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: ZFYVE27

Gene summary for ZFYVE27

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZFYVE27

Gene ID

118813

Gene namezinc finger FYVE-type containing 27
Gene AliasPROTRUDIN
Cytomap10q24.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q5T4F4


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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
118813ZFYVE27HTA11_347_2000001011HumanColorectumAD1.00e-083.59e-01-0.1954
118813ZFYVE27HTA11_411_2000001011HumanColorectumSER3.47e-026.50e-01-0.2602
118813ZFYVE27HTA11_1391_2000001011HumanColorectumAD1.81e-022.96e-01-0.059
118813ZFYVE27HTA11_99999971662_82457HumanColorectumMSS8.59e-103.85e-010.3859
118813ZFYVE27A015-C-106HumanColorectumFAP2.80e-02-1.23e-01-0.0511
118813ZFYVE27A002-C-116HumanColorectumFAP3.77e-04-1.41e-01-0.0452
118813ZFYVE27LZE4THumanEsophagusESCC1.10e-021.09e-010.0811
118813ZFYVE27LZE8THumanEsophagusESCC5.11e-051.78e-010.067
118813ZFYVE27LZE20THumanEsophagusESCC2.58e-051.97e-010.0662
118813ZFYVE27LZE24THumanEsophagusESCC5.77e-153.51e-010.0596
118813ZFYVE27LZE6THumanEsophagusESCC4.18e-021.33e-010.0845
118813ZFYVE27P1T-EHumanEsophagusESCC1.14e-073.60e-010.0875
118813ZFYVE27P2T-EHumanEsophagusESCC4.05e-315.44e-010.1177
118813ZFYVE27P4T-EHumanEsophagusESCC1.35e-224.64e-010.1323
118813ZFYVE27P5T-EHumanEsophagusESCC1.86e-092.18e-010.1327
118813ZFYVE27P8T-EHumanEsophagusESCC7.55e-172.79e-010.0889
118813ZFYVE27P9T-EHumanEsophagusESCC1.24e-081.93e-010.1131
118813ZFYVE27P10T-EHumanEsophagusESCC7.12e-091.76e-010.116
118813ZFYVE27P11T-EHumanEsophagusESCC3.43e-134.06e-010.1426
118813ZFYVE27P12T-EHumanEsophagusESCC4.02e-253.94e-010.1122
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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
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
∗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:00507697EsophagusESCCpositive regulation of neurogenesis131/8552225/187239.71e-056.90e-04131
GO:003030710EsophagusESCCpositive regulation of cell growth100/8552166/187231.07e-047.55e-04100
GO:00083619EsophagusESCCregulation of cell size107/8552181/187231.81e-041.16e-03107
GO:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:00519606EsophagusESCCregulation of nervous system development237/8552443/187235.02e-042.78e-03237
GO:006056010EsophagusESCCdevelopmental growth involved in morphogenesis131/8552234/187239.28e-044.73e-03131
GO:00717865EsophagusESCCendoplasmic reticulum tubular network organization15/855218/187231.20e-035.88e-0315
GO:00519625EsophagusESCCpositive regulation of nervous system development149/8552272/187231.50e-037.06e-03149
GO:00457738EsophagusESCCpositive regulation of axon extension29/855242/187231.87e-038.46e-0329
GO:000740915EsophagusESCCaxonogenesis219/8552418/187233.14e-031.31e-02219
GO:00507728EsophagusESCCpositive regulation of axonogenesis48/855279/187234.93e-031.89e-0248
GO:004858810EsophagusESCCdevelopmental cell growth125/8552234/187231.01e-023.46e-02125
GO:004592717EsophagusESCCpositive regulation of growth137/8552259/187231.13e-023.80e-02137
GO:0048011EsophagusESCCneurotrophin TRK receptor signaling pathway17/855224/187231.13e-023.81e-0217
GO:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
GO:199077821LiverHCCprotein localization to cell periphery200/7958333/187236.07e-112.23e-09200
GO:001604921LiverHCCcell growth269/7958482/187231.84e-095.35e-08269
GO:000702911LiverHCCendoplasmic reticulum organization64/795887/187233.92e-091.04e-0764
GO:003253522LiverHCCregulation of cellular component size217/7958383/187231.28e-083.14e-07217
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041442ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
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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
ZFYVE27SNVMissense_Mutationnovelc.739C>Tp.Pro247Serp.P247SQ5T4F4protein_codingtolerated(0.39)benign(0.075)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZFYVE27SNVMissense_Mutationrs758277807c.531N>Cp.Glu177Aspp.E177DQ5T4F4protein_codingtolerated(0.41)benign(0.068)TCGA-C8-A1HJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZFYVE27insertionFrame_Shift_Insnovelc.829_830insTCAATAATAATAATTGTAATAAAAAp.Pro277LeufsTer16p.P277Lfs*16Q5T4F4protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
ZFYVE27SNVMissense_Mutationnovelc.686N>Tp.Ser229Phep.S229FQ5T4F4protein_codingtolerated(0.79)benign(0.007)TCGA-C5-A1BJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZFYVE27SNVMissense_Mutationrs368842487c.1067C>Tp.Thr356Metp.T356MQ5T4F4protein_codingtolerated(0.07)possibly_damaging(0.534)TCGA-AA-3697-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZFYVE27SNVMissense_Mutationrs772972223c.782N>Tp.Thr261Metp.T261MQ5T4F4protein_codingdeleterious(0.04)possibly_damaging(0.87)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZFYVE27SNVMissense_Mutationc.361N>Ap.Glu121Lysp.E121KQ5T4F4protein_codingtolerated(0.07)benign(0.178)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
ZFYVE27SNVMissense_Mutationc.598N>Tp.Pro200Serp.P200SQ5T4F4protein_codingtolerated(0.1)probably_damaging(0.998)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
ZFYVE27SNVMissense_Mutationrs751379469c.538N>Ap.Val180Ilep.V180IQ5T4F4protein_codingtolerated(0.12)benign(0)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZFYVE27SNVMissense_Mutationc.838N>Ap.Val280Metp.V280MQ5T4F4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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