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
83746L3MBTL2P26T-EHumanEsophagusESCC3.89e-122.55e-010.1276
83746L3MBTL2P27T-EHumanEsophagusESCC1.12e-091.73e-010.1055
83746L3MBTL2P28T-EHumanEsophagusESCC4.44e-081.59e-010.1149
83746L3MBTL2P30T-EHumanEsophagusESCC9.82e-154.96e-010.137
83746L3MBTL2P31T-EHumanEsophagusESCC4.44e-081.42e-010.1251
83746L3MBTL2P32T-EHumanEsophagusESCC1.76e-162.98e-010.1666
83746L3MBTL2P36T-EHumanEsophagusESCC2.83e-102.64e-010.1187
83746L3MBTL2P37T-EHumanEsophagusESCC4.58e-101.94e-010.1371
83746L3MBTL2P39T-EHumanEsophagusESCC9.56e-081.35e-010.0894
83746L3MBTL2P40T-EHumanEsophagusESCC9.27e-071.83e-010.109
83746L3MBTL2P42T-EHumanEsophagusESCC4.03e-092.38e-010.1175
83746L3MBTL2P44T-EHumanEsophagusESCC9.66e-051.53e-010.1096
83746L3MBTL2P47T-EHumanEsophagusESCC2.46e-121.51e-010.1067
83746L3MBTL2P48T-EHumanEsophagusESCC4.40e-091.48e-010.0959
83746L3MBTL2P49T-EHumanEsophagusESCC4.28e-045.26e-010.1768
83746L3MBTL2P52T-EHumanEsophagusESCC3.33e-213.48e-010.1555
83746L3MBTL2P54T-EHumanEsophagusESCC8.96e-051.44e-010.0975
83746L3MBTL2P56T-EHumanEsophagusESCC3.11e-046.18e-010.1613
83746L3MBTL2P57T-EHumanEsophagusESCC2.02e-061.44e-010.0926
83746L3MBTL2P61T-EHumanEsophagusESCC1.11e-153.42e-010.099
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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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