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: ZNF654

Gene summary for ZNF654

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF654

Gene ID

55279

Gene namezinc finger protein 654
Gene AliasZNF654
Cytomap3p11.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

NA


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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
55279ZNF654CCI_1HumanCervixCC3.32e-024.88e-010.528
55279ZNF654CCI_2HumanCervixCC3.11e-091.04e+000.5249
55279ZNF654CCI_3HumanCervixCC1.67e-076.67e-010.516
55279ZNF654HTA11_3410_2000001011HumanColorectumAD5.98e-17-5.25e-010.0155
55279ZNF654HTA11_2487_2000001011HumanColorectumSER7.89e-08-5.10e-01-0.1808
55279ZNF654HTA11_1938_2000001011HumanColorectumAD2.20e-07-4.91e-01-0.0811
55279ZNF654HTA11_78_2000001011HumanColorectumAD1.48e-07-4.88e-01-0.1088
55279ZNF654HTA11_347_2000001011HumanColorectumAD9.01e-15-5.05e-01-0.1954
55279ZNF654HTA11_3361_2000001011HumanColorectumAD2.08e-05-5.05e-01-0.1207
55279ZNF654HTA11_83_2000001011HumanColorectumSER1.63e-04-5.15e-01-0.1526
55279ZNF654HTA11_696_2000001011HumanColorectumAD9.44e-22-5.17e-01-0.1464
55279ZNF654HTA11_866_2000001011HumanColorectumAD6.05e-23-5.03e-01-0.1001
55279ZNF654HTA11_1391_2000001011HumanColorectumAD4.30e-12-5.16e-01-0.059
55279ZNF654HTA11_2992_2000001011HumanColorectumSER1.88e-02-5.30e-01-0.1706
55279ZNF654HTA11_546_2000001011HumanColorectumAD1.65e-03-5.13e-01-0.0842
55279ZNF654HTA11_7862_2000001011HumanColorectumAD2.35e-04-5.30e-01-0.0179
55279ZNF654HTA11_866_3004761011HumanColorectumAD8.24e-12-5.05e-010.096
55279ZNF654HTA11_8622_2000001021HumanColorectumSER2.03e-03-5.30e-010.0528
55279ZNF654HTA11_10623_2000001011HumanColorectumAD4.79e-04-5.30e-01-0.0177
55279ZNF654HTA11_10711_2000001011HumanColorectumAD2.15e-10-5.30e-010.0338
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
∗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
ZNF654CD8TEREXBreastADJLPAR5,EBPL,NBR1, etc.2.53e-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.
ZNF654CD8TEXBreastADJLPAR5,EBPL,NBR1, etc.4.12e-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.
ZNF654TREGBreastPrecancerLPAR5,EBPL,NBR1, etc.2.58e-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.
ZNF654M1MACBreastPrecancerLPAR5,EBPL,NBR1, etc.2.23e-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.
ZNF654NEUTCervixADJGRB10,CGGBP1,DUSP10, etc.1.14e-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.
ZNF654BMEMCervixCCGRB10,CGGBP1,DUSP10, etc.5.78e-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.
ZNF654GCCervixCCGRB10,CGGBP1,DUSP10, etc.7.83e-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.
ZNF654PLACervixHealthyGRB10,CGGBP1,DUSP10, etc.8.64e-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
ZNF654SNVMissense_Mutationc.1331C>Tp.Ser444Leup.S444LQ8IZM8protein_codingtolerated(0.08)benign(0.006)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF654SNVMissense_Mutationrs758133144c.115C>Tp.Leu39Phep.L39FQ8IZM8protein_codingtolerated(0.18)probably_damaging(0.993)TCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
ZNF654SNVMissense_Mutationnovelc.852G>Tp.Gln284Hisp.Q284HQ8IZM8protein_codingtolerated(0.13)benign(0.01)TCGA-S3-AA10-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
ZNF654SNVMissense_Mutationnovelc.986N>Tp.Ser329Leup.S329LQ8IZM8protein_codingtolerated(0.17)benign(0.216)TCGA-ZJ-AAXI-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ZNF654SNVMissense_Mutationrs773897741c.1189N>Ap.Glu397Lysp.E397KQ8IZM8protein_codingdeleterious(0.03)benign(0.003)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZNF654SNVMissense_Mutationc.860A>Cp.Gln287Prop.Q287PQ8IZM8protein_codingdeleterious(0.02)benign(0.091)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZNF654SNVMissense_Mutationnovelc.75N>Gp.Phe25Leup.F25LQ8IZM8protein_codingtolerated(0.13)probably_damaging(0.996)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZNF654SNVMissense_Mutationc.481G>Cp.Gly161Argp.G161RQ8IZM8protein_codingtolerated(0.09)benign(0.07)TCGA-AA-A02O-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZNF654SNVMissense_Mutationrs374266455c.1606N>Ap.Val536Metp.V536MQ8IZM8protein_codingtolerated(0.11)benign(0.015)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ZNF654SNVMissense_Mutationc.672N>Ap.His224Glnp.H224QQ8IZM8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=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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