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: SLC15A3

Gene summary for SLC15A3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC15A3

Gene ID

51296

Gene namesolute carrier family 15 member 3
Gene AliasOCTP
Cytomap11q12.2
Gene Typeprotein-coding
GO ID

GO:0002221

UniProtAcc

Q8IY34


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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
51296SLC15A3P2T-EHumanEsophagusESCC1.10e-194.16e-010.1177
51296SLC15A3P5T-EHumanEsophagusESCC4.24e-112.61e-010.1327
51296SLC15A3P8T-EHumanEsophagusESCC2.13e-057.99e-020.0889
51296SLC15A3P9T-EHumanEsophagusESCC1.60e-052.07e-010.1131
51296SLC15A3P11T-EHumanEsophagusESCC1.09e-197.22e-010.1426
51296SLC15A3P17T-EHumanEsophagusESCC3.49e-022.23e-010.1278
51296SLC15A3P19T-EHumanEsophagusESCC3.11e-075.57e-010.1662
51296SLC15A3P20T-EHumanEsophagusESCC4.48e-122.82e-010.1124
51296SLC15A3P21T-EHumanEsophagusESCC8.11e-133.56e-010.1617
51296SLC15A3P23T-EHumanEsophagusESCC6.10e-205.06e-010.108
51296SLC15A3P24T-EHumanEsophagusESCC5.82e-072.73e-010.1287
51296SLC15A3P27T-EHumanEsophagusESCC5.47e-102.74e-010.1055
51296SLC15A3P31T-EHumanEsophagusESCC1.41e-204.13e-010.1251
51296SLC15A3P32T-EHumanEsophagusESCC1.14e-053.40e-010.1666
51296SLC15A3P36T-EHumanEsophagusESCC3.11e-205.05e-010.1187
51296SLC15A3P38T-EHumanEsophagusESCC3.69e-135.76e-010.127
51296SLC15A3P40T-EHumanEsophagusESCC4.02e-113.83e-010.109
51296SLC15A3P47T-EHumanEsophagusESCC1.23e-071.57e-010.1067
51296SLC15A3P49T-EHumanEsophagusESCC4.10e-023.30e-010.1768
51296SLC15A3P52T-EHumanEsophagusESCC2.18e-103.20e-010.1555
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:000275313EsophagusESCCcytoplasmic pattern recognition receptor signaling pathway41/855260/187233.25e-041.91e-0341
GO:190260018EsophagusESCCproton transmembrane transport88/8552157/187235.62e-032.10e-0288
GO:003052218Oral cavityOSCCintracellular receptor signaling pathway149/7305265/187238.69e-091.81e-07149
GO:00022214Oral cavityOSCCpattern recognition receptor signaling pathway95/7305172/187231.11e-051.15e-0495
GO:00027537Oral cavityOSCCcytoplasmic pattern recognition receptor signaling pathway40/730560/187231.32e-051.33e-0440
GO:00358729Oral cavityOSCCnucleotide-binding domain, leucine rich repeat containing receptor signaling pathway18/730526/187231.75e-038.28e-0318
GO:00622076Oral cavityOSCCregulation of pattern recognition receptor signaling pathway56/7305105/187231.99e-039.23e-0356
GO:19012642Oral cavityOSCCcarbohydrate derivative transport44/730580/187232.67e-031.16e-0244
GO:00027646Oral cavityOSCCimmune response-regulating signaling pathway212/7305468/187232.93e-031.27e-02212
GO:00704239Oral cavityOSCCnucleotide-binding oligomerization domain containing signaling pathway17/730525/187233.16e-031.36e-0217
GO:00622087Oral cavityOSCCpositive regulation of pattern recognition receptor signaling pathway26/730544/187235.49e-032.13e-0226
GO:00704247Oral cavityOSCCregulation of nucleotide-binding oligomerization domain containing signaling pathway10/730513/187236.32e-032.35e-0210
GO:00068572Oral cavityOSCColigopeptide transport11/730516/187231.56e-024.99e-0211
GO:003052219Oral cavityLPintracellular receptor signaling pathway87/4623265/187231.63e-031.25e-0287
GO:19012641Oral cavityLPcarbohydrate derivative transport31/462380/187233.69e-032.44e-0231
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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
SLC15A3SNVMissense_Mutationnovelc.986N>Gp.Val329Glyp.V329GQ8IY34protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B6-A1KF-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC15A3SNVMissense_Mutationc.956N>Cp.Val319Alap.V319AQ8IY34protein_codingdeleterious(0)possibly_damaging(0.681)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
SLC15A3insertionFrame_Shift_Insnovelc.1254_1255insGACAGAAp.Phe419AspfsTer56p.F419Dfs*56Q8IY34protein_codingTCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC15A3insertionIn_Frame_Insnovelc.1441_1442insGAGCTCACTCAGATGGGGAGAGAACTGp.Leu480_Glu481insGlyAlaHisSerAspGlyGluArgThrp.L480_E481insGAHSDGERTQ8IY34protein_codingTCGA-C5-A7X8-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SLC15A3SNVMissense_Mutationc.1537N>Ap.Leu513Ilep.L513IQ8IY34protein_codingdeleterious(0.04)probably_damaging(0.994)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC15A3SNVMissense_Mutationrs138688557c.955N>Ap.Val319Ilep.V319IQ8IY34protein_codingdeleterious(0.02)benign(0.102)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
SLC15A3SNVMissense_Mutationc.1480G>Ap.Ala494Thrp.A494TQ8IY34protein_codingtolerated(0.06)benign(0.416)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SLC15A3SNVMissense_Mutationrs771325349c.653C>Tp.Ala218Valp.A218VQ8IY34protein_codingdeleterious(0)probably_damaging(0.937)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC15A3SNVMissense_Mutationc.865N>Ap.Arg289Serp.R289SQ8IY34protein_codingtolerated(0.82)benign(0)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC15A3SNVMissense_Mutationc.818G>Tp.Cys273Phep.C273FQ8IY34protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-DM-A28A-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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
51296SLC15A3TRANSPORTER, DRUGGABLE GENOME178101341
51296SLC15A3TRANSPORTER, DRUGGABLE GENOME178101385
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