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: PLAAT4

Gene summary for PLAAT4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLAAT4

Gene ID

5920

Gene namephospholipase A and acyltransferase 4
Gene AliasHRASLS4
Cytomap11q12.3
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q9UL19


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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
5920PLAAT4HTA11_2487_2000001011HumanColorectumSER1.14e-021.53e-01-0.1808
5920PLAAT4HTA11_411_2000001011HumanColorectumSER1.20e-079.77e-01-0.2602
5920PLAAT4HTA11_2112_2000001011HumanColorectumSER1.29e-051.14e+00-0.2196
5920PLAAT4HTA11_866_2000001011HumanColorectumAD1.71e-021.35e-01-0.1001
5920PLAAT4HTA11_1391_2000001011HumanColorectumAD3.65e-102.74e-01-0.059
5920PLAAT4HTA11_2992_2000001011HumanColorectumSER1.09e-022.39e-01-0.1706
5920PLAAT4HTA11_5212_2000001011HumanColorectumAD5.12e-055.32e-01-0.2061
5920PLAAT4HTA11_866_3004761011HumanColorectumAD1.51e-051.54e-010.096
5920PLAAT4AEH-subject1HumanEndometriumAEH7.69e-123.11e-01-0.3059
5920PLAAT4AEH-subject2HumanEndometriumAEH9.76e-174.34e-01-0.2525
5920PLAAT4AEH-subject3HumanEndometriumAEH1.17e-285.87e-01-0.2576
5920PLAAT4AEH-subject4HumanEndometriumAEH3.63e-174.68e-01-0.2657
5920PLAAT4AEH-subject5HumanEndometriumAEH8.15e-112.36e-01-0.2953
5920PLAAT4EEC-subject1HumanEndometriumEEC3.87e-052.09e-01-0.2682
5920PLAAT4EEC-subject2HumanEndometriumEEC1.73e-275.75e-01-0.2607
5920PLAAT4EEC-subject4HumanEndometriumEEC7.80e-306.19e-01-0.2571
5920PLAAT4EEC-subject5HumanEndometriumEEC2.44e-204.77e-01-0.249
5920PLAAT4LZE2DHumanEsophagusHGIN1.57e-047.22e-010.0642
5920PLAAT4LZE3DHumanEsophagusHGIN6.21e-055.85e-010.0668
5920PLAAT4LZE4THumanEsophagusESCC9.66e-094.66e-010.0811
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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
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:0016042ColorectumADlipid catabolic process97/3918320/187234.31e-057.56e-0497
GO:0009913ColorectumADepidermal cell differentiation58/3918202/187235.16e-033.42e-0258
GO:0006650ColorectumADglycerophospholipid metabolic process83/3918306/187235.40e-033.55e-0283
GO:0006644ColorectumADphospholipid metabolic process101/3918383/187235.80e-033.67e-02101
GO:0008544ColorectumADepidermis development87/3918324/187235.99e-033.76e-0287
GO:00160421ColorectumSERlipid catabolic process77/2897320/187233.52e-059.18e-0477
GO:0046486ColorectumSERglycerolipid metabolic process82/2897392/187232.26e-032.17e-0282
GO:00066441ColorectumSERphospholipid metabolic process79/2897383/187233.94e-033.24e-0279
GO:00066501ColorectumSERglycerophospholipid metabolic process64/2897306/187236.41e-034.60e-0264
GO:00308564EndometriumAEHregulation of epithelial cell differentiation33/2100154/187231.81e-042.32e-0333
GO:00456823EndometriumAEHregulation of epidermis development16/210065/187231.81e-031.44e-0216
GO:00435885EndometriumAEHskin development45/2100263/187232.58e-031.90e-0245
GO:00456043EndometriumAEHregulation of epidermal cell differentiation14/210058/187234.12e-032.73e-0214
GO:00085447EndometriumAEHepidermis development52/2100324/187235.00e-033.14e-0252
GO:00456164EndometriumAEHregulation of keratinocyte differentiation10/210037/187236.23e-033.70e-0210
GO:003085613EndometriumEECregulation of epithelial cell differentiation34/2168154/187231.47e-041.87e-0334
GO:004568212EndometriumEECregulation of epidermis development16/216865/187232.51e-031.83e-0216
GO:004358814EndometriumEECskin development45/2168263/187234.69e-032.99e-0245
GO:004560412EndometriumEECregulation of epidermal cell differentiation14/216858/187235.49e-033.33e-0214
GO:000854414EndometriumEECepidermis development53/2168324/187235.92e-033.54e-0253
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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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