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: GARS

Gene summary for GARS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GARS

Gene ID

2618

Gene namephosphoribosylglycinamide formyltransferase, phosphoribosylglycinamide synthetase, phosphoribosylaminoimidazole synthetase
Gene AliasAIRS
Cytomap21q22.11
Gene Typeprotein-coding
GO ID

GO:0003360

UniProtAcc

P22102


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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
2618GARSLP17HumanOral cavityLP3.24e-025.40e-010.2349
2618GARSSYSMH1HumanOral cavityOSCC4.25e-102.99e-010.1127
2618GARSSYSMH2HumanOral cavityOSCC6.40e-216.03e-010.2326
2618GARSSYSMH3HumanOral cavityOSCC1.77e-388.60e-010.2442
2618GARSSYSMH5HumanOral cavityOSCC8.01e-205.43e-010.0647
2618GARSSYSMH6HumanOral cavityOSCC2.99e-062.90e-010.1275
2618GARSP4_S8_cSCCHumanSkincSCC7.53e-051.53e-01-0.3095
2618GARSP5_S10_cSCCHumanSkincSCC1.23e-051.74e-01-0.299
2618GARSP1_cSCCHumanSkincSCC2.12e-176.64e-010.0292
2618GARSP2_cSCCHumanSkincSCC5.38e-155.15e-01-0.024
2618GARSP4_cSCCHumanSkincSCC4.20e-388.71e-01-0.00290000000000005
2618GARSP10_cSCCHumanSkincSCC3.87e-431.28e+000.1017
2618GARSmale-WTAHumanThyroidPTC1.18e-181.72e-010.1037
2618GARSPTC01HumanThyroidPTC5.19e-051.45e-010.1899
2618GARSPTC04HumanThyroidPTC2.94e-092.60e-010.1927
2618GARSPTC05HumanThyroidPTC5.90e-126.66e-010.2065
2618GARSPTC06HumanThyroidPTC3.82e-347.92e-010.2057
2618GARSPTC07HumanThyroidPTC2.33e-174.45e-010.2044
2618GARSATC09HumanThyroidATC1.53e-031.91e-010.2871
2618GARSATC11HumanThyroidATC1.25e-141.22e+000.3386
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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
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
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:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:1901293ColorectumADnucleoside phosphate biosynthetic process80/3918256/187236.31e-051.05e-0380
GO:0009165ColorectumADnucleotide biosynthetic process79/3918254/187238.33e-051.30e-0379
GO:0006418ColorectumADtRNA aminoacylation for protein translation19/391841/187232.37e-043.03e-0319
GO:0043039ColorectumADtRNA aminoacylation19/391844/187237.13e-047.21e-0319
GO:0043038ColorectumADamino acid activation19/391845/187239.94e-049.28e-0319
GO:0006520ColorectumADcellular amino acid metabolic process81/3918284/187231.37e-031.19e-0281
GO:00091171ColorectumSERnucleotide metabolic process122/2897489/187232.50e-081.76e-06122
GO:00067531ColorectumSERnucleoside phosphate metabolic process122/2897497/187236.64e-084.33e-06122
GO:00064181ColorectumSERtRNA aminoacylation for protein translation17/289741/187235.75e-051.35e-0317
GO:00430391ColorectumSERtRNA aminoacylation17/289744/187231.64e-043.12e-0317
GO:00430381ColorectumSERamino acid activation17/289745/187232.25e-043.91e-0317
GO:00091651ColorectumSERnucleotide biosynthetic process58/2897254/187231.21e-031.38e-0258
GO:19012931ColorectumSERnucleoside phosphate biosynthetic process58/2897256/187231.47e-031.59e-0258
GO:00065201ColorectumSERcellular amino acid metabolic process61/2897284/187234.20e-033.41e-0261
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00670ColorectumMSI-HOne carbon pool by folate7/79720/84651.65e-031.73e-021.45e-027
hsa006701ColorectumMSI-HOne carbon pool by folate7/79720/84651.65e-031.73e-021.45e-027
hsa015232EsophagusESCCAntifolate resistance22/420530/84657.23e-031.76e-028.99e-0322
hsa0152311EsophagusESCCAntifolate resistance22/420530/84657.23e-031.76e-028.99e-0322
hsa006702LiverHCCOne carbon pool by folate17/402020/84656.04e-042.50e-031.39e-0317
hsa01523LiverHCCAntifolate resistance21/402030/84651.06e-022.71e-021.51e-0221
hsa0067011LiverHCCOne carbon pool by folate17/402020/84656.04e-042.50e-031.39e-0317
hsa015231LiverHCCAntifolate resistance21/402030/84651.06e-022.71e-021.51e-0221
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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
GARSSNVMissense_Mutationc.2099N>Gp.Ser700Cysp.S700CP41250protein_codingdeleterious(0.02)possibly_damaging(0.774)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
GARSSNVMissense_Mutationnovelc.1768N>Ap.Glu590Lysp.E590KP41250protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GARSSNVMissense_Mutationrs373326652c.700N>Ap.Glu234Lysp.E234KP41250protein_codingdeleterious(0.03)benign(0.081)TCGA-C8-A135-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
GARSSNVMissense_Mutationrs779225125c.1568N>Tp.Asp523Valp.D523VP41250protein_codingtolerated(0.07)benign(0.067)TCGA-EW-A2FW-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyexemestaneSD
GARSinsertionFrame_Shift_Insnovelc.469_470insATCAAAATCTTGTCTGTTTGATAAATTTTATATTTAATTCTGGp.Leu157TyrfsTer44p.L157Yfs*44P41250protein_codingTCGA-A8-A07Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificExemestaneSD
GARSSNVMissense_Mutationrs775471710c.1945G>Ap.Asp649Asnp.D649NP41250protein_codingtolerated(0.06)benign(0.155)TCGA-LP-A4AW-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GARSSNVMissense_Mutationc.1184N>Ap.Ala395Aspp.A395DP41250protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GARSSNVMissense_Mutationc.1235N>Ap.Arg412Hisp.R412HP41250protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
GARSSNVMissense_Mutationc.1235N>Ap.Arg412Hisp.R412HP41250protein_codingdeleterious(0)probably_damaging(1)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GARSSNVMissense_Mutationnovelc.1241A>Gp.Tyr414Cysp.Y414CP41250protein_codingdeleterious(0)probably_damaging(0.985)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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