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: SLC15A1

Gene summary for SLC15A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC15A1

Gene ID

6564

Gene namesolute carrier family 15 member 1
Gene AliasHPECT1
Cytomap13q32.2-q32.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

B2CQT6


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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
6564SLC15A1NAFLD1HumanLiverNAFLD1.18e-101.07e+00-0.04
6564SLC15A1HCC1_MengHumanLiverHCC3.26e-18-8.03e-020.0246
6564SLC15A1HCC2_MengHumanLiverHCC7.94e-04-2.43e-020.0107
6564SLC15A1HCC2HumanLiverHCC1.12e-042.67e+000.5341
6564SLC15A1S028HumanLiverHCC3.22e-022.52e-010.2503
6564SLC15A1S029HumanLiverHCC1.82e-074.12e-010.2581
6564SLC15A1Pat01-BHumanStomachGC3.29e-519.79e-010.5754
6564SLC15A1Pat03-BHumanStomachGC9.48e-266.54e-010.3693
6564SLC15A1Pat17-BHumanStomachGC2.00e-062.68e-010.3109
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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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗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:19026007LiverHCCproton transmembrane transport87/7958157/187237.27e-044.42e-0387
GO:19026006StomachGCproton transmembrane transport35/1159157/187232.33e-115.06e-0935
GO:00158335StomachGCpeptide transport32/1159264/187232.13e-043.61e-0332
GO:00428863StomachGCamide transport34/1159301/187235.16e-047.28e-0334
GO:0006857StomachGColigopeptide transport5/115916/187232.21e-032.18e-025
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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
SLC15A1SNVMissense_Mutationnovelc.1880N>Ap.Ala627Aspp.A627DP46059protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A8OR-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC15A1SNVMissense_Mutationrs199996553c.160N>Ap.Ala54Thrp.A54TP46059protein_codingtolerated(0.26)benign(0.036)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
SLC15A1SNVMissense_Mutationc.1774N>Tp.Thr592Serp.T592SP46059protein_codingtolerated(0.09)probably_damaging(0.999)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC15A1SNVMissense_Mutationc.896N>Tp.Gln299Leup.Q299LP46059protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC15A1SNVMissense_Mutationc.933N>Ap.Met311Ilep.M311IP46059protein_codingdeleterious(0)possibly_damaging(0.877)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SLC15A1SNVMissense_Mutationnovelc.1059N>Gp.Phe353Leup.F353LP46059protein_codingtolerated(0.51)benign(0)TCGA-EW-A3E8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
SLC15A1insertionNonsense_Mutationnovelc.1486_1487insGTCTGCCTACTGTGGTTTGTGAAAATGTTAATATTGGAGCAAGGTp.Glu496delinsGlyLeuProThrValValCysGluAsnValAsnIleGlyAlaArgTerp.E496delinsGLPTVVCENVNIGAR*P46059protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
SLC15A1SNVMissense_Mutationrs372092782c.1180G>Ap.Glu394Lysp.E394KP46059protein_codingtolerated(0.07)possibly_damaging(0.531)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
SLC15A1SNVMissense_Mutationrs764058347c.1906N>Ap.Val636Metp.V636MP46059protein_codingdeleterious(0)probably_damaging(0.965)TCGA-DG-A2KL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SLC15A1SNVMissense_Mutationnovelc.978N>Cp.Gln326Hisp.Q326HP46059protein_codingdeleterious(0)probably_damaging(0.997)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
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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
6564SLC15A1DRUGGABLE GENOME, TRANSPORTERinhibitor178101226
6564SLC15A1DRUGGABLE GENOME, TRANSPORTERhmg coa reductase inhibitors
6564SLC15A1DRUGGABLE GENOME, TRANSPORTERinhibitor178101414
6564SLC15A1DRUGGABLE GENOME, TRANSPORTER178101319
6564SLC15A1DRUGGABLE GENOME, TRANSPORTER178101375
6564SLC15A1DRUGGABLE GENOME, TRANSPORTERGLYCYLSARCOSINEGLYCYLSARCOSINE22584254
6564SLC15A1DRUGGABLE GENOME, TRANSPORTERfluvastatinFLUVASTATIN
6564SLC15A1DRUGGABLE GENOME, TRANSPORTERACYCLOVIRACYCLOVIR12821497
6564SLC15A1DRUGGABLE GENOME, TRANSPORTER178101217
6564SLC15A1DRUGGABLE GENOME, TRANSPORTERinhibitor329968426
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