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: ALG6

Gene summary for ALG6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ALG6

Gene ID

29929

Gene nameALG6 alpha-1,3-glucosyltransferase
Gene AliasCDG1C
Cytomap1p31.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9Y672


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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
29929ALG6LZE4THumanEsophagusESCC3.77e-059.18e-020.0811
29929ALG6LZE8THumanEsophagusESCC1.37e-041.28e-010.067
29929ALG6LZE24THumanEsophagusESCC1.56e-112.20e-010.0596
29929ALG6LZE21THumanEsophagusESCC8.06e-031.43e-010.0655
29929ALG6LZE6THumanEsophagusESCC1.82e-041.32e-010.0845
29929ALG6P2T-EHumanEsophagusESCC1.51e-304.56e-010.1177
29929ALG6P4T-EHumanEsophagusESCC8.85e-183.64e-010.1323
29929ALG6P5T-EHumanEsophagusESCC1.42e-081.20e-010.1327
29929ALG6P8T-EHumanEsophagusESCC9.53e-111.74e-010.0889
29929ALG6P9T-EHumanEsophagusESCC6.77e-051.10e-010.1131
29929ALG6P10T-EHumanEsophagusESCC1.31e-172.81e-010.116
29929ALG6P11T-EHumanEsophagusESCC1.73e-062.41e-010.1426
29929ALG6P12T-EHumanEsophagusESCC1.55e-112.16e-010.1122
29929ALG6P15T-EHumanEsophagusESCC3.52e-131.91e-010.1149
29929ALG6P16T-EHumanEsophagusESCC5.58e-122.21e-010.1153
29929ALG6P17T-EHumanEsophagusESCC3.80e-028.45e-020.1278
29929ALG6P20T-EHumanEsophagusESCC1.63e-102.05e-010.1124
29929ALG6P21T-EHumanEsophagusESCC3.68e-243.12e-010.1617
29929ALG6P22T-EHumanEsophagusESCC5.05e-111.26e-010.1236
29929ALG6P23T-EHumanEsophagusESCC3.05e-184.40e-010.108
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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
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
∗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:000648714EsophagusESCCprotein N-linked glycosylation51/855265/187236.41e-081.13e-0651
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
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:00064875Oral cavityOSCCprotein N-linked glycosylation44/730565/187232.63e-063.26e-0544
GO:0006488Oral cavityOSCCdolichol-linked oligosaccharide biosynthetic process15/730518/187231.53e-041.07e-0315
GO:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
GO:0006490Oral cavityOSCColigosaccharide-lipid intermediate biosynthetic process15/730519/187234.64e-042.76e-0315
GO:00091011Oral cavityOSCCglycoprotein biosynthetic process151/7305317/187231.01e-035.26e-03151
GO:00064864Oral cavityOSCCprotein glycosylation111/7305226/187231.22e-036.10e-03111
GO:00434134Oral cavityOSCCmacromolecule glycosylation111/7305226/187231.22e-036.10e-03111
GO:00700853Oral cavityOSCCglycosylation117/7305240/187231.29e-036.42e-03117
GO:000648713Oral cavityLPprotein N-linked glycosylation35/462365/187234.33e-071.22e-0535
GO:00064881Oral cavityLPdolichol-linked oligosaccharide biosynthetic process12/462318/187232.02e-042.20e-0312
GO:00064901Oral cavityLPoligosaccharide-lipid intermediate biosynthetic process12/462319/187234.25e-044.08e-0312
GO:007008511Oral cavityLPglycosylation77/4623240/187235.60e-033.38e-0277
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0051023EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa0051033EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
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
ALG6SNVMissense_Mutationnovelc.823G>Tp.Val275Leup.V275LQ9Y672protein_codingdeleterious(0.03)benign(0.307)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
ALG6SNVMissense_Mutationnovelc.823N>Tp.Val275Leup.V275LQ9Y672protein_codingdeleterious(0.03)benign(0.307)TCGA-A2-A1G0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
ALG6SNVMissense_Mutationnovelc.823N>Tp.Val275Leup.V275LQ9Y672protein_codingdeleterious(0.03)benign(0.307)TCGA-A8-A09V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ALG6SNVMissense_Mutationc.112N>Gp.Tyr38Aspp.Y38DQ9Y672protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
ALG6insertionNonsense_Mutationnovelc.656_657insATCTCTTCACTAAGCTTTTATTTGAAAGGTAAAGTACAGAp.Phe219LeufsTer5p.F219Lfs*5Q9Y672protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ALG6SNVMissense_Mutationc.1507C>Gp.Gln503Glup.Q503EQ9Y672protein_codingtolerated(0.05)benign(0.003)TCGA-C5-A1M7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ALG6SNVMissense_Mutationc.1277N>Ap.Arg426Lysp.R426KQ9Y672protein_codingtolerated(0.9)benign(0.007)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ALG6insertionFrame_Shift_Insnovelc.1088_1089insTp.Met365TyrfsTer12p.M365Yfs*12Q9Y672protein_codingTCGA-BI-A0VR-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
ALG6deletionFrame_Shift_Delnovelc.1228_1229delAAp.Lys410AspfsTer3p.K410Dfs*3Q9Y672protein_codingTCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ALG6insertionNonsense_Mutationnovelc.894_895insATAATGAGGTAAGAGAAACAAAGTTTGTATGTAGTATTTTp.Ser301ArgfsTer2p.S301Rfs*2Q9Y672protein_codingTCGA-MA-AA43-01Cervixcervical & endocervical cancerFemale<65III/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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