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: ALG1

Gene summary for ALG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ALG1

Gene ID

56052

Gene nameALG1 chitobiosyldiphosphodolichol beta-mannosyltransferase
Gene AliasCDG1K
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9BT22


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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
56052ALG1P130T-EHumanEsophagusESCC9.82e-212.87e-010.1676
56052ALG1HCC1_MengHumanLiverHCC9.27e-396.89e-020.0246
56052ALG1HCC2_MengHumanLiverHCC4.45e-124.62e-020.0107
56052ALG1HCC1HumanLiverHCC9.02e-162.52e+000.5336
56052ALG1HCC2HumanLiverHCC3.42e-242.33e+000.5341
56052ALG1HCC5HumanLiverHCC2.58e-242.37e+000.4932
56052ALG1Pt13.bHumanLiverHCC1.19e-024.98e-020.0251
56052ALG1S014HumanLiverHCC1.28e-268.08e-010.2254
56052ALG1S015HumanLiverHCC2.41e-188.41e-010.2375
56052ALG1S016HumanLiverHCC7.87e-289.22e-010.2243
56052ALG1S027HumanLiverHCC1.75e-064.72e-010.2446
56052ALG1S028HumanLiverHCC1.65e-176.44e-010.2503
56052ALG1S029HumanLiverHCC1.18e-165.90e-010.2581
56052ALG1C04HumanOral cavityOSCC5.70e-136.89e-010.2633
56052ALG1C21HumanOral cavityOSCC5.66e-288.45e-010.2678
56052ALG1C30HumanOral cavityOSCC1.52e-197.54e-010.3055
56052ALG1C38HumanOral cavityOSCC5.59e-044.45e-010.172
56052ALG1C46HumanOral cavityOSCC4.25e-021.34e-010.1673
56052ALG1C51HumanOral cavityOSCC4.62e-054.84e-010.2674
56052ALG1C06HumanOral cavityOSCC9.51e-069.81e-010.2699
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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
∗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:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
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:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
GO:00064873LiverCirrhoticprotein N-linked glycosylation30/463465/187231.40e-041.36e-0330
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:000648711LiverHCCprotein N-linked glycosylation48/795865/187232.85e-075.00e-0648
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:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:00064875Oral cavityOSCCprotein N-linked glycosylation44/730565/187232.63e-063.26e-0544
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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
hsa005136EsophagusESCCVarious types of N-glycan biosynthesis31/420542/84651.23e-033.78e-031.93e-0331
hsa0051033EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa0051313EsophagusESCCVarious types of N-glycan biosynthesis31/420542/84651.23e-033.78e-031.93e-0331
hsa0051021LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa005132LiverHCCVarious types of N-glycan biosynthesis30/402042/84651.41e-035.07e-032.82e-0330
hsa0051031LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa005133LiverHCCVarious types of N-glycan biosynthesis30/402042/84651.41e-035.07e-032.82e-0330
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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
ALG1SNVMissense_Mutationc.252N>Tp.Gln84Hisp.Q84HQ9BT22protein_codingtolerated(0.27)benign(0)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ALG1SNVMissense_Mutationnovelc.276G>Tp.Gln92Hisp.Q92HQ9BT22protein_codingdeleterious(0.04)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ALG1SNVMissense_Mutationrs150272167c.946G>Ap.Val316Ilep.V316IQ9BT22protein_codingtolerated(0.36)benign(0.144)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ALG1SNVMissense_Mutationc.1387G>Ap.Asp463Asnp.D463NQ9BT22protein_codingtolerated(0.16)benign(0.115)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
ALG1SNVMissense_Mutationc.485N>Ap.Ser162Tyrp.S162YQ9BT22protein_codingdeleterious(0)possibly_damaging(0.885)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ALG1SNVMissense_Mutationrs145317306c.787C>Tp.Arg263Trpp.R263WQ9BT22protein_codingtolerated(0.19)benign(0.005)TCGA-VS-A8EB-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownPD
ALG1SNVMissense_Mutationc.481N>Cp.Tyr161Hisp.Y161HQ9BT22protein_codingtolerated(0.15)probably_damaging(0.994)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ALG1SNVMissense_Mutationc.806N>Cp.Leu269Prop.L269PQ9BT22protein_codingtolerated(0.25)benign(0.124)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ALG1SNVMissense_Mutationrs143906919c.764N>Tp.Thr255Metp.T255MQ9BT22protein_codingtolerated(0.27)benign(0.005)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ALG1deletionFrame_Shift_Delc.398delCp.Pro133GlnfsTer59p.P133Qfs*59Q9BT22protein_codingTCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=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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