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: ZNF749

Gene summary for ZNF749

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF749

Gene ID

388567

Gene namezinc finger protein 749
Gene AliasZNF749
Cytomap19q13.43
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O43361


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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
388567ZNF749LZE5THumanEsophagusESCC3.18e-064.04e-010.0514
388567ZNF749LZE20THumanEsophagusESCC7.80e-052.91e-010.0662
388567ZNF749LZE24THumanEsophagusESCC1.18e-123.26e-010.0596
388567ZNF749LZE21THumanEsophagusESCC1.61e-042.89e-010.0655
388567ZNF749LZE6THumanEsophagusESCC6.67e-115.56e-010.0845
388567ZNF749P1T-EHumanEsophagusESCC2.36e-104.84e-010.0875
388567ZNF749P2T-EHumanEsophagusESCC1.13e-162.68e-010.1177
388567ZNF749P4T-EHumanEsophagusESCC1.51e-215.13e-010.1323
388567ZNF749P8T-EHumanEsophagusESCC4.05e-325.61e-010.0889
388567ZNF749P9T-EHumanEsophagusESCC1.20e-061.72e-010.1131
388567ZNF749P10T-EHumanEsophagusESCC2.41e-294.79e-010.116
388567ZNF749P11T-EHumanEsophagusESCC1.93e-124.43e-010.1426
388567ZNF749P12T-EHumanEsophagusESCC1.62e-132.25e-010.1122
388567ZNF749P15T-EHumanEsophagusESCC2.73e-193.85e-010.1149
388567ZNF749P16T-EHumanEsophagusESCC1.68e-132.45e-010.1153
388567ZNF749P17T-EHumanEsophagusESCC1.40e-135.99e-010.1278
388567ZNF749P19T-EHumanEsophagusESCC2.85e-044.52e-010.1662
388567ZNF749P20T-EHumanEsophagusESCC8.73e-122.69e-010.1124
388567ZNF749P21T-EHumanEsophagusESCC7.98e-132.50e-010.1617
388567ZNF749P22T-EHumanEsophagusESCC1.07e-507.38e-010.1236
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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
∗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
ZNF749CD8TCMLiverHealthyCMC1,FAM133B,PCBD1, etc.4.03e-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.
ZNF749PLALungAISTNFRSF18,FARSB,C12orf73, etc.7.45e-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.
ZNF749PLALungMIACFGFR1OP,TTN,MPHOSPH9, etc.4.39e-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
ZNF749SNVMissense_Mutationc.1315G>Cp.Glu439Glnp.E439QO43361protein_codingdeleterious(0.02)benign(0.125)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ZNF749SNVMissense_Mutationc.387G>Tp.Lys129Asnp.K129NO43361protein_codingtolerated(0.06)benign(0.078)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ZNF749insertionFrame_Shift_Insnovelc.2030_2031insAACAAAGGCCp.Arg678ThrfsTer4p.R678Tfs*4O43361protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ZNF749SNVMissense_Mutationc.436C>Tp.His146Tyrp.H146YO43361protein_codingtolerated(0.06)benign(0.019)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZNF749SNVMissense_Mutationc.941N>Cp.Val314Alap.V314AO43361protein_codingtolerated(0.2)benign(0.003)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF749SNVMissense_Mutationc.2086C>Tp.His696Tyrp.H696YO43361protein_codingtolerated(1)benign(0.003)TCGA-A6-2679-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZNF749SNVMissense_Mutationc.95N>Cp.Leu32Prop.L32PO43361protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZNF749SNVMissense_Mutationc.1111N>Gp.Arg371Glyp.R371GO43361protein_codingtolerated(0.5)benign(0.358)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZNF749SNVMissense_Mutationc.2096N>Cp.Ser699Thrp.S699TO43361protein_codingtolerated(0.17)benign(0.018)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZNF749SNVMissense_Mutationc.874C>Tp.Leu292Phep.L292FO43361protein_codingtolerated(0.69)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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