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: L3MBTL2

Gene summary for L3MBTL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

L3MBTL2

Gene ID

83746

Gene nameL3MBTL histone methyl-lysine binding protein 2
Gene AliasH-l(3)mbt-l
Cytomap22q13.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A0S2Z5X6


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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
83746L3MBTL2LZE4THumanEsophagusESCC6.01e-071.63e-010.0811
83746L3MBTL2LZE7THumanEsophagusESCC6.96e-032.29e-010.0667
83746L3MBTL2LZE8THumanEsophagusESCC6.41e-031.13e-010.067
83746L3MBTL2LZE24THumanEsophagusESCC1.71e-061.58e-010.0596
83746L3MBTL2P2T-EHumanEsophagusESCC4.30e-101.98e-010.1177
83746L3MBTL2P4T-EHumanEsophagusESCC9.91e-041.16e-010.1323
83746L3MBTL2P5T-EHumanEsophagusESCC1.78e-038.37e-020.1327
83746L3MBTL2P8T-EHumanEsophagusESCC3.89e-121.76e-010.0889
83746L3MBTL2P9T-EHumanEsophagusESCC1.48e-061.36e-010.1131
83746L3MBTL2P10T-EHumanEsophagusESCC4.12e-112.31e-010.116
83746L3MBTL2P11T-EHumanEsophagusESCC6.24e-072.74e-010.1426
83746L3MBTL2P12T-EHumanEsophagusESCC1.12e-141.55e-010.1122
83746L3MBTL2P15T-EHumanEsophagusESCC1.11e-152.96e-010.1149
83746L3MBTL2P16T-EHumanEsophagusESCC1.62e-132.77e-010.1153
83746L3MBTL2P17T-EHumanEsophagusESCC2.10e-062.65e-010.1278
83746L3MBTL2P20T-EHumanEsophagusESCC3.67e-051.14e-010.1124
83746L3MBTL2P21T-EHumanEsophagusESCC3.75e-036.81e-020.1617
83746L3MBTL2P22T-EHumanEsophagusESCC1.47e-142.49e-010.1236
83746L3MBTL2P23T-EHumanEsophagusESCC3.33e-112.90e-010.108
83746L3MBTL2P24T-EHumanEsophagusESCC2.06e-081.75e-010.1287
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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
∗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:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
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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
L3MBTL2SNVMissense_Mutationrs200870155c.905N>Gp.Val302Glyp.V302GQ969R5protein_codingdeleterious(0)possibly_damaging(0.76)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
L3MBTL2SNVMissense_Mutationnovelc.373G>Ap.Ala125Thrp.A125TQ969R5protein_codingtolerated(0.08)benign(0.418)TCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
L3MBTL2SNVMissense_Mutationrs781625142c.1670N>Tp.Thr557Metp.T557MQ969R5protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
L3MBTL2SNVMissense_Mutationrs200870155c.905N>Gp.Val302Glyp.V302GQ969R5protein_codingdeleterious(0)possibly_damaging(0.76)TCGA-AO-A12H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
L3MBTL2SNVMissense_Mutationrs200870155c.905T>Gp.Val302Glyp.V302GQ969R5protein_codingdeleterious(0)possibly_damaging(0.76)TCGA-AO-A1KS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
L3MBTL2SNVMissense_Mutationrs200870155c.905N>Gp.Val302Glyp.V302GQ969R5protein_codingdeleterious(0)possibly_damaging(0.76)TCGA-AQ-A1H3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
L3MBTL2SNVMissense_Mutationrs753075698c.175N>Tp.Arg59Trpp.R59WQ969R5protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-BH-A0DL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
L3MBTL2SNVMissense_Mutationrs200870155c.905T>Gp.Val302Glyp.V302GQ969R5protein_codingdeleterious(0)possibly_damaging(0.76)TCGA-E9-A227-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
L3MBTL2SNVMissense_Mutationc.169G>Ap.Glu57Lysp.E57KQ969R5protein_codingtolerated(0.67)benign(0.037)TCGA-Q1-A6DT-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
L3MBTL2SNVMissense_Mutationrs555547448c.1564N>Ap.Ala522Thrp.A522TQ969R5protein_codingdeleterious(0)possibly_damaging(0.869)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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