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:000963616ProstateBPHresponse to toxic substance67/3107262/187231.32e-041.18e-0367
GO:000931414ProstateBPHresponse to radiation105/3107456/187232.07e-041.70e-03105
GO:003647317ProstateBPHcell death in response to oxidative stress30/310795/187232.29e-041.83e-0330
GO:005087817ProstateBPHregulation of body fluid levels89/3107379/187233.08e-042.37e-0389
GO:007052716ProstateBPHplatelet aggregation23/310767/187233.12e-042.39e-0323
GO:19032049ProstateBPHnegative regulation of oxidative stress-induced neuron death10/310719/187233.36e-042.52e-0310
GO:190040716ProstateBPHregulation of cellular response to oxidative stress28/310789/187233.90e-042.85e-0328
GO:190288216ProstateBPHregulation of response to oxidative stress30/310798/187234.16e-043.01e-0330
GO:00303237ProstateBPHrespiratory tube development48/3107181/187234.65e-043.33e-0348
GO:00303247ProstateBPHlung development47/3107177/187235.13e-043.63e-0347
GO:00620127ProstateBPHregulation of small molecule metabolic process79/3107334/187235.17e-043.66e-0379
GO:19012158ProstateBPHnegative regulation of neuron death53/3107208/187236.87e-044.58e-0353
GO:00517752ProstateBPHresponse to redox state8/310715/187231.21e-037.41e-038
GO:0050890ProstateBPHcognition69/3107296/187231.68e-039.69e-0369
GO:00075968ProstateBPHblood coagulation53/3107217/187231.91e-031.09e-0253
GO:00508178ProstateBPHcoagulation54/3107222/187231.92e-031.09e-0254
GO:00605415ProstateBPHrespiratory system development50/3107203/187232.09e-031.17e-0250
GO:00075998ProstateBPHhemostasis53/3107222/187233.21e-031.67e-0253
GO:0070306ProstateBPHlens fiber cell differentiation13/310736/187233.71e-031.87e-0213
GO:190320210ProstateBPHnegative regulation of oxidative stress-induced cell death17/310753/187234.11e-032.04e-0217
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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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