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: SLC15A2

Gene summary for SLC15A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC15A2

Gene ID

6565

Gene namesolute carrier family 15 member 2
Gene AliasPEPT2
Cytomap3q13.33
Gene Typeprotein-coding
GO ID

GO:0002221

UniProtAcc

Q16348


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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
6565SLC15A2HCC1_MengHumanLiverHCC2.33e-073.41e-020.0246
6565SLC15A2HCC1HumanLiverHCC7.77e-091.33e+000.5336
6565SLC15A2HCC2HumanLiverHCC7.21e-181.38e+000.5341
6565SLC15A2HCC5HumanLiverHCC1.19e-057.97e-010.4932
6565SLC15A2S016HumanLiverHCC6.39e-061.56e-010.2243
6565SLC15A2C04HumanOral cavityOSCC3.41e-021.45e-010.2633
6565SLC15A2C21HumanOral cavityOSCC5.87e-174.93e-010.2678
6565SLC15A2C30HumanOral cavityOSCC1.33e-052.12e-010.3055
6565SLC15A2C38HumanOral cavityOSCC3.61e-032.61e-010.172
6565SLC15A2C46HumanOral cavityOSCC2.23e-028.75e-020.1673
6565SLC15A2C57HumanOral cavityOSCC9.78e-082.59e-010.1679
6565SLC15A2C08HumanOral cavityOSCC3.55e-183.53e-010.1919
6565SLC15A2LP15HumanOral cavityLP9.93e-035.97e-010.2174
6565SLC15A2LP17HumanOral cavityLP1.31e-065.09e-010.2349
6565SLC15A2SYSMH6HumanOral cavityOSCC1.71e-031.53e-010.1275
6565SLC15A2Dong_P1HumanProstateTumor1.37e-101.69e-010.035
6565SLC15A2Dong_P3HumanProstateTumor1.62e-028.40e-020.0278
6565SLC15A2GSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor1.89e-022.66e-010.1608
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:003052222LiverHCCintracellular receptor signaling pathway171/7958265/187233.00e-131.61e-11171
GO:00027533LiverHCCcytoplasmic pattern recognition receptor signaling pathway46/795860/187237.37e-081.49e-0646
GO:000963622LiverHCCresponse to toxic substance153/7958262/187231.37e-072.58e-06153
GO:00022211LiverHCCpattern recognition receptor signaling pathway107/7958172/187231.37e-072.58e-06107
GO:009875412LiverHCCdetoxification87/7958152/187231.70e-041.35e-0387
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:00622072LiverHCCregulation of pattern recognition receptor signaling pathway59/7958105/187233.18e-031.47e-0259
GO:015010411LiverHCCtransport across blood-brain barrier50/795887/187233.42e-031.55e-0250
GO:001023211LiverHCCvascular transport50/795888/187234.69e-032.02e-0250
GO:003052218Oral cavityOSCCintracellular receptor signaling pathway149/7305265/187238.69e-091.81e-07149
GO:000963618Oral cavityOSCCresponse to toxic substance137/7305262/187237.94e-068.52e-05137
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
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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
SLC15A2SNVMissense_Mutationc.1646N>Cp.Arg549Thrp.R549TQ16348protein_codingtolerated(0.77)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SLC15A2SNVMissense_Mutationnovelc.1873N>Cp.Phe625Leup.F625LQ16348protein_codingtolerated(0.06)possibly_damaging(0.742)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC15A2SNVMissense_Mutationrs368822521c.2020N>Ap.Glu674Lysp.E674KQ16348protein_codingdeleterious(0)probably_damaging(0.931)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SLC15A2SNVMissense_Mutationc.1804C>Gp.Pro602Alap.P602AQ16348protein_codingtolerated(0.4)benign(0.003)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SLC15A2SNVMissense_Mutationnovelc.232A>Gp.Asn78Aspp.N78DQ16348protein_codingtolerated(1)benign(0)TCGA-S3-AA10-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
SLC15A2SNVMissense_Mutationnovelc.1393N>Gp.His465Aspp.H465DQ16348protein_codingtolerated(0.64)benign(0.001)TCGA-C5-A7UI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC15A2SNVMissense_Mutationc.437C>Tp.Ser146Leup.S146LQ16348protein_codingdeleterious(0)benign(0.183)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC15A2SNVMissense_Mutationrs372532662c.1549N>Ap.Val517Metp.V517MQ16348protein_codingdeleterious(0.04)benign(0.042)TCGA-A6-3808-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC15A2SNVMissense_Mutationc.1904N>Ap.Ser635Tyrp.S635YQ16348protein_codingdeleterious(0)probably_damaging(0.966)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC15A2SNVMissense_Mutationrs771680786c.1181N>Tp.Ala394Valp.A394VQ16348protein_codingdeleterious(0.01)possibly_damaging(0.554)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=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
6565SLC15A2TRANSPORTER, DRUGGABLE GENOME178101375
6565SLC15A2TRANSPORTER, DRUGGABLE GENOME178101319
6565SLC15A2TRANSPORTER, DRUGGABLE GENOMEinhibitor178101226
6565SLC15A2TRANSPORTER, DRUGGABLE GENOME178101217
6565SLC15A2TRANSPORTER, DRUGGABLE GENOMEsorafenibSORAFENIB
6565SLC15A2TRANSPORTER, DRUGGABLE GENOMEinhibitor178101227
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