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: ZNF274

Gene summary for ZNF274

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF274

Gene ID

10782

Gene namezinc finger protein 274
Gene AliasHFB101
Cytomap19q13.43
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A0A0MR47


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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
10782ZNF274LZE4THumanEsophagusESCC1.27e-031.28e-010.0811
10782ZNF274LZE7THumanEsophagusESCC6.76e-031.66e-010.0667
10782ZNF274LZE20THumanEsophagusESCC4.19e-026.57e-020.0662
10782ZNF274LZE24THumanEsophagusESCC2.28e-031.34e-010.0596
10782ZNF274P1T-EHumanEsophagusESCC1.84e-104.45e-010.0875
10782ZNF274P2T-EHumanEsophagusESCC1.43e-212.48e-010.1177
10782ZNF274P5T-EHumanEsophagusESCC2.72e-047.80e-020.1327
10782ZNF274P8T-EHumanEsophagusESCC6.68e-356.74e-010.0889
10782ZNF274P10T-EHumanEsophagusESCC1.62e-071.01e-010.116
10782ZNF274P11T-EHumanEsophagusESCC2.12e-095.08e-010.1426
10782ZNF274P12T-EHumanEsophagusESCC2.65e-071.44e-010.1122
10782ZNF274P15T-EHumanEsophagusESCC4.17e-111.44e-010.1149
10782ZNF274P16T-EHumanEsophagusESCC1.61e-071.34e-010.1153
10782ZNF274P17T-EHumanEsophagusESCC3.80e-022.19e-010.1278
10782ZNF274P20T-EHumanEsophagusESCC1.43e-051.25e-010.1124
10782ZNF274P21T-EHumanEsophagusESCC3.90e-111.87e-010.1617
10782ZNF274P22T-EHumanEsophagusESCC2.74e-152.82e-010.1236
10782ZNF274P23T-EHumanEsophagusESCC2.47e-031.42e-010.108
10782ZNF274P24T-EHumanEsophagusESCC1.75e-051.40e-010.1287
10782ZNF274P26T-EHumanEsophagusESCC1.65e-053.91e-020.1276
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:003105614EsophagusESCCregulation of histone modification106/8552152/187231.52e-093.55e-08106
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:003496814EsophagusESCChistone lysine methylation72/8552115/187231.85e-041.18e-0372
GO:003106013EsophagusESCCregulation of histone methylation46/855269/187233.46e-042.03e-0346
GO:001802214EsophagusESCCpeptidyl-lysine methylation79/8552131/187235.17e-042.86e-0379
GO:00180231EsophagusESCCpeptidyl-lysine trimethylation31/855250/187231.48e-024.79e-0231
GO:00165704LungIAChistone modification93/2061463/187235.41e-098.03e-0793
GO:00349684LungIAChistone lysine methylation25/2061115/187236.35e-048.68e-0325
GO:00182053LungIACpeptidyl-lysine modification62/2061376/187237.55e-049.82e-0362
GO:00180223LungIACpeptidyl-lysine methylation27/2061131/187239.41e-041.14e-0227
GO:00310564LungIACregulation of histone modification30/2061152/187231.07e-031.26e-0230
GO:00064794LungIACprotein methylation34/2061181/187231.28e-031.45e-0234
GO:00082134LungIACprotein alkylation34/2061181/187231.28e-031.45e-0234
GO:00165714LungIAChistone methylation28/2061141/187231.39e-031.53e-0228
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0472225EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
hsa04722111EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
hsa0472212LungIACNeurotrophin signaling pathway29/1053119/84652.34e-042.54e-031.68e-0329
hsa0472213LungIACNeurotrophin signaling pathway29/1053119/84652.34e-042.54e-031.68e-0329
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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
ZNF274CD8TCMBreastADJFXYD7,NIF3L1,AC078883.1, etc.4.67e-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.
ZNF274CD8TCMCervixADJGCSAML,SPATA2L,IL1RN, etc.8.25e-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.
ZNF274PERIEndometriumADJNOP14,BCHE,P2RY11, etc.2.94e-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.
ZNF274NKLungADJAF228727.1,BTD,DOP1B, etc.2.87e-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.
ZNF274PLALungADJAF228727.1,BTD,DOP1B, etc.9.27e-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.
ZNF274MASTLungADJAF228727.1,BTD,DOP1B, etc.4.16e-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.
ZNF274NEUTLungADJAF228727.1,BTD,DOP1B, etc.4.69e-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.
ZNF274MMCLungADJAF228727.1,BTD,DOP1B, etc.5.93e-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
ZNF274SNVMissense_Mutationc.1588N>Gp.Thr530Alap.T530AQ96GC6protein_codingdeleterious(0.01)benign(0.325)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
ZNF274SNVMissense_Mutationnovelc.211N>Ap.Asp71Asnp.D71NQ96GC6protein_codingtolerated(0.06)benign(0.157)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF274SNVMissense_Mutationc.1568N>Tp.Ser523Phep.S523FQ96GC6protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF274SNVMissense_Mutationnovelc.304N>Ap.Glu102Lysp.E102KQ96GC6protein_codingtolerated(0.5)benign(0.003)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF274SNVMissense_Mutationrs752792284c.181N>Cp.Asp61Hisp.D61HQ96GC6protein_codingdeleterious(0.03)benign(0.142)TCGA-E9-A1ND-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
ZNF274SNVMissense_Mutationrs368884351c.653N>Ap.Arg218Glnp.R218QQ96GC6protein_codingtolerated(0.12)benign(0.068)TCGA-LL-A73Z-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
ZNF274insertionFrame_Shift_Insnovelc.1405_1406insTGp.His469LeufsTer31p.H469Lfs*31Q96GC6protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ZNF274insertionFrame_Shift_Insnovelc.1406_1407insCCACTGGGGTAGTGGTATGTATGTGTCATTGGp.Gln470HisfsTer40p.Q470Hfs*40Q96GC6protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ZNF274insertionFrame_Shift_Insnovelc.1526_1527insTAAGTGGAACTGTAGACCTAGAGGGGTGAGGTp.Ser510LysfsTer84p.S510Kfs*84Q96GC6protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
ZNF274SNVMissense_Mutationc.604N>Ap.Glu202Lysp.E202KQ96GC6protein_codingdeleterious(0)probably_damaging(0.996)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
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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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