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: GLUD1

Gene summary for GLUD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GLUD1

Gene ID

2746

Gene nameglutamate dehydrogenase 1
Gene AliasGDH
Cytomap10q23.2
Gene Typeprotein-coding
GO ID

GO:0002790

UniProtAcc

P00367


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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
2746GLUD1LZE2THumanEsophagusESCC1.59e-068.06e-010.082
2746GLUD1LZE4THumanEsophagusESCC2.61e-06-2.69e-030.0811
2746GLUD1LZE5THumanEsophagusESCC2.08e-044.21e-010.0514
2746GLUD1LZE8THumanEsophagusESCC5.44e-07-8.07e-020.067
2746GLUD1LZE20THumanEsophagusESCC1.01e-107.28e-010.0662
2746GLUD1LZE22D1HumanEsophagusHGIN2.64e-078.90e-010.0595
2746GLUD1LZE22THumanEsophagusESCC3.08e-131.76e+000.068
2746GLUD1LZE24THumanEsophagusESCC4.56e-401.88e+000.0596
2746GLUD1LZE21THumanEsophagusESCC4.35e-111.03e+000.0655
2746GLUD1P1T-EHumanEsophagusESCC2.24e-272.16e+000.0875
2746GLUD1P2T-EHumanEsophagusESCC2.90e-358.19e-010.1177
2746GLUD1P4T-EHumanEsophagusESCC3.96e-451.39e+000.1323
2746GLUD1P5T-EHumanEsophagusESCC9.98e-291.01e+000.1327
2746GLUD1P8T-EHumanEsophagusESCC6.98e-801.73e+000.0889
2746GLUD1P9T-EHumanEsophagusESCC1.16e-351.11e+000.1131
2746GLUD1P10T-EHumanEsophagusESCC7.42e-215.22e-010.116
2746GLUD1P11T-EHumanEsophagusESCC1.86e-161.48e+000.1426
2746GLUD1P12T-EHumanEsophagusESCC6.24e-691.78e+000.1122
2746GLUD1P15T-EHumanEsophagusESCC8.49e-521.35e+000.1149
2746GLUD1P16T-EHumanEsophagusESCC1.03e-257.23e-010.1153
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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
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:190495120EsophagusHGINpositive regulation of establishment of protein localization73/2587319/187236.99e-062.14e-0473
GO:005122220EsophagusHGINpositive regulation of protein transport67/2587303/187235.13e-051.22e-0367
GO:002176220EsophagusHGINsubstantia nigra development14/258744/187231.75e-031.90e-0214
GO:1904951111EsophagusESCCpositive regulation of establishment of protein localization216/8552319/187231.01e-156.86e-14216
GO:0051222111EsophagusESCCpositive regulation of protein transport204/8552303/187231.56e-148.38e-13204
GO:0021762111EsophagusESCCsubstantia nigra development35/855244/187234.40e-064.69e-0535
GO:00086525EsophagusESCCcellular amino acid biosynthetic process51/855276/187231.30e-048.88e-0451
GO:004885718EsophagusESCCneural nucleus development44/855264/187231.59e-041.05e-0344
GO:00463948EsophagusESCCcarboxylic acid biosynthetic process175/8552314/187231.98e-041.26e-03175
GO:003090118EsophagusESCCmidbrain development58/855290/187232.52e-041.55e-0358
GO:00160538EsophagusESCCorganic acid biosynthetic process175/8552316/187233.04e-041.82e-03175
GO:19016075EsophagusESCCalpha-amino acid biosynthetic process45/855268/187235.13e-042.84e-0345
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:00723503EsophagusESCCtricarboxylic acid metabolic process12/855214/187232.51e-031.08e-0212
GO:00436485EsophagusESCCdicarboxylic acid metabolic process58/855296/187232.55e-031.09e-0258
GO:000930617EsophagusESCCprotein secretion190/8552359/187233.22e-031.34e-02190
GO:003559217EsophagusESCCestablishment of protein localization to extracellular region190/8552360/187233.77e-031.53e-02190
GO:007169210EsophagusESCCprotein localization to extracellular region193/8552368/187235.01e-031.92e-02193
GO:005070810EsophagusESCCregulation of protein secretion142/8552268/187239.31e-033.24e-02142
GO:005071416EsophagusESCCpositive regulation of protein secretion76/8552137/187231.32e-024.31e-0276
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0120016EsophagusHGINCarbon metabolism31/1383115/84652.51e-032.10e-021.67e-0231
hsa0120017EsophagusHGINCarbon metabolism31/1383115/84652.51e-032.10e-021.67e-0231
hsa0120023EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0120033EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0120010LiverNAFLDCarbon metabolism26/1043115/84651.39e-031.71e-021.38e-0226
hsa0120011LiverNAFLDCarbon metabolism26/1043115/84651.39e-031.71e-021.38e-0226
hsa0120021LiverCirrhoticCarbon metabolism64/2530115/84656.37e-091.18e-077.26e-0864
hsa0120031LiverCirrhoticCarbon metabolism64/2530115/84656.37e-091.18e-077.26e-0864
hsa0120041LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa0120051LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa0120014Oral cavityOSCCCarbon metabolism74/3704115/84656.10e-063.05e-051.55e-0574
hsa0120015Oral cavityOSCCCarbon metabolism74/3704115/84656.10e-063.05e-051.55e-0574
hsa0120022Oral cavityLPCarbon metabolism62/2418115/84658.38e-091.39e-078.99e-0862
hsa0421714Oral cavityLPNecroptosis59/2418159/84651.15e-023.91e-022.52e-0259
hsa0120032Oral cavityLPCarbon metabolism62/2418115/84658.38e-091.39e-078.99e-0862
hsa0421715Oral cavityLPNecroptosis59/2418159/84651.15e-023.91e-022.52e-0259
hsa0421712ProstateBPHNecroptosis45/1718159/84659.23e-032.85e-021.76e-0245
hsa0421713ProstateBPHNecroptosis45/1718159/84659.23e-032.85e-021.76e-0245
hsa0421721ProstateTumorNecroptosis46/1791159/84651.20e-023.68e-022.28e-0246
hsa0421731ProstateTumorNecroptosis46/1791159/84651.20e-023.68e-022.28e-0246
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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
GLUD1SNVMissense_Mutationc.169G>Tp.Val57Leup.V57LP00367protein_codingtolerated(0.35)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GLUD1SNVMissense_Mutationnovelc.1385N>Ap.Ser462Tyrp.S462YP00367protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GLUD1insertionFrame_Shift_Insnovelc.1431_1432insCCAGCCTGGCCp.Phe478ProfsTer53p.F478Pfs*53P00367protein_codingTCGA-A8-A076-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
GLUD1SNVMissense_Mutationc.1630N>Cp.Glu544Glnp.E544QP00367protein_codingtolerated(0.06)benign(0.131)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GLUD1SNVMissense_Mutationc.947N>Gp.Ser316Cysp.S316CP00367protein_codingtolerated(0.09)benign(0.063)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
GLUD1SNVMissense_Mutationc.1546C>Tp.Arg516Cysp.R516CP00367protein_codingdeleterious(0)probably_damaging(0.947)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
GLUD1SNVMissense_Mutationc.692N>Ap.Arg231Glnp.R231QP00367protein_codingdeleterious(0.03)probably_damaging(0.931)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GLUD1SNVMissense_Mutationc.1177G>Ap.Ala393Thrp.A393TP00367protein_codingdeleterious(0.03)possibly_damaging(0.871)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GLUD1insertionFrame_Shift_Insnovelc.1157_1158insCTGTATGGTATGTp.Lys386AsnfsTer22p.K386Nfs*22P00367protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GLUD1SNVMissense_Mutationnovelc.649N>Tp.Pro217Serp.P217SP00367protein_codingdeleterious(0)possibly_damaging(0.82)TCGA-A5-A0G1-01Endometriumuterine 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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