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: OGT

Gene summary for OGT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OGT

Gene ID

8473

Gene nameO-linked N-acetylglucosamine (GlcNAc) transferase
Gene AliasHINCUT-1
CytomapXq13.1
Gene Typeprotein-coding
GO ID

GO:0001659

UniProtAcc

O15294


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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
8473OGTLZE4THumanEsophagusESCC3.13e-084.64e-010.0811
8473OGTLZE7THumanEsophagusESCC4.42e-188.47e-010.0667
8473OGTLZE8THumanEsophagusESCC5.15e-132.98e-010.067
8473OGTLZE20THumanEsophagusESCC4.39e-082.26e-010.0662
8473OGTLZE22D1HumanEsophagusHGIN3.33e-048.25e-020.0595
8473OGTLZE22THumanEsophagusESCC1.83e-023.89e-010.068
8473OGTLZE24THumanEsophagusESCC1.77e-391.34e+000.0596
8473OGTLZE22D3HumanEsophagusHGIN2.89e-022.67e-010.0653
8473OGTLZE21THumanEsophagusESCC3.91e-054.84e-010.0655
8473OGTLZE6THumanEsophagusESCC8.79e-091.67e-010.0845
8473OGTP1T-EHumanEsophagusESCC1.52e-136.89e-010.0875
8473OGTP2T-EHumanEsophagusESCC2.21e-193.27e-010.1177
8473OGTP4T-EHumanEsophagusESCC1.77e-152.25e-010.1323
8473OGTP5T-EHumanEsophagusESCC3.91e-191.75e-010.1327
8473OGTP8T-EHumanEsophagusESCC1.31e-327.17e-010.0889
8473OGTP9T-EHumanEsophagusESCC1.33e-123.89e-010.1131
8473OGTP10T-EHumanEsophagusESCC9.15e-334.55e-010.116
8473OGTP11T-EHumanEsophagusESCC8.05e-152.92e-010.1426
8473OGTP12T-EHumanEsophagusESCC7.59e-276.18e-010.1122
8473OGTP15T-EHumanEsophagusESCC1.15e-174.05e-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
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
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:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:003286918EsophagusESCCcellular response to insulin stimulus124/8552203/187236.63e-066.75e-05124
GO:003286818EsophagusESCCresponse to insulin156/8552264/187237.21e-067.20e-05156
GO:2000059111EsophagusESCCnegative regulation of ubiquitin-dependent protein catabolic process37/855248/187238.99e-068.65e-0537
GO:00166019EsophagusESCCRac protein signal transduction33/855242/187231.35e-051.23e-0433
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00060069EsophagusESCCglucose metabolic process119/8552196/187231.51e-051.36e-04119
GO:001648514EsophagusESCCprotein processing134/8552225/187231.81e-051.60e-04134
GO:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:003292215EsophagusESCCcircadian regulation of gene expression48/855268/187232.76e-052.30e-0448
GO:003243510EsophagusESCCnegative regulation of proteasomal ubiquitin-dependent protein catabolic process28/855235/187233.40e-052.78e-0428
GO:007137516EsophagusESCCcellular response to peptide hormone stimulus166/8552290/187234.48e-053.55e-04166
GO:1903363110EsophagusESCCnegative regulation of cellular protein catabolic process51/855275/187237.70e-055.74e-0451
GO:004346719EsophagusESCCregulation of generation of precursor metabolites and energy81/8552130/187239.58e-056.81e-0481
GO:0045861111EsophagusESCCnegative regulation of proteolysis195/8552351/187231.13e-047.85e-04195
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049318EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
hsa0493113EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
hsa049316LiverNAFLDInsulin resistance29/1043108/84653.01e-057.59e-046.11e-0429
hsa0493111LiverNAFLDInsulin resistance29/1043108/84653.01e-057.59e-046.11e-0429
hsa0493121LiverHCCInsulin resistance77/4020108/84653.89e-074.46e-062.48e-0677
hsa0493131LiverHCCInsulin resistance77/4020108/84653.89e-074.46e-062.48e-0677
hsa049317Oral cavityOSCCInsulin resistance60/3704108/84658.66e-031.97e-021.00e-0260
hsa0493112Oral cavityOSCCInsulin resistance60/3704108/84658.66e-031.97e-021.00e-0260
hsa0493122Oral cavityEOLPInsulin resistance25/1218108/84659.53e-032.63e-021.55e-0225
hsa0493132Oral cavityEOLPInsulin resistance25/1218108/84659.53e-032.63e-021.55e-0225
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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
OGTSNVMissense_Mutationnovelc.1945N>Cp.Glu649Glnp.E649QO15294protein_codingdeleterious(0)probably_damaging(0.994)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
OGTSNVMissense_Mutationnovelc.278C>Tp.Ser93Leup.S93LO15294protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OGTSNVMissense_Mutationrs267606503c.1042C>Tp.Arg348Cysp.R348CO15294protein_codingdeleterious(0.01)benign(0.158)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OGTSNVMissense_Mutationnovelc.1612C>Ap.Leu538Ilep.L538IO15294protein_codingdeleterious(0.03)benign(0.08)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OGTSNVMissense_Mutationrs778629433c.557N>Tp.Thr186Metp.T186MO15294protein_codingtolerated(0.11)probably_damaging(0.995)TCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
OGTSNVMissense_Mutationrs200109331c.588N>Gp.Asn196Lysp.N196KO15294protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0RX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
OGTSNVMissense_Mutationc.1288N>Ap.Asp430Asnp.D430NO15294protein_codingdeleterious(0)probably_damaging(0.99)TCGA-EW-A1OV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinSD
OGTSNVMissense_Mutationc.1390N>Ap.Asp464Asnp.D464NO15294protein_codingdeleterious(0)probably_damaging(0.973)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
OGTSNVMissense_Mutationc.2861N>Tp.Arg954Leup.R954LO15294protein_codingdeleterious(0)possibly_damaging(0.825)TCGA-LL-A6FP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
OGTSNVMissense_Mutationnovelc.687C>Gp.Ile229Metp.I229MO15294protein_codingtolerated(0.06)probably_damaging(1)TCGA-XX-A89A-01Breastbreast invasive 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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