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: ALG8

Gene summary for ALG8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ALG8

Gene ID

79053

Gene nameALG8 alpha-1,3-glucosyltransferase
Gene AliasCDG1H
Cytomap11q14.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9BVK2


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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
79053ALG8GSM4909293HumanBreastIDC6.04e-051.78e-010.1581
79053ALG8GSM4909298HumanBreastIDC7.79e-578.29e-010.1551
79053ALG8GSM4909304HumanBreastIDC7.07e-062.96e-010.1636
79053ALG8GSM4909308HumanBreastIDC1.08e-042.33e-010.158
79053ALG8GSM4909317HumanBreastIDC9.99e-031.51e-010.1355
79053ALG8GSM4909319HumanBreastIDC8.05e-03-1.80e-020.1563
79053ALG8brca2HumanBreastPrecancer6.05e-051.64e-01-0.024
79053ALG8P3HumanBreastIDC3.41e-086.20e-010.1542
79053ALG8DCIS2HumanBreastDCIS7.08e-253.85e-020.0085
79053ALG8LZE2THumanEsophagusESCC1.16e-047.61e-010.082
79053ALG8LZE4THumanEsophagusESCC1.13e-051.17e-010.0811
79053ALG8LZE7THumanEsophagusESCC1.58e-061.76e-010.0667
79053ALG8LZE8THumanEsophagusESCC4.98e-061.77e-010.067
79053ALG8LZE20THumanEsophagusESCC8.49e-051.74e-010.0662
79053ALG8LZE22D1HumanEsophagusHGIN4.52e-051.64e-010.0595
79053ALG8LZE24THumanEsophagusESCC1.69e-195.05e-010.0596
79053ALG8LZE6THumanEsophagusESCC1.83e-034.35e-010.0845
79053ALG8P1T-EHumanEsophagusESCC6.01e-031.09e-010.0875
79053ALG8P2T-EHumanEsophagusESCC1.45e-142.08e-010.1177
79053ALG8P4T-EHumanEsophagusESCC9.81e-377.90e-010.1323
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
∗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:00064876EsophagusHGINprotein N-linked glycosylation17/258765/187236.04e-034.87e-0217
GO:000648714EsophagusESCCprotein N-linked glycosylation51/855265/187236.41e-081.13e-0651
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00181969EsophagusESCCpeptidyl-asparagine modification22/855224/187232.82e-063.21e-0522
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00182799EsophagusESCCprotein N-linked glycosylation via asparagine21/855223/187235.69e-065.90e-0521
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:00064882EsophagusESCCdolichol-linked oligosaccharide biosynthetic process14/855218/187235.77e-032.14e-0214
GO:00064902EsophagusESCColigosaccharide-lipid intermediate biosynthetic process14/855219/187231.27e-024.21e-0214
GO:000648711LiverHCCprotein N-linked glycosylation48/795865/187232.85e-075.00e-0648
GO:001819611LiverHCCpeptidyl-asparagine modification21/795824/187236.62e-067.97e-0521
GO:001827911LiverHCCprotein N-linked glycosylation via asparagine20/795823/187231.37e-051.51e-0420
GO:00064862LiverHCCprotein glycosylation122/7958226/187233.11e-042.21e-03122
GO:00434132LiverHCCmacromolecule glycosylation122/7958226/187233.11e-042.21e-03122
GO:00700852LiverHCCglycosylation128/7958240/187234.35e-042.92e-03128
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
GO:00064875Oral cavityOSCCprotein N-linked glycosylation44/730565/187232.63e-063.26e-0544
GO:00181968Oral cavityOSCCpeptidyl-asparagine modification20/730524/187231.10e-051.14e-0420
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa005106EsophagusHGINN-Glycan biosynthesis17/138353/84653.43e-032.54e-022.02e-0217
hsa0051013EsophagusHGINN-Glycan biosynthesis17/138353/84653.43e-032.54e-022.02e-0217
hsa0051023EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa0051033EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa0051021LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa0051031LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa005105Oral cavityOSCCN-Glycan biosynthesis39/370453/84659.77e-064.36e-052.22e-0539
hsa0051012Oral cavityOSCCN-Glycan biosynthesis39/370453/84659.77e-064.36e-052.22e-0539
hsa0051022Oral cavityLPN-Glycan biosynthesis31/241853/84654.86e-064.14e-052.67e-0531
hsa0051032Oral cavityLPN-Glycan biosynthesis31/241853/84654.86e-064.14e-052.67e-0531
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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
ALG8SNVMissense_Mutationc.988N>Tp.Pro330Serp.P330SQ9BVK2protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ALG8insertionFrame_Shift_Insnovelc.913_914insCTGCCTGCCTTGGCCTCCCTp.Phe305SerfsTer19p.F305Sfs*19Q9BVK2protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ALG8insertionNonsense_Mutationnovelc.911_912insCTCCTAACCTCAAGTGp.Lys304AsnfsTer3p.K304Nfs*3Q9BVK2protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ALG8insertionIn_Frame_Insnovelc.715_716insAATGTATTTTAAAATTAATTTCACCTCTTTACAAACp.Ile239delinsLysCysIleLeuLysLeuIleSerProLeuTyrLysLeup.I239delinsKCILKLISPLYKLQ9BVK2protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ALG8deletionFrame_Shift_Delnovelc.1413delNp.Val472SerfsTer14p.V472Sfs*14Q9BVK2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ALG8SNVMissense_Mutationc.484C>Gp.His162Aspp.H162DQ9BVK2protein_codingdeleterious(0.02)probably_damaging(0.956)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ALG8SNVMissense_Mutationc.790N>Gp.Gln264Glup.Q264EQ9BVK2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ALG8SNVMissense_Mutationc.484N>Tp.His162Tyrp.H162YQ9BVK2protein_codingdeleterious(0)probably_damaging(0.983)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ALG8SNVMissense_Mutationnovelc.709N>Tp.Arg237Cysp.R237CQ9BVK2protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ALG8SNVMissense_Mutationc.1535N>Gp.Val512Glyp.V512GQ9BVK2protein_codingtolerated(0.16)benign(0.112)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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