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:000188922LiverHCCliver development108/7958147/187232.16e-141.41e-12108
GO:006100822LiverHCChepaticobiliary system development109/7958150/187235.72e-143.42e-12109
GO:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:004873222LiverHCCgland development242/7958436/187232.26e-085.28e-07242
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
GO:003011121LiverHCCregulation of Wnt signaling pathway180/7958328/187233.62e-064.72e-05180
GO:006007021LiverHCCcanonical Wnt signaling pathway162/7958303/187237.00e-056.32e-04162
GO:006082821LiverHCCregulation of canonical Wnt signaling pathway137/7958253/187231.15e-049.70e-04137
GO:006056011LiverHCCdevelopmental growth involved in morphogenesis124/7958234/187237.37e-044.47e-03124
GO:00074921LiverHCCendoderm development43/795877/187231.24e-024.51e-0243
GO:000166721LiverHCCameboidal-type cell migration226/7958475/187231.35e-024.81e-02226
GO:004873219ProstateTumorgland development132/3246436/187231.40e-111.04e-09132
GO:001605514ProstateTumorWnt signaling pathway131/3246444/187231.16e-107.11e-09131
GO:019873814ProstateTumorcell-cell signaling by wnt131/3246446/187231.61e-109.69e-09131
GO:003011114ProstateTumorregulation of Wnt signaling pathway99/3246328/187235.92e-092.34e-0799
GO:000166718ProstateTumorameboidal-type cell migration130/3246475/187232.36e-088.09e-07130
GO:006082814ProstateTumorregulation of canonical Wnt signaling pathway79/3246253/187234.01e-081.25e-0679
GO:000315815ProstateTumorendothelium development50/3246136/187234.60e-081.42e-0650
GO:004544614ProstateTumorendothelial cell differentiation45/3246118/187236.08e-081.80e-0645
GO:006007014ProstateTumorcanonical Wnt signaling pathway87/3246303/187235.49e-071.17e-0587
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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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