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: CARS2

Gene summary for CARS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CARS2

Gene ID

79587

Gene namecysteinyl-tRNA synthetase 2, mitochondrial
Gene AliasCOXPD27
Cytomap13q34
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

B7Z7E6


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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
79587CARS2HTA11_99999965104_69814HumanColorectumMSS4.95e-065.89e-010.281
79587CARS2HTA11_99999971662_82457HumanColorectumMSS5.54e-066.72e-010.3859
79587CARS2HTA11_99999973899_84307HumanColorectumMSS7.96e-161.57e+000.2585
79587CARS2HTA11_99999974143_84620HumanColorectumMSS1.08e-023.13e-010.3005
79587CARS2A015-C-203HumanColorectumFAP1.02e-06-1.36e-01-0.1294
79587CARS2A001-C-108HumanColorectumFAP1.93e-02-6.90e-02-0.0272
79587CARS2A002-C-205HumanColorectumFAP1.28e-02-5.60e-02-0.1236
79587CARS2A015-C-006HumanColorectumFAP4.13e-02-1.72e-01-0.0994
79587CARS2A015-C-106HumanColorectumFAP3.04e-03-6.41e-02-0.0511
79587CARS2A002-C-114HumanColorectumFAP2.87e-02-1.08e-01-0.1561
79587CARS2A015-C-104HumanColorectumFAP4.70e-11-2.12e-01-0.1899
79587CARS2A001-C-014HumanColorectumFAP2.35e-03-1.25e-010.0135
79587CARS2A002-C-016HumanColorectumFAP2.42e-06-1.60e-010.0521
79587CARS2A015-C-002HumanColorectumFAP4.59e-02-2.40e-01-0.0763
79587CARS2A001-C-203HumanColorectumFAP1.85e-03-1.79e-02-0.0481
79587CARS2A002-C-116HumanColorectumFAP1.90e-11-1.31e-01-0.0452
79587CARS2A018-E-020HumanColorectumFAP4.89e-02-1.04e-01-0.2034
79587CARS2F034HumanColorectumFAP1.19e-04-1.96e-03-0.0665
79587CARS2LZE7THumanEsophagusESCC1.09e-031.55e-010.0667
79587CARS2LZE24THumanEsophagusESCC1.83e-081.61e-010.0596
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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
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:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:00063991Oral cavityOSCCtRNA metabolic process101/7305179/187231.65e-062.15e-05101
GO:00346607SkinAKncRNA metabolic process75/1910485/187231.64e-041.93e-0375
GO:003466013SkincSCCncRNA metabolic process234/4864485/187231.37e-264.77e-24234
GO:00063993SkincSCCtRNA metabolic process64/4864179/187232.34e-031.36e-0264
GO:00346608ThyroidPTCncRNA metabolic process239/5968485/187235.54e-164.26e-14239
GO:003466021ThyroidATCncRNA metabolic process240/6293485/187232.03e-139.91e-12240
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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
CARS2SNVMissense_Mutationc.1209G>Cp.Lys403Asnp.K403NQ9HA77protein_codingdeleterious(0)possibly_damaging(0.729)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
CARS2SNVMissense_Mutationc.1143N>Ap.Met381Ilep.M381IQ9HA77protein_codingtolerated(0.73)benign(0.001)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
CARS2SNVMissense_Mutationrs367861934c.446N>Gp.Gln149Argp.Q149RQ9HA77protein_codingtolerated(0.16)benign(0.021)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CARS2SNVMissense_Mutationc.272N>Ap.Ala91Aspp.A91DQ9HA77protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CARS2SNVMissense_Mutationc.355A>Gp.Thr119Alap.T119AQ9HA77protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CARS2SNVMissense_Mutationc.1609N>Tp.Gly537Cysp.G537CQ9HA77protein_codingdeleterious(0)probably_damaging(1)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CARS2SNVMissense_Mutationrs150780076c.1579N>Ap.Asp527Asnp.D527NQ9HA77protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CARS2deletionFrame_Shift_Delc.1011delNp.Asp338MetfsTer44p.D338Mfs*44Q9HA77protein_codingTCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CARS2SNVMissense_Mutationnovelc.1669N>Gp.Thr557Alap.T557AQ9HA77protein_codingtolerated(0.28)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CARS2SNVMissense_Mutationc.1400C>Tp.Ser467Phep.S467FQ9HA77protein_codingdeleterious(0)possibly_damaging(0.762)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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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