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: SLC6A19

Gene summary for SLC6A19

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC6A19

Gene ID

340024

Gene namesolute carrier family 6 member 19
Gene AliasB0AT1
Cytomap5p15.33
Gene Typeprotein-coding
GO ID

GO:0003333

UniProtAcc

Q695T7


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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
340024SLC6A19Pat01-BHumanStomachGC1.20e-529.96e-010.5754
340024SLC6A19Pat03-BHumanStomachGC5.15e-286.76e-010.3693
340024SLC6A19Pat17-BHumanStomachGC2.71e-073.82e-010.3109
340024SLC6A19SIM_1HumanStomachSIM6.82e-043.02e-010.3573
340024SLC6A19SIM_4HumanStomachSIM5.40e-042.47e-010.2664
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00316676StomachGCresponse to nutrient levels56/1159474/187232.47e-061.06e-0456
GO:0007584StomachGCresponse to nutrient20/1159174/187235.58e-034.33e-0220
GO:00316675StomachSIMresponse to nutrient levels40/708474/187231.97e-061.02e-0440
GO:00075843StomachSIMresponse to nutrient15/708174/187232.56e-032.54e-0215
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04978StomachGCMineral absorption15/70860/84658.88e-059.80e-046.90e-0415
hsa049781StomachGCMineral absorption15/70860/84658.88e-059.80e-046.90e-0415
hsa049788StomachSIMMineral absorption11/46560/84653.61e-043.41e-032.74e-0311
hsa049789StomachSIMMineral absorption11/46560/84653.61e-043.41e-032.74e-0311
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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
SLC6A19SNVMissense_Mutationnovelc.1820N>Ap.Arg607Lysp.R607KQ695T7protein_codingtolerated(0.35)benign(0.006)TCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC6A19SNVMissense_Mutationc.470N>Gp.Glu157Glyp.E157GQ695T7protein_codingtolerated(0.38)benign(0.005)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SLC6A19deletionFrame_Shift_Delnovelc.1795delNp.Gly599AlafsTer22p.G599Afs*22Q695T7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SLC6A19SNVMissense_Mutationnovelc.289C>Tp.Arg97Trpp.R97WQ695T7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC6A19SNVMissense_Mutationrs377603594c.610G>Ap.Ala204Thrp.A204TQ695T7protein_codingdeleterious(0.02)benign(0.192)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC6A19SNVMissense_Mutationrs201050149c.739G>Ap.Ala247Thrp.A247TQ695T7protein_codingdeleterious(0)possibly_damaging(0.871)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC6A19SNVMissense_Mutationrs142164435c.982C>Tp.Arg328Cysp.R328CQ695T7protein_codingdeleterious(0)benign(0.329)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC6A19SNVMissense_Mutationrs146143094c.1177G>Ap.Val393Metp.V393MQ695T7protein_codingdeleterious(0)benign(0.223)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC6A19SNVMissense_Mutationc.927N>Gp.Ile309Metp.I309MQ695T7protein_codingdeleterious(0)probably_damaging(0.936)TCGA-C5-A1BM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SLC6A19SNVMissense_Mutationnovelc.289N>Tp.Arg97Trpp.R97WQ695T7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-VS-A94W-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
340024SLC6A19DRUGGABLE GENOME, TRANSPORTERinhibitor223365936BENZATROPINE
340024SLC6A19DRUGGABLE GENOME, TRANSPORTERinhibitor381744938CINROMIDE
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