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: ZNF790

Gene summary for ZNF790

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF790

Gene ID

388536

Gene namezinc finger protein 790
Gene AliasZNF790
Cytomap19q13.12
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B4DMI3


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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
388536ZNF790PTC01HumanThyroidPTC1.21e-048.58e-020.1899
388536ZNF790PTC04HumanThyroidPTC1.09e-028.82e-020.1927
388536ZNF790PTC05HumanThyroidPTC2.19e-082.07e-010.2065
388536ZNF790PTC06HumanThyroidPTC2.62e-111.45e-010.2057
388536ZNF790PTC07HumanThyroidPTC2.74e-061.66e-010.2044
388536ZNF790ATC13HumanThyroidATC9.49e-851.44e+000.34
388536ZNF790ATC4HumanThyroidATC5.70e-079.98e-020.34
388536ZNF790ATC5HumanThyroidATC2.90e-931.51e+000.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
ZNF790MASTEsophagusHealthyC12orf66,CREB1,ORMDL1, etc.5.08e-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.
ZNF790PLAEsophagusHealthyC12orf66,CREB1,ORMDL1, etc.4.71e-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.
ZNF790CD8TEREXLiverCirrhoticFAM49A,ICE2,ANKRD36B, etc.1.68e-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.
ZNF790CD8TEREXLiverHCCFAM49A,ICE2,ANKRD36B, etc.2.40e-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.
ZNF790PLAProstateHealthyEGFL7,AARS,AASDH, etc.2.29e-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.
∗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
ZNF790SNVMissense_Mutationc.622N>Tp.Leu208Phep.L208FQ6PG37protein_codingtolerated(0.71)benign(0)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF790SNVMissense_Mutationnovelc.1234N>Tp.His412Tyrp.H412YQ6PG37protein_codingdeleterious(0)benign(0.329)TCGA-A7-A425-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinPD
ZNF790SNVMissense_Mutationc.15N>Ap.Met5Ilep.M5IQ6PG37protein_codingdeleterious(0.04)benign(0.003)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF790SNVMissense_Mutationnovelc.1869N>Cp.Glu623Aspp.E623DQ6PG37protein_codingdeleterious(0.05)benign(0)TCGA-AC-A2QI-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
ZNF790SNVMissense_Mutationnovelc.1691N>Ap.Cys564Tyrp.C564YQ6PG37protein_codingdeleterious(0.01)benign(0.046)TCGA-AC-A2QI-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
ZNF790SNVMissense_Mutationrs772113109c.1336N>Ap.Glu446Lysp.E446KQ6PG37protein_codingdeleterious(0.01)benign(0)TCGA-AC-A2QI-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
ZNF790SNVMissense_Mutationc.1670N>Tp.Thr557Ilep.T557IQ6PG37protein_codingdeleterious(0.02)possibly_damaging(0.675)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF790SNVMissense_Mutationrs759853220c.312N>Ap.Met104Ilep.M104IQ6PG37protein_codingtolerated(0.34)benign(0)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF790SNVMissense_Mutationnovelc.208N>Ap.Glu70Lysp.E70KQ6PG37protein_codingtolerated(0.9)benign(0.003)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
ZNF790SNVMissense_Mutationc.1457N>Tp.Thr486Ilep.T486IQ6PG37protein_codingtolerated(0.07)benign(0.024)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
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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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