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: SLC7A5

Gene summary for SLC7A5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC7A5

Gene ID

8140

Gene namesolute carrier family 7 member 5
Gene Alias4F2LC
Cytomap16q24.2
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q01650


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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
8140SLC7A5HTA11_7696_3000711011HumanColorectumAD2.08e-084.15e-010.0674
8140SLC7A5HTA11_99999970781_79442HumanColorectumMSS3.39e-195.88e-010.294
8140SLC7A5HTA11_99999965104_69814HumanColorectumMSS4.83e-094.64e-010.281
8140SLC7A5HTA11_99999971662_82457HumanColorectumMSS6.67e-391.02e+000.3859
8140SLC7A5HTA11_99999973899_84307HumanColorectumMSS1.53e-032.66e-010.2585
8140SLC7A5HTA11_99999974143_84620HumanColorectumMSS2.59e-651.27e+000.3005
8140SLC7A5AEH-subject1HumanEndometriumAEH1.25e-235.87e-01-0.3059
8140SLC7A5AEH-subject2HumanEndometriumAEH1.85e-073.42e-01-0.2525
8140SLC7A5AEH-subject3HumanEndometriumAEH1.69e-104.46e-01-0.2576
8140SLC7A5AEH-subject4HumanEndometriumAEH1.04e-032.61e-01-0.2657
8140SLC7A5AEH-subject5HumanEndometriumAEH2.11e-043.12e-01-0.2953
8140SLC7A5EEC-subject2HumanEndometriumEEC4.02e-022.39e-01-0.2607
8140SLC7A5EEC-subject3HumanEndometriumEEC1.61e-023.34e-01-0.2525
8140SLC7A5EEC-subject4HumanEndometriumEEC9.09e-052.95e-01-0.2571
8140SLC7A5EEC-subject5HumanEndometriumEEC1.03e-165.75e-01-0.249
8140SLC7A5GSM5276935HumanEndometriumEEC9.69e-103.36e-01-0.123
8140SLC7A5LZE2THumanEsophagusESCC1.28e-027.04e-010.082
8140SLC7A5LZE4THumanEsophagusESCC1.77e-10-4.55e-020.0811
8140SLC7A5LZE7THumanEsophagusESCC9.79e-101.59e-020.0667
8140SLC7A5LZE8THumanEsophagusESCC9.52e-08-2.59e-010.067
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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:0150104ColorectumMSStransport across blood-brain barrier28/346787/187231.54e-031.41e-0228
GO:0010232ColorectumMSSvascular transport28/346788/187231.87e-031.64e-0228
GO:00018198EndometriumAEHpositive regulation of cytokine production71/2100467/187234.76e-033.02e-0271
GO:000181913EndometriumEECpositive regulation of cytokine production73/2168467/187234.64e-032.97e-0273
GO:000181916EsophagusESCCpositive regulation of cytokine production244/8552467/187232.29e-031.01e-02244
GO:015010411LiverHCCtransport across blood-brain barrier50/795887/187233.42e-031.55e-0250
GO:001023211LiverHCCvascular transport50/795888/187234.69e-032.02e-0250
GO:000181910Oral cavityOSCCpositive regulation of cytokine production213/7305467/187231.93e-038.96e-03213
GO:00027022Oral cavityOSCCpositive regulation of production of molecular mediator of immune response58/7305117/187231.28e-024.27e-0258
GO:000181915Oral cavityEOLPpositive regulation of cytokine production87/2218467/187231.08e-051.92e-0487
GO:00026974Oral cavityEOLPregulation of immune effector process61/2218339/187235.48e-044.68e-0361
GO:0002700Oral cavityEOLPregulation of production of molecular mediator of immune response32/2218164/187232.98e-031.75e-0232
GO:00027203Oral cavityEOLPpositive regulation of cytokine production involved in immune response15/221865/187237.93e-033.76e-0215
GO:00027021Oral cavityEOLPpositive regulation of production of molecular mediator of immune response23/2218117/187239.76e-034.42e-0223
GO:000181917SkinAKpositive regulation of cytokine production67/1910467/187232.59e-031.67e-0267
GO:000181918SkinSCCISpositive regulation of cytokine production38/919467/187231.63e-031.81e-0238
GO:000181924ThyroidATCpositive regulation of cytokine production189/6293467/187231.00e-035.31e-03189
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052304ColorectumMSSCentral carbon metabolism in cancer25/187570/84656.50e-032.64e-021.62e-0225
hsa04150ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa052305ColorectumMSSCentral carbon metabolism in cancer25/187570/84656.50e-032.64e-021.62e-0225
hsa041501ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa0523018EsophagusESCCCentral carbon metabolism in cancer50/420570/84651.70e-046.62e-043.39e-0450
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0523019EsophagusESCCCentral carbon metabolism in cancer50/420570/84651.70e-046.62e-043.39e-0450
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0415011LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0523016Oral cavityOSCCCentral carbon metabolism in cancer49/370470/84657.57e-063.59e-051.83e-0549
hsa041504Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
hsa0523017Oral cavityOSCCCentral carbon metabolism in cancer49/370470/84657.57e-063.59e-051.83e-0549
hsa0415012Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
hsa0523023Oral cavityLPCentral carbon metabolism in cancer31/241870/84653.50e-031.46e-029.40e-0331
hsa0523033Oral cavityLPCentral carbon metabolism in cancer31/241870/84653.50e-031.46e-029.40e-0331
hsa0415021Oral cavityEOLPmTOR signaling pathway34/1218156/84657.59e-032.17e-021.28e-0234
hsa041503Oral cavityEOLPmTOR signaling pathway34/1218156/84657.59e-032.17e-021.28e-0234
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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
SLC7A5SNVMissense_Mutationc.679C>Gp.Leu227Valp.L227VQ01650protein_codingdeleterious(0.02)possibly_damaging(0.783)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC7A5insertionIn_Frame_Insnovelc.724_725insGGCGGCTGAGCCCTGCGGCCCCTTTCCTCCp.Asn242delinsArgArgLeuSerProAlaAlaProPheLeuHisp.N242delinsRRLSPAAPFLHQ01650protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC7A5SNVMissense_Mutationnovelc.1123C>Tp.Pro375Serp.P375SQ01650protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC7A5SNVMissense_Mutationnovelc.868G>Ap.Val290Metp.V290MQ01650protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC7A5SNVMissense_Mutationnovelc.788T>Cp.Val263Alap.V263AQ01650protein_codingdeleterious(0.01)probably_damaging(0.978)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC7A5SNVMissense_Mutationrs547150259c.658N>Ap.Gly220Argp.G220RQ01650protein_codingtolerated(0.31)possibly_damaging(0.603)TCGA-VS-A9UO-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC7A5SNVMissense_Mutationrs183791552c.1132N>Ap.Val378Metp.V378MQ01650protein_codingtolerated(0.06)benign(0.121)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
SLC7A5SNVMissense_Mutationrs200265403c.1480N>Ap.Val494Ilep.V494IQ01650protein_codingtolerated(0.43)benign(0.003)TCGA-AA-A01T-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
SLC7A5SNVMissense_Mutationc.693C>Ap.Phe231Leup.F231LQ01650protein_codingtolerated(0.64)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SLC7A5SNVMissense_Mutationrs200265403c.1480N>Ap.Val494Ilep.V494IQ01650protein_codingtolerated(0.43)benign(0.003)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<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
8140SLC7A5TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEinhibitor328083449
8140SLC7A5TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEmelphalanMELPHALAN
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