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: MARCHF7

Gene summary for MARCHF7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MARCHF7

Gene ID

64844

Gene namemembrane associated ring-CH-type finger 7
Gene AliasAXO
Cytomap2q24.2
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

B7ZAR7


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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
64844MARCHF7HTA11_3410_2000001011HumanColorectumAD2.54e-082.08e-010.0155
64844MARCHF7HTA11_2487_2000001011HumanColorectumSER1.32e-082.58e-01-0.1808
64844MARCHF7HTA11_2951_2000001011HumanColorectumAD3.40e-021.93e-010.0216
64844MARCHF7HTA11_1938_2000001011HumanColorectumAD1.06e-195.17e-01-0.0811
64844MARCHF7HTA11_78_2000001011HumanColorectumAD1.18e-194.85e-01-0.1088
64844MARCHF7HTA11_347_2000001011HumanColorectumAD1.95e-386.45e-01-0.1954
64844MARCHF7HTA11_411_2000001011HumanColorectumSER1.20e-075.69e-01-0.2602
64844MARCHF7HTA11_2112_2000001011HumanColorectumSER1.50e-044.80e-01-0.2196
64844MARCHF7HTA11_3361_2000001011HumanColorectumAD2.57e-072.24e-01-0.1207
64844MARCHF7HTA11_83_2000001011HumanColorectumSER4.13e-103.09e-01-0.1526
64844MARCHF7HTA11_696_2000001011HumanColorectumAD3.84e-224.12e-01-0.1464
64844MARCHF7HTA11_866_2000001011HumanColorectumAD2.11e-213.91e-01-0.1001
64844MARCHF7HTA11_1391_2000001011HumanColorectumAD4.56e-174.83e-01-0.059
64844MARCHF7HTA11_2992_2000001011HumanColorectumSER1.94e-063.10e-01-0.1706
64844MARCHF7HTA11_5216_2000001011HumanColorectumSER3.22e-053.08e-01-0.1462
64844MARCHF7HTA11_546_2000001011HumanColorectumAD2.76e-073.18e-01-0.0842
64844MARCHF7HTA11_7862_2000001011HumanColorectumAD1.12e-063.39e-01-0.0179
64844MARCHF7HTA11_866_3004761011HumanColorectumAD1.67e-102.45e-010.096
64844MARCHF7HTA11_4255_2000001011HumanColorectumSER3.34e-042.80e-010.0446
64844MARCHF7HTA11_8622_2000001021HumanColorectumSER6.14e-042.26e-010.0528
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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:00611361ColorectumSERregulation of proteasomal protein catabolic process62/2897187/187231.28e-091.31e-0762
GO:00316471ColorectumSERregulation of protein stability86/2897298/187232.56e-092.42e-0786
GO:19033201ColorectumSERregulation of protein modification by small protein conjugation or removal70/2897242/187236.84e-084.42e-0670
GO:00508211ColorectumSERprotein stabilization58/2897191/187231.46e-078.59e-0658
GO:00313961ColorectumSERregulation of protein ubiquitination62/2897210/187231.69e-079.71e-0662
GO:00098951ColorectumSERnegative regulation of catabolic process84/2897320/187233.93e-072.06e-0584
GO:20012341ColorectumSERnegative regulation of apoptotic signaling pathway64/2897224/187233.98e-072.06e-0564
GO:20012431ColorectumSERnegative regulation of intrinsic apoptotic signaling pathway35/289798/187236.73e-073.23e-0535
GO:00458611ColorectumSERnegative regulation of proteolysis88/2897351/187231.74e-067.50e-0588
GO:00313301ColorectumSERnegative regulation of cellular catabolic process70/2897262/187231.79e-067.70e-0570
GO:19033631ColorectumSERnegative regulation of cellular protein catabolic process28/289775/187233.17e-061.25e-0428
GO:00421771ColorectumSERnegative regulation of protein catabolic process38/2897121/187238.20e-062.76e-0438
GO:00313971ColorectumSERnegative regulation of protein ubiquitination29/289783/187239.72e-063.22e-0429
GO:19022531ColorectumSERregulation of intrinsic apoptotic signaling pathway by p53 class mediator14/289729/187233.36e-058.85e-0414
GO:19030511ColorectumSERnegative regulation of proteolysis involved in cellular protein catabolic process23/289764/187234.75e-051.18e-0323
GO:19033211ColorectumSERnegative regulation of protein modification by small protein conjugation or removal30/289795/187236.29e-051.46e-0330
GO:00002091ColorectumSERprotein polyubiquitination58/2897236/187231.69e-043.18e-0358
GO:00723311ColorectumSERsignal transduction by p53 class mediator43/2897163/187232.22e-043.90e-0343
GO:19017991ColorectumSERnegative regulation of proteasomal protein catabolic process18/289749/187232.24e-043.91e-0318
GO:00723321ColorectumSERintrinsic apoptotic signaling pathway by p53 class mediator24/289776/187233.29e-045.22e-0324
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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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