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: CELF2

Gene summary for CELF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CELF2

Gene ID

10659

Gene nameCUGBP Elav-like family member 2
Gene AliasBRUNOL3
Cytomap10p14
Gene Typeprotein-coding
GO ID

GO:0000245

UniProtAcc

O95319


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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
10659CELF2HTA11_3410_2000001011HumanColorectumAD1.19e-24-7.42e-010.0155
10659CELF2HTA11_2487_2000001011HumanColorectumSER2.36e-13-8.02e-01-0.1808
10659CELF2HTA11_1938_2000001011HumanColorectumAD2.87e-04-4.72e-01-0.0811
10659CELF2HTA11_3361_2000001011HumanColorectumAD2.75e-05-6.45e-01-0.1207
10659CELF2HTA11_83_2000001011HumanColorectumSER4.34e-02-5.47e-01-0.1526
10659CELF2HTA11_696_2000001011HumanColorectumAD3.42e-08-4.36e-01-0.1464
10659CELF2HTA11_866_2000001011HumanColorectumAD1.27e-06-4.27e-01-0.1001
10659CELF2HTA11_2992_2000001011HumanColorectumSER4.14e-03-7.96e-01-0.1706
10659CELF2HTA11_5212_2000001011HumanColorectumAD8.12e-03-6.72e-01-0.2061
10659CELF2HTA11_8622_2000001021HumanColorectumSER4.44e-04-7.27e-010.0528
10659CELF2HTA11_7696_3000711011HumanColorectumAD4.30e-05-3.72e-010.0674
10659CELF2HTA11_99999970781_79442HumanColorectumMSS1.25e-10-4.06e-010.294
10659CELF2HTA11_99999971662_82457HumanColorectumMSS2.74e-02-2.22e-010.3859
10659CELF2HTA11_99999974143_84620HumanColorectumMSS6.61e-17-5.65e-010.3005
10659CELF2A015-C-203HumanColorectumFAP1.52e-27-3.33e-01-0.1294
10659CELF2A014-C-040HumanColorectumFAP1.30e-02-1.35e-02-0.1184
10659CELF2A002-C-201HumanColorectumFAP2.05e-10-2.01e-020.0324
10659CELF2A001-C-119HumanColorectumFAP3.96e-05-3.11e-01-0.1557
10659CELF2A001-C-108HumanColorectumFAP2.23e-12-2.28e-01-0.0272
10659CELF2A002-C-205HumanColorectumFAP1.14e-23-4.46e-01-0.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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
GO:190331133Oral cavityNEOLPregulation of mRNA metabolic process91/2005288/187232.65e-227.88e-1991
GO:004348434Oral cavityNEOLPregulation of RNA splicing61/2005148/187235.56e-221.10e-1861
GO:005068433Oral cavityNEOLPregulation of mRNA processing56/2005137/187234.37e-206.48e-1756
GO:000838033Oral cavityNEOLPRNA splicing110/2005434/187232.29e-182.72e-15110
GO:004802433Oral cavityNEOLPregulation of mRNA splicing, via spliceosome44/2005101/187232.43e-172.06e-1444
GO:000037733Oral cavityNEOLPRNA splicing, via transesterification reactions with bulged adenosine as nucleophile81/2005320/187237.96e-142.63e-1181
GO:000039833Oral cavityNEOLPmRNA splicing, via spliceosome81/2005320/187237.96e-142.63e-1181
GO:000037533Oral cavityNEOLPRNA splicing, via transesterification reactions81/2005324/187231.64e-135.13e-1181
GO:007182634Oral cavityNEOLPribonucleoprotein complex subunit organization60/2005227/187231.98e-112.81e-0960
GO:000038031Oral cavityNEOLPalternative mRNA splicing, via spliceosome30/200577/187238.63e-119.32e-0930
GO:002261834Oral cavityNEOLPribonucleoprotein complex assembly57/2005220/187231.46e-101.43e-0857
GO:002261333Oral cavityNEOLPribonucleoprotein complex biogenesis93/2005463/187231.34e-099.49e-0893
GO:000038132Oral cavityNEOLPregulation of alternative mRNA splicing, via spliceosome24/200560/187233.51e-092.04e-0724
GO:00063763Oral cavityNEOLPmRNA splice site selection12/200549/187234.66e-032.56e-0212
GO:000024531Oral cavityNEOLPspliceosomal complex assembly16/200579/187238.78e-034.21e-0216
GO:0022613113ThyroidPTCribonucleoprotein complex biogenesis292/5968463/187233.24e-442.05e-40292
GO:0008380113ThyroidPTCRNA splicing273/5968434/187234.44e-411.40e-37273
GO:0000375113ThyroidPTCRNA splicing, via transesterification reactions202/5968324/187236.81e-303.91e-27202
GO:0000377113ThyroidPTCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile199/5968320/187232.96e-291.44e-26199
GO:0000398113ThyroidPTCmRNA splicing, via spliceosome199/5968320/187232.96e-291.44e-26199
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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
CELF2SNVMissense_Mutationc.637N>Tp.Val213Leup.V213Lprotein_codingdeleterious(0.02)benign(0.019)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CELF2SNVMissense_Mutationc.512N>Cp.Leu171Prop.L171Pprotein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
CELF2SNVMissense_Mutationc.313N>Cp.Glu105Glnp.E105Qprotein_codingtolerated(0.06)benign(0.087)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CELF2SNVMissense_Mutationc.965T>Ap.Leu322Hisp.L322Hprotein_codingtolerated(0.08)probably_damaging(0.971)TCGA-E9-A1NE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
CELF2insertionNonsense_Mutationnovelc.826_827insACTGCTAGACTACAGAGAGAGATAATTAGTCACGCTATGp.Ile276delinsAsnCysTerThrThrGluArgAspAsnTerSerArgTyrValp.I276delinsNC*TTERDN*SRYVprotein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
CELF2SNVMissense_Mutationc.872N>Tp.Ala291Valp.A291Vprotein_codingtolerated(0.17)possibly_damaging(0.757)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
CELF2SNVMissense_Mutationc.113A>Gp.His38Argp.H38Rprotein_codingdeleterious(0.02)probably_damaging(0.945)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CELF2SNVMissense_Mutationc.1537N>Tp.Arg513Cysp.R513Cprotein_codingdeleterious(0)possibly_damaging(0.782)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CELF2SNVMissense_Mutationnovelc.572N>Cp.Met191Thrp.M191Tprotein_codingtolerated(0.73)possibly_damaging(0.801)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CELF2SNVMissense_Mutationc.1496N>Ap.Gly499Aspp.G499Dprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-A004-01Colorectumcolon 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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