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: SLC6A15

Gene summary for SLC6A15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC6A15

Gene ID

55117

Gene namesolute carrier family 6 member 15
Gene AliasNTT73
Cytomap12q21.31
Gene Typeprotein-coding
GO ID

GO:0003333

UniProtAcc

Q8IXG2


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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
55117SLC6A15P2T-EHumanEsophagusESCC1.33e-214.51e-010.1177
55117SLC6A15P5T-EHumanEsophagusESCC2.86e-053.19e-020.1327
55117SLC6A15P10T-EHumanEsophagusESCC1.75e-044.77e-020.116
55117SLC6A15P12T-EHumanEsophagusESCC5.12e-041.99e-020.1122
55117SLC6A15P16T-EHumanEsophagusESCC3.26e-549.89e-010.1153
55117SLC6A15P20T-EHumanEsophagusESCC5.28e-107.63e-020.1124
55117SLC6A15P26T-EHumanEsophagusESCC4.58e-122.37e-010.1276
55117SLC6A15P27T-EHumanEsophagusESCC2.34e-023.94e-020.1055
55117SLC6A15P32T-EHumanEsophagusESCC3.81e-122.40e-010.1666
55117SLC6A15P37T-EHumanEsophagusESCC1.37e-103.02e-010.1371
55117SLC6A15P54T-EHumanEsophagusESCC1.94e-132.93e-010.0975
55117SLC6A15P56T-EHumanEsophagusESCC4.74e-068.16e-010.1613
55117SLC6A15P62T-EHumanEsophagusESCC2.99e-031.49e-010.1302
55117SLC6A15P65T-EHumanEsophagusESCC4.47e-03-3.21e-020.0978
55117SLC6A15P74T-EHumanEsophagusESCC1.10e-031.18e-010.1479
55117SLC6A15P76T-EHumanEsophagusESCC2.59e-031.21e-010.1207
55117SLC6A15P83T-EHumanEsophagusESCC1.03e-093.57e-010.1738
55117SLC6A15P89T-EHumanEsophagusESCC2.69e-068.37e-010.1752
55117SLC6A15P91T-EHumanEsophagusESCC1.72e-059.24e-010.1828
55117SLC6A15P107T-EHumanEsophagusESCC1.38e-194.92e-010.171
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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
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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
SLC6A15SNVMissense_Mutationnovelc.352G>Cp.Glu118Glnp.E118QQ9H2J7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
SLC6A15SNVMissense_Mutationnovelc.592N>Ap.Glu198Lysp.E198KQ9H2J7protein_codingtolerated(0.33)benign(0.426)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
SLC6A15SNVMissense_Mutationc.197G>Ap.Ser66Asnp.S66NQ9H2J7protein_codingtolerated(0.39)benign(0.024)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC6A15SNVMissense_Mutationc.847N>Tp.Arg283Cysp.R283CQ9H2J7protein_codingtolerated(0.05)possibly_damaging(0.67)TCGA-C8-A27A-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
SLC6A15SNVMissense_Mutationc.1417G>Ap.Gly473Serp.G473SQ9H2J7protein_codingtolerated(0.47)benign(0.124)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
SLC6A15SNVMissense_Mutationnovelc.1961N>Tp.Ser654Phep.S654FQ9H2J7protein_codingdeleterious(0)possibly_damaging(0.724)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC6A15SNVMissense_Mutationnovelc.1318N>Ap.Gly440Serp.G440SQ9H2J7protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC6A15SNVMissense_Mutationnovelc.1010N>Cp.Val337Alap.V337AQ9H2J7protein_codingdeleterious(0)probably_damaging(0.983)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC6A15SNVMissense_Mutationnovelc.44A>Gp.Asp15Glyp.D15GQ9H2J7protein_codingdeleterious(0.05)benign(0.014)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC6A15SNVMissense_Mutationnovelc.1024T>Gp.Phe342Valp.F342VQ9H2J7protein_codingtolerated(0.06)probably_damaging(1)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=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
55117SLC6A15DRUGGABLE GENOME, TRANSPORTERinhibitor178103791LORATADINE
55117SLC6A15DRUGGABLE GENOME, TRANSPORTERLORATADINELORATADINE25318072
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