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: ZNF224

Gene summary for ZNF224

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF224

Gene ID

7767

Gene namezinc finger protein 224
Gene AliasBMZF-2
Cytomap19q13.31
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9NZL3


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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
7767ZNF224P65T-EHumanEsophagusESCC1.46e-091.66e-010.0978
7767ZNF224P74T-EHumanEsophagusESCC8.12e-102.06e-010.1479
7767ZNF224P75T-EHumanEsophagusESCC1.00e-243.70e-010.1125
7767ZNF224P76T-EHumanEsophagusESCC2.02e-061.33e-010.1207
7767ZNF224P79T-EHumanEsophagusESCC3.52e-192.85e-010.1154
7767ZNF224P82T-EHumanEsophagusESCC3.86e-115.09e-010.1072
7767ZNF224P83T-EHumanEsophagusESCC2.43e-082.29e-010.1738
7767ZNF224P84T-EHumanEsophagusESCC1.31e-093.10e-010.0933
7767ZNF224P89T-EHumanEsophagusESCC2.64e-083.46e-010.1752
7767ZNF224P91T-EHumanEsophagusESCC1.74e-033.40e-010.1828
7767ZNF224P107T-EHumanEsophagusESCC7.54e-101.88e-010.171
7767ZNF224P127T-EHumanEsophagusESCC9.06e-092.09e-010.0826
7767ZNF224P128T-EHumanEsophagusESCC2.71e-133.40e-010.1241
7767ZNF224P130T-EHumanEsophagusESCC1.76e-122.08e-010.1676
7767ZNF224male-WTAHumanThyroidPTC1.75e-056.98e-020.1037
7767ZNF224PTC01HumanThyroidPTC4.26e-171.86e-010.1899
7767ZNF224PTC03HumanThyroidPTC5.89e-092.84e-010.1784
7767ZNF224PTC04HumanThyroidPTC2.25e-051.97e-010.1927
7767ZNF224PTC05HumanThyroidPTC6.51e-144.80e-010.2065
7767ZNF224PTC06HumanThyroidPTC9.81e-224.01e-010.2057
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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
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
ZNF224QUIEEsophagusADJBMP4,ZNF302,RP11-1000B6.3, etc.1.23e-01The 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.
ZNF224CD8TEXPThyroidADJAC099811.4,TXK,ALDOC, etc.1.78e-02The 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.
ZNF224CD8TEXPThyroidATCAC099811.4,TXK,ALDOC, etc.2.87e-02The 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.
ZNF224CD8TCMThyroidHTAC099811.4,TXK,ALDOC, etc.5.22e-02The 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.
ZNF224CD8TEXINTThyroidPTCAC099811.4,TXK,ALDOC, etc.1.86e-02The 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.
ZNF224CD4TNThyroidPTCAC099811.4,TXK,ALDOC, etc.1.99e-01The 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.
∗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
ZNF224SNVMissense_Mutationrs3746323c.1516N>Gp.His506Aspp.H506DQ9NZL3protein_codingdeleterious(0)probably_damaging(0.969)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ZNF224SNVMissense_Mutationc.905G>Cp.Arg302Thrp.R302TQ9NZL3protein_codingtolerated(0.41)benign(0.215)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF224SNVMissense_Mutationc.1826C>Tp.Ser609Leup.S609LQ9NZL3protein_codingtolerated(0.12)probably_damaging(0.987)TCGA-BH-A202-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
ZNF224insertionIn_Frame_Insnovelc.1084_1085insGCTCCAACTCCTGGGTTCTTGCCATTCTCCTGCCTCAGCCTCCCGAGTp.His362delinsArgSerAsnSerTrpValLeuAlaIleLeuLeuProGlnProProGluTyrp.H362delinsRSNSWVLAILLPQPPEYQ9NZL3protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF224SNVMissense_Mutationc.1200N>Gp.Phe400Leup.F400LQ9NZL3protein_codingdeleterious(0)probably_damaging(0.997)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
ZNF224SNVMissense_Mutationc.399N>Cp.Gln133Hisp.Q133HQ9NZL3protein_codingtolerated(0.24)benign(0.127)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
ZNF224SNVMissense_Mutationnovelc.240N>Ap.Asp80Glup.D80EQ9NZL3protein_codingtolerated(0.83)benign(0.029)TCGA-VS-A8EI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF224SNVMissense_Mutationrs763079230c.976N>Tp.Arg326Cysp.R326CQ9NZL3protein_codingtolerated(0.1)probably_damaging(0.93)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZNF224SNVMissense_Mutationc.1684N>Tp.His562Tyrp.H562YQ9NZL3protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ZNF224SNVMissense_Mutationrs3208192c.1613G>Ap.Arg538Lysp.R538KQ9NZL3protein_codingtolerated(1)benign(0.03)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=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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