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: SLC6A1

Gene summary for SLC6A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC6A1

Gene ID

6529

Gene namesolute carrier family 6 member 1
Gene AliasGABATHG
Cytomap3p25.3
Gene Typeprotein-coding
GO ID

GO:0001504

UniProtAcc

A0A024R2G0


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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
6529SLC6A1NAFLD1HumanLiverNAFLD3.06e-098.25e-01-0.04
6529SLC6A1S41HumanLiverCirrhotic1.52e-024.48e-01-0.0343
6529SLC6A1S43HumanLiverCirrhotic2.14e-02-1.16e-02-0.0187
6529SLC6A1HCC1_MengHumanLiverHCC5.00e-03-1.10e-010.0246
6529SLC6A1HCC2_MengHumanLiverHCC4.78e-05-1.14e-010.0107
6529SLC6A1HCC1HumanLiverHCC8.64e-041.17e+000.5336
6529SLC6A1HCC2HumanLiverHCC6.83e-232.82e+000.5341
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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
∗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:000963620EsophagusESCCresponse to toxic substance150/8552262/187231.00e-047.12e-04150
GO:00094107LiverNAFLDresponse to xenobiotic stimulus88/1882462/187232.53e-094.11e-0788
GO:00100387LiverNAFLDresponse to metal ion62/1882373/187235.05e-051.19e-0362
GO:00097437LiverNAFLDresponse to carbohydrate45/1882253/187231.07e-042.11e-0345
GO:00030182LiverNAFLDvascular process in circulatory system46/1882263/187231.36e-042.58e-0346
GO:00140747LiverNAFLDresponse to purine-containing compound29/1882148/187233.34e-045.13e-0329
GO:0042220LiverNAFLDresponse to cocaine13/188255/187232.64e-032.42e-0213
GO:00096367LiverNAFLDresponse to toxic substance41/1882262/187232.83e-032.57e-0241
GO:00323553LiverNAFLDresponse to estradiol25/1882141/187233.51e-033.01e-0225
GO:00515923LiverNAFLDresponse to calcium ion26/1882149/187233.69e-033.15e-0226
GO:01501043LiverNAFLDtransport across blood-brain barrier17/188287/187235.46e-034.20e-0217
GO:00102322LiverNAFLDvascular transport17/188288/187236.15e-034.61e-0217
GO:001003812LiverCirrhoticresponse to metal ion150/4634373/187232.27e-111.37e-09150
GO:000963612LiverCirrhoticresponse to toxic substance104/4634262/187235.63e-081.74e-06104
GO:000974312LiverCirrhoticresponse to carbohydrate101/4634253/187236.24e-081.92e-06101
GO:005159211LiverCirrhoticresponse to calcium ion61/4634149/187239.47e-061.38e-0461
GO:0010288LiverCirrhoticresponse to lead ion14/463424/187234.64e-043.75e-0314
GO:00323551LiverCirrhoticresponse to estradiol51/4634141/187231.60e-031.04e-0251
GO:001407411LiverCirrhoticresponse to purine-containing compound53/4634148/187231.70e-031.08e-0253
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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
SLC6A1SNVMissense_Mutationc.571N>Cp.Glu191Glnp.E191QP30531protein_codingdeleterious(0.02)possibly_damaging(0.876)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC6A1SNVMissense_Mutationc.98A>Cp.Lys33Thrp.K33TP30531protein_codingtolerated(0.44)benign(0.001)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC6A1SNVMissense_Mutationc.199G>Ap.Val67Ilep.V67IP30531protein_codingtolerated(0.05)probably_damaging(0.998)TCGA-AA-3496-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC6A1SNVMissense_Mutationc.1040N>Gp.His347Argp.H347RP30531protein_codingtolerated(0.09)benign(0.289)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC6A1SNVMissense_Mutationc.1657N>Ap.Ala553Thrp.A553TP30531protein_codingtolerated(0.1)benign(0.122)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SLC6A1SNVMissense_Mutationrs1139554c.1672N>Gp.Thr558Alap.T558AP30531protein_codingtolerated(0.59)benign(0.159)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC6A1SNVMissense_Mutationnovelc.1536N>Ap.Phe512Leup.F512LP30531protein_codingtolerated(0.08)possibly_damaging(0.876)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC6A1SNVMissense_Mutationc.1061N>Ap.Ala354Aspp.A354DP30531protein_codingtolerated(0.12)benign(0.16)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC6A1SNVMissense_Mutationc.1652N>Gp.Tyr551Cysp.Y551CP30531protein_codingdeleterious(0.05)probably_damaging(0.989)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC6A1SNVMissense_Mutationc.278N>Tp.Ala93Valp.A93VP30531protein_codingdeleterious(0.03)probably_damaging(0.959)TCGA-CK-6746-01Colorectumcolon 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
6529SLC6A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEinhibitorCHEMBL1695TIAGABINE HYDROCHLORIDE
6529SLC6A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACECOCAINECOCAINE
6529SLC6A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACETIAGABINETIAGABINE
6529SLC6A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEinhibitor178103126
6529SLC6A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEinhibitor178101332CHEMBL77287
6529SLC6A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEinhibitor178101520TIAGABINE
6529SLC6A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEinhibitor178101304
6529SLC6A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEMetadoxine
6529SLC6A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEinhibitor178103127
6529SLC6A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEinhibitor178101399
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