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: ZFYVE1

Gene summary for ZFYVE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZFYVE1

Gene ID

53349

Gene namezinc finger FYVE-type containing 1
Gene AliasDFCP1
Cytomap14q24.2
Gene Typeprotein-coding
GO ID

GO:0006914

UniProtAcc

Q9HBF4


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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
53349ZFYVE1LZE4THumanEsophagusESCC1.19e-051.22e-010.0811
53349ZFYVE1LZE7THumanEsophagusESCC2.81e-029.93e-020.0667
53349ZFYVE1LZE24THumanEsophagusESCC7.36e-081.24e-010.0596
53349ZFYVE1P2T-EHumanEsophagusESCC8.91e-048.96e-020.1177
53349ZFYVE1P4T-EHumanEsophagusESCC2.90e-039.60e-020.1323
53349ZFYVE1P5T-EHumanEsophagusESCC3.30e-033.32e-020.1327
53349ZFYVE1P8T-EHumanEsophagusESCC3.21e-041.02e-010.0889
53349ZFYVE1P9T-EHumanEsophagusESCC3.76e-054.69e-020.1131
53349ZFYVE1P10T-EHumanEsophagusESCC8.00e-081.40e-010.116
53349ZFYVE1P11T-EHumanEsophagusESCC2.12e-042.54e-010.1426
53349ZFYVE1P12T-EHumanEsophagusESCC5.21e-091.95e-010.1122
53349ZFYVE1P15T-EHumanEsophagusESCC3.72e-182.96e-010.1149
53349ZFYVE1P16T-EHumanEsophagusESCC1.12e-081.04e-010.1153
53349ZFYVE1P17T-EHumanEsophagusESCC3.14e-031.98e-010.1278
53349ZFYVE1P20T-EHumanEsophagusESCC6.52e-108.07e-020.1124
53349ZFYVE1P23T-EHumanEsophagusESCC4.04e-161.81e-010.108
53349ZFYVE1P24T-EHumanEsophagusESCC4.86e-081.16e-010.1287
53349ZFYVE1P26T-EHumanEsophagusESCC2.71e-051.63e-010.1276
53349ZFYVE1P27T-EHumanEsophagusESCC1.66e-122.45e-010.1055
53349ZFYVE1P28T-EHumanEsophagusESCC8.96e-061.54e-010.1149
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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
∗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:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:0009267110EsophagusESCCcellular response to starvation110/8552156/187232.63e-107.37e-09110
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:004259419EsophagusESCCresponse to starvation133/8552197/187234.31e-101.14e-08133
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:00070419EsophagusESCClysosomal transport83/8552114/187233.52e-097.41e-0883
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
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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
ZFYVE1SNVMissense_Mutationc.312N>Cp.Gln104Hisp.Q104HQ9HBF4protein_codingdeleterious(0.03)possibly_damaging(0.459)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
ZFYVE1SNVMissense_Mutationnovelc.1742C>Ap.Ala581Aspp.A581DQ9HBF4protein_codingdeleterious(0.01)possibly_damaging(0.88)TCGA-S3-AA11-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleCR
ZFYVE1insertionIn_Frame_Insnovelc.1829_1830insATTCTTAGCTGCAGAGTTGCTTCTGGGGGAAGGp.Phe611_Lys612insLeuAlaAlaGluLeuLeuLeuGlyGluGlyPhep.F611_K612insLAAELLLGEGFQ9HBF4protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ZFYVE1insertionNonsense_Mutationnovelc.800_801insATAGAAAGTGTTTCAAGGAGGATGGAGp.Thr267_His268insTerp.T267_H268ins*Q9HBF4protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
ZFYVE1insertionFrame_Shift_Insnovelc.798_799insTTTCTGTCCAAAGAAGp.Thr267PhefsTer13p.T267Ffs*13Q9HBF4protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
ZFYVE1insertionFrame_Shift_Insnovelc.1541_1542insGGCTGACCTGACCCACAGCACAGACCCTTGCAGTAGTTGCp.Cys514TrpfsTer20p.C514Wfs*20Q9HBF4protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
ZFYVE1deletionFrame_Shift_Delc.968_975delNNNNNNNNp.His323ProfsTer5p.H323Pfs*5Q9HBF4protein_codingTCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZFYVE1insertionNonsense_Mutationnovelc.291_292insTTTTCTTAAAGCAGTCACCATTAACAATGAACTGp.Asn98PhefsTer3p.N98Ffs*3Q9HBF4protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
ZFYVE1insertionNonsense_Mutationnovelc.1683_1684insTGACAACTGCTACGAAGCCAGGAACp.Asp562Terp.D562*Q9HBF4protein_codingTCGA-BH-A0DS-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphamideSD
ZFYVE1deletionFrame_Shift_Delnovelc.1689delNp.Met564Terp.M564*Q9HBF4protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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