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: GALNT7

Gene summary for GALNT7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GALNT7

Gene ID

51809

Gene namepolypeptide N-acetylgalactosaminyltransferase 7
Gene AliasGALNAC-T7
Cytomap4q34.1
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q86SF2


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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
51809GALNT7CCI_1HumanCervixCC5.78e-141.16e+000.528
51809GALNT7CCI_2HumanCervixCC2.11e-035.00e-010.5249
51809GALNT7CCI_3HumanCervixCC9.78e-044.96e-010.516
51809GALNT7H2HumanCervixHSIL_HPV7.66e-063.56e-010.0632
51809GALNT7HTA11_3410_2000001011HumanColorectumAD9.79e-22-6.92e-010.0155
51809GALNT7HTA11_2951_2000001011HumanColorectumAD4.86e-02-7.69e-010.0216
51809GALNT7HTA11_3361_2000001011HumanColorectumAD5.14e-07-5.92e-01-0.1207
51809GALNT7HTA11_866_2000001011HumanColorectumAD1.07e-03-2.78e-01-0.1001
51809GALNT7HTA11_9341_2000001011HumanColorectumSER3.24e-02-8.71e-01-0.00410000000000005
51809GALNT7HTA11_866_3004761011HumanColorectumAD2.07e-14-6.74e-010.096
51809GALNT7HTA11_8622_2000001021HumanColorectumSER2.56e-04-6.54e-010.0528
51809GALNT7HTA11_10711_2000001011HumanColorectumAD3.46e-04-5.09e-010.0338
51809GALNT7HTA11_7696_3000711011HumanColorectumAD1.18e-19-5.91e-010.0674
51809GALNT7HTA11_99999970781_79442HumanColorectumMSS1.28e-15-4.85e-010.294
51809GALNT7HTA11_99999971662_82457HumanColorectumMSS2.79e-15-5.32e-010.3859
51809GALNT7HTA11_99999973899_84307HumanColorectumMSS8.92e-08-7.35e-010.2585
51809GALNT7HTA11_99999974143_84620HumanColorectumMSS5.81e-28-7.33e-010.3005
51809GALNT7F007HumanColorectumFAP7.57e-09-6.21e-010.1176
51809GALNT7A001-C-207HumanColorectumFAP3.88e-02-2.25e-010.1278
51809GALNT7A015-C-203HumanColorectumFAP2.77e-35-5.76e-01-0.1294
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0006486ColorectumADprotein glycosylation64/3918226/187234.86e-033.27e-0264
GO:0043413ColorectumADmacromolecule glycosylation64/3918226/187234.86e-033.27e-0264
GO:0070085ColorectumADglycosylation67/3918240/187235.78e-033.67e-0267
GO:00064861ColorectumFAPprotein glycosylation48/2622226/187231.85e-031.57e-0248
GO:00434131ColorectumFAPmacromolecule glycosylation48/2622226/187231.85e-031.57e-0248
GO:00700851ColorectumFAPglycosylation50/2622240/187232.30e-031.85e-0250
GO:0009101ColorectumFAPglycoprotein biosynthetic process63/2622317/187232.31e-031.86e-0263
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:0006493LungAISprotein O-linked glycosylation17/184986/187234.04e-033.65e-0217
GO:00064863LungAISprotein glycosylation35/1849226/187234.93e-034.27e-0235
GO:00434133LungAISmacromolecule glycosylation35/1849226/187234.93e-034.27e-0235
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
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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
GALNT7SNVMissense_Mutationrs777199234c.1355N>Tp.Pro452Leup.P452LQ86SF2protein_codingdeleterious(0.04)benign(0.223)TCGA-4H-AAAK-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideCR
GALNT7SNVMissense_Mutationc.548N>Ap.Ile183Asnp.I183NQ86SF2protein_codingdeleterious(0)probably_damaging(0.985)TCGA-D8-A1JD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
GALNT7SNVMissense_Mutationc.244T>Ap.Leu82Ilep.L82IQ86SF2protein_codingdeleterious(0.01)benign(0.123)TCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
GALNT7insertionFrame_Shift_Insnovelc.1355_1356insTTTCCp.Pro453PhefsTer12p.P453Ffs*12Q86SF2protein_codingTCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
GALNT7insertionFrame_Shift_Insnovelc.1020_1021insATACCCCp.Gln343HisfsTer7p.Q343Hfs*7Q86SF2protein_codingTCGA-BH-A0AU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GALNT7SNVMissense_Mutationnovelc.1475A>Gp.Tyr492Cysp.Y492CQ86SF2protein_codingtolerated(0.09)benign(0.08)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GALNT7SNVMissense_Mutationc.1259N>Tp.Ser420Leup.S420LQ86SF2protein_codingdeleterious(0.01)probably_damaging(1)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
GALNT7SNVMissense_Mutationc.1882N>Tp.Arg628Cysp.R628CQ86SF2protein_codingtolerated(0.17)probably_damaging(0.939)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GALNT7SNVMissense_Mutationc.1121N>Gp.Leu374Argp.L374RQ86SF2protein_codingtolerated(0.94)benign(0.001)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GALNT7SNVMissense_Mutationrs755005166c.1934C>Tp.Thr645Metp.T645MQ86SF2protein_codingtolerated(0.16)benign(0.003)TCGA-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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