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: ZNF431

Gene summary for ZNF431

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF431

Gene ID

170959

Gene namezinc finger protein 431
Gene AliasZFP932
Cytomap19p12
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q8TF32


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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
170959ZNF431LZE4THumanEsophagusESCC2.07e-123.47e-010.0811
170959ZNF431LZE7THumanEsophagusESCC6.43e-115.44e-010.0667
170959ZNF431LZE8THumanEsophagusESCC7.47e-031.22e-010.067
170959ZNF431LZE20THumanEsophagusESCC3.70e-081.96e-010.0662
170959ZNF431LZE22D1HumanEsophagusHGIN8.41e-031.86e-010.0595
170959ZNF431LZE24THumanEsophagusESCC1.01e-112.39e-010.0596
170959ZNF431LZE6THumanEsophagusESCC1.65e-051.54e-010.0845
170959ZNF431P1T-EHumanEsophagusESCC1.60e-125.66e-010.0875
170959ZNF431P2T-EHumanEsophagusESCC5.62e-152.39e-010.1177
170959ZNF431P4T-EHumanEsophagusESCC8.99e-163.87e-010.1323
170959ZNF431P5T-EHumanEsophagusESCC8.12e-305.43e-010.1327
170959ZNF431P8T-EHumanEsophagusESCC1.81e-235.23e-010.0889
170959ZNF431P10T-EHumanEsophagusESCC3.11e-416.87e-010.116
170959ZNF431P11T-EHumanEsophagusESCC7.54e-052.18e-010.1426
170959ZNF431P12T-EHumanEsophagusESCC4.13e-285.51e-010.1122
170959ZNF431P16T-EHumanEsophagusESCC1.18e-092.06e-010.1153
170959ZNF431P17T-EHumanEsophagusESCC9.17e-062.36e-010.1278
170959ZNF431P20T-EHumanEsophagusESCC1.41e-031.38e-010.1124
170959ZNF431P21T-EHumanEsophagusESCC6.35e-112.02e-010.1617
170959ZNF431P22T-EHumanEsophagusESCC2.53e-099.00e-020.1236
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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:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:00434332EsophagusESCCnegative regulation of DNA-binding transcription factor activity103/8552185/187233.86e-031.57e-02103
GO:00510902LiverHCCregulation of DNA-binding transcription factor activity220/7958440/187238.04e-044.82e-03220
GO:005109016ThyroidPTCregulation of DNA-binding transcription factor activity178/5968440/187237.63e-056.54e-04178
GO:005109022ThyroidATCregulation of DNA-binding transcription factor activity190/6293440/187231.49e-051.39e-04190
GO:00434333ThyroidATCnegative regulation of DNA-binding transcription factor activity79/6293185/187235.96e-032.40e-0279
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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
ZNF431ICAFColorectumCRCDZIP1,PAPPA,ATPAF2, etc.3.75e-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.
ZNF431MVAColorectumFAPDZIP1,PAPPA,ATPAF2, etc.0.00e+00The 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.
ZNF431ICAFColorectumFAPDZIP1,PAPPA,ATPAF2, etc.9.31e-03The 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.
ZNF431PCVColorectumFAPDZIP1,PAPPA,ATPAF2, etc.0.00e+00The 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.
ZNF431PLALungAAHLINC00299,RAP2C,BACH2, etc.1.99e-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.
ZNF431BNLungAAHLINC00299,RAP2C,BACH2, etc.1.56e-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.
ZNF431CD8TEREXLungAAHLINC00299,RAP2C,BACH2, etc.3.04e-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.
ZNF431MAITLungAAHLINC00299,RAP2C,BACH2, etc.4.21e-03The 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
ZNF431SNVMissense_Mutationc.1600C>Tp.His534Tyrp.H534YQ8TF32protein_codingdeleterious(0.03)benign(0.344)TCGA-A8-A07B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF431SNVMissense_Mutationc.163N>Ap.Ala55Thrp.A55TQ8TF32protein_codingdeleterious(0.03)possibly_damaging(0.708)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF431SNVMissense_Mutationnovelc.618N>Gp.Cys206Trpp.C206WQ8TF32protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
ZNF431SNVMissense_Mutationc.1175N>Ap.Arg392Lysp.R392KQ8TF32protein_codingtolerated(0.32)benign(0.041)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF431SNVMissense_Mutationnovelc.673N>Gp.Ile225Valp.I225VQ8TF32protein_codingtolerated(0.06)benign(0.344)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
ZNF431SNVMissense_Mutationc.491T>Ap.Leu164Glnp.L164QQ8TF32protein_codingdeleterious(0.01)possibly_damaging(0.903)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ZNF431SNVMissense_Mutationc.797G>Cp.Gly266Alap.G266AQ8TF32protein_codingdeleterious(0)probably_damaging(0.99)TCGA-E9-A22A-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ZNF431SNVMissense_Mutationc.407A>Gp.Lys136Argp.K136RQ8TF32protein_codingtolerated(0.1)benign(0.259)TCGA-GI-A2C8-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificAdriamycinSD
ZNF431SNVMissense_Mutationnovelc.859N>Tp.Pro287Serp.P287SQ8TF32protein_codingdeleterious(0.04)possibly_damaging(0.896)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF431SNVMissense_Mutationrs879217005c.1211T>Ap.Val404Glup.V404EQ8TF32protein_codingtolerated(1)benign(0)TCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
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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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