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: MKL1

Gene summary for MKL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MKL1

Gene ID

57591

Gene namemyocardin related transcription factor A
Gene AliasBSAC
Cytomap22q13.1-q13.2
Gene Typeprotein-coding
GO ID

GO:0002009

UniProtAcc

A4FUJ8


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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
57591MKL1HTA11_3410_2000001011HumanColorectumAD5.26e-35-7.87e-010.0155
57591MKL1HTA11_2487_2000001011HumanColorectumSER2.63e-21-7.87e-01-0.1808
57591MKL1HTA11_2951_2000001011HumanColorectumAD3.56e-05-7.87e-010.0216
57591MKL1HTA11_1938_2000001011HumanColorectumAD1.96e-16-7.87e-01-0.0811
57591MKL1HTA11_78_2000001011HumanColorectumAD7.21e-25-7.87e-01-0.1088
57591MKL1HTA11_347_2000001011HumanColorectumAD1.87e-37-7.87e-01-0.1954
57591MKL1HTA11_411_2000001011HumanColorectumSER4.78e-03-7.87e-01-0.2602
57591MKL1HTA11_2112_2000001011HumanColorectumSER2.06e-04-7.87e-01-0.2196
57591MKL1HTA11_3361_2000001011HumanColorectumAD4.94e-17-7.87e-01-0.1207
57591MKL1HTA11_83_2000001011HumanColorectumSER8.24e-14-7.87e-01-0.1526
57591MKL1HTA11_696_2000001011HumanColorectumAD1.49e-43-7.87e-01-0.1464
57591MKL1HTA11_866_2000001011HumanColorectumAD8.59e-39-7.87e-01-0.1001
57591MKL1HTA11_1391_2000001011HumanColorectumAD1.13e-28-7.87e-01-0.059
57591MKL1HTA11_2992_2000001011HumanColorectumSER1.15e-06-7.87e-01-0.1706
57591MKL1HTA11_5212_2000001011HumanColorectumAD9.45e-08-7.87e-01-0.2061
57591MKL1HTA11_5216_2000001011HumanColorectumSER3.56e-05-7.87e-01-0.1462
57591MKL1HTA11_546_2000001011HumanColorectumAD4.90e-12-7.87e-01-0.0842
57591MKL1HTA11_9341_2000001011HumanColorectumSER4.78e-03-7.87e-01-0.00410000000000005
57591MKL1HTA11_7862_2000001011HumanColorectumAD7.45e-10-7.87e-01-0.0179
57591MKL1HTA11_866_3004761011HumanColorectumAD4.25e-31-7.87e-010.096
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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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
MKL1SNVMissense_Mutationnovelc.70N>Tp.Arg24Cysp.R24Cprotein_codingdeleterious(0)probably_damaging(0.952)TCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
MKL1SNVMissense_Mutationc.307G>Ap.Asp103Asnp.D103Nprotein_codingdeleterious(0)possibly_damaging(0.901)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MKL1deletionFrame_Shift_Delnovelc.961delCp.Gln321ArgfsTer51p.Q321Rfs*51protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
MKL1SNVMissense_Mutationnovelc.1100N>Gp.Asn367Serp.N367Sprotein_codingtolerated(0.26)benign(0.052)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MKL1SNVMissense_Mutationrs149542196c.466N>Ap.Asp156Asnp.D156Nprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MKL1SNVMissense_Mutationnovelc.2749G>Ap.Asp917Asnp.D917Nprotein_codingdeleterious(0)possibly_damaging(0.76)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
MKL1SNVMissense_Mutationrs138116355c.481N>Ap.Glu161Lysp.E161Kprotein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MKL1SNVMissense_Mutationc.1155N>Ap.Met385Ilep.M385Iprotein_codingdeleterious(0.02)benign(0.155)TCGA-EK-A2R7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MKL1deletionFrame_Shift_Delnovelc.867delNp.Met290TrpfsTer82p.M290Wfs*82protein_codingTCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MKL1insertionFrame_Shift_Insnovelc.836_837insCp.Asp280GlyfsTer72p.D280Gfs*72protein_codingTCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
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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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