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: SLC6A9

Gene summary for SLC6A9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC6A9

Gene ID

6536

Gene namesolute carrier family 6 member 9
Gene AliasGCENSG
Cytomap1p34.1
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

P48067


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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
6536SLC6A9HCC1_MengHumanLiverHCC7.94e-113.32e-020.0246
6536SLC6A9HCC1HumanLiverHCC5.10e-041.72e+000.5336
6536SLC6A9HCC2HumanLiverHCC1.32e-031.06e+000.5341
6536SLC6A9S027HumanLiverHCC7.33e-064.55e-010.2446
6536SLC6A9S028HumanLiverHCC6.47e-124.30e-010.2503
6536SLC6A9S029HumanLiverHCC6.39e-073.20e-010.2581
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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:005507612LiverHCCtransition metal ion homeostasis81/7958138/187238.87e-057.72e-0481
GO:0042168LiverHCCheme metabolic process30/795842/187231.40e-041.13e-0330
GO:00330131LiverHCCtetrapyrrole metabolic process39/795859/187232.14e-041.63e-0339
GO:00067781LiverHCCporphyrin-containing compound metabolic process33/795849/187233.86e-042.62e-0333
GO:004691611LiverHCCcellular transition metal ion homeostasis67/7958115/187234.64e-043.08e-0367
GO:0042440LiverHCCpigment metabolic process51/795884/187235.74e-043.65e-0351
GO:00000411LiverHCCtransition metal ion transport59/7958105/187233.18e-031.47e-0259
GO:0006783LiverHCCheme biosynthetic process19/795827/187233.18e-031.47e-0219
GO:015010411LiverHCCtransport across blood-brain barrier50/795887/187233.42e-031.55e-0250
GO:0006779LiverHCCporphyrin-containing compound biosynthetic process21/795831/187234.01e-031.76e-0221
GO:0033014LiverHCCtetrapyrrole biosynthetic process21/795831/187234.01e-031.76e-0221
GO:001023211LiverHCCvascular transport50/795888/187234.69e-032.02e-0250
GO:0046148LiverHCCpigment biosynthetic process37/795862/187234.73e-032.02e-0237
GO:00068261LiverHCCiron ion transport34/795858/187239.66e-033.63e-0234
GO:005507211LiverHCCiron ion homeostasis47/795885/187231.17e-024.28e-0247
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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
SLC6A9SNVMissense_Mutationnovelc.2048T>Ap.Leu683Glnp.L683QP48067protein_codingtolerated(0.21)benign(0.312)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SLC6A9SNVMissense_Mutationc.746G>Ap.Ser249Asnp.S249NP48067protein_codingtolerated(0.5)benign(0)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC6A9SNVMissense_Mutationnovelc.92N>Ap.Thr31Lysp.T31KP48067protein_codingtolerated_low_confidence(0.48)benign(0.006)TCGA-EW-A6SD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytchSD
SLC6A9SNVMissense_Mutationnovelc.1001G>Ap.Gly334Glup.G334EP48067protein_codingdeleterious(0)probably_damaging(0.981)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC6A9SNVMissense_Mutationnovelc.1686G>Tp.Met562Ilep.M562IP48067protein_codingtolerated(0.07)possibly_damaging(0.908)TCGA-MA-AA3Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC6A9SNVMissense_Mutationrs755321679c.1324N>Ap.Val442Metp.V442MP48067protein_codingdeleterious(0)probably_damaging(0.969)TCGA-Q1-A6DW-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SLC6A9deletionFrame_Shift_Delnovelc.1967delNp.Pro656LeufsTer15p.P656Lfs*15P48067protein_codingTCGA-VS-A9UZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC6A9SNVMissense_Mutationrs200036856c.395G>Ap.Arg132Hisp.R132HP48067protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SLC6A9SNVMissense_Mutationc.301G>Ap.Gly101Serp.G101SP48067protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC6A9SNVMissense_Mutationc.1576N>Ap.Leu526Metp.L526MP48067protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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
6536SLC6A9TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEGlyT1 PET radiotracers21253021
6536SLC6A9TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEPMID29338548-Compound-18
6536SLC6A9TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEinhibitor178101423
6536SLC6A9TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEPMID29338548-Compound-25
6536SLC6A9TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEPF-3463275PF-03463275
6536SLC6A9TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEMK-2637
6536SLC6A9TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEPMID29338548-Compound-29
6536SLC6A9TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEPMID29338548-Compound-23
6536SLC6A9TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEinhibitorCHEMBL1169880BITOPERTIN
6536SLC6A9TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEinhibitor178101480
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