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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: ZG16

Gene summary for ZG16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZG16

Gene ID

653808

Gene namezymogen granule protein 16
Gene AliasJCLN
Cytomap16p11.2
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

O60844


Top

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
653808ZG16HTA11_2487_2000001011HumanColorectumSER2.38e-092.89e+00-0.1808
653808ZG16HTA11_2112_2000001011HumanColorectumSER7.81e-185.83e+00-0.2196
653808ZG16HTA11_3361_2000001011HumanColorectumAD1.37e-293.83e+00-0.1207
653808ZG16HTA11_696_2000001011HumanColorectumAD2.44e-041.16e+00-0.1464
653808ZG16HTA11_99999971662_82457HumanColorectumMSS2.17e-03-2.29e-010.3859
653808ZG16HTA11_99999974143_84620HumanColorectumMSS9.36e-06-2.33e-010.3005
653808ZG16F007HumanColorectumFAP4.03e-03-2.33e-010.1176
653808ZG16A001-C-207HumanColorectumFAP6.74e-03-2.14e-010.1278
653808ZG16A015-C-204HumanColorectumFAP5.57e-03-2.20e-01-0.0228
653808ZG16A002-C-201HumanColorectumFAP1.01e-05-2.19e-010.0324
653808ZG16A002-C-203HumanColorectumFAP4.38e-06-2.33e-010.2786
653808ZG16A001-C-119HumanColorectumFAP6.33e-04-2.33e-01-0.1557
653808ZG16A002-C-205HumanColorectumFAP1.26e-04-2.02e-01-0.1236
653808ZG16A015-C-006HumanColorectumFAP1.94e-02-2.11e-01-0.0994
653808ZG16A002-C-114HumanColorectumFAP4.97e-03-1.97e-01-0.1561
653808ZG16A002-C-016HumanColorectumFAP3.61e-03-2.03e-010.0521
653808ZG16A002-C-116HumanColorectumFAP1.43e-04-2.18e-01-0.0452
653808ZG16A018-E-020HumanColorectumFAP1.61e-03-2.03e-01-0.2034
653808ZG16F034HumanColorectumFAP1.72e-03-2.01e-01-0.0665
653808ZG16F072BHumanColorectumFAP4.38e-06-2.33e-010.257
Page: 1 2 

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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00018956BreastPrecancerretina homeostasis12/108079/187231.82e-031.79e-0212
GO:00018948BreastPrecancertissue homeostasis27/1080268/187233.49e-032.90e-0227
GO:000189511BreastIDCretina homeostasis15/143479/187238.62e-041.00e-0215
GO:000189413BreastIDCtissue homeostasis34/1434268/187232.54e-032.28e-0234
GO:000189521BreastDCISretina homeostasis14/139079/187231.88e-031.81e-0214
GO:000189423BreastDCIStissue homeostasis33/1390268/187232.88e-032.48e-0233
GO:00018949CervixCCtissue homeostasis57/2311268/187232.43e-054.21e-0457
GO:00602498CervixCCanatomical structure homeostasis63/2311314/187236.03e-058.68e-0463
GO:00018957CervixCCretina homeostasis19/231179/187232.94e-031.94e-0219
GO:000189512CervixHSIL_HPVretina homeostasis12/73779/187235.76e-051.39e-0312
GO:000189414CervixHSIL_HPVtissue homeostasis25/737268/187236.17e-051.46e-0325
GO:006024913CervixHSIL_HPVanatomical structure homeostasis25/737314/187237.04e-049.40e-0325
GO:0060249ColorectumADanatomical structure homeostasis94/3918314/187239.37e-051.42e-0394
GO:0001894ColorectumADtissue homeostasis81/3918268/187231.96e-042.62e-0381
GO:00018941ColorectumSERtissue homeostasis66/2897268/187235.87e-051.37e-0366
GO:00602491ColorectumSERanatomical structure homeostasis74/2897314/187231.01e-042.13e-0374
GO:00602492ColorectumMSSanatomical structure homeostasis84/3467314/187231.87e-042.64e-0384
GO:00018942ColorectumMSStissue homeostasis72/3467268/187234.53e-045.40e-0372
GO:006024910ProstateBPHanatomical structure homeostasis68/3107314/187231.10e-024.53e-0268
GO:000189416ProstateTumortissue homeostasis65/3246268/187232.39e-031.35e-0265
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
ZG16SNVMissense_Mutationc.185N>Cp.Val62Alap.V62AO60844protein_codingtolerated(0.16)benign(0.036)TCGA-AN-A0XO-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ZG16SNVMissense_Mutationnovelc.344G>Ap.Gly115Aspp.G115DO60844protein_codingdeleterious(0.02)possibly_damaging(0.487)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZG16SNVMissense_Mutationnovelc.251N>Gp.Glu84Glyp.E84GO60844protein_codingtolerated(0.07)benign(0.267)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZG16SNVMissense_Mutationc.114N>Ap.Phe38Leup.F38LO60844protein_codingdeleterious(0.04)probably_damaging(0.92)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
ZG16SNVMissense_Mutationnovelc.13G>Ap.Ala5Thrp.A5TO60844protein_codingtolerated(0.35)benign(0.005)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
ZG16SNVMissense_Mutationnovelc.13N>Ap.Ala5Thrp.A5TO60844protein_codingtolerated(0.35)benign(0.005)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
ZG16SNVMissense_Mutationc.367N>Ap.Asp123Asnp.D123NO60844protein_codingtolerated(0.34)benign(0.007)TCGA-D1-A101-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZG16SNVMissense_Mutationc.391G>Ap.Val131Ilep.V131IO60844protein_codingtolerated(0.57)benign(0)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ZG16insertionFrame_Shift_Insnovelc.40dupGp.Ala14GlyfsTer14p.A14Gfs*14O60844protein_codingTCGA-A5-A0R9-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZG16insertionNonsense_Mutationnovelc.43_44insGAAGATGAACTp.Ser15Terp.S15*O60844protein_codingTCGA-A5-A0R9-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 

Top

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
Page: 1