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: GAR1

Gene summary for GAR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GAR1

Gene ID

54433

Gene nameGAR1 ribonucleoprotein
Gene AliasNOLA1
Cytomap4q25
Gene Typeprotein-coding
GO ID

GO:0000154

UniProtAcc

A0A024RDJ3


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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
54433GAR1P130T-EHumanEsophagusESCC9.71e-255.84e-010.1676
54433GAR1HCC1_MengHumanLiverHCC7.35e-631.26e-010.0246
54433GAR1HCC2_MengHumanLiverHCC4.19e-301.59e-010.0107
54433GAR1cirrhotic1HumanLiverCirrhotic2.25e-081.36e-010.0202
54433GAR1cirrhotic2HumanLiverCirrhotic9.93e-071.25e-010.0201
54433GAR1cirrhotic3HumanLiverCirrhotic1.83e-031.37e-010.0215
54433GAR1Pt13.bHumanLiverHCC2.04e-071.12e-010.0251
54433GAR1S014HumanLiverHCC6.24e-093.90e-010.2254
54433GAR1S015HumanLiverHCC3.22e-095.68e-010.2375
54433GAR1S016HumanLiverHCC8.34e-125.70e-010.2243
54433GAR1S027HumanLiverHCC6.24e-078.51e-010.2446
54433GAR1S028HumanLiverHCC1.29e-221.04e+000.2503
54433GAR1S029HumanLiverHCC1.98e-191.15e+000.2581
54433GAR1C04HumanOral cavityOSCC8.49e-281.48e+000.2633
54433GAR1C21HumanOral cavityOSCC1.89e-421.55e+000.2678
54433GAR1C30HumanOral cavityOSCC3.87e-281.26e+000.3055
54433GAR1C38HumanOral cavityOSCC9.43e-066.62e-010.172
54433GAR1C43HumanOral cavityOSCC8.98e-276.25e-010.1704
54433GAR1C46HumanOral cavityOSCC4.85e-184.91e-010.1673
54433GAR1C51HumanOral cavityOSCC1.88e-118.47e-010.2674
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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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:000072319EsophagusESCCtelomere maintenance99/8552131/187232.68e-121.08e-1099
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:000700418EsophagusESCCtelomere maintenance via telomerase56/855269/187231.40e-093.30e-0856
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:001083319EsophagusESCCtelomere maintenance via telomere lengthening61/855281/187235.24e-089.37e-0761
GO:000627816EsophagusESCCRNA-dependent DNA biosynthetic process56/855275/187233.03e-074.30e-0656
GO:003220014EsophagusESCCtelomere organization99/8552159/187231.77e-051.57e-0499
GO:00015221EsophagusESCCpseudouridine synthesis16/855218/187231.78e-041.15e-0316
GO:0000154EsophagusESCCrRNA modification26/855237/187232.16e-039.62e-0326
GO:00311182EsophagusESCCrRNA pseudouridine synthesis9/855210/187235.09e-031.92e-029
GO:002261312LiverCirrhoticribonucleoprotein complex biogenesis231/4634463/187233.28e-326.86e-29231
GO:004225412LiverCirrhoticribosome biogenesis154/4634299/187231.18e-236.72e-21154
GO:000636412LiverCirrhoticrRNA processing115/4634225/187231.12e-171.64e-15115
GO:00160724LiverCirrhoticrRNA metabolic process119/4634236/187231.19e-171.70e-15119
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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
GAR1SNVMissense_Mutationc.31N>Gp.Phe11Valp.F11VQ9NY12protein_codingtolerated_low_confidence(0.27)benign(0.031)TCGA-A2-A04U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
GAR1SNVMissense_Mutationc.268A>Gp.Thr90Alap.T90AQ9NY12protein_codingtolerated(0.56)benign(0.371)TCGA-EK-A2RA-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
GAR1insertionFrame_Shift_Insnovelc.628_629insAGGTAp.Gly210GlufsTer12p.G210Efs*12Q9NY12protein_codingTCGA-AG-A023-01Colorectumrectum adenocarcinomaFemale<65III/IVUnknownUnknownPD
GAR1SNVMissense_Mutationc.395N>Gp.Asn132Serp.N132SQ9NY12protein_codingdeleterious(0)possibly_damaging(0.869)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
GAR1SNVMissense_Mutationc.392N>Gp.Glu131Glyp.E131GQ9NY12protein_codingdeleterious(0)possibly_damaging(0.817)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GAR1SNVMissense_Mutationnovelc.26N>Ap.Gly9Glup.G9EQ9NY12protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.921)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GAR1SNVMissense_Mutationnovelc.101N>Ap.Gly34Aspp.G34DQ9NY12protein_codingtolerated_low_confidence(0.2)probably_damaging(0.959)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
GAR1SNVMissense_Mutationc.249N>Gp.Asp83Glup.D83EQ9NY12protein_codingtolerated(1)possibly_damaging(0.779)TCGA-38-4629-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
GAR1SNVMissense_Mutationc.554N>Ap.Arg185Lysp.R185KQ9NY12protein_codingtolerated_low_confidence(0.24)benign(0.237)TCGA-55-A490-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycarboplatinSD
GAR1SNVMissense_Mutationc.514N>Tp.Gly172Cysp.G172CQ9NY12protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.887)TCGA-75-5126-01Lunglung adenocarcinomaFemaleUnknownIII/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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