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: GALNT14

Gene summary for GALNT14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GALNT14

Gene ID

79623

Gene namepolypeptide N-acetylgalactosaminyltransferase 14
Gene AliasGALNT15
Cytomap2p23.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q96FL9


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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
79623GALNT14CCI_1HumanCervixCC5.32e-031.11e+000.528
79623GALNT14CCI_2HumanCervixCC5.05e-096.92e-010.5249
79623GALNT14CCI_3HumanCervixCC3.00e-125.88e-010.516
79623GALNT14LZE4THumanEsophagusESCC3.78e-052.01e-010.0811
79623GALNT14LZE24THumanEsophagusESCC5.37e-082.38e-010.0596
79623GALNT14P1T-EHumanEsophagusESCC3.23e-076.29e-010.0875
79623GALNT14P2T-EHumanEsophagusESCC1.51e-174.14e-010.1177
79623GALNT14P4T-EHumanEsophagusESCC2.12e-093.40e-010.1323
79623GALNT14P5T-EHumanEsophagusESCC1.87e-031.22e-010.1327
79623GALNT14P8T-EHumanEsophagusESCC3.10e-072.06e-010.0889
79623GALNT14P9T-EHumanEsophagusESCC1.07e-051.48e-010.1131
79623GALNT14P10T-EHumanEsophagusESCC4.42e-031.95e-020.116
79623GALNT14P11T-EHumanEsophagusESCC2.36e-156.23e-010.1426
79623GALNT14P12T-EHumanEsophagusESCC7.49e-205.25e-010.1122
79623GALNT14P15T-EHumanEsophagusESCC1.45e-196.73e-010.1149
79623GALNT14P16T-EHumanEsophagusESCC3.37e-039.01e-020.1153
79623GALNT14P20T-EHumanEsophagusESCC5.83e-044.79e-020.1124
79623GALNT14P21T-EHumanEsophagusESCC1.63e-153.33e-010.1617
79623GALNT14P22T-EHumanEsophagusESCC1.59e-183.63e-010.1236
79623GALNT14P23T-EHumanEsophagusESCC5.97e-267.61e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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: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: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
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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
GALNT14SNVMissense_Mutationrs142569800c.434C>Tp.Thr145Metp.T145MQ96FL9protein_codingtolerated(0.29)benign(0.003)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
GALNT14SNVMissense_Mutationc.401N>Tp.Arg134Metp.R134MQ96FL9protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
GALNT14SNVMissense_Mutationnovelc.892N>Cp.Asp298Hisp.D298HQ96FL9protein_codingtolerated(0.06)benign(0.428)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GALNT14SNVMissense_Mutationc.1260G>Tp.Lys420Asnp.K420NQ96FL9protein_codingtolerated(0.17)benign(0.003)TCGA-EW-A1J2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
GALNT14insertionFrame_Shift_Insnovelc.616_617insTCAGTCTCCTCCTAGATAAATGGGGAATTGTGATGp.His206LeufsTer16p.H206Lfs*16Q96FL9protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
GALNT14insertionFrame_Shift_Insnovelc.1446_1447insGCCTGp.Ser483AlafsTer37p.S483Afs*37Q96FL9protein_codingTCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
GALNT14insertionNonsense_Mutationnovelc.677_678insTTCAAGAATGACTTTTAGGTGACTCAGGTAGTTTAAGAp.Arg227SerfsTer7p.R227Sfs*7Q96FL9protein_codingTCGA-A8-A09C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GALNT14SNVMissense_Mutationc.1108N>Cp.Glu370Glnp.E370QQ96FL9protein_codingdeleterious(0.03)possibly_damaging(0.606)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
GALNT14SNVMissense_Mutationrs41280621c.173N>Tp.Ala58Valp.A58VQ96FL9protein_codingtolerated_low_confidence(0.23)benign(0)TCGA-IR-A3LF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GALNT14SNVMissense_Mutationnovelc.598N>Gp.Leu200Valp.L200VQ96FL9protein_codingdeleterious(0)probably_damaging(0.992)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
79623GALNT14ENZYMEfluorouracilFLUOROURACIL31611591,21635146
79623GALNT14ENZYMEsorafenibSORAFENIB31611591
79623GALNT14ENZYMEcisplatinCISPLATIN31611591,21635146
79623GALNT14ENZYMEmitoxantroneMITOXANTRONE31611591,21635146
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