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: MARK1

Gene summary for MARK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MARK1

Gene ID

4139

Gene namemicrotubule affinity regulating kinase 1
Gene AliasMARK
Cytomap1q41
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

A0A087X0I6


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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
4139MARK1CCI_1HumanCervixCC2.03e-291.61e+000.528
4139MARK1CCI_2HumanCervixCC7.70e-141.01e+000.5249
4139MARK1CCI_3HumanCervixCC1.20e-301.30e+000.516
4139MARK1CCII_1HumanCervixCC6.80e-032.14e-010.3249
4139MARK1AEH-subject1HumanEndometriumAEH1.23e-124.48e-01-0.3059
4139MARK1AEH-subject3HumanEndometriumAEH1.11e-083.63e-01-0.2576
4139MARK1AEH-subject4HumanEndometriumAEH8.21e-104.70e-01-0.2657
4139MARK1AEH-subject5HumanEndometriumAEH5.75e-358.85e-01-0.2953
4139MARK1EEC-subject1HumanEndometriumEEC2.97e-194.88e-01-0.2682
4139MARK1EEC-subject2HumanEndometriumEEC6.57e-072.53e-01-0.2607
4139MARK1EEC-subject3HumanEndometriumEEC1.03e-043.52e-01-0.2525
4139MARK1EEC-subject4HumanEndometriumEEC3.42e-032.36e-01-0.2571
4139MARK1LZE2THumanEsophagusESCC5.90e-047.18e-010.082
4139MARK1LZE4THumanEsophagusESCC5.10e-041.23e-010.0811
4139MARK1LZE7THumanEsophagusESCC3.40e-031.94e-010.0667
4139MARK1LZE22THumanEsophagusESCC7.61e-042.89e-010.068
4139MARK1LZE24THumanEsophagusESCC2.96e-123.30e-010.0596
4139MARK1LZE21THumanEsophagusESCC6.15e-042.81e-010.0655
4139MARK1P1T-EHumanEsophagusESCC6.62e-104.44e-010.0875
4139MARK1P2T-EHumanEsophagusESCC5.10e-336.68e-010.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00163587CervixCCdendrite development58/2311243/187234.52e-071.76e-0558
GO:00109757CervixCCregulation of neuron projection development88/2311445/187234.26e-061.09e-0488
GO:00516567CervixCCestablishment of organelle localization76/2311390/187233.17e-055.21e-0476
GO:00181057CervixCCpeptidyl-serine phosphorylation63/2311315/187236.65e-059.47e-0463
GO:00182096CervixCCpeptidyl-serine modification66/2311338/187239.58e-051.25e-0366
GO:00516541CervixCCestablishment of mitochondrion localization10/231129/187231.74e-031.31e-0210
GO:00516461CervixCCmitochondrion localization13/231150/187236.42e-033.58e-0213
GO:00507733CervixCCregulation of dendrite development22/2311103/187236.75e-033.71e-0222
GO:00516568EndometriumAEHestablishment of organelle localization77/2100390/187234.89e-071.94e-0577
GO:00160558EndometriumAEHWnt signaling pathway85/2100444/187234.99e-071.97e-0585
GO:01987388EndometriumAEHcell-cell signaling by wnt85/2100446/187236.07e-072.29e-0585
GO:00109758EndometriumAEHregulation of neuron projection development75/2100445/187232.01e-042.54e-0375
GO:00163588EndometriumAEHdendrite development46/2100243/187232.56e-043.03e-0346
GO:00017642EndometriumAEHneuron migration31/2100156/187231.08e-039.46e-0331
GO:00181058EndometriumAEHpeptidyl-serine phosphorylation50/2100315/187237.20e-034.13e-0250
GO:001605513EndometriumEECWnt signaling pathway90/2168444/187236.65e-083.50e-0690
GO:019873813EndometriumEECcell-cell signaling by wnt90/2168446/187238.25e-084.23e-0690
GO:005165613EndometriumEECestablishment of organelle localization75/2168390/187236.23e-061.49e-0475
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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
MARK1SNVMissense_Mutationc.2161N>Cp.Glu721Glnp.E721Qprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MARK1SNVMissense_Mutationc.1730G>Tp.Arg577Leup.R577Lprotein_codingdeleterious(0.03)benign(0.421)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
MARK1SNVMissense_Mutationnovelc.422G>Tp.Gly141Valp.G141Vprotein_codingdeleterious(0)probably_damaging(0.96)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
MARK1SNVMissense_Mutationc.618N>Tp.Glu206Aspp.E206Dprotein_codingdeleterious(0)probably_damaging(0.985)TCGA-A8-A08Z-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MARK1SNVMissense_Mutationc.1987C>Tp.Arg663Cysp.R663Cprotein_codingdeleterious(0)probably_damaging(0.91)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MARK1SNVMissense_Mutationc.723N>Tp.Trp241Cysp.W241Cprotein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MARK1SNVMissense_Mutationc.985N>Ap.Asp329Asnp.D329Nprotein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-C8-A12P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MARK1SNVMissense_Mutationc.2116N>Gp.Ser706Glyp.S706Gprotein_codingdeleterious(0)probably_damaging(0.992)TCGA-C8-A12X-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MARK1SNVMissense_Mutationc.1164G>Cp.Gln388Hisp.Q388Hprotein_codingtolerated(0.28)possibly_damaging(0.667)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
MARK1SNVMissense_Mutationc.668N>Tp.Ala223Valp.A223Vprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1XZ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone Therapytamoxiphen+anastrozolumSD
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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
4139MARK1KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMEinhibitor249565590CHEMBL1236539
4139MARK1KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMEinhibitorHESPERADINHESPERADIN19035792
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