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: ZFYVE16

Gene summary for ZFYVE16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZFYVE16

Gene ID

9765

Gene namezinc finger FYVE-type containing 16
Gene AliasPPP1R69
Cytomap5q14.1
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

Q7Z3T8


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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
9765ZFYVE16LZE5THumanEsophagusESCC5.47e-053.25e-010.0514
9765ZFYVE16LZE7THumanEsophagusESCC1.78e-022.11e-010.0667
9765ZFYVE16LZE8THumanEsophagusESCC2.87e-041.52e-010.067
9765ZFYVE16LZE20THumanEsophagusESCC1.29e-031.38e-010.0662
9765ZFYVE16LZE24THumanEsophagusESCC4.50e-112.28e-010.0596
9765ZFYVE16P1T-EHumanEsophagusESCC1.72e-041.85e-010.0875
9765ZFYVE16P2T-EHumanEsophagusESCC1.83e-192.79e-010.1177
9765ZFYVE16P4T-EHumanEsophagusESCC4.90e-051.65e-010.1323
9765ZFYVE16P8T-EHumanEsophagusESCC3.06e-172.01e-010.0889
9765ZFYVE16P9T-EHumanEsophagusESCC1.10e-102.15e-010.1131
9765ZFYVE16P10T-EHumanEsophagusESCC1.09e-141.52e-010.116
9765ZFYVE16P11T-EHumanEsophagusESCC1.41e-022.42e-010.1426
9765ZFYVE16P12T-EHumanEsophagusESCC1.62e-183.15e-010.1122
9765ZFYVE16P15T-EHumanEsophagusESCC4.32e-082.25e-010.1149
9765ZFYVE16P16T-EHumanEsophagusESCC2.33e-091.64e-010.1153
9765ZFYVE16P19T-EHumanEsophagusESCC2.04e-023.68e-010.1662
9765ZFYVE16P20T-EHumanEsophagusESCC7.36e-091.71e-010.1124
9765ZFYVE16P21T-EHumanEsophagusESCC1.48e-131.86e-010.1617
9765ZFYVE16P22T-EHumanEsophagusESCC6.20e-081.60e-010.1236
9765ZFYVE16P23T-EHumanEsophagusESCC1.43e-092.73e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:00070419EsophagusESCClysosomal transport83/8552114/187233.52e-097.41e-0883
GO:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:00726659EsophagusESCCprotein localization to vacuole52/855267/187239.14e-081.52e-0652
GO:00066238EsophagusESCCprotein targeting to vacuole31/855237/187231.95e-062.26e-0531
GO:00726668EsophagusESCCestablishment of protein localization to vacuole37/855249/187232.05e-051.78e-0437
GO:00066226EsophagusESCCprotein targeting to lysosome20/855223/187234.97e-053.86e-0420
GO:00614626EsophagusESCCprotein localization to lysosome34/855246/187239.39e-056.70e-0434
GO:00066233LiverNAFLDprotein targeting to vacuole12/188237/187231.73e-043.08e-0312
GO:00161975LiverNAFLDendosomal transport41/1882230/187232.02e-043.53e-0341
GO:00160505LiverNAFLDvesicle organization50/1882300/187232.42e-044.06e-0350
GO:00726653LiverNAFLDprotein localization to vacuole16/188267/187237.94e-049.90e-0316
GO:00726663LiverNAFLDestablishment of protein localization to vacuole13/188249/187238.43e-041.03e-0213
GO:00725947LiverNAFLDestablishment of protein localization to organelle62/1882422/187231.48e-031.64e-0262
GO:00070345LiverNAFLDvacuolar transport28/1882157/187231.91e-031.93e-0228
GO:00070414LiverNAFLDlysosomal transport22/1882114/187232.03e-032.02e-0222
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa043507EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0435014EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
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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
ZFYVE16SNVMissense_Mutationnovelc.1297N>Ap.Leu433Ilep.L433IQ7Z3T8protein_codingtolerated(0.09)possibly_damaging(0.703)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZFYVE16SNVMissense_Mutationc.2062A>Cp.Thr688Prop.T688PQ7Z3T8protein_codingtolerated(0.12)benign(0.001)TCGA-BH-A0DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ZFYVE16SNVMissense_Mutationnovelc.2477C>Gp.Ser826Cysp.S826CQ7Z3T8protein_codingdeleterious(0.03)possibly_damaging(0.765)TCGA-D8-A1JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
ZFYVE16insertionNonsense_Mutationnovelc.3670_3671insTCTCCTTGGGCCCCAGTTTCCTTTGTAAATAGAACp.Thr1224IlefsTer11p.T1224Ifs*11Q7Z3T8protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ZFYVE16insertionIn_Frame_Insnovelc.1956_1957insCTTGAAAAAGTAp.Leu652_Phe653insLeuGluLysValp.L652_F653insLEKVQ7Z3T8protein_codingTCGA-A8-A08C-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
ZFYVE16insertionNonsense_Mutationnovelc.2350_2351insTTTCTATGGGCAACCCTTp.Lys784delinsIleSerMetGlyAsnProTerp.K784delinsISMGNP*Q7Z3T8protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZFYVE16deletionFrame_Shift_Delc.2841delNp.Glu948LysfsTer5p.E948Kfs*5Q7Z3T8protein_codingTCGA-E2-A14W-01Breastbreast invasive carcinomaMale>=65I/IIChemotherapycytoxanSD
ZFYVE16SNVMissense_Mutationnovelc.70G>Ap.Asp24Asnp.D24NQ7Z3T8protein_codingdeleterious(0)benign(0.13)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZFYVE16SNVMissense_Mutationc.3544N>Cp.Glu1182Glnp.E1182QQ7Z3T8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
ZFYVE16SNVMissense_Mutationc.4306C>Gp.Leu1436Valp.L1436VQ7Z3T8protein_codingtolerated(0.18)possibly_damaging(0.908)TCGA-IR-A3LA-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
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