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: SLC7A6OS

Gene summary for SLC7A6OS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC7A6OS

Gene ID

84138

Gene namesolute carrier family 7 member 6 opposite strand
Gene AliasEPM12
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0002244

UniProtAcc

Q96CW6


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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
84138SLC7A6OSLZE4THumanEsophagusESCC3.48e-143.84e-010.0811
84138SLC7A6OSLZE7THumanEsophagusESCC9.65e-092.35e-010.0667
84138SLC7A6OSLZE8THumanEsophagusESCC5.97e-039.02e-020.067
84138SLC7A6OSLZE20THumanEsophagusESCC1.29e-041.11e-010.0662
84138SLC7A6OSLZE24THumanEsophagusESCC1.41e-132.86e-010.0596
84138SLC7A6OSLZE6THumanEsophagusESCC3.23e-031.25e-010.0845
84138SLC7A6OSP1T-EHumanEsophagusESCC6.96e-083.67e-010.0875
84138SLC7A6OSP2T-EHumanEsophagusESCC1.33e-153.01e-010.1177
84138SLC7A6OSP4T-EHumanEsophagusESCC7.10e-204.34e-010.1323
84138SLC7A6OSP5T-EHumanEsophagusESCC5.82e-122.63e-010.1327
84138SLC7A6OSP8T-EHumanEsophagusESCC1.24e-213.13e-010.0889
84138SLC7A6OSP9T-EHumanEsophagusESCC7.01e-047.69e-020.1131
84138SLC7A6OSP10T-EHumanEsophagusESCC2.18e-142.75e-010.116
84138SLC7A6OSP11T-EHumanEsophagusESCC3.88e-093.58e-010.1426
84138SLC7A6OSP12T-EHumanEsophagusESCC1.80e-091.57e-010.1122
84138SLC7A6OSP15T-EHumanEsophagusESCC2.27e-163.00e-010.1149
84138SLC7A6OSP16T-EHumanEsophagusESCC4.05e-192.16e-010.1153
84138SLC7A6OSP19T-EHumanEsophagusESCC1.25e-022.83e-010.1662
84138SLC7A6OSP20T-EHumanEsophagusESCC1.51e-203.05e-010.1124
84138SLC7A6OSP21T-EHumanEsophagusESCC3.76e-224.52e-010.1617
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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
∗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
SLC7A6OSSNVMissense_Mutationnovelc.377N>Ap.Gly126Glup.G126EQ96CW6protein_codingtolerated(0.86)benign(0.003)TCGA-A7-A6VV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
SLC7A6OSSNVMissense_Mutationnovelc.662G>Tp.Ser221Ilep.S221IQ96CW6protein_codingtolerated(0.07)possibly_damaging(0.503)TCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC7A6OSSNVMissense_Mutationc.853C>Gp.Arg285Glyp.R285GQ96CW6protein_codingdeleterious(0.05)benign(0.099)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
SLC7A6OSSNVMissense_Mutationnovelc.925N>Ap.Asp309Asnp.D309NQ96CW6protein_codingdeleterious(0)probably_damaging(0.948)TCGA-AR-A1AH-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPD
SLC7A6OSinsertionNonsense_Mutationnovelc.491_492insGCCTTTTAGGAACCTGACTTTATAGTACAGGGAATTTGGGGAAAGATCp.Ile164delinsMetProPheArgAsnLeuThrLeuTerTyrArgGluPheGlyGluArgSerp.I164delinsMPFRNLTL*YREFGERSQ96CW6protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC7A6OSSNVMissense_Mutationc.430N>Cp.Glu144Glnp.E144QQ96CW6protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC7A6OSSNVMissense_Mutationnovelc.188N>Tp.Ser63Phep.S63FQ96CW6protein_codingdeleterious(0)probably_damaging(0.988)TCGA-MY-A913-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC7A6OSSNVMissense_Mutationnovelc.596N>Gp.Asp199Glyp.D199GQ96CW6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC7A6OSSNVMissense_Mutationrs865978522c.913N>Ap.Asp305Asnp.D305NQ96CW6protein_codingdeleterious(0.04)possibly_damaging(0.811)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SLC7A6OSSNVMissense_Mutationrs778260157c.517N>Tp.Arg173Cysp.R173CQ96CW6protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A3FC-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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