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: MESP1

Gene summary for MESP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MESP1

Gene ID

55897

Gene namemesoderm posterior bHLH transcription factor 1
Gene AliasbHLHc5
Cytomap15q26.1
Gene Typeprotein-coding
GO ID

GO:0000578

UniProtAcc

Q9BRJ9


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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
55897MESP1GSM4909294HumanBreastIDC1.76e-043.66e-010.2022
55897MESP1GSM4909295HumanBreastIDC9.10e-043.48e-010.0898
55897MESP1GSM4909301HumanBreastIDC1.16e-146.02e-010.1577
55897MESP1GSM4909304HumanBreastIDC1.16e-02-1.28e-010.1636
55897MESP1GSM4909305HumanBreastIDC8.53e-032.56e-010.0436
55897MESP1GSM4909306HumanBreastIDC5.94e-297.97e-010.1564
55897MESP1GSM4909308HumanBreastIDC3.00e-04-1.71e-010.158
55897MESP1GSM4909309HumanBreastIDC1.24e-022.39e-010.0483
55897MESP1GSM4909311HumanBreastIDC1.78e-05-1.61e-010.1534
55897MESP1GSM4909312HumanBreastIDC7.25e-03-1.38e-010.1552
55897MESP1GSM4909315HumanBreastIDC6.28e-05-1.60e-010.21
55897MESP1GSM4909319HumanBreastIDC6.53e-07-1.28e-010.1563
55897MESP1GSM4909320HumanBreastIDC1.82e-031.60e-010.1575
55897MESP1GSM4909321HumanBreastIDC1.61e-114.40e-010.1559
55897MESP1M2HumanBreastIDC9.20e-032.69e-010.21
55897MESP1NCCBC14HumanBreastDCIS3.33e-02-1.08e-010.2021
55897MESP1NCCBC6HumanBreastDCIS1.42e-033.43e-010.2095
55897MESP1DCIS2HumanBreastDCIS1.35e-352.17e-010.0085
55897MESP1LZE5THumanEsophagusESCC1.60e-077.54e-010.0514
55897MESP1P2T-EHumanEsophagusESCC6.35e-162.56e-010.1177
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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
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
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
∗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:006053716EsophagusESCCmuscle tissue development211/8552403/187233.84e-031.56e-02211
GO:00900905EsophagusESCCnegative regulation of canonical Wnt signaling pathway78/8552137/187235.17e-031.95e-0278
GO:20000274EsophagusESCCregulation of animal organ morphogenesis71/8552125/187237.97e-032.84e-0271
GO:004544610EsophagusESCCendothelial cell differentiation67/8552118/187239.86e-033.40e-0267
GO:000315818EsophagusESCCendothelium development76/8552136/187231.05e-023.59e-0276
GO:00350512EsophagusESCCcardiocyte differentiation86/8552156/187231.09e-023.68e-0286
GO:001470615EsophagusESCCstriated muscle tissue development197/8552384/187231.46e-024.74e-02197
GO:000188912LiverCirrhoticliver development81/4634147/187232.99e-153.35e-1381
GO:006100812LiverCirrhotichepaticobiliary system development82/4634150/187233.72e-154.09e-1382
GO:004873212LiverCirrhoticgland development154/4634436/187234.03e-079.42e-06154
GO:001605511LiverCirrhoticWnt signaling pathway150/4634444/187239.75e-061.42e-04150
GO:019873811LiverCirrhoticcell-cell signaling by wnt150/4634446/187231.28e-051.80e-04150
GO:003011111LiverCirrhoticregulation of Wnt signaling pathway112/4634328/187237.57e-058.40e-04112
GO:006082811LiverCirrhoticregulation of canonical Wnt signaling pathway86/4634253/187235.70e-044.46e-0386
GO:00031586LiverCirrhoticendothelium development49/4634136/187232.14e-031.32e-0249
GO:000166712LiverCirrhoticameboidal-type cell migration145/4634475/187232.23e-031.36e-02145
GO:006007011LiverCirrhoticcanonical Wnt signaling pathway97/4634303/187232.42e-031.46e-0297
GO:00454465LiverCirrhoticendothelial cell differentiation43/4634118/187233.03e-031.72e-0243
GO:00703652LiverCirrhotichepatocyte differentiation9/463416/187236.94e-033.38e-029
GO:0007492LiverCirrhoticendoderm development29/463477/187238.02e-033.76e-0229
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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
MESP1NKBreastADJGGCT,SVBP,RHOU, etc.4.43e-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.
MESP1NKBreastDCISGGCT,SVBP,RHOU, 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.
MESP1PLABreastDCISGGCT,SVBP,RHOU, etc.1.51e-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.
MESP1BMEMBreastDCISGGCT,SVBP,RHOU, etc.1.29e-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.
MESP1NKBreastHealthyGGCT,SVBP,RHOU, etc.1.31e-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.
MESP1NKBreastIDCGGCT,SVBP,RHOU, etc.1.04e-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.
MESP1BMEMBreastIDCGGCT,SVBP,RHOU, etc.9.23e-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.
MESP1COLCervixHealthyVSIG2,BPIFB1,HOXB2, etc.3.24e-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.
MESP1AT1LungIACGGTLC1,ANPEP,B3GNT7, etc.8.55e-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.
MESP1LUMProstateHealthyZNF217,PART1,CPE, etc.2.84e-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.
∗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
MESP1insertionNonsense_Mutationnovelc.727_728insATTATTGAGTATTTATTGTp.Leu243HisfsTer3p.L243Hfs*3Q9BRJ9protein_codingTCGA-BH-A0DP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
MESP1SNVMissense_Mutationc.391C>Tp.Arg131Cysp.R131CQ9BRJ9protein_codingdeleterious(0)probably_damaging(0.995)TCGA-44-8117-01Lunglung adenocarcinomaFemale<65I/IIChemotherapycisplatinCR
MESP1SNVMissense_Mutationnovelc.461N>Tp.Arg154Leup.R154LQ9BRJ9protein_codingtolerated(0.34)benign(0)TCGA-58-8391-01Lunglung squamous cell carcinomaFemale<65III/IVChemotherapycarboplatinPD
MESP1SNVMissense_Mutationnovelc.74N>Tp.Pro25Leup.P25LQ9BRJ9protein_codingtolerated_low_confidence(0.19)benign(0.003)TCGA-58-8391-01Lunglung squamous cell carcinomaFemale<65III/IVChemotherapycarboplatinPD
MESP1SNVMissense_Mutationnovelc.754N>Ap.Glu252Lysp.E252KQ9BRJ9protein_codingdeleterious_low_confidence(0)possibly_damaging(0.826)TCGA-ET-A25R-01Thyroidthyroid carcinomaFemale<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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