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: SLC1A1

Gene summary for SLC1A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC1A1

Gene ID

6505

Gene namesolute carrier family 1 member 1
Gene AliasDCBXA
Cytomap9p24.2
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

P43005


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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
6505SLC1A1NAFLD1HumanLiverNAFLD2.25e-091.09e+00-0.04
6505SLC1A1S41HumanLiverCirrhotic6.78e-045.12e-01-0.0343
6505SLC1A1S43HumanLiverCirrhotic4.85e-05-1.15e-02-0.0187
6505SLC1A1HCC1_MengHumanLiverHCC2.28e-09-2.61e-010.0246
6505SLC1A1HCC2_MengHumanLiverHCC5.27e-17-1.22e-010.0107
6505SLC1A1Pt13.aHumanLiverHCC5.99e-07-2.52e-010.021
6505SLC1A1Pt14.dHumanLiverHCC3.96e-06-2.51e-010.0143
6505SLC1A1S016HumanLiverHCC4.20e-03-2.62e-010.2243
6505SLC1A1S027HumanLiverHCC1.39e-024.54e-010.2446
6505SLC1A1S028HumanLiverHCC2.04e-042.55e-010.2503
6505SLC1A1S029HumanLiverHCC1.14e-063.49e-010.2581
6505SLC1A1RNA-P25T1-P25T1-1HumanLungAIS1.97e-148.25e-01-0.2116
6505SLC1A1RNA-P25T1-P25T1-3HumanLungAIS2.21e-025.76e-01-0.2107
6505SLC1A1RNA-P25T1-P25T1-4HumanLungAIS3.13e-157.67e-01-0.2119
6505SLC1A1RNA-P7T1-P7T1-4HumanLungAIS6.09e-044.77e-01-0.0809
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:003367411LiverHCCpositive regulation of kinase activity230/7958467/187231.72e-038.95e-03230
GO:003647312LiverHCCcell death in response to oxidative stress55/795895/187231.76e-039.12e-0355
GO:007259312LiverHCCreactive oxygen species metabolic process124/7958239/187232.05e-031.04e-02124
GO:00000411LiverHCCtransition metal ion transport59/7958105/187233.18e-031.47e-0259
GO:015010411LiverHCCtransport across blood-brain barrier50/795887/187233.42e-031.55e-0250
GO:004328012LiverHCCpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process70/7958129/187234.58e-031.97e-0270
GO:001023211LiverHCCvascular transport50/795888/187234.69e-032.02e-0250
GO:200105612LiverHCCpositive regulation of cysteine-type endopeptidase activity79/7958148/187234.82e-032.03e-0279
GO:00321471LiverHCCactivation of protein kinase activity72/7958134/187235.61e-032.33e-0272
GO:007124812LiverHCCcellular response to metal ion101/7958197/187237.82e-033.10e-02101
GO:00903131LiverHCCregulation of protein targeting to membrane23/795836/187237.85e-033.11e-0223
GO:000688212LiverHCCcellular zinc ion homeostasis24/795838/187238.20e-033.22e-0224
GO:00067501LiverHCCglutathione biosynthetic process12/795816/187238.74e-033.40e-0212
GO:00432791LiverHCCresponse to alkaloid62/7958115/187238.79e-033.42e-0262
GO:004586213LungAISpositive regulation of proteolysis73/1849372/187237.68e-091.21e-0673
GO:199077812LungAISprotein localization to cell periphery64/1849333/187231.42e-071.48e-0564
GO:001810512LungAISpeptidyl-serine phosphorylation60/1849315/187234.75e-073.64e-0560
GO:001820912LungAISpeptidyl-serine modification61/1849338/187232.49e-061.41e-0461
GO:000697913LungAISresponse to oxidative stress75/1849446/187232.97e-061.60e-0475
GO:003367412LungAISpositive regulation of kinase activity77/1849467/187234.67e-062.31e-0477
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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
SLC1A1SNVMissense_Mutationc.1471N>Cp.Ile491Leup.I491LP43005protein_codingtolerated(0.46)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
SLC1A1SNVMissense_Mutationrs199857691c.1288N>Ap.Ala430Thrp.A430TP43005protein_codingtolerated(1)benign(0.057)TCGA-OL-A6VR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC1A1SNVMissense_Mutationc.979G>Ap.Ala327Thrp.A327TP43005protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC1A1SNVMissense_Mutationnovelc.1508N>Gp.Tyr503Cysp.Y503CP43005protein_codingtolerated(0.09)probably_damaging(0.94)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC1A1SNVMissense_Mutationrs752394755c.256N>Ap.Val86Ilep.V86IP43005protein_codingtolerated(0.08)benign(0.015)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC1A1SNVMissense_Mutationrs748031544c.383C>Tp.Ala128Valp.A128VP43005protein_codingtolerated(0.38)benign(0.01)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SLC1A1SNVMissense_Mutationc.1013C>Ap.Pro338Hisp.P338HP43005protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SLC1A1SNVMissense_Mutationc.443N>Tp.Asn148Ilep.N148IP43005protein_codingdeleterious(0)probably_damaging(0.997)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SLC1A1SNVMissense_Mutationc.1415N>Cp.Gln472Prop.Q472PP43005protein_codingtolerated(0.12)benign(0)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC1A1SNVMissense_Mutationc.905N>Tp.Pro302Leup.P302LP43005protein_codingdeleterious(0.03)probably_damaging(0.985)TCGA-AG-3592-01Colorectumrectum adenocarcinomaMale>=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
6505SLC1A1TRANSPORTER, CELL SURFACE, DRUGGABLE GENOMECLOZAPINECLOZAPINE12873733
6505SLC1A1TRANSPORTER, CELL SURFACE, DRUGGABLE GENOMEinhibitor178101343
6505SLC1A1TRANSPORTER, CELL SURFACE, DRUGGABLE GENOMEWORTMANNINWORTMANNIN12401608,9502808,14574224
6505SLC1A1TRANSPORTER, CELL SURFACE, DRUGGABLE GENOMEPMA15707698,9502808,14574224
6505SLC1A1TRANSPORTER, CELL SURFACE, DRUGGABLE GENOME178101255
6505SLC1A1TRANSPORTER, CELL SURFACE, DRUGGABLE GENOMESelective serotonin reuptake inhibitors22776887
6505SLC1A1TRANSPORTER, CELL SURFACE, DRUGGABLE GENOMEETHANOLALCOHOL14574224
6505SLC1A1TRANSPORTER, CELL SURFACE, DRUGGABLE GENOMEinhibitor178101344
6505SLC1A1TRANSPORTER, CELL SURFACE, DRUGGABLE GENOMELIDOCAINELIDOCAINE12401608
6505SLC1A1TRANSPORTER, CELL SURFACE, DRUGGABLE GENOMESTAUROSPORINESTAUROSPORINE12401608,12759177
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