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: C1GALT1C1

Gene summary for C1GALT1C1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C1GALT1C1

Gene ID

29071

Gene nameC1GALT1 specific chaperone 1
Gene AliasC1GALT2
CytomapXq24
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q96EU7


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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
29071C1GALT1C1LZE2THumanEsophagusESCC1.34e-025.85e-010.082
29071C1GALT1C1LZE4THumanEsophagusESCC1.32e-132.07e-010.0811
29071C1GALT1C1LZE7THumanEsophagusESCC1.99e-032.24e-010.0667
29071C1GALT1C1LZE8THumanEsophagusESCC9.13e-067.93e-020.067
29071C1GALT1C1LZE20THumanEsophagusESCC7.48e-031.71e-010.0662
29071C1GALT1C1LZE22THumanEsophagusESCC2.10e-052.79e-010.068
29071C1GALT1C1LZE24THumanEsophagusESCC3.96e-185.88e-010.0596
29071C1GALT1C1LZE21THumanEsophagusESCC2.18e-021.20e-010.0655
29071C1GALT1C1LZE6THumanEsophagusESCC2.92e-032.01e-010.0845
29071C1GALT1C1P1T-EHumanEsophagusESCC4.19e-033.21e-010.0875
29071C1GALT1C1P2T-EHumanEsophagusESCC2.88e-152.90e-010.1177
29071C1GALT1C1P4T-EHumanEsophagusESCC1.13e-264.85e-010.1323
29071C1GALT1C1P5T-EHumanEsophagusESCC1.64e-065.85e-020.1327
29071C1GALT1C1P8T-EHumanEsophagusESCC8.77e-396.80e-010.0889
29071C1GALT1C1P9T-EHumanEsophagusESCC3.25e-203.95e-010.1131
29071C1GALT1C1P10T-EHumanEsophagusESCC3.94e-244.41e-010.116
29071C1GALT1C1P11T-EHumanEsophagusESCC1.19e-125.09e-010.1426
29071C1GALT1C1P12T-EHumanEsophagusESCC7.45e-201.57e-010.1122
29071C1GALT1C1P15T-EHumanEsophagusESCC1.44e-201.63e-010.1149
29071C1GALT1C1P16T-EHumanEsophagusESCC3.73e-141.81e-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
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: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:00064931EsophagusESCCprotein O-linked glycosylation51/855286/187237.54e-032.70e-0251
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:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
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:007008511Oral cavityLPglycosylation77/4623240/187235.60e-033.38e-0277
GO:000648611Oral cavityLPprotein glycosylation73/4623226/187235.72e-033.44e-0273
GO:004341311Oral cavityLPmacromolecule glycosylation73/4623226/187235.72e-033.44e-0273
GO:00064866ThyroidPTCprotein glycosylation94/5968226/187231.25e-037.13e-0394
GO:00434136ThyroidPTCmacromolecule glycosylation94/5968226/187231.25e-037.13e-0394
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
C1GALT1C1SNVMissense_Mutationnovelc.162A>Cp.Lys54Asnp.K54NQ96EU7protein_codingtolerated(0.46)benign(0.013)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
C1GALT1C1SNVMissense_Mutationc.771N>Tp.Glu257Aspp.E257DQ96EU7protein_codingtolerated(0.32)benign(0.042)TCGA-AO-A0J3-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
C1GALT1C1SNVMissense_Mutationnovelc.652N>Ap.Ser218Thrp.S218TQ96EU7protein_codingtolerated(0.07)benign(0.39)TCGA-HN-A2OB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilPD
C1GALT1C1SNVMissense_Mutationc.839N>Tp.Gly280Valp.G280VQ96EU7protein_codingdeleterious(0.04)benign(0.297)TCGA-EA-A439-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
C1GALT1C1SNVMissense_Mutationc.847C>Tp.Pro283Serp.P283SQ96EU7protein_codingtolerated(0.08)benign(0.148)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
C1GALT1C1SNVMissense_Mutationc.64A>Gp.Ile22Valp.I22VQ96EU7protein_codingtolerated(0.63)benign(0)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
C1GALT1C1SNVMissense_Mutationc.366N>Ap.Met122Ilep.M122IQ96EU7protein_codingtolerated(0.23)benign(0.015)TCGA-Q1-A73P-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
C1GALT1C1SNVMissense_Mutationnovelc.893N>Tp.Ala298Valp.A298VQ96EU7protein_codingdeleterious(0.05)benign(0.017)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
C1GALT1C1SNVMissense_Mutationc.305N>Tp.Ser102Phep.S102FQ96EU7protein_codingdeleterious(0)possibly_damaging(0.889)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
C1GALT1C1SNVMissense_Mutationnovelc.521N>Gp.Lys174Argp.K174RQ96EU7protein_codingtolerated(0.1)benign(0.052)TCGA-AA-A00O-01Colorectumcolon adenocarcinomaFemale>=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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