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: SLC7A1

Gene summary for SLC7A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC7A1

Gene ID

6541

Gene namesolute carrier family 7 member 1
Gene AliasATRC1
Cytomap13q12.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

A0A024RDQ9


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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
6541SLC7A1CA_HPV_3HumanCervixCC7.43e-051.83e-010.0414
6541SLC7A1CCI_2HumanCervixCC2.13e-047.89e-010.5249
6541SLC7A1CCI_3HumanCervixCC1.41e-111.25e+000.516
6541SLC7A1AEH-subject1HumanEndometriumAEH8.33e-256.44e-01-0.3059
6541SLC7A1AEH-subject2HumanEndometriumAEH3.67e-022.71e-01-0.2525
6541SLC7A1AEH-subject5HumanEndometriumAEH2.36e-389.14e-01-0.2953
6541SLC7A1EEC-subject1HumanEndometriumEEC1.98e-226.54e-01-0.2682
6541SLC7A1EEC-subject2HumanEndometriumEEC5.49e-032.83e-01-0.2607
6541SLC7A1EEC-subject4HumanEndometriumEEC7.37e-196.37e-01-0.2571
6541SLC7A1EEC-subject5HumanEndometriumEEC4.19e-104.44e-01-0.249
6541SLC7A1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC6.80e-061.34e-01-0.1869
6541SLC7A1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC5.99e-05-2.10e-02-0.1883
6541SLC7A1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.91e-028.72e-02-0.1934
6541SLC7A1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.90e-087.32e-02-0.1917
6541SLC7A1LZE4THumanEsophagusESCC3.74e-10-1.92e-010.0811
6541SLC7A1LZE8THumanEsophagusESCC3.32e-04-1.78e-010.067
6541SLC7A1LZE20THumanEsophagusESCC4.52e-04-2.89e-010.0662
6541SLC7A1LZE24THumanEsophagusESCC6.26e-081.97e-020.0596
6541SLC7A1P2T-EHumanEsophagusESCC6.00e-131.54e-010.1177
6541SLC7A1P4T-EHumanEsophagusESCC9.48e-182.10e-010.1323
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:00601738ThyroidATClimb development76/6293172/187232.41e-031.12e-0276
GO:000657522ThyroidATCcellular modified amino acid metabolic process82/6293188/187232.60e-031.20e-0282
GO:000759618ThyroidATCblood coagulation93/6293217/187232.69e-031.23e-0293
GO:004239822ThyroidATCcellular modified amino acid biosynthetic process25/629346/187233.00e-031.36e-0225
GO:004427212ThyroidATCsulfur compound biosynthetic process66/6293148/187233.43e-031.53e-0266
GO:000759918ThyroidATChemostasis94/6293222/187233.92e-031.70e-0294
GO:005081718ThyroidATCcoagulation94/6293222/187233.92e-031.70e-0294
GO:20001062ThyroidATCregulation of leukocyte apoptotic process39/629381/187234.65e-031.92e-0239
GO:00330281ThyroidATCmyeloid cell apoptotic process17/629329/187234.95e-032.03e-0217
GO:190320125ThyroidATCregulation of oxidative stress-induced cell death36/629374/187235.19e-032.12e-0236
GO:190320422ThyroidATCnegative regulation of oxidative stress-induced neuron death12/629319/187237.97e-033.08e-0212
GO:00323292ThyroidATCserine transport8/629311/187239.31e-033.44e-028
GO:190040725ThyroidATCregulation of cellular response to oxidative stress41/629389/187239.71e-033.56e-0241
GO:0050878112ThyroidATCregulation of body fluid levels149/6293379/187231.08e-023.90e-02149
GO:003016813ThyroidATCplatelet activation54/6293123/187231.10e-023.95e-0254
GO:005080712ThyroidATCregulation of synapse organization87/6293211/187231.20e-024.27e-0287
GO:003647521ThyroidATCneuron death in response to oxidative stress17/629331/187231.21e-024.27e-0217
GO:1902882110ThyroidATCregulation of response to oxidative stress44/629398/187231.30e-024.55e-0244
GO:0043113ThyroidATCreceptor clustering26/629353/187231.42e-024.91e-0226
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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
SLC7A1SNVMissense_Mutationc.623N>Ap.Gly208Glup.G208EP30825protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC7A1insertionNonsense_Mutationnovelc.1165_1166insTTTAAATTTGTTTTAGTTGCAGTGATCTAGAGGGGCTTGAp.Thr389IlefsTer2p.T389Ifs*2P30825protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC7A1insertionFrame_Shift_Insnovelc.1601_1602insTAAATp.Ser535LysfsTer37p.S535Kfs*37P30825protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SLC7A1insertionIn_Frame_Insnovelc.1600_1601insTCCCTCCGGGGTGGTGGGATGCTTCTCp.Gly534delinsValProProGlyTrpTrpAspAlaSerArgp.G534delinsVPPGWWDASRP30825protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SLC7A1insertionIn_Frame_Insnovelc.373_374insAAACGATGAGAGGCGTCCATGGCAGAGCAGTGGTCTp.Thr125delinsLysThrMetArgGlyValHisGlyArgAlaValValSerp.T125delinsKTMRGVHGRAVVSP30825protein_codingTCGA-BH-A0EB-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SLC7A1SNVMissense_Mutationnovelc.874G>Ap.Ala292Thrp.A292TP30825protein_codingtolerated(0.29)possibly_damaging(0.555)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC7A1SNVMissense_Mutationc.308N>Cp.Val103Alap.V103AP30825protein_codingdeleterious(0)probably_damaging(0.999)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC7A1SNVMissense_Mutationrs767310993c.817N>Ap.Ala273Thrp.A273TP30825protein_codingdeleterious(0.01)probably_damaging(0.981)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC7A1SNVMissense_Mutationrs548607156c.1633N>Ap.Val545Ilep.V545IP30825protein_codingtolerated(1)benign(0)TCGA-WL-A834-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelSD
SLC7A1SNVMissense_Mutationc.44G>Ap.Arg15Glnp.R15QP30825protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-3810-01Colorectumcolon adenocarcinomaMale<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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