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: RARS2

Gene summary for RARS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RARS2

Gene ID

57038

Gene namearginyl-tRNA synthetase 2, mitochondrial
Gene AliasArgRS
Cytomap6q15
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

H0UI22


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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
57038RARS2LZE4THumanEsophagusESCC4.92e-071.40e-010.0811
57038RARS2LZE24THumanEsophagusESCC3.30e-071.71e-010.0596
57038RARS2P1T-EHumanEsophagusESCC3.25e-051.76e-010.0875
57038RARS2P2T-EHumanEsophagusESCC5.49e-091.77e-010.1177
57038RARS2P4T-EHumanEsophagusESCC3.31e-153.25e-010.1323
57038RARS2P5T-EHumanEsophagusESCC1.02e-091.54e-010.1327
57038RARS2P8T-EHumanEsophagusESCC2.74e-241.76e-010.0889
57038RARS2P9T-EHumanEsophagusESCC5.04e-031.07e-010.1131
57038RARS2P10T-EHumanEsophagusESCC3.33e-152.57e-010.116
57038RARS2P11T-EHumanEsophagusESCC1.53e-103.26e-010.1426
57038RARS2P12T-EHumanEsophagusESCC7.00e-132.15e-010.1122
57038RARS2P15T-EHumanEsophagusESCC1.06e-121.56e-010.1149
57038RARS2P16T-EHumanEsophagusESCC4.48e-142.50e-010.1153
57038RARS2P20T-EHumanEsophagusESCC7.84e-061.19e-010.1124
57038RARS2P21T-EHumanEsophagusESCC3.71e-204.13e-010.1617
57038RARS2P22T-EHumanEsophagusESCC1.29e-103.88e-020.1236
57038RARS2P23T-EHumanEsophagusESCC2.24e-172.74e-010.108
57038RARS2P24T-EHumanEsophagusESCC3.04e-172.56e-010.1287
57038RARS2P26T-EHumanEsophagusESCC4.73e-131.51e-010.1276
57038RARS2P27T-EHumanEsophagusESCC4.65e-111.79e-010.1055
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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
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:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:003254314EsophagusESCCmitochondrial translation68/855276/187231.02e-156.86e-1468
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:01400531LiverHCCmitochondrial gene expression82/7958108/187231.49e-127.20e-1182
GO:00325431LiverHCCmitochondrial translation62/795876/187232.95e-121.34e-1062
GO:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:0006399LiverHCCtRNA metabolic process108/7958179/187231.07e-061.59e-05108
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:01400533Oral cavityOSCCmitochondrial gene expression78/7305108/187232.37e-129.86e-1178
GO:00325434Oral cavityOSCCmitochondrial translation59/730576/187237.21e-122.70e-1059
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:00325436SkincSCCmitochondrial translation47/486476/187234.70e-112.22e-0947
GO:01400535SkincSCCmitochondrial gene expression56/4864108/187238.06e-092.56e-0756
GO:00063993SkincSCCtRNA metabolic process64/4864179/187232.34e-031.36e-0264
GO:00346608ThyroidPTCncRNA metabolic process239/5968485/187235.54e-164.26e-14239
GO:01400536ThyroidPTCmitochondrial gene expression51/5968108/187236.04e-043.83e-0351
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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
RARS2SNVMissense_Mutationc.622N>Ap.Gln208Lysp.Q208KQ5T160protein_codingtolerated(0.4)benign(0.017)TCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RARS2SNVMissense_Mutationrs201899366c.16C>Tp.Arg6Cysp.R6CQ5T160protein_codingdeleterious(0)possibly_damaging(0.635)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
RARS2SNVMissense_Mutationrs201899366c.16N>Tp.Arg6Cysp.R6CQ5T160protein_codingdeleterious(0)possibly_damaging(0.635)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RARS2SNVMissense_Mutationrs201899366c.16N>Tp.Arg6Cysp.R6CQ5T160protein_codingdeleterious(0)possibly_damaging(0.635)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
RARS2SNVMissense_Mutationc.95C>Ap.Pro32Glnp.P32QQ5T160protein_codingdeleterious(0.01)possibly_damaging(0.481)TCGA-E2-A15G-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RARS2insertionNonsense_Mutationnovelc.625_626insAGATGGTGTTAGCATATCCCTCCTAGAAp.Val209GlufsTer9p.V209Efs*9Q5T160protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
RARS2SNVMissense_Mutationnovelc.600G>Tp.Gln200Hisp.Q200HQ5T160protein_codingtolerated(0.06)benign(0.316)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RARS2SNVMissense_Mutationc.322G>Cp.Asp108Hisp.D108HQ5T160protein_codingdeleterious(0.02)benign(0.086)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
RARS2SNVMissense_Mutationc.338N>Cp.Gly113Alap.G113AQ5T160protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RARS2SNVMissense_Mutationrs201899366c.16N>Tp.Arg6Cysp.R6CQ5T160protein_codingdeleterious(0)possibly_damaging(0.635)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<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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