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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: SLC15A4

Gene summary for SLC15A4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC15A4

Gene ID

121260

Gene namesolute carrier family 15 member 4
Gene AliasFP12591
Cytomap12q24.33
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

Q8N697


Top

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
121260SLC15A4HCC1_MengHumanLiverHCC3.57e-539.47e-020.0246
121260SLC15A4HCC2_MengHumanLiverHCC4.27e-082.28e-020.0107
121260SLC15A4HCC1HumanLiverHCC1.12e-033.43e+000.5336
121260SLC15A4HCC2HumanLiverHCC2.12e-042.30e+000.5341
121260SLC15A4S027HumanLiverHCC4.74e-077.12e-010.2446
121260SLC15A4S028HumanLiverHCC3.20e-125.97e-010.2503
121260SLC15A4S029HumanLiverHCC1.24e-064.49e-010.2581
121260SLC15A4C04HumanOral cavityOSCC1.47e-042.96e-010.2633
121260SLC15A4C21HumanOral cavityOSCC1.34e-114.37e-010.2678
121260SLC15A4C30HumanOral cavityOSCC8.68e-207.17e-010.3055
121260SLC15A4C43HumanOral cavityOSCC4.12e-099.49e-020.1704
121260SLC15A4C51HumanOral cavityOSCC1.21e-022.78e-010.2674
121260SLC15A4C08HumanOral cavityOSCC4.75e-084.64e-020.1919
121260SLC15A4EOLP-1HumanOral cavityEOLP6.43e-155.35e-01-0.0202
121260SLC15A4NEOLP-3HumanOral cavityNEOLP2.83e-021.49e-01-0.0191
121260SLC15A4SYSMH1HumanOral cavityOSCC6.97e-071.37e-010.1127
121260SLC15A4SYSMH2HumanOral cavityOSCC5.59e-141.58e-010.2326
121260SLC15A4SYSMH3HumanOral cavityOSCC3.01e-173.54e-010.2442
121260SLC15A4SYSMH5HumanOral cavityOSCC1.48e-021.34e-010.0647
121260SLC15A4SYSMH6HumanOral cavityOSCC7.57e-081.44e-010.1275
Page: 1 2 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:003052222LiverHCCintracellular receptor signaling pathway171/7958265/187233.00e-131.61e-11171
GO:000703421LiverHCCvacuolar transport108/7958157/187232.22e-118.69e-10108
GO:00027533LiverHCCcytoplasmic pattern recognition receptor signaling pathway46/795860/187237.37e-081.49e-0646
GO:00022211LiverHCCpattern recognition receptor signaling pathway107/7958172/187231.37e-072.58e-06107
GO:005105221LiverHCCregulation of DNA metabolic process198/7958359/187237.62e-071.17e-05198
GO:000226222LiverHCCmyeloid cell homeostasis93/7958157/187231.67e-051.81e-0493
GO:004887222LiverHCChomeostasis of number of cells147/7958272/187237.48e-056.70e-04147
GO:00028312LiverHCCregulation of response to biotic stimulus173/7958327/187238.55e-057.48e-04173
GO:19026007LiverHCCproton transmembrane transport87/7958157/187237.27e-044.42e-0387
GO:1901264LiverHCCcarbohydrate derivative transport48/795880/187231.19e-036.62e-0348
GO:00358726LiverHCCnucleotide-binding domain, leucine rich repeat containing receptor signaling pathway19/795826/187231.57e-038.23e-0319
GO:00704236LiverHCCnucleotide-binding oligomerization domain containing signaling pathway18/795825/187232.74e-031.31e-0218
GO:0002224LiverHCCtoll-like receptor signaling pathway67/7958121/187232.87e-031.34e-0267
GO:00622072LiverHCCregulation of pattern recognition receptor signaling pathway59/7958105/187233.18e-031.47e-0259
GO:00450881LiverHCCregulation of innate immune response113/7958218/187233.27e-031.50e-02113
GO:0002200LiverHCCsomatic diversification of immune receptors44/795877/187236.70e-032.72e-0244
GO:0016445LiverHCCsomatic diversification of immunoglobulins38/795867/187231.32e-024.73e-0238
GO:005105210Oral cavityOSCCregulation of DNA metabolic process207/7305359/187234.45e-132.17e-11207
GO:000703410Oral cavityOSCCvacuolar transport103/7305157/187231.25e-114.44e-10103
GO:000226220Oral cavityOSCCmyeloid cell homeostasis98/7305157/187232.29e-095.34e-0898
Page: 1 2 3 4 5 6 7 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
SLC15A4SNVMissense_Mutationc.1311N>Tp.Gln437Hisp.Q437HQ8N697protein_codingdeleterious(0)probably_damaging(0.976)TCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
SLC15A4SNVMissense_Mutationnovelc.1709G>Ap.Gly570Aspp.G570DQ8N697protein_codingdeleterious(0.04)benign(0.003)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC15A4SNVMissense_Mutationc.697G>Cp.Val233Leup.V233LQ8N697protein_codingtolerated(0.74)benign(0.037)TCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
SLC15A4deletionFrame_Shift_Delnovelc.711delNp.Phe237LeufsTer28p.F237Lfs*28Q8N697protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SLC15A4SNVMissense_Mutationnovelc.1042C>Tp.His348Tyrp.H348YQ8N697protein_codingdeleterious(0)possibly_damaging(0.874)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
SLC15A4SNVMissense_Mutationc.1420N>Cp.Glu474Glnp.E474QQ8N697protein_codingtolerated(0.06)possibly_damaging(0.896)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC15A4SNVMissense_Mutationc.938A>Gp.Glu313Glyp.E313GQ8N697protein_codingdeleterious(0.03)possibly_damaging(0.883)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC15A4SNVMissense_Mutationrs376967004c.680N>Tp.Ala227Valp.A227VQ8N697protein_codingtolerated(0.53)benign(0.028)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SLC15A4SNVMissense_Mutationrs372794236c.1694N>Ap.Arg565Glnp.R565QQ8N697protein_codingtolerated(0.15)benign(0.013)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
SLC15A4SNVMissense_Mutationc.685N>Tp.Pro229Serp.P229SQ8N697protein_codingtolerated(0.05)possibly_damaging(0.897)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
Page: 1 2 3 4 5 6 

Top

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
121260SLC15A4DRUGGABLE GENOME, TRANSPORTER178101385
121260SLC15A4DRUGGABLE GENOME, TRANSPORTER178101341
Page: 1