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: SLC7A6

Gene summary for SLC7A6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC7A6

Gene ID

9057

Gene namesolute carrier family 7 member 6
Gene AliasLAT-2
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0003333

UniProtAcc

A0A024R719


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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
9057SLC7A6LZE4THumanEsophagusESCC5.48e-081.64e-010.0811
9057SLC7A6LZE5THumanEsophagusESCC4.85e-023.24e-010.0514
9057SLC7A6LZE7THumanEsophagusESCC3.12e-083.92e-010.0667
9057SLC7A6LZE24THumanEsophagusESCC8.52e-072.21e-010.0596
9057SLC7A6P2T-EHumanEsophagusESCC7.69e-071.44e-010.1177
9057SLC7A6P4T-EHumanEsophagusESCC1.99e-142.72e-010.1323
9057SLC7A6P5T-EHumanEsophagusESCC6.03e-061.65e-010.1327
9057SLC7A6P8T-EHumanEsophagusESCC1.16e-162.81e-010.0889
9057SLC7A6P10T-EHumanEsophagusESCC5.37e-111.63e-010.116
9057SLC7A6P11T-EHumanEsophagusESCC2.26e-083.11e-010.1426
9057SLC7A6P12T-EHumanEsophagusESCC2.11e-108.54e-020.1122
9057SLC7A6P15T-EHumanEsophagusESCC6.78e-041.37e-010.1149
9057SLC7A6P16T-EHumanEsophagusESCC5.87e-058.99e-020.1153
9057SLC7A6P19T-EHumanEsophagusESCC5.65e-042.44e-010.1662
9057SLC7A6P20T-EHumanEsophagusESCC3.89e-081.33e-010.1124
9057SLC7A6P21T-EHumanEsophagusESCC9.78e-214.63e-010.1617
9057SLC7A6P22T-EHumanEsophagusESCC8.25e-091.35e-010.1236
9057SLC7A6P23T-EHumanEsophagusESCC1.01e-092.92e-010.108
9057SLC7A6P24T-EHumanEsophagusESCC2.45e-051.44e-010.1287
9057SLC7A6P26T-EHumanEsophagusESCC1.03e-131.88e-010.1276
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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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
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:00022446EsophagusESCChematopoietic progenitor cell differentiation66/8552114/187235.74e-032.13e-0266
GO:00022445Oral cavityOSCChematopoietic progenitor cell differentiation57/7305114/187231.09e-023.71e-0257
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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
SLC7A6SNVMissense_Mutationnovelc.174N>Cp.Met58Ilep.M58IQ92536protein_codingtolerated(1)benign(0.163)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
SLC7A6SNVMissense_Mutationc.1294T>Ap.Phe432Ilep.F432IQ92536protein_codingdeleterious(0)probably_damaging(0.928)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SLC7A6insertionFrame_Shift_Insnovelc.175_176insCTGGGCAGGATTACCTGGGTATGGACAGp.Ile59ThrfsTer87p.I59Tfs*87Q92536protein_codingTCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC7A6SNVMissense_Mutationrs778662864c.1042C>Tp.Arg348Trpp.R348WQ92536protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC7A6SNVMissense_Mutationc.245T>Ap.Ile82Asnp.I82NQ92536protein_codingdeleterious(0)benign(0.217)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC7A6SNVMissense_Mutationc.436N>Gp.Thr146Alap.T146AQ92536protein_codingdeleterious(0)probably_damaging(1)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
SLC7A6deletionFrame_Shift_Delc.1472delNp.Gln492SerfsTer8p.Q492Sfs*8Q92536protein_codingTCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
SLC7A6SNVMissense_Mutationnovelc.1516G>Ap.Glu506Lysp.E506KQ92536protein_codingtolerated(0.09)benign(0.009)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC7A6SNVMissense_Mutationc.224N>Tp.Ala75Valp.A75VQ92536protein_codingdeleterious(0)possibly_damaging(0.686)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC7A6SNVMissense_Mutationc.319N>Gp.Lys107Glup.K107EQ92536protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
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