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: SLC18A2

Gene summary for SLC18A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC18A2

Gene ID

6571

Gene namesolute carrier family 18 member A2
Gene AliasPKDYS2
Cytomap10q25.3
Gene Typeprotein-coding
GO ID

GO:0001504

UniProtAcc

Q05940


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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
6571SLC18A2CA_HPV_1HumanCervixCC2.03e-21-6.02e-010.0264
6571SLC18A2CA_HPV_3HumanCervixCC1.46e-03-3.85e-010.0414
6571SLC18A2N_HPV_2HumanCervixN_HPV1.54e-08-5.13e-01-0.0131
6571SLC18A2CCI_1HumanCervixCC1.05e-04-7.32e-010.528
6571SLC18A2CCI_2HumanCervixCC1.41e-02-6.88e-010.5249
6571SLC18A2CCI_3HumanCervixCC3.17e-05-7.16e-010.516
6571SLC18A2CCII_1HumanCervixCC2.80e-08-7.21e-010.3249
6571SLC18A2TumorHumanCervixCC4.93e-29-7.32e-010.1241
6571SLC18A2sample1HumanCervixCC3.97e-08-7.32e-010.0959
6571SLC18A2sample3HumanCervixCC7.30e-28-7.32e-010.1387
6571SLC18A2H2HumanCervixHSIL_HPV3.77e-25-7.27e-010.0632
6571SLC18A2L1HumanCervixCC3.88e-11-7.32e-010.0802
6571SLC18A2T1HumanCervixCC2.47e-19-7.32e-010.0918
6571SLC18A2T2HumanCervixCC7.21e-04-7.32e-010.0709
6571SLC18A2T3HumanCervixCC4.34e-27-7.32e-010.1389
6571SLC18A2EOLP-1HumanOral cavityEOLP2.85e-135.14e-01-0.0202
6571SLC18A2EOLP-2HumanOral cavityEOLP4.55e-217.34e-01-0.0203
6571SLC18A2NEOLP-1HumanOral cavityNEOLP3.66e-033.16e-01-0.0194
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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:00512359CervixCCmaintenance of location78/2311327/187235.18e-094.92e-0778
GO:00096369CervixCCresponse to toxic substance52/2311262/187233.34e-043.52e-0352
GO:00725939CervixCCreactive oxygen species metabolic process47/2311239/187237.74e-046.87e-0347
GO:00097915CervixCCpost-embryonic development20/231180/187231.40e-031.10e-0220
GO:20003779CervixCCregulation of reactive oxygen species metabolic process32/2311157/187232.78e-031.87e-0232
GO:00019752CervixCCresponse to amphetamine10/231133/187235.07e-033.00e-0210
GO:00140754CervixCCresponse to amine13/231149/187235.34e-033.10e-0213
GO:19034095CervixCCreactive oxygen species biosynthetic process15/231164/187239.89e-034.85e-0215
GO:000963614CervixHSIL_HPVresponse to toxic substance24/737262/187231.14e-042.36e-0324
GO:005123514CervixHSIL_HPVmaintenance of location26/737327/187235.67e-048.04e-0326
GO:001407511CervixHSIL_HPVresponse to amine8/73749/187235.99e-048.37e-038
GO:190340911CervixHSIL_HPVreactive oxygen species biosynthetic process9/73764/187238.56e-041.10e-029
GO:200037714CervixHSIL_HPVregulation of reactive oxygen species metabolic process15/737157/187231.37e-031.56e-0215
GO:00019751CervixHSIL_HPVresponse to amphetamine6/73733/187231.63e-031.77e-026
GO:007259314CervixHSIL_HPVreactive oxygen species metabolic process19/737239/187232.99e-032.76e-0219
GO:19034263CervixHSIL_HPVregulation of reactive oxygen species biosynthetic process7/73752/187234.07e-033.49e-027
GO:005123524CervixN_HPVmaintenance of location33/534327/187233.40e-102.21e-0733
GO:000963624CervixN_HPVresponse to toxic substance27/534262/187239.00e-091.71e-0627
GO:200037724CervixN_HPVregulation of reactive oxygen species metabolic process12/534157/187231.85e-031.83e-0212
GO:1903427CervixN_HPVnegative regulation of reactive oxygen species biosynthetic process4/53421/187232.66e-032.35e-024
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501220CervixCCParkinson disease102/1267266/84651.81e-211.47e-198.66e-20102
hsa05012110CervixCCParkinson disease102/1267266/84651.81e-211.47e-198.66e-20102
hsa0501225CervixHSIL_HPVParkinson disease43/459266/84656.69e-116.53e-095.28e-0943
hsa0501235CervixHSIL_HPVParkinson disease43/459266/84656.69e-116.53e-095.28e-0943
hsa0501244CervixN_HPVParkinson disease45/349266/84651.93e-161.75e-141.37e-1445
hsa0501254CervixN_HPVParkinson disease45/349266/84651.93e-161.75e-141.37e-1445
hsa0501245Oral cavityEOLPParkinson disease75/1218266/84652.26e-095.62e-083.32e-0875
hsa0472812Oral cavityEOLPDopaminergic synapse33/1218132/84658.18e-043.04e-031.79e-0333
hsa0501255Oral cavityEOLPParkinson disease75/1218266/84652.26e-095.62e-083.32e-0875
hsa0472813Oral cavityEOLPDopaminergic synapse33/1218132/84658.18e-043.04e-031.79e-0333
hsa0501262Oral cavityNEOLPParkinson disease78/1112266/84651.34e-121.06e-106.68e-1178
hsa0472821Oral cavityNEOLPDopaminergic synapse30/1112132/84651.61e-037.30e-034.59e-0330
hsa0501272Oral cavityNEOLPParkinson disease78/1112266/84651.34e-121.06e-106.68e-1178
hsa0472831Oral cavityNEOLPDopaminergic synapse30/1112132/84651.61e-037.30e-034.59e-0330
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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
SLC18A2SNVMissense_Mutationnovelc.340N>Ap.Pro114Thrp.P114TQ05940protein_codingtolerated(0.26)benign(0.062)TCGA-3C-AALK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
SLC18A2SNVMissense_Mutationc.475N>Ap.Pro159Thrp.P159TQ05940protein_codingtolerated(0.57)benign(0.015)TCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
SLC18A2insertionIn_Frame_Insnovelc.284_285insGTTCTCAGGGCCGTTGGGGGCATGGTTCTTTCTAGTGAGp.Asp95delinsGluPheSerGlyProLeuGlyAlaTrpPhePheLeuValSerp.D95delinsEFSGPLGAWFFLVSQ05940protein_codingTCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
SLC18A2insertionNonsense_Mutationnovelc.359_360insTAAGTAAAGTGp.Glu120AspfsTer3p.E120Dfs*3Q05940protein_codingTCGA-AN-A0FD-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC18A2SNVMissense_Mutationc.1369N>Ap.Gly457Argp.G457RQ05940protein_codingdeleterious(0)probably_damaging(0.988)TCGA-C5-A1MJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC18A2SNVMissense_Mutationnovelc.1340N>Ap.Ile447Asnp.I447NQ05940protein_codingdeleterious(0)possibly_damaging(0.853)TCGA-C5-A8XI-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
SLC18A2SNVMissense_Mutationnovelc.892N>Ap.Ala298Thrp.A298TQ05940protein_codingdeleterious(0.01)probably_damaging(0.964)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC18A2SNVMissense_Mutationnovelc.165N>Cp.Lys55Asnp.K55NQ05940protein_codingtolerated(0.5)benign(0.003)TCGA-VS-A9V1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SLC18A2SNVMissense_Mutationc.815C>Ap.Pro272Glnp.P272QQ05940protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3818-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SLC18A2SNVMissense_Mutationc.213N>Gp.Ile71Metp.I71MQ05940protein_codingtolerated(0.23)benign(0.018)TCGA-AA-3851-01Colorectumcolon 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
6571SLC18A2DRUGGABLE GENOME, TRANSPORTERinhibitorCHEMBL1201178LISDEXAMFETAMINE DIMESYLATE
6571SLC18A2DRUGGABLE GENOME, TRANSPORTERLobelineLOBELINE
6571SLC18A2DRUGGABLE GENOME, TRANSPORTERinhibitor178101473
6571SLC18A2DRUGGABLE GENOME, TRANSPORTERAlkavervirALKAVERVIR
6571SLC18A2DRUGGABLE GENOME, TRANSPORTERinhibitor178101328
6571SLC18A2DRUGGABLE GENOME, TRANSPORTERbupropionBUPROPION22947179
6571SLC18A2DRUGGABLE GENOME, TRANSPORTERNBI-98854VALBENAZINE TOSYLATE
6571SLC18A2DRUGGABLE GENOME, TRANSPORTERinhibitorCHEMBL2364639VALBENAZINE
6571SLC18A2DRUGGABLE GENOME, TRANSPORTERAV 133
6571SLC18A2DRUGGABLE GENOME, TRANSPORTERDEXTROAMPHETAMINEDEXTROAMPHETAMINE
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