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: SLC6A11

Gene summary for SLC6A11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC6A11

Gene ID

6538

Gene namesolute carrier family 6 member 11
Gene AliasGAT-3
Cytomap3p25.3
Gene Typeprotein-coding
GO ID

GO:0001504

UniProtAcc

P48066


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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
6538SLC6A11P5T-EHumanEsophagusESCC9.56e-081.77e-010.1327
6538SLC6A11P10T-EHumanEsophagusESCC3.50e-029.83e-020.116
6538SLC6A11P21T-EHumanEsophagusESCC5.00e-173.08e-010.1617
6538SLC6A11P22T-EHumanEsophagusESCC1.96e-051.15e-010.1236
6538SLC6A11P36T-EHumanEsophagusESCC1.12e-062.51e-010.1187
6538SLC6A11P49T-EHumanEsophagusESCC1.19e-109.76e-010.1768
6538SLC6A11P52T-EHumanEsophagusESCC7.55e-036.07e-020.1555
6538SLC6A11P80T-EHumanEsophagusESCC4.12e-021.26e-010.155
6538SLC6A11P91T-EHumanEsophagusESCC3.82e-087.73e-010.1828
6538SLC6A11P128T-EHumanEsophagusESCC3.21e-062.54e-010.1241
6538SLC6A11P130T-EHumanEsophagusESCC1.53e-193.91e-010.1676
6538SLC6A11NAFLD1HumanLiverNAFLD9.16e-043.81e-01-0.04
6538SLC6A11HCC1_MengHumanLiverHCC1.42e-237.01e-020.0246
6538SLC6A11HCC1HumanLiverHCC8.12e-151.32e+000.5336
6538SLC6A11HCC2HumanLiverHCC6.60e-361.81e+000.5341
6538SLC6A11HCC5HumanLiverHCC3.93e-421.77e+000.4932
6538SLC6A11S016HumanLiverHCC1.08e-025.23e-020.2243
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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
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
∗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:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:00094107LiverNAFLDresponse to xenobiotic stimulus88/1882462/187232.53e-094.11e-0788
GO:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
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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
SLC6A11SNVMissense_Mutationrs756798347c.1048N>Gp.Phe350Valp.F350VP48066protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
SLC6A11SNVMissense_Mutationrs756798347c.1048N>Gp.Phe350Valp.F350VP48066protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-BH-A1F2-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SLC6A11SNVMissense_Mutationnovelc.1235N>Cp.Phe412Serp.F412SP48066protein_codingdeleterious(0)probably_damaging(0.992)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
SLC6A11SNVMissense_Mutationrs756798347c.1048N>Gp.Phe350Valp.F350VP48066protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-EW-A1PH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
SLC6A11SNVMissense_Mutationrs774891377c.1142C>Tp.Ala381Valp.A381VP48066protein_codingtolerated(0.14)possibly_damaging(0.881)TCGA-OL-A66P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
SLC6A11SNVMissense_Mutationc.881N>Gp.Ser294Cysp.S294CP48066protein_codingdeleterious(0.02)probably_damaging(0.957)TCGA-DS-A0VK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
SLC6A11SNVMissense_Mutationc.107C>Tp.Ala36Valp.A36VP48066protein_codingtolerated(0.35)benign(0.001)TCGA-EA-A1QS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC6A11SNVMissense_Mutationrs753638124c.664N>Ap.Gly222Argp.G222RP48066protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC6A11SNVMissense_Mutationc.608T>Ap.Val203Aspp.V203DP48066protein_codingdeleterious(0.01)possibly_damaging(0.853)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
SLC6A11SNVMissense_Mutationrs548624556c.1357N>Ap.Val453Metp.V453MP48066protein_codingtolerated(0.11)possibly_damaging(0.689)TCGA-AA-3852-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
6538SLC6A11TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEGSK683699
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