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: SLC6A6

Gene summary for SLC6A6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC6A6

Gene ID

6533

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

GO:0003008

UniProtAcc

A0A087WY96


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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
6533SLC6A6HTA11_3410_2000001011HumanColorectumAD8.87e-073.32e-010.0155
6533SLC6A6HTA11_2951_2000001011HumanColorectumAD4.73e-099.64e-010.0216
6533SLC6A6HTA11_696_2000001011HumanColorectumAD3.59e-053.04e-01-0.1464
6533SLC6A6HTA11_1391_2000001011HumanColorectumAD1.80e-064.37e-01-0.059
6533SLC6A6HTA11_866_3004761011HumanColorectumAD1.17e-237.39e-010.096
6533SLC6A6HTA11_10711_2000001011HumanColorectumAD5.61e-181.02e+000.0338
6533SLC6A6HTA11_7696_3000711011HumanColorectumAD2.78e-501.18e+000.0674
6533SLC6A6HTA11_6818_2000001011HumanColorectumAD3.70e-096.92e-010.0112
6533SLC6A6HTA11_6818_2000001021HumanColorectumAD2.49e-271.12e+000.0588
6533SLC6A6HTA11_99999970781_79442HumanColorectumMSS7.01e-062.46e-010.294
6533SLC6A6HTA11_99999965104_69814HumanColorectumMSS4.88e-125.87e-010.281
6533SLC6A6HTA11_99999971662_82457HumanColorectumMSS1.44e-611.44e+000.3859
6533SLC6A6HTA11_99999974143_84620HumanColorectumMSS1.21e-123.00e-010.3005
6533SLC6A6A001-C-108HumanColorectumFAP1.17e-064.17e-01-0.0272
6533SLC6A6A002-C-021HumanColorectumFAP4.66e-143.37e-010.1171
6533SLC6A6A001-C-104HumanColorectumFAP1.97e-145.37e-010.0184
6533SLC6A6A015-C-106HumanColorectumFAP1.39e-023.44e-01-0.0511
6533SLC6A6A001-C-203HumanColorectumFAP4.66e-033.77e-01-0.0481
6533SLC6A6F072BHumanColorectumFAP1.09e-064.30e-010.257
6533SLC6A6CRC-3-11773HumanColorectumCRC4.79e-135.62e-010.2564
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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
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:0150104ColorectumMSStransport across blood-brain barrier28/346787/187231.54e-031.41e-0228
GO:0010232ColorectumMSSvascular transport28/346788/187231.87e-031.64e-0228
GO:0035725ColorectumFAPsodium ion transmembrane transport44/2622178/187239.31e-051.60e-0344
GO:01501041ColorectumFAPtransport across blood-brain barrier25/262287/187232.63e-043.59e-0325
GO:00102321ColorectumFAPvascular transport25/262288/187233.19e-044.12e-0325
GO:0006814ColorectumFAPsodium ion transport54/2622245/187233.98e-044.85e-0354
GO:0003018ColorectumFAPvascular process in circulatory system56/2622263/187237.67e-048.12e-0356
GO:00357251ColorectumCRCsodium ion transmembrane transport39/2078178/187232.30e-056.60e-0439
GO:00068141ColorectumCRCsodium ion transport49/2078245/187233.01e-057.86e-0449
GO:0050804ColorectumCRCmodulation of chemical synaptic transmission70/2078439/187231.15e-031.33e-0270
GO:0099177ColorectumCRCregulation of trans-synaptic signaling70/2078440/187231.23e-031.38e-0270
GO:00030181ColorectumCRCvascular process in circulatory system45/2078263/187232.10e-032.08e-0245
GO:01501042ColorectumCRCtransport across blood-brain barrier18/207887/187236.50e-034.69e-0218
GO:00702654EsophagusESCCnecrotic cell death39/855262/187234.68e-031.82e-0239
GO:00702656ThyroidPTCnecrotic cell death29/596862/187239.96e-034.07e-0229
GO:007026512ThyroidATCnecrotic cell death30/629362/187231.12e-024.00e-0230
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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
SLC6A6SNVMissense_Mutationrs776981870c.2125N>Tp.Leu709Phep.L709Fprotein_codingtolerated_low_confidence(0.05)possibly_damaging(0.877)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
SLC6A6SNVMissense_Mutationnovelc.444N>Tp.Lys148Asnp.K148Nprotein_codingdeleterious(0.02)possibly_damaging(0.798)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC6A6SNVMissense_Mutationc.1348N>Ap.Gly450Serp.G450Sprotein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SLC6A6SNVMissense_Mutationnovelc.1147N>Tp.Ile383Phep.I383Fprotein_codingtolerated(0.44)possibly_damaging(0.492)TCGA-B6-A0I1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SLC6A6SNVMissense_Mutationc.1472N>Gp.Leu491Argp.L491Rprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
SLC6A6SNVMissense_Mutationc.1732T>Cp.Phe578Leup.F578Lprotein_codingtolerated(0.34)benign(0.06)TCGA-EW-A1P4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
SLC6A6insertionNonsense_Mutationnovelc.533_534insCTCTGAGGCTTGAAGTCCCTGGTAGATp.Gly178_Ala179insSerGluAlaTerSerProTrpTerIlep.G178_A179insSEA*SPW*Iprotein_codingTCGA-A8-A099-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
SLC6A6insertionIn_Frame_Insnovelc.1255_1256insCTCp.Tyr419delinsSerHisp.Y419delinsSHprotein_codingTCGA-AO-A0J5-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonatezoledronicPD
SLC6A6insertionNonsense_Mutationnovelc.1256_1257insGTAAATCTGTGAGGTGGGCTGGCGCTGTGGCTp.Tyr419Terp.Y419*protein_codingTCGA-AO-A0J5-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonatezoledronicPD
SLC6A6insertionIn_Frame_Insnovelc.991_992insGGGTTGGTGACTGTCCCGTGCCAATTATCCTTAAAACCGTTTACCp.Val331delinsGlyValGlyAspCysProValProIleIleLeuLysThrValTyrLeup.V331delinsGVGDCPVPIILKTVYLprotein_codingTCGA-BH-A0HY-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytaxotereCR
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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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