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: LEF1

Gene summary for LEF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LEF1

Gene ID

51176

Gene namelymphoid enhancer binding factor 1
Gene AliasLEF-1
Cytomap4q25
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q659G9


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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
51176LEF1LZE7THumanEsophagusESCC3.99e-051.79e-010.0667
51176LEF1P2T-EHumanEsophagusESCC1.08e-214.94e-010.1177
51176LEF1P4T-EHumanEsophagusESCC2.03e-184.82e-010.1323
51176LEF1P9T-EHumanEsophagusESCC9.84e-072.32e-010.1131
51176LEF1P10T-EHumanEsophagusESCC3.43e-164.18e-010.116
51176LEF1P12T-EHumanEsophagusESCC4.80e-021.21e-010.1122
51176LEF1P15T-EHumanEsophagusESCC5.02e-121.95e-010.1149
51176LEF1P16T-EHumanEsophagusESCC3.63e-285.39e-010.1153
51176LEF1P23T-EHumanEsophagusESCC6.85e-113.79e-010.108
51176LEF1P26T-EHumanEsophagusESCC8.98e-203.52e-010.1276
51176LEF1P27T-EHumanEsophagusESCC2.75e-296.33e-010.1055
51176LEF1P28T-EHumanEsophagusESCC4.46e-041.53e-010.1149
51176LEF1P30T-EHumanEsophagusESCC6.92e-042.79e-010.137
51176LEF1P32T-EHumanEsophagusESCC1.89e-071.88e-010.1666
51176LEF1P39T-EHumanEsophagusESCC2.79e-041.50e-010.0894
51176LEF1P42T-EHumanEsophagusESCC1.78e-143.63e-010.1175
51176LEF1P48T-EHumanEsophagusESCC4.05e-032.09e-010.0959
51176LEF1P52T-EHumanEsophagusESCC1.57e-074.37e-010.1555
51176LEF1P54T-EHumanEsophagusESCC5.94e-051.71e-010.0975
51176LEF1P56T-EHumanEsophagusESCC5.36e-071.05e+000.1613
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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
∗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:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:001908017EsophagusESCCviral gene expression80/855294/187232.04e-151.28e-1380
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:0044403111EsophagusESCCbiological process involved in symbiotic interaction186/8552290/187231.43e-104.16e-09186
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:0030099111EsophagusESCCmyeloid cell differentiation232/8552381/187231.22e-092.90e-08232
GO:0051101111EsophagusESCCregulation of DNA binding84/8552118/187231.64e-083.21e-0784
GO:0051100111EsophagusESCCnegative regulation of binding109/8552162/187232.10e-084.03e-07109
GO:004396712EsophagusESCChistone H4 acetylation53/855267/187232.11e-084.03e-0753
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0521020EsophagusESCCColorectal cancer69/420586/84654.06e-094.13e-082.11e-0869
hsa05167211EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0521516EsophagusESCCProstate cancer72/420597/84656.12e-074.10e-062.10e-0672
hsa0452030EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa0521628EsophagusESCCThyroid cancer32/420537/84652.98e-061.72e-058.81e-0632
hsa0521320EsophagusESCCEndometrial cancer45/420558/84651.14e-055.98e-053.06e-0545
hsa0522518EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa052215EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05210110EsophagusESCCColorectal cancer69/420586/84654.06e-094.13e-082.11e-0869
hsa0516738EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0521517EsophagusESCCProstate cancer72/420597/84656.12e-074.10e-062.10e-0672
hsa04520114EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa0521638EsophagusESCCThyroid cancer32/420537/84652.98e-061.72e-058.81e-0632
hsa05213110EsophagusESCCEndometrial cancer45/420558/84651.14e-055.98e-053.06e-0545
hsa0522519EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa0522113EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
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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
LEF1MLUMBreastDCISKCNE4,ZNF385D,RHOBTB3, etc.6.41e-01The 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.
LEF1TFHBreastDCISMAL,TCF7,LDHB, etc.8.56e-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.
LEF1CD4TNBreastDCISMAL,TCF7,LDHB, etc.2.85e-01The 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.
LEF1TH17BreastDCISMAL,TCF7,LDHB, etc.4.54e-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.
LEF1CD8TEXINTBreastHealthyMAL,TCF7,LDHB, etc.1.36e-01The 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.
LEF1CD4TNBreastIDCMAL,TCF7,LDHB, etc.1.21e-01The 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.
LEF1TFHBreastIDCMAL,TCF7,LDHB, etc.1.43e-01The 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.
LEF1TH17BreastIDCMAL,TCF7,LDHB, etc.4.90e-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.
LEF1CD8TCMBreastPrecancerMAL,TCF7,LDHB, etc.5.86e-01The 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.
LEF1TFHCervixCCTCF7,TRABD2A,MAL, etc.5.58e-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
LEF1SNVMissense_Mutationc.194C>Tp.Pro65Leup.P65LQ9UJU2protein_codingdeleterious(0.01)possibly_damaging(0.511)TCGA-AR-A2LH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
LEF1insertionNonsense_Mutationnovelc.449_450insTGAGTTTGAGAGGGAGGACCAGTCTTGGTCGTGGTGAATTTGAAGTp.Val151GlufsTer12p.V151Efs*12Q9UJU2protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
LEF1SNVMissense_Mutationrs377048071c.706G>Ap.Asp236Asnp.D236NQ9UJU2protein_codingtolerated(1)benign(0.018)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LEF1SNVMissense_Mutationnovelc.145G>Ap.Asp49Asnp.D49NQ9UJU2protein_codingtolerated(0.05)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LEF1SNVMissense_Mutationc.826N>Ap.Asp276Asnp.D276NQ9UJU2protein_codingtolerated(0.19)benign(0.009)TCGA-EA-A3Y4-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LEF1SNVMissense_Mutationrs146861754c.745G>Ap.Gly249Serp.G249SQ9UJU2protein_codingtolerated(0.45)benign(0.079)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
LEF1SNVMissense_Mutationc.362N>Gp.Asn121Serp.N121SQ9UJU2protein_codingtolerated(0.54)benign(0.017)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LEF1SNVMissense_Mutationnovelc.788N>Cp.Ile263Thrp.I263TQ9UJU2protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
LEF1SNVMissense_Mutationc.914N>Tp.Ala305Valp.A305VQ9UJU2protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3994-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabineCR
LEF1SNVMissense_Mutationnovelc.916N>Cp.Phe306Leup.F306LQ9UJU2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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