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: CERT1

Gene summary for CERT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CERT1

Gene ID

10087

Gene nameceramide transporter 1
Gene AliasCERT
Cytomap5q13.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9Y5P4


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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
10087CERT1HTA11_3410_2000001011HumanColorectumAD1.92e-092.13e-010.0155
10087CERT1HTA11_2487_2000001011HumanColorectumSER1.32e-082.75e-01-0.1808
10087CERT1HTA11_2951_2000001011HumanColorectumAD3.40e-022.22e-010.0216
10087CERT1HTA11_1938_2000001011HumanColorectumAD1.06e-195.72e-01-0.0811
10087CERT1HTA11_78_2000001011HumanColorectumAD1.83e-276.13e-01-0.1088
10087CERT1HTA11_347_2000001011HumanColorectumAD1.10e-468.26e-01-0.1954
10087CERT1HTA11_411_2000001011HumanColorectumSER2.50e-116.00e-01-0.2602
10087CERT1HTA11_2112_2000001011HumanColorectumSER1.71e-033.07e-01-0.2196
10087CERT1HTA11_3361_2000001011HumanColorectumAD2.57e-072.99e-01-0.1207
10087CERT1HTA11_83_2000001011HumanColorectumSER4.13e-103.34e-01-0.1526
10087CERT1HTA11_696_2000001011HumanColorectumAD7.63e-193.37e-01-0.1464
10087CERT1HTA11_866_2000001011HumanColorectumAD9.02e-224.08e-01-0.1001
10087CERT1HTA11_1391_2000001011HumanColorectumAD2.20e-224.99e-01-0.059
10087CERT1HTA11_2992_2000001011HumanColorectumSER1.72e-053.10e-01-0.1706
10087CERT1HTA11_5212_2000001011HumanColorectumAD8.16e-073.22e-01-0.2061
10087CERT1HTA11_5216_2000001011HumanColorectumSER3.03e-063.63e-01-0.1462
10087CERT1HTA11_546_2000001011HumanColorectumAD4.83e-083.33e-01-0.0842
10087CERT1HTA11_866_3004761011HumanColorectumAD1.51e-051.77e-010.096
10087CERT1HTA11_8622_2000001021HumanColorectumSER1.13e-053.07e-010.0528
10087CERT1HTA11_7663_2000001011HumanColorectumSER6.70e-115.64e-010.0131
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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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0034976ColorectumADresponse to endoplasmic reticulum stress90/3918256/187238.48e-084.28e-0690
GO:0001701ColorectumADin utero embryonic development110/3918367/187232.36e-054.62e-04110
GO:0070584ColorectumADmitochondrion morphogenesis12/391821/187233.02e-043.62e-0312
GO:0007029ColorectumADendoplasmic reticulum organization31/391887/187231.08e-031.00e-0231
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0006869ColorectumADlipid transport108/3918398/187231.67e-031.39e-02108
GO:0042886ColorectumADamide transport83/3918301/187233.37e-032.46e-0283
GO:0015748ColorectumADorganophosphate ester transport42/3918140/187237.04e-034.31e-0242
GO:00349761ColorectumSERresponse to endoplasmic reticulum stress74/2897256/187233.01e-082.05e-0674
GO:00705841ColorectumSERmitochondrion morphogenesis9/289721/187232.50e-032.33e-029
GO:00017011ColorectumSERin utero embryonic development77/2897367/187232.77e-032.48e-0277
GO:0003012ColorectumSERmuscle system process92/2897452/187232.98e-032.63e-0292
GO:00070291ColorectumSERendoplasmic reticulum organization23/289787/187235.77e-034.23e-0223
GO:003497616EndometriumAEHresponse to endoplasmic reticulum stress62/2100256/187232.88e-092.13e-0762
GO:00017019EndometriumAEHin utero embryonic development73/2100367/187237.18e-072.63e-0573
GO:00030126EndometriumAEHmuscle system process78/2100452/187236.89e-051.06e-0378
GO:00030072EndometriumAEHheart morphogenesis45/2100246/187236.41e-046.23e-0345
GO:0006936EndometriumAEHmuscle contraction59/2100347/187237.32e-046.99e-0359
GO:003497617EndometriumEECresponse to endoplasmic reticulum stress63/2168256/187233.84e-092.71e-0763
GO:000170114EndometriumEECin utero embryonic development75/2168367/187235.86e-072.16e-0575
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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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