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: SLC7A8

Gene summary for SLC7A8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC7A8

Gene ID

23428

Gene namesolute carrier family 7 member 8
Gene AliasLAT2
Cytomap14q11.2
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q9UHI5


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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
23428SLC7A8HTA11_347_2000001011HumanColorectumAD1.43e-021.72e-01-0.1954
23428SLC7A8HTA11_696_2000001011HumanColorectumAD4.75e-134.50e-01-0.1464
23428SLC7A8HTA11_1391_2000001011HumanColorectumAD1.52e-043.44e-01-0.059
23428SLC7A8HTA11_866_3004761011HumanColorectumAD5.54e-207.44e-010.096
23428SLC7A8HTA11_7696_3000711011HumanColorectumAD1.82e-103.38e-010.0674
23428SLC7A8HTA11_6818_2000001011HumanColorectumAD1.14e-024.28e-010.0112
23428SLC7A8HTA11_99999970781_79442HumanColorectumMSS1.13e-073.04e-010.294
23428SLC7A8HTA11_99999965104_69814HumanColorectumMSS2.53e-043.61e-010.281
23428SLC7A8HTA11_99999971662_82457HumanColorectumMSS1.22e-206.12e-010.3859
23428SLC7A8HTA11_99999974143_84620HumanColorectumMSS5.03e-133.90e-010.3005
23428SLC7A8A002-C-021HumanColorectumFAP6.70e-052.83e-010.1171
23428SLC7A8CRC-1-8810HumanColorectumCRC5.65e-043.20e-010.6257
23428SLC7A8LZE2THumanEsophagusESCC1.79e-026.65e-010.082
23428SLC7A8LZE4THumanEsophagusESCC5.73e-301.25e+000.0811
23428SLC7A8LZE7THumanEsophagusESCC1.24e-026.12e-020.0667
23428SLC7A8LZE21THumanEsophagusESCC1.52e-086.55e-010.0655
23428SLC7A8P2T-EHumanEsophagusESCC1.28e-101.73e-010.1177
23428SLC7A8P4T-EHumanEsophagusESCC1.34e-235.25e-010.1323
23428SLC7A8P5T-EHumanEsophagusESCC8.76e-122.35e-010.1327
23428SLC7A8P8T-EHumanEsophagusESCC2.08e-155.05e-020.0889
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0009636ColorectumADresponse to toxic substance88/3918262/187231.12e-063.72e-0588
GO:00096362ColorectumMSSresponse to toxic substance73/3467262/187231.26e-041.94e-0373
GO:0150104ColorectumMSStransport across blood-brain barrier28/346787/187231.54e-031.41e-0228
GO:0010232ColorectumMSSvascular transport28/346788/187231.87e-031.64e-0228
GO:01501041ColorectumFAPtransport across blood-brain barrier25/262287/187232.63e-043.59e-0325
GO:00102321ColorectumFAPvascular transport25/262288/187233.19e-044.12e-0325
GO:0003018ColorectumFAPvascular process in circulatory system56/2622263/187237.67e-048.12e-0356
GO:00096363ColorectumFAPresponse to toxic substance53/2622262/187233.35e-032.46e-0253
GO:00030181ColorectumCRCvascular process in circulatory system45/2078263/187232.10e-032.08e-0245
GO:01501042ColorectumCRCtransport across blood-brain barrier18/207887/187236.50e-034.69e-0218
GO:000963620EsophagusESCCresponse to toxic substance150/8552262/187231.00e-047.12e-04150
GO:19019987EsophagusESCCtoxin transport28/855240/187231.61e-037.50e-0328
GO:000963618Oral cavityOSCCresponse to toxic substance137/7305262/187237.94e-068.52e-05137
GO:19019986Oral cavityOSCCtoxin transport25/730540/187232.22e-031.00e-0225
GO:190199812Oral cavityLPtoxin transport19/462340/187231.44e-031.14e-0219
GO:000963619Oral cavityLPresponse to toxic substance86/4623262/187231.74e-031.32e-0286
GO:000963617ProstateTumorresponse to toxic substance70/3246262/187238.76e-058.66e-0470
GO:190199811ProstateTumortoxin transport16/324640/187235.99e-044.29e-0316
GO:00030183ProstateTumorvascular process in circulatory system61/3246263/187238.88e-033.84e-0261
GO:000963626SkinAKresponse to toxic substance42/1910262/187232.11e-031.40e-0242
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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
SLC7A8SNVMissense_Mutationnovelc.1082N>Cp.Arg361Prop.R361PQ9UHI5protein_codingdeleterious(0.01)possibly_damaging(0.826)TCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
SLC7A8insertionFrame_Shift_Insnovelc.1031_1032insGCACAGGGAAGGTGGGAAGGCTGGGGCCTTCATAp.Ala345HisfsTer82p.A345Hfs*82Q9UHI5protein_codingTCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SLC7A8insertionFrame_Shift_Insnovelc.1080_1081insACCCTATCTGTTCACCAGGGACCCAAAATCCAAGGGGATGCTTp.Arg361ThrfsTer69p.R361Tfs*69Q9UHI5protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
SLC7A8SNVMissense_Mutationnovelc.1489G>Cp.Glu497Glnp.E497QQ9UHI5protein_codingtolerated(0.61)benign(0)TCGA-XS-A8TJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SLC7A8insertionFrame_Shift_Insnovelc.1490dupAp.Val498GlyfsTer11p.V498Gfs*11Q9UHI5protein_codingTCGA-XS-A8TJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SLC7A8SNVMissense_Mutationrs540015976c.541N>Tp.Arg181Trpp.R181WQ9UHI5protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SLC7A8SNVMissense_Mutationrs763323196c.1253G>Ap.Arg418Hisp.R418HQ9UHI5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3814-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC7A8SNVMissense_Mutationc.316N>Ap.Asp106Asnp.D106NQ9UHI5protein_codingtolerated(0.06)probably_damaging(0.914)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SLC7A8SNVMissense_Mutationc.1540N>Gp.Gln514Glup.Q514EQ9UHI5protein_codingtolerated(0.66)benign(0)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC7A8SNVMissense_Mutationnovelc.1361C>Tp.Ala454Valp.A454VQ9UHI5protein_codingtolerated(1)benign(0.1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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