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: GLYR1

Gene summary for GLYR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GLYR1

Gene ID

84656

Gene nameglyoxylate reductase 1 homolog
Gene AliasBM045
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q49A26


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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
84656GLYR1LZE4THumanEsophagusESCC2.60e-072.85e-010.0811
84656GLYR1LZE7THumanEsophagusESCC2.20e-063.79e-010.0667
84656GLYR1LZE8THumanEsophagusESCC4.37e-041.63e-010.067
84656GLYR1LZE20THumanEsophagusESCC5.21e-031.59e-010.0662
84656GLYR1LZE21D1HumanEsophagusHGIN3.55e-021.85e-010.0632
84656GLYR1LZE22D1HumanEsophagusHGIN8.91e-051.07e-010.0595
84656GLYR1LZE22THumanEsophagusESCC2.86e-061.96e-010.068
84656GLYR1LZE24THumanEsophagusESCC3.90e-142.79e-010.0596
84656GLYR1LZE21THumanEsophagusESCC1.49e-051.41e-010.0655
84656GLYR1LZE6THumanEsophagusESCC1.61e-039.17e-020.0845
84656GLYR1P1T-EHumanEsophagusESCC5.87e-126.11e-010.0875
84656GLYR1P2T-EHumanEsophagusESCC3.22e-378.27e-010.1177
84656GLYR1P4T-EHumanEsophagusESCC1.60e-192.63e-010.1323
84656GLYR1P5T-EHumanEsophagusESCC1.11e-172.13e-010.1327
84656GLYR1P8T-EHumanEsophagusESCC1.07e-244.14e-010.0889
84656GLYR1P9T-EHumanEsophagusESCC6.98e-111.47e-010.1131
84656GLYR1P10T-EHumanEsophagusESCC6.21e-182.44e-010.116
84656GLYR1P11T-EHumanEsophagusESCC1.76e-104.50e-010.1426
84656GLYR1P12T-EHumanEsophagusESCC2.55e-265.67e-010.1122
84656GLYR1P15T-EHumanEsophagusESCC1.04e-265.82e-010.1149
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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:00350653EsophagusESCCregulation of histone acetylation36/855254/187231.49e-037.06e-0336
GO:00165703LiverNAFLDhistone modification90/1882463/187235.74e-101.28e-0790
GO:0018205LiverNAFLDpeptidyl-lysine modification65/1882376/187239.42e-063.02e-0465
GO:0043543LiverNAFLDprotein acylation43/1882243/187231.70e-043.07e-0343
GO:0006473LiverNAFLDprotein acetylation37/1882201/187232.10e-043.61e-0337
GO:0018394LiverNAFLDpeptidyl-lysine acetylation32/1882169/187233.24e-045.00e-0332
GO:00310563LiverNAFLDregulation of histone modification29/1882152/187235.30e-047.31e-0329
GO:0018393LiverNAFLDinternal peptidyl-lysine acetylation28/1882158/187232.10e-032.06e-0228
GO:0006475LiverNAFLDinternal protein amino acid acetylation28/1882160/187232.54e-032.36e-0228
GO:0016573LiverNAFLDhistone acetylation26/1882152/187234.85e-033.84e-0226
GO:00064731LiverCirrhoticprotein acetylation84/4634201/187237.50e-082.25e-0684
GO:00183941LiverCirrhoticpeptidyl-lysine acetylation73/4634169/187231.08e-073.07e-0673
GO:00435431LiverCirrhoticprotein acylation95/4634243/187234.73e-071.07e-0595
GO:00182051LiverCirrhoticpeptidyl-lysine modification134/4634376/187231.29e-062.59e-05134
GO:00064751LiverCirrhoticinternal protein amino acid acetylation65/4634160/187236.66e-061.04e-0465
GO:00183931LiverCirrhoticinternal peptidyl-lysine acetylation64/4634158/187238.75e-061.29e-0464
GO:001657011LiverCirrhotichistone modification154/4634463/187231.92e-052.57e-04154
GO:00165731LiverCirrhotichistone acetylation61/4634152/187231.97e-052.62e-0461
GO:2000756LiverCirrhoticregulation of peptidyl-lysine acetylation30/463463/187236.83e-057.74e-0430
GO:003105611LiverCirrhoticregulation of histone modification59/4634152/187238.28e-059.02e-0459
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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
GLYR1SNVMissense_Mutationc.1559N>Tp.Pro520Leup.P520LQ49A26protein_codingdeleterious(0)probably_damaging(0.989)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GLYR1SNVMissense_Mutationc.622N>Ap.Glu208Lysp.E208KQ49A26protein_codingtolerated(0.49)benign(0.018)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GLYR1SNVMissense_Mutationnovelc.1483N>Cp.Lys495Glnp.K495QQ49A26protein_codingtolerated(0.42)benign(0.019)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
GLYR1SNVMissense_Mutationc.457N>Ap.Glu153Lysp.E153KQ49A26protein_codingtolerated(0.53)benign(0.012)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GLYR1SNVMissense_Mutationc.1357G>Ap.Glu453Lysp.E453KQ49A26protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GLYR1insertionFrame_Shift_Insnovelc.328_329insATATTGCCACTTGCCTTCCTGAAAGATTATGCCAGTTTACAGGGAGTp.Arg110HisfsTer43p.R110Hfs*43Q49A26protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
GLYR1insertionFrame_Shift_Insrs749150409c.1140dupGp.Arg381AlafsTer15p.R381Afs*15Q49A26protein_codingTCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GLYR1SNVMissense_Mutationnovelc.452N>Gp.Ser151Cysp.S151CQ49A26protein_codingdeleterious(0.01)probably_damaging(0.937)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GLYR1SNVMissense_Mutationc.1494C>Gp.Phe498Leup.F498LQ49A26protein_codingtolerated(0.34)benign(0.023)TCGA-Q1-A6DW-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
GLYR1SNVMissense_Mutationnovelc.1585N>Ap.Glu529Lysp.E529KQ49A26protein_codingdeleterious(0)benign(0.329)TCGA-VS-A8QH-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapygemcitabinePD
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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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