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: SYT7

Gene summary for SYT7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SYT7

Gene ID

9066

Gene namesynaptotagmin 7
Gene AliasIPCA-7
Cytomap11q12.2
Gene Typeprotein-coding
GO ID

GO:0001505

UniProtAcc

O43581


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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
9066SYT7HTA11_78_2000001011HumanColorectumAD2.21e-042.55e-01-0.1088
9066SYT7HTA11_411_2000001011HumanColorectumSER1.29e-057.31e-01-0.2602
9066SYT7HTA11_2112_2000001011HumanColorectumSER3.83e-044.09e-01-0.2196
9066SYT7HTA11_3361_2000001011HumanColorectumAD3.43e-031.65e-01-0.1207
9066SYT7HTA11_866_3004761011HumanColorectumAD8.49e-048.53e-020.096
9066SYT7HTA11_10711_2000001011HumanColorectumAD7.45e-031.29e-010.0338
9066SYT7HTA11_99999970781_79442HumanColorectumMSS1.44e-052.30e-010.294
9066SYT7HTA11_99999965104_69814HumanColorectumMSS1.98e-041.65e-010.281
9066SYT7HTA11_99999971662_82457HumanColorectumMSS4.94e-296.45e-010.3859
9066SYT7HTA11_99999974143_84620HumanColorectumMSS3.17e-305.94e-010.3005
9066SYT7A002-C-021HumanColorectumFAP4.63e-031.46e-010.1171
9066SYT7A001-C-007HumanColorectumCRC9.19e-033.15e-010.1899
9066SYT7CRC-3-11773HumanColorectumCRC3.19e-022.03e-010.2564
9066SYT7P26T-EHumanEsophagusESCC3.52e-021.63e-020.1276
9066SYT7P28T-EHumanEsophagusESCC3.49e-089.54e-020.1149
9066SYT7P37T-EHumanEsophagusESCC2.95e-266.38e-010.1371
9066SYT7P44T-EHumanEsophagusESCC9.23e-062.12e-010.1096
9066SYT7P47T-EHumanEsophagusESCC4.94e-043.26e-020.1067
9066SYT7P74T-EHumanEsophagusESCC1.24e-031.41e-010.1479
9066SYT7P75T-EHumanEsophagusESCC5.42e-035.64e-020.1125
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0042060ColorectumADwound healing128/3918422/187232.73e-067.89e-05128
GO:0050708ColorectumADregulation of protein secretion83/3918268/187236.59e-051.07e-0383
GO:0009306ColorectumADprotein secretion105/3918359/187231.05e-041.57e-03105
GO:0035592ColorectumADestablishment of protein localization to extracellular region105/3918360/187231.18e-041.73e-03105
GO:0045921ColorectumADpositive regulation of exocytosis33/391886/187231.58e-042.20e-0333
GO:0071692ColorectumADprotein localization to extracellular region106/3918368/187231.86e-042.49e-03106
GO:0050796ColorectumADregulation of insulin secretion54/3918165/187232.60e-043.25e-0354
GO:0010038ColorectumADresponse to metal ion106/3918373/187233.22e-043.83e-03106
GO:0051047ColorectumADpositive regulation of secretion90/3918310/187234.11e-044.66e-0390
GO:0030073ColorectumADinsulin secretion61/3918195/187234.28e-044.81e-0361
GO:0071248ColorectumADcellular response to metal ion61/3918197/187235.74e-046.09e-0361
GO:1903532ColorectumADpositive regulation of secretion by cell82/3918282/187236.85e-047.00e-0382
GO:0071241ColorectumADcellular response to inorganic substance68/3918226/187236.98e-047.10e-0368
GO:0015833ColorectumADpeptide transport77/3918264/187238.90e-048.60e-0377
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0006869ColorectumADlipid transport108/3918398/187231.67e-031.39e-02108
GO:0090087ColorectumADregulation of peptide transport60/3918202/187231.94e-031.58e-0260
GO:0030072ColorectumADpeptide hormone secretion68/3918236/187232.39e-031.85e-0268
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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
SYT7SNVMissense_Mutationnovelc.1253C>Tp.Thr418Metp.T418MO43581protein_codingtolerated(0.23)benign(0.02)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SYT7SNVMissense_Mutationc.730N>Ap.Gly244Serp.G244SO43581protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AQ-A1H3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
SYT7SNVMissense_Mutationnovelc.621C>Gp.Ser207Argp.S207RO43581protein_codingtolerated(0.4)possibly_damaging(0.452)TCGA-B6-A0IC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SYT7SNVMissense_Mutationnovelc.752A>Gp.Lys251Argp.K251RO43581protein_codingtolerated(0.1)benign(0.255)TCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
SYT7insertionNonsense_Mutationnovelc.622_623insTCTGAAATAAGCAAGp.Arg208delinsLeuTerAsnLysGlnGlyp.R208delinsL*NKQGO43581protein_codingTCGA-B6-A0IC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SYT7insertionNonsense_Mutationnovelc.749_750insGATTAAGGAGTGATTTCTATCCCAGGGCCTTTGGGTGCp.Lys251IlefsTer4p.K251Ifs*4O43581protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
SYT7SNVMissense_Mutationnovelc.1393N>Tp.Arg465Cysp.R465CO43581protein_codingdeleterious(0)possibly_damaging(0.852)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SYT7SNVMissense_Mutationrs550321037c.1237N>Ap.Ala413Thrp.A413TO43581protein_codingtolerated(0.46)benign(0.01)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SYT7SNVMissense_Mutationc.907C>Tp.Arg303Cysp.R303CO43581protein_codingdeleterious(0)probably_damaging(0.993)TCGA-C5-A1BF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SYT7SNVMissense_Mutationrs567302490c.1132G>Tp.Asp378Tyrp.D378YO43581protein_codingdeleterious(0.01)probably_damaging(1)TCGA-EA-A3HQ-01Cervixcervical & endocervical cancerFemale<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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