608ILF2GSM4909301HumanBreastIDC1.41e-35-5.45e-010.1577
3608ILF2GSM4909302HumanBreastIDC1.57e-05-3.82e-010.1545
3608ILF2GSM4909311HumanBreastIDC7.31e-42-4.08e-010.1534
3608ILF2GSM4909312HumanBreastIDC9.90e-13-1.41e-010.1552
3608ILF2GSM4909318HumanBreastIDC1.92e-022.43e-010.2031
3608ILF2GSM4909319HumanBreastIDC8.85e-41-4.73e-010.1563
3608ILF2GSM4909320HumanBreastIDC1.54e-05-5.13e-010.1575
3608ILF2GSM4909321HumanBreastIDC1.80e-15-1.31e-010.1559
3608ILF2brca1HumanBreastPrecancer2.10e-164.83e-01-0.0338
3608ILF2brca2HumanBreastPrecancer7.26e-043.47e-01-0.024
3608ILF2brca3HumanBreastPrecancer1.09e-033.10e-01-0.0263
3608ILF2M2HumanBreastIDC6.78e-063.62e-010.21
3608ILF2NCCBC14HumanBreastDCIS4.73e-111.24e-010.2021
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
ILF2TFHBreastADJRAN,PPA1,CIP2A, etc.7.34e-02The 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.
ILF2TFHBreastPrecancerRAN,PPA1,CIP2A, etc.3.43e-02The 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.
ILF2pDCLungMIACSOX4,C12orf73,S100A12, etc.1.75e-02The 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.
ILF2M1MACLungMIACSOX4,C12orf73,S100A12, etc.2.13e-02The 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.
ILF2FIBLungADJACKR1,SLC12A8,RHOD, etc.6.57e-03The 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.
ILF2ICAFLungADJACKR1,SLC12A8,RHOD, etc.3.24e-03The 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.
ILF2ADIPOLungAISACKR1,SLC12A8,RHOD, etc.1.04e-02The 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.
ILF2LYMENDLungAISACKR1,SLC12A8,RHOD, etc.2.68e-03The 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.
ILF2MEGALungAISACKR1,SLC12A8,RHOD, etc.0.00e+00The 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.
ILF2MSC.MVALungHealthyACKR1,SLC12A8,RHOD, etc.2.39e-02The 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.
∗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
ILF2SNVMissense_Mutationc.1170G>Tp.Glu390Aspp.E390DQ12905protein_codingtolerated_low_confidence(0.06)benign(0)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ILF2SNVMissense_Mutationc.910C>Ap.Leu304Ilep.L304IQ12905protein_codingdeleterious(0.02)possibly_damaging(0.871)TCGA-BH-A1F5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ILF2SNVMissense_Mutationc.890N>Cp.Arg297Thrp.R297TQ12905protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-C8-A12V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ILF2SNVMissense_Mutationrs767092802c.725C>Tp.Pro242Leup.P242LQ12905protein_codingdeleterious(0.03)possibly_damaging(0.543)TCGA-D8-A1Y3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
ILF2SNVMissense_Mutationnovelc.119C>Tp.Ala40Valp.A40VQ12905protein_codingtolerated(0.3)benign(0.076)TCGA-EW-A6SA-01Breastbreast invasive carcinomaMale<65I/IIUnknownUnknownSD
ILF2SNVMissense_Mutationnovelc.937N>Gp.Thr313Alap.T313AQ12905protein_codingdeleterious(0.04)possibly_damaging(0.863)TCGA-PL-A8LX-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ILF2SNVMissense_Mutationnovelc.644C>Tp.Ala215Valp.A215VQ12905protein_codingdeleterious(0.04)possibly_damaging(0.777)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ILF2SNVMissense_Mutationrs768322800c.481N>Ap.Glu161Lysp.E161KQ12905protein_codingtolerated(0.09)benign(0.392)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ILF2SNVMissense_Mutationc.493G>Ap.Glu165Lysp.E165KQ12905protein_codingtolerated(0.11)benign(0.211)TCGA-AY-6196-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownSD
ILF2SNVMissense_Mutationc.1155N>Ap.Ser385Argp.S385RQ12905protein_codingdeleterious_low_confidence(0.03)benign(0.207)TCGA-CM-4744-01Colorectumcolon 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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