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: ZNF791

Gene summary for ZNF791

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF791

Gene ID

163049

Gene namezinc finger protein 791
Gene AliasZNF791
Cytomap19p13.13
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q3KP31


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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
163049ZNF791LZE4THumanEsophagusESCC6.95e-051.05e-010.0811
163049ZNF791LZE7THumanEsophagusESCC4.20e-126.24e-010.0667
163049ZNF791LZE24THumanEsophagusESCC5.81e-072.23e-010.0596
163049ZNF791LZE21THumanEsophagusESCC4.49e-042.11e-010.0655
163049ZNF791P1T-EHumanEsophagusESCC1.55e-093.59e-010.0875
163049ZNF791P2T-EHumanEsophagusESCC4.45e-141.24e-010.1177
163049ZNF791P4T-EHumanEsophagusESCC4.36e-102.22e-010.1323
163049ZNF791P5T-EHumanEsophagusESCC7.48e-128.70e-020.1327
163049ZNF791P8T-EHumanEsophagusESCC3.06e-203.71e-010.0889
163049ZNF791P9T-EHumanEsophagusESCC2.78e-152.08e-010.1131
163049ZNF791P10T-EHumanEsophagusESCC3.99e-315.18e-010.116
163049ZNF791P11T-EHumanEsophagusESCC5.53e-092.20e-010.1426
163049ZNF791P12T-EHumanEsophagusESCC4.66e-173.25e-010.1122
163049ZNF791P15T-EHumanEsophagusESCC4.81e-051.26e-010.1149
163049ZNF791P16T-EHumanEsophagusESCC6.68e-122.21e-010.1153
163049ZNF791P17T-EHumanEsophagusESCC1.55e-042.41e-010.1278
163049ZNF791P20T-EHumanEsophagusESCC2.91e-092.08e-010.1124
163049ZNF791P21T-EHumanEsophagusESCC5.82e-111.52e-010.1617
163049ZNF791P22T-EHumanEsophagusESCC2.37e-232.51e-010.1236
163049ZNF791P23T-EHumanEsophagusESCC2.30e-112.94e-010.108
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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
ZNF791CD8TEXCervixCCPPP1R2C,ZNF737,CCDC152, etc.1.36e-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.
ZNF791GDTCervixHealthyPPP1R2C,ZNF737,CCDC152, etc.1.63e-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.
ZNF791GDTCervixHSIL_HPVPPP1R2C,ZNF737,CCDC152, etc.1.90e-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.
ZNF791GDTCervixN_HPVPPP1R2C,ZNF737,CCDC152, etc.1.37e-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.
ZNF791LYMENDEndometriumAEHRECQL,MALAT1,PGF, etc.6.14e-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
ZNF791SNVMissense_Mutationc.10N>Tp.Val4Leup.V4LQ3KP31protein_codingtolerated(0.11)benign(0.276)TCGA-A2-A04N-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
ZNF791SNVMissense_Mutationc.593G>Tp.Ser198Ilep.S198IQ3KP31protein_codingtolerated(0.5)benign(0.107)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
ZNF791SNVMissense_Mutationc.1405N>Cp.Glu469Glnp.E469QQ3KP31protein_codingtolerated(0.1)benign(0.422)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF791SNVMissense_Mutationc.1645N>Ap.Glu549Lysp.E549KQ3KP31protein_codingdeleterious(0.03)benign(0.074)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF791SNVMissense_Mutationc.1509N>Tp.Lys503Asnp.K503NQ3KP31protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF791SNVMissense_Mutationrs746552226c.703G>Ap.Glu235Lysp.E235KQ3KP31protein_codingtolerated(0.24)probably_damaging(0.978)TCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF791SNVMissense_Mutationc.1713N>Cp.Met571Ilep.M571IQ3KP31protein_codingdeleterious(0.05)benign(0)TCGA-C5-A1BM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ZNF791SNVMissense_Mutationc.778N>Gp.Leu260Valp.L260VQ3KP31protein_codingdeleterious(0.04)benign(0.215)TCGA-EA-A3HT-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ZNF791SNVMissense_Mutationc.535N>Ap.Glu179Lysp.E179KQ3KP31protein_codingtolerated(0.56)benign(0.023)TCGA-Q1-A73P-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZNF791SNVMissense_Mutationnovelc.1391N>Cp.Gly464Alap.G464AQ3KP31protein_codingtolerated(0.05)probably_damaging(0.985)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
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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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