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: ZZEF1

Gene summary for ZZEF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZZEF1

Gene ID

23140

Gene namezinc finger ZZ-type and EF-hand domain containing 1
Gene AliasZZZ4
Cytomap17p13.2
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

O43149


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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
23140ZZEF1HTA11_3410_2000001011HumanColorectumAD1.60e-11-5.00e-010.0155
23140ZZEF1HTA11_347_2000001011HumanColorectumAD2.53e-075.97e-01-0.1954
23140ZZEF1HTA11_866_3004761011HumanColorectumAD6.53e-06-3.92e-010.096
23140ZZEF1HTA11_10711_2000001011HumanColorectumAD4.58e-06-4.90e-010.0338
23140ZZEF1HTA11_6818_2000001021HumanColorectumAD7.09e-03-3.53e-010.0588
23140ZZEF1HTA11_99999970781_79442HumanColorectumMSS1.29e-14-5.33e-010.294
23140ZZEF1HTA11_99999971662_82457HumanColorectumMSS4.35e-11-4.48e-010.3859
23140ZZEF1HTA11_99999973899_84307HumanColorectumMSS1.55e-03-4.84e-010.2585
23140ZZEF1HTA11_99999974143_84620HumanColorectumMSS6.15e-10-4.63e-010.3005
23140ZZEF1F007HumanColorectumFAP8.79e-06-4.26e-010.1176
23140ZZEF1A002-C-010HumanColorectumFAP6.52e-04-2.40e-010.242
23140ZZEF1A001-C-207HumanColorectumFAP1.41e-07-3.32e-010.1278
23140ZZEF1A015-C-203HumanColorectumFAP2.04e-25-3.41e-01-0.1294
23140ZZEF1A015-C-204HumanColorectumFAP6.63e-04-1.20e-01-0.0228
23140ZZEF1A014-C-040HumanColorectumFAP3.97e-05-3.92e-01-0.1184
23140ZZEF1A002-C-201HumanColorectumFAP1.64e-13-2.19e-010.0324
23140ZZEF1A002-C-203HumanColorectumFAP3.99e-04-2.61e-010.2786
23140ZZEF1A001-C-119HumanColorectumFAP7.28e-07-2.96e-01-0.1557
23140ZZEF1A001-C-108HumanColorectumFAP8.74e-16-2.75e-01-0.0272
23140ZZEF1A002-C-205HumanColorectumFAP2.73e-23-2.55e-01-0.1236
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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
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
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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
ZZEF1SNVMissense_Mutationnovelc.5782A>Gp.Thr1928Alap.T1928AO43149protein_codingtolerated(0.65)benign(0)TCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZZEF1SNVMissense_Mutationrs546462540c.724N>Cp.Glu242Glnp.E242QO43149protein_codingtolerated(0.12)probably_damaging(0.959)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZZEF1SNVMissense_Mutationc.889N>Ap.Val297Metp.V297MO43149protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZZEF1SNVMissense_Mutationrs756019778c.920C>Gp.Ala307Glyp.A307GO43149protein_codingdeleterious(0.03)benign(0.243)TCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZZEF1SNVMissense_Mutationnovelc.6900N>Ap.Asp2300Glup.D2300EO43149protein_codingtolerated(0.05)possibly_damaging(0.893)TCGA-AR-A1AI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
ZZEF1SNVMissense_Mutationc.2885N>Tp.Ser962Phep.S962FO43149protein_codingdeleterious(0)probably_damaging(0.982)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ZZEF1SNVMissense_Mutationc.5018N>Gp.Ala1673Glyp.A1673GO43149protein_codingdeleterious(0.01)probably_damaging(0.931)TCGA-BH-A18U-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ZZEF1SNVMissense_Mutationc.2156N>Ap.Cys719Tyrp.C719YO43149protein_codingtolerated(0.2)benign(0.345)TCGA-BH-A1FD-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZZEF1SNVMissense_Mutationc.8689N>Ap.Arg2897Serp.R2897SO43149protein_codingdeleterious(0.04)possibly_damaging(0.907)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
ZZEF1SNVMissense_Mutationc.3781N>Cp.Glu1261Glnp.E1261QO43149protein_codingtolerated(0.3)benign(0.007)TCGA-EW-A1IX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfemaraSD
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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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