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: MEAK7

Gene summary for MEAK7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MEAK7

Gene ID

57707

Gene nameMTOR associated protein, eak-7 homolog
Gene AliasEAK7
Cytomap16q24.1
Gene Typeprotein-coding
GO ID

GO:0001101

UniProtAcc

A8K5C2


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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
57707MEAK7HTA11_2487_2000001011HumanColorectumSER8.42e-051.89e-01-0.1808
57707MEAK7HTA11_78_2000001011HumanColorectumAD6.11e-041.53e-01-0.1088
57707MEAK7HTA11_347_2000001011HumanColorectumAD7.64e-061.55e-01-0.1954
57707MEAK7HTA11_411_2000001011HumanColorectumSER2.78e-055.38e-01-0.2602
57707MEAK7HTA11_83_2000001011HumanColorectumSER8.73e-041.63e-01-0.1526
57707MEAK7HTA11_696_2000001011HumanColorectumAD9.36e-061.43e-01-0.1464
57707MEAK7HTA11_866_2000001011HumanColorectumAD8.62e-041.19e-01-0.1001
57707MEAK7HTA11_1391_2000001011HumanColorectumAD3.47e-061.82e-01-0.059
57707MEAK7HTA11_866_3004761011HumanColorectumAD2.51e-021.00e-010.096
57707MEAK7HTA11_7696_3000711011HumanColorectumAD1.82e-031.37e-010.0674
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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
∗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:1903829ColorectumADpositive regulation of cellular protein localization110/3918276/187234.58e-138.44e-11110
GO:0006979ColorectumADresponse to oxidative stress145/3918446/187235.16e-093.23e-07145
GO:0032868ColorectumADresponse to insulin91/3918264/187232.02e-078.48e-0691
GO:0062197ColorectumADcellular response to chemical stress109/3918337/187235.33e-071.95e-05109
GO:0070997ColorectumADneuron death114/3918361/187231.13e-063.72e-05114
GO:0034599ColorectumADcellular response to oxidative stress94/3918288/187232.03e-066.02e-0594
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:1901214ColorectumADregulation of neuron death99/3918319/187231.26e-052.76e-0499
GO:1901215ColorectumADnegative regulation of neuron death67/3918208/187238.81e-051.35e-0367
GO:0072665ColorectumADprotein localization to vacuole27/391867/187232.40e-043.04e-0327
GO:0036473ColorectumADcell death in response to oxidative stress35/391895/187232.58e-043.24e-0335
GO:1903203ColorectumADregulation of oxidative stress-induced neuron death14/391827/187233.72e-044.29e-0314
GO:1903204ColorectumADnegative regulation of oxidative stress-induced neuron death11/391819/187234.66e-045.15e-0311
GO:0036475ColorectumADneuron death in response to oxidative stress15/391831/187236.02e-046.33e-0315
GO:1903201ColorectumADregulation of oxidative stress-induced cell death28/391874/187236.29e-046.52e-0328
GO:1902882ColorectumADregulation of response to oxidative stress34/391898/187231.09e-031.01e-0234
GO:0061462ColorectumADprotein localization to lysosome19/391846/187231.36e-031.19e-0219
GO:1900407ColorectumADregulation of cellular response to oxidative stress31/391889/187231.65e-031.38e-0231
GO:1903202ColorectumADnegative regulation of oxidative stress-induced cell death20/391853/187233.71e-032.62e-0220
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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
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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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