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: SLC7A11

Gene summary for SLC7A11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC7A11

Gene ID

23657

Gene namesolute carrier family 7 member 11
Gene AliasCCBR1
Cytomap4q28.3
Gene Typeprotein-coding
GO ID

GO:0000096

UniProtAcc

Q9UPY5


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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
23657SLC7A11LZE2THumanEsophagusESCC6.62e-044.46e-010.082
23657SLC7A11LZE4THumanEsophagusESCC2.90e-391.43e+000.0811
23657SLC7A11LZE7THumanEsophagusESCC1.08e-148.50e-010.0667
23657SLC7A11P4T-EHumanEsophagusESCC4.06e-072.60e-010.1323
23657SLC7A11P5T-EHumanEsophagusESCC5.95e-061.46e-010.1327
23657SLC7A11P9T-EHumanEsophagusESCC3.53e-246.74e-010.1131
23657SLC7A11P15T-EHumanEsophagusESCC2.41e-358.29e-010.1149
23657SLC7A11P21T-EHumanEsophagusESCC3.76e-246.73e-010.1617
23657SLC7A11P22T-EHumanEsophagusESCC2.11e-061.71e-010.1236
23657SLC7A11P23T-EHumanEsophagusESCC6.41e-031.81e-010.108
23657SLC7A11P26T-EHumanEsophagusESCC2.28e-031.58e-010.1276
23657SLC7A11P28T-EHumanEsophagusESCC7.22e-032.12e-010.1149
23657SLC7A11P30T-EHumanEsophagusESCC6.64e-381.34e+000.137
23657SLC7A11P32T-EHumanEsophagusESCC9.98e-391.23e+000.1666
23657SLC7A11P39T-EHumanEsophagusESCC1.23e-093.23e-010.0894
23657SLC7A11P42T-EHumanEsophagusESCC2.06e-137.62e-010.1175
23657SLC7A11P47T-EHumanEsophagusESCC2.45e-021.31e-010.1067
23657SLC7A11P48T-EHumanEsophagusESCC1.11e-032.67e-010.0959
23657SLC7A11P49T-EHumanEsophagusESCC5.16e-182.44e+000.1768
23657SLC7A11P52T-EHumanEsophagusESCC6.67e-124.06e-010.1555
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:190547519EsophagusESCCregulation of protein localization to membrane117/8552175/187231.14e-082.26e-07117
GO:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
GO:0002262111EsophagusESCCmyeloid cell homeostasis104/8552157/187231.49e-072.36e-06104
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:0048872111EsophagusESCChomeostasis of number of cells163/8552272/187231.40e-061.69e-05163
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
GO:1901214111EsophagusESCCregulation of neuron death186/8552319/187233.35e-063.73e-05186
GO:00303239EsophagusESCCrespiratory tube development112/8552181/187237.82e-067.69e-05112
GO:00605417EsophagusESCCrespiratory system development123/8552203/187231.26e-051.15e-04123
GO:00303249EsophagusESCClung development109/8552177/187231.40e-051.27e-04109
GO:000941611EsophagusESCCresponse to light stimulus183/8552320/187232.03e-051.76e-04183
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:00423986EsophagusESCCcellular modified amino acid biosynthetic process34/855246/187239.39e-056.70e-0434
GO:000963620EsophagusESCCresponse to toxic substance150/8552262/187231.00e-047.12e-04150
GO:00620129EsophagusESCCregulation of small molecule metabolic process184/8552334/187233.11e-041.85e-03184
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421629EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa0421638EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa0421641LiverHCCFerroptosis33/402041/84651.42e-059.88e-055.50e-0533
hsa0421651LiverHCCFerroptosis33/402041/84651.42e-059.88e-055.50e-0533
hsa0421620Oral cavityOSCCFerroptosis29/370441/84654.26e-041.30e-036.60e-0429
hsa04216110Oral cavityOSCCFerroptosis29/370441/84654.26e-041.30e-036.60e-0429
hsa0421626ProstateTumorFerroptosis24/179141/84651.94e-072.14e-061.33e-0624
hsa0421636ProstateTumorFerroptosis24/179141/84651.94e-072.14e-061.33e-0624
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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
SLC7A11SNVMissense_Mutationnovelc.1412A>Gp.Asp471Glyp.D471GQ9UPY5protein_codingtolerated(0.34)benign(0.005)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC7A11SNVMissense_Mutationnovelc.1483N>Ap.Val495Ilep.V495IQ9UPY5protein_codingtolerated(0.29)benign(0.018)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
SLC7A11SNVMissense_Mutationnovelc.538N>Cp.Asn180Hisp.N180HQ9UPY5protein_codingdeleterious(0)probably_damaging(0.996)TCGA-D8-A1Y3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
SLC7A11SNVMissense_Mutationnovelc.197C>Tp.Pro66Leup.P66LQ9UPY5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
SLC7A11SNVMissense_Mutationc.787N>Ap.Glu263Lysp.E263KQ9UPY5protein_codingtolerated(0.1)benign(0.101)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
SLC7A11SNVMissense_Mutationrs760898836c.959N>Tp.Pro320Leup.P320LQ9UPY5protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC7A11SNVMissense_Mutationnovelc.854N>Tp.Asn285Ilep.N285IQ9UPY5protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-A6-3808-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC7A11SNVMissense_Mutationc.802N>Ap.Leu268Ilep.L268IQ9UPY5protein_codingdeleterious(0.01)possibly_damaging(0.53)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC7A11SNVMissense_Mutationc.167C>Tp.Thr56Ilep.T56IQ9UPY5protein_codingdeleterious(0.02)benign(0.085)TCGA-AZ-6599-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC7A11SNVMissense_Mutationnovelc.941N>Cp.Asn314Thrp.N314TQ9UPY5protein_codingtolerated(0.73)benign(0.027)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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
23657SLC7A11TRANSPORTER, DRUGGABLE GENOME, CELL SURFACERILUZOLERILUZOLE
23657SLC7A11TRANSPORTER, DRUGGABLE GENOME, CELL SURFACEinhibitor135650876QUISQUALATE
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