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: ZNF451

Gene summary for ZNF451

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF451

Gene ID

26036

Gene namezinc finger protein 451
Gene AliasCOASTER
Cytomap6p12.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q96JY2


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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
26036ZNF451LZE2THumanEsophagusESCC9.68e-065.80e-010.082
26036ZNF451LZE4THumanEsophagusESCC7.60e-153.42e-010.0811
26036ZNF451LZE7THumanEsophagusESCC3.13e-201.11e+000.0667
26036ZNF451LZE20THumanEsophagusESCC5.76e-072.17e-010.0662
26036ZNF451LZE22THumanEsophagusESCC3.16e-021.65e-010.068
26036ZNF451LZE24THumanEsophagusESCC1.00e-092.70e-010.0596
26036ZNF451LZE6THumanEsophagusESCC4.05e-021.96e-010.0845
26036ZNF451P1T-EHumanEsophagusESCC4.05e-083.48e-010.0875
26036ZNF451P2T-EHumanEsophagusESCC1.31e-202.55e-010.1177
26036ZNF451P4T-EHumanEsophagusESCC5.30e-163.87e-010.1323
26036ZNF451P5T-EHumanEsophagusESCC4.64e-162.05e-010.1327
26036ZNF451P8T-EHumanEsophagusESCC2.81e-182.91e-010.0889
26036ZNF451P9T-EHumanEsophagusESCC1.98e-183.04e-010.1131
26036ZNF451P10T-EHumanEsophagusESCC1.07e-223.38e-010.116
26036ZNF451P11T-EHumanEsophagusESCC1.43e-074.81e-010.1426
26036ZNF451P12T-EHumanEsophagusESCC6.51e-264.31e-010.1122
26036ZNF451P15T-EHumanEsophagusESCC1.89e-181.80e-010.1149
26036ZNF451P16T-EHumanEsophagusESCC6.39e-273.59e-010.1153
26036ZNF451P17T-EHumanEsophagusESCC4.01e-083.68e-010.1278
26036ZNF451P19T-EHumanEsophagusESCC8.68e-033.19e-010.1662
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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
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:003105614EsophagusESCCregulation of histone modification106/8552152/187231.52e-093.55e-08106
GO:00715599EsophagusESCCresponse to transforming growth factor beta157/8552256/187232.95e-074.23e-06157
GO:00063673EsophagusESCCtranscription initiation from RNA polymerase II promoter56/855277/187231.30e-061.59e-0556
GO:00715609EsophagusESCCcellular response to transforming growth factor beta stimulus151/8552250/187231.78e-062.10e-05151
GO:000635211EsophagusESCCDNA-templated transcription, initiation86/8552130/187231.88e-062.19e-0586
GO:001692512EsophagusESCCprotein sumoylation41/855253/187232.49e-062.86e-0541
GO:00071799EsophagusESCCtransforming growth factor beta receptor signaling pathway121/8552198/187238.26e-068.03e-05121
GO:00439662EsophagusESCChistone H3 acetylation43/855261/187237.57e-055.67e-0443
GO:20007564EsophagusESCCregulation of peptidyl-lysine acetylation43/855263/187232.43e-041.50e-0343
GO:000717810EsophagusESCCtransmembrane receptor protein serine/threonine kinase signaling pathway195/8552355/187232.58e-041.58e-03195
GO:00602603EsophagusESCCregulation of transcription initiation from RNA polymerase II promoter25/855233/187234.30e-042.43e-0325
GO:200014212EsophagusESCCregulation of DNA-templated transcription, initiation29/855240/187235.32e-042.93e-0329
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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
∗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
ZNF451SNVMissense_Mutationrs750718545c.2891N>Ap.Arg964Hisp.R964HQ9Y4E5protein_codingdeleterious(0)probably_damaging(0.997)TCGA-B6-A1KI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF451SNVMissense_Mutationnovelc.992N>Tp.Thr331Ilep.T331IQ9Y4E5protein_codingdeleterious(0)possibly_damaging(0.845)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ZNF451SNVMissense_Mutationnovelc.1715N>Tp.Pro572Leup.P572LQ9Y4E5protein_codingdeleterious(0.02)benign(0.322)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ZNF451SNVMissense_Mutationc.2824N>Cp.Phe942Leup.F942LQ9Y4E5protein_codingdeleterious(0)probably_damaging(0.971)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF451SNVMissense_Mutationc.1215N>Ap.Ser405Argp.S405RQ9Y4E5protein_codingtolerated(0.14)benign(0.06)TCGA-D8-A1JE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamicinSD
ZNF451SNVMissense_Mutationc.877N>Tp.Pro293Serp.P293SQ9Y4E5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E9-A1RH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
ZNF451insertionFrame_Shift_Insnovelc.1829_1830insAGGCAGAAGAGCCp.Cys611GlyfsTer6p.C611Gfs*6Q9Y4E5protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF451SNVMissense_Mutationnovelc.2642A>Gp.Tyr881Cysp.Y881CQ9Y4E5protein_codingdeleterious_low_confidence(0)possibly_damaging(0.635)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
ZNF451SNVMissense_Mutationc.899N>Tp.Ala300Valp.A300VQ9Y4E5protein_codingtolerated(0.12)probably_damaging(0.971)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
ZNF451SNVMissense_Mutationnovelc.1910N>Cp.Ser637Thrp.S637TQ9Y4E5protein_codingtolerated(0.31)benign(0.084)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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