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: MARCHF6

Gene summary for MARCHF6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MARCHF6

Gene ID

10299

Gene namemembrane associated ring-CH-type finger 6
Gene AliasDOA10
Cytomap5p15.2
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

O60337


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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
10299MARCHF6HTA11_3410_2000001011HumanColorectumAD5.38e-203.81e-010.0155
10299MARCHF6HTA11_2487_2000001011HumanColorectumSER1.04e-357.77e-01-0.1808
10299MARCHF6HTA11_2951_2000001011HumanColorectumAD3.40e-023.08e-010.0216
10299MARCHF6HTA11_1938_2000001011HumanColorectumAD7.66e-369.32e-01-0.0811
10299MARCHF6HTA11_78_2000001011HumanColorectumAD3.21e-441.12e+00-0.1088
10299MARCHF6HTA11_347_2000001011HumanColorectumAD1.36e-801.21e+00-0.1954
10299MARCHF6HTA11_411_2000001011HumanColorectumSER6.89e-141.00e+00-0.2602
10299MARCHF6HTA11_2112_2000001011HumanColorectumSER7.77e-167.74e-01-0.2196
10299MARCHF6HTA11_3361_2000001011HumanColorectumAD1.74e-185.11e-01-0.1207
10299MARCHF6HTA11_83_2000001011HumanColorectumSER1.07e-205.74e-01-0.1526
10299MARCHF6HTA11_696_2000001011HumanColorectumAD1.38e-325.86e-01-0.1464
10299MARCHF6HTA11_866_2000001011HumanColorectumAD8.87e-466.84e-01-0.1001
10299MARCHF6HTA11_1391_2000001011HumanColorectumAD2.05e-357.67e-01-0.059
10299MARCHF6HTA11_2992_2000001011HumanColorectumSER2.54e-114.85e-01-0.1706
10299MARCHF6HTA11_5212_2000001011HumanColorectumAD2.50e-187.16e-01-0.2061
10299MARCHF6HTA11_5216_2000001011HumanColorectumSER3.35e-177.98e-01-0.1462
10299MARCHF6HTA11_546_2000001011HumanColorectumAD4.57e-205.67e-01-0.0842
10299MARCHF6HTA11_9341_2000001011HumanColorectumSER2.78e-053.68e-01-0.00410000000000005
10299MARCHF6HTA11_7862_2000001011HumanColorectumAD5.05e-175.56e-01-0.0179
10299MARCHF6HTA11_866_3004761011HumanColorectumAD1.61e-356.73e-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
∗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:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:0034976ColorectumADresponse to endoplasmic reticulum stress90/3918256/187238.48e-084.28e-0690
GO:0000209ColorectumADprotein polyubiquitination78/3918236/187238.71e-062.06e-0478
GO:0070936ColorectumADprotein K48-linked ubiquitination27/391865/187231.31e-041.88e-0327
GO:0036503ColorectumADERAD pathway34/3918107/187235.57e-033.63e-0234
GO:00104981ColorectumSERproteasomal protein catabolic process132/2897490/187233.08e-115.55e-09132
GO:00349761ColorectumSERresponse to endoplasmic reticulum stress74/2897256/187233.01e-082.05e-0674
GO:00431611ColorectumSERproteasome-mediated ubiquitin-dependent protein catabolic process105/2897412/187237.48e-084.70e-06105
GO:00002091ColorectumSERprotein polyubiquitination58/2897236/187231.69e-043.18e-0358
GO:00365031ColorectumSERERAD pathway28/2897107/187232.92e-032.59e-0228
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041412ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041413ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
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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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