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: PGAP4

Gene summary for PGAP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PGAP4

Gene ID

84302

Gene namepost-GPI attachment to proteins GalNAc transferase 4
Gene AliasC9orf125
Cytomap9q31.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A0A024R188


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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
84302PGAP4HTA11_2487_2000001011HumanColorectumSER2.44e-051.62e-01-0.1808
84302PGAP4HTA11_2951_2000001011HumanColorectumAD3.34e-042.52e-010.0216
84302PGAP4HTA11_1938_2000001011HumanColorectumAD6.59e-072.21e-01-0.0811
84302PGAP4HTA11_78_2000001011HumanColorectumAD8.38e-102.91e-01-0.1088
84302PGAP4HTA11_347_2000001011HumanColorectumAD1.45e-163.32e-01-0.1954
84302PGAP4HTA11_411_2000001011HumanColorectumSER4.01e-043.68e-01-0.2602
84302PGAP4HTA11_83_2000001011HumanColorectumSER2.04e-021.35e-01-0.1526
84302PGAP4HTA11_696_2000001011HumanColorectumAD9.36e-061.63e-01-0.1464
84302PGAP4HTA11_866_2000001011HumanColorectumAD4.25e-051.23e-01-0.1001
84302PGAP4HTA11_1391_2000001011HumanColorectumAD9.83e-031.24e-01-0.059
84302PGAP4HTA11_2992_2000001011HumanColorectumSER1.51e-042.87e-01-0.1706
84302PGAP4HTA11_5212_2000001011HumanColorectumAD3.03e-032.15e-01-0.2061
84302PGAP4HTA11_5216_2000001011HumanColorectumSER3.40e-032.52e-01-0.1462
84302PGAP4HTA11_7862_2000001011HumanColorectumAD1.96e-032.52e-01-0.0179
84302PGAP4HTA11_866_3004761011HumanColorectumAD2.51e-029.43e-020.096
84302PGAP4HTA11_6801_2000001011HumanColorectumSER1.41e-064.69e-010.0171
84302PGAP4HTA11_7696_3000711011HumanColorectumAD2.00e-051.44e-010.0674
84302PGAP4HTA11_7469_2000001011HumanColorectumAD1.27e-096.37e-01-0.0124
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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:0006650ColorectumADglycerophospholipid metabolic process83/3918306/187235.40e-033.55e-0283
GO:0006644ColorectumADphospholipid metabolic process101/3918383/187235.80e-033.67e-02101
GO:0045017ColorectumADglycerolipid biosynthetic process69/3918252/187238.33e-034.88e-0269
GO:0046486ColorectumSERglycerolipid metabolic process82/2897392/187232.26e-032.17e-0282
GO:00066441ColorectumSERphospholipid metabolic process79/2897383/187233.94e-033.24e-0279
GO:00450171ColorectumSERglycerolipid biosynthetic process55/2897252/187234.47e-033.56e-0255
GO:00066501ColorectumSERglycerophospholipid metabolic process64/2897306/187236.41e-034.60e-0264
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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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