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: LTC4S

Gene summary for LTC4S

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LTC4S

Gene ID

4056

Gene nameleukotriene C4 synthase
Gene AliasLTC4S
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0001676

UniProtAcc

Q16873


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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
4056LTC4SCA_HPV_1HumanCervixCC2.50e-26-8.33e-010.0264
4056LTC4SCA_HPV_3HumanCervixCC1.99e-05-3.49e-010.0414
4056LTC4SN_HPV_2HumanCervixN_HPV5.88e-10-6.23e-01-0.0131
4056LTC4SCCI_1HumanCervixCC3.11e-09-1.01e+000.528
4056LTC4SCCI_2HumanCervixCC1.96e-08-1.01e+000.5249
4056LTC4SCCI_3HumanCervixCC1.90e-12-1.01e+000.516
4056LTC4SCCII_1HumanCervixCC2.31e-17-1.01e+000.3249
4056LTC4STumorHumanCervixCC4.20e-37-1.00e+000.1241
4056LTC4Ssample1HumanCervixCC1.01e-11-9.86e-010.0959
4056LTC4Ssample3HumanCervixCC7.77e-37-9.73e-010.1387
4056LTC4SH2HumanCervixHSIL_HPV3.78e-27-9.09e-010.0632
4056LTC4SL1HumanCervixCC1.93e-15-9.91e-010.0802
4056LTC4ST1HumanCervixCC1.16e-23-9.66e-010.0918
4056LTC4ST2HumanCervixCC8.54e-04-7.86e-010.0709
4056LTC4ST3HumanCervixCC8.76e-32-9.66e-010.1389
4056LTC4SC08HumanOral cavityOSCC1.90e-021.09e-010.1919
4056LTC4SC09HumanOral cavityOSCC6.81e-063.09e-010.1431
4056LTC4SEOLP-1HumanOral cavityEOLP9.69e-095.65e-01-0.0202
4056LTC4SEOLP-2HumanOral cavityEOLP2.17e-301.12e+00-0.0203
4056LTC4SSYSMH1HumanOral cavityOSCC2.86e-057.05e-020.1127
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid 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:00988699CervixCCcellular oxidant detoxification30/2311101/187232.72e-067.93e-0530
GO:19907489CervixCCcellular detoxification30/2311116/187235.34e-057.94e-0430
GO:00972379CervixCCcellular response to toxic substance31/2311124/187238.09e-051.10e-0331
GO:00096369CervixCCresponse to toxic substance52/2311262/187233.34e-043.52e-0352
GO:00987549CervixCCdetoxification33/2311152/187237.97e-047.00e-0333
GO:00464564CervixCCicosanoid biosynthetic process15/231156/187232.60e-031.80e-0215
GO:004645611CervixHSIL_HPVicosanoid biosynthetic process10/73756/187235.80e-051.40e-0310
GO:000963614CervixHSIL_HPVresponse to toxic substance24/737262/187231.14e-042.36e-0324
GO:009886914CervixHSIL_HPVcellular oxidant detoxification13/737101/187231.64e-043.14e-0313
GO:009875414CervixHSIL_HPVdetoxification16/737152/187233.32e-045.31e-0316
GO:009723714CervixHSIL_HPVcellular response to toxic substance14/737124/187233.76e-045.89e-0314
GO:199074814CervixHSIL_HPVcellular detoxification13/737116/187236.46e-048.85e-0313
GO:00066907CervixHSIL_HPVicosanoid metabolic process12/737123/187233.36e-033.04e-0212
GO:000963624CervixN_HPVresponse to toxic substance27/534262/187239.00e-091.71e-0627
GO:009886924CervixN_HPVcellular oxidant detoxification13/534101/187235.89e-062.15e-0413
GO:009723724CervixN_HPVcellular response to toxic substance14/534124/187231.22e-054.06e-0414
GO:199074824CervixN_HPVcellular detoxification13/534116/187232.69e-057.30e-0413
GO:009875424CervixN_HPVdetoxification15/534152/187233.05e-058.02e-0415
GO:004645621CervixN_HPVicosanoid biosynthetic process7/53456/187231.02e-031.20e-027
GO:000963618Oral cavityOSCCresponse to toxic substance137/7305262/187237.94e-068.52e-05137
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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
LTC4SSNVMissense_Mutationnovelc.68C>Ap.Ser23Tyrp.S23YQ16873protein_codingdeleterious(0)possibly_damaging(0.726)TCGA-56-8504-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
LTC4SSNVMissense_Mutationrs370555009c.10G>Ap.Glu4Lysp.E4KQ16873protein_codingtolerated(0.16)benign(0.097)TCGA-YL-A8S8-01Prostateprostate adenocarcinomaMale>=659UnknownUnknownPD
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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
4056LTC4SENZYME, DRUGGABLE GENOMEinhibitor385612238
4056LTC4SENZYME, DRUGGABLE GENOMEUS20160326143, 3
4056LTC4SENZYME, DRUGGABLE GENOMEmontelukastMONTELUKAST
4056LTC4SENZYME, DRUGGABLE GENOMEinhibitor252827532
4056LTC4SENZYME, DRUGGABLE GENOMEinhibitor336446942
4056LTC4SENZYME, DRUGGABLE GENOMEinhibitor336446941
4056LTC4SENZYME, DRUGGABLE GENOMEUS20160326143, 28
4056LTC4SENZYME, DRUGGABLE GENOMEUS20160326143, 38
4056LTC4SENZYME, DRUGGABLE GENOMEaspirinASPIRIN19862937,15100686,16433794
4056LTC4SENZYME, DRUGGABLE GENOMEUS20160326143, 50
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