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: SLC22A18

Gene summary for SLC22A18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC22A18

Gene ID

5002

Gene namesolute carrier family 22 member 18
Gene AliasBWR1A
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q96BI1


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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
5002SLC22A18Pat12-BHumanStomachGC6.78e-112.69e-010.0325
5002SLC22A18Pat13-BHumanStomachGC3.38e-072.94e-010.0555
5002SLC22A18Pat16-BHumanStomachGC4.36e-082.61e-010.1918
5002SLC22A18Pat17-BHumanStomachGC8.45e-205.43e-010.3109
5002SLC22A18Pat18-BHumanStomachGC2.48e-093.20e-01-0.0432
5002SLC22A18Pat19-BHumanStomachGC1.70e-103.91e-010.0826
5002SLC22A18Pat22-BHumanStomachGC3.34e-163.29e-01-0.1042
5002SLC22A18Pat24-BHumanStomachGC6.03e-031.75e-01-0.1184
5002SLC22A18Pat25-AHumanStomachCAG with IM1.69e-122.39e-01-0.1648
5002SLC22A18Pat26-AHumanStomachCSG9.31e-091.63e-01-0.2402
5002SLC22A18WIM_2HumanStomachWIM1.87e-064.64e-010.1159
5002SLC22A18SIM_1HumanStomachSIM2.40e-164.96e-010.3573
5002SLC22A18SIM_2HumanStomachSIM5.05e-245.32e-010.3139
5002SLC22A18SIM_4HumanStomachSIM1.41e-063.55e-010.2664
5002SLC22A18male-WTAHumanThyroidPTC2.45e-081.34e-010.1037
5002SLC22A18PTC01HumanThyroidPTC4.23e-284.48e-010.1899
5002SLC22A18PTC03HumanThyroidPTC1.35e-022.25e-010.1784
5002SLC22A18PTC04HumanThyroidPTC9.23e-234.56e-010.1927
5002SLC22A18PTC05HumanThyroidPTC1.07e-195.94e-010.2065
5002SLC22A18PTC06HumanThyroidPTC2.46e-265.97e-010.2057
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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.

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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:1902600ColorectumADproton transmembrane transport66/3918157/187231.59e-091.17e-0766
GO:0009636ColorectumADresponse to toxic substance88/3918262/187231.12e-063.72e-0588
GO:0098754ColorectumADdetoxification53/3918152/187234.63e-057.98e-0453
GO:19026001ColorectumSERproton transmembrane transport60/2897157/187233.12e-127.08e-1060
GO:00096361ColorectumSERresponse to toxic substance71/2897262/187238.63e-074.07e-0571
GO:00987541ColorectumSERdetoxification46/2897152/187233.02e-061.20e-0446
GO:19026002ColorectumMSSproton transmembrane transport57/3467157/187231.00e-074.81e-0657
GO:00096362ColorectumMSSresponse to toxic substance73/3467262/187231.26e-041.94e-0373
GO:00987542ColorectumMSSdetoxification41/3467152/187236.41e-034.27e-0241
GO:19026004ColorectumFAPproton transmembrane transport39/2622157/187232.03e-042.92e-0339
GO:00096363ColorectumFAPresponse to toxic substance53/2622262/187233.35e-032.46e-0253
GO:000963620EsophagusESCCresponse to toxic substance150/8552262/187231.00e-047.12e-04150
GO:190260018EsophagusESCCproton transmembrane transport88/8552157/187235.62e-032.10e-0288
GO:000963612LiverCirrhoticresponse to toxic substance104/4634262/187235.63e-081.74e-06104
GO:00987547LiverCirrhoticdetoxification60/4634152/187234.09e-054.86e-0460
GO:000963622LiverHCCresponse to toxic substance153/7958262/187231.37e-072.58e-06153
GO:009875412LiverHCCdetoxification87/7958152/187231.70e-041.35e-0387
GO:19026007LiverHCCproton transmembrane transport87/7958157/187237.27e-044.42e-0387
GO:000963618Oral cavityOSCCresponse to toxic substance137/7305262/187237.94e-068.52e-05137
GO:009875418Oral cavityOSCCdetoxification75/7305152/187235.99e-032.28e-0275
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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
SLC22A18SNVMissense_Mutationnovelc.25N>Tp.Asp9Tyrp.D9YQ96BI1protein_codingdeleterious(0.03)benign(0.094)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC22A18SNVMissense_Mutationnovelc.653N>Tp.Pro218Leup.P218LQ96BI1protein_codingdeleterious(0.04)benign(0.089)TCGA-OL-A5D7-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
SLC22A18SNVMissense_Mutationrs780830210c.994N>Cp.Cys332Argp.C332RQ96BI1protein_codingdeleterious(0)possibly_damaging(0.774)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC22A18SNVMissense_Mutationnovelc.937N>Gp.Leu313Valp.L313VQ96BI1protein_codingtolerated(0.25)benign(0.07)TCGA-AA-3531-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC22A18SNVMissense_Mutationc.763N>Tp.Gly255Trpp.G255WQ96BI1protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC22A18SNVMissense_Mutationc.451N>Ap.Ala151Thrp.A151TQ96BI1protein_codingtolerated(0.5)benign(0.096)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC22A18deletionFrame_Shift_Delc.1136_1137delNNp.Leu379ArgfsTer?p.L379Rfs*?Q96BI1protein_codingTCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC22A18SNVMissense_Mutationnovelc.799N>Ap.Asp267Asnp.D267NQ96BI1protein_codingtolerated(0.11)benign(0.078)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SLC22A18SNVMissense_Mutationnovelc.220N>Ap.Leu74Metp.L74MQ96BI1protein_codingdeleterious(0.01)possibly_damaging(0.625)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SLC22A18SNVMissense_Mutationrs770154192c.694N>Ap.Ala232Thrp.A232TQ96BI1protein_codingtolerated(1)benign(0)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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
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