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: ZG16B

Gene summary for ZG16B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZG16B

Gene ID

124220

Gene namezymogen granule protein 16B
Gene AliasEECP
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

G8H6I3


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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
124220ZG16BGSM4909282HumanBreastIDC6.58e-19-3.85e-01-0.0288
124220ZG16BGSM4909285HumanBreastIDC1.01e-14-3.64e-010.21
124220ZG16BGSM4909287HumanBreastIDC3.53e-02-5.60e-020.2057
124220ZG16BGSM4909293HumanBreastIDC2.26e-04-1.24e-010.1581
124220ZG16BGSM4909296HumanBreastIDC2.89e-02-4.96e-020.1524
124220ZG16BGSM4909298HumanBreastIDC1.97e-04-1.68e-020.1551
124220ZG16BGSM4909299HumanBreastIDC7.47e-04-2.31e-010.035
124220ZG16BGSM4909306HumanBreastIDC2.72e-175.82e-010.1564
124220ZG16BGSM4909307HumanBreastIDC1.54e-043.85e-010.1569
124220ZG16BGSM4909308HumanBreastIDC4.86e-236.59e-010.158
124220ZG16BGSM4909311HumanBreastIDC1.80e-14-1.52e-010.1534
124220ZG16BGSM4909319HumanBreastIDC1.29e-26-4.96e-020.1563
124220ZG16Bbrca2HumanBreastPrecancer4.16e-059.49e-02-0.024
124220ZG16Bbrca3HumanBreastPrecancer1.69e-03-8.79e-02-0.0263
124220ZG16BNCCBC5HumanBreastDCIS2.46e-02-1.62e-010.2046
124220ZG16BP1HumanBreastIDC8.33e-06-2.37e-010.1527
124220ZG16BDCIS2HumanBreastDCIS3.98e-17-1.90e-010.0085
124220ZG16Bsample3HumanCervixCC3.34e-022.08e-010.1387
124220ZG16BH2HumanCervixHSIL_HPV1.46e-287.50e-010.0632
124220ZG16BT2HumanCervixCC1.47e-075.91e-010.0709
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
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
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
∗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: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
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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
ZG16BSNVMissense_Mutationrs777297145c.445N>Cp.Asp149Hisp.D149HQ96DA0protein_codingtolerated(0.11)possibly_damaging(0.706)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZG16BSNVMissense_Mutationrs751882900c.533N>Ap.Ser178Asnp.S178NQ96DA0protein_codingtolerated(0.55)benign(0.412)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ZG16BSNVMissense_Mutationnovelc.118N>Ap.Leu40Metp.L40MQ96DA0protein_codingtolerated(0.12)probably_damaging(0.957)TCGA-AJ-A3IA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ZG16BSNVMissense_Mutationrs774712949c.622N>Tp.Arg208Cysp.R208CQ96DA0protein_codingdeleterious_low_confidence(0.01)benign(0.188)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
ZG16BSNVMissense_Mutationrs768633534c.13G>Ap.Gly5Argp.G5RQ96DA0protein_codingtolerated_low_confidence(0.84)benign(0)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZG16BSNVMissense_Mutationnovelc.531N>Tp.Lys177Asnp.K177NQ96DA0protein_codingtolerated(0.07)possibly_damaging(0.908)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
ZG16BSNVMissense_Mutationnovelc.349N>Ap.Glu117Lysp.E117KQ96DA0protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
ZG16BSNVMissense_Mutationrs576288928c.35C>Tp.Ala12Valp.A12VQ96DA0protein_codingdeleterious(0.05)probably_damaging(0.95)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
ZG16BSNVMissense_Mutationnovelc.37A>Gp.Met13Valp.M13VQ96DA0protein_codingtolerated(0.29)benign(0)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
ZG16BSNVMissense_Mutationc.264T>Ap.Ser88Argp.S88RQ96DA0protein_codingtolerated(0.13)probably_damaging(0.999)TCGA-49-AAR0-01Lunglung adenocarcinomaMale<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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