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: ZNF609

Gene summary for ZNF609

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF609

Gene ID

23060

Gene namezinc finger protein 609
Gene AliasZNF609
Cytomap15q22.31
Gene Typeprotein-coding
GO ID

GO:0001764

UniProtAcc

O15014


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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
23060ZNF609CCI_1HumanCervixCC1.23e-061.11e+000.528
23060ZNF609CCI_2HumanCervixCC2.55e-101.53e+000.5249
23060ZNF609CCI_3HumanCervixCC3.37e-151.07e+000.516
23060ZNF609HTA11_3410_2000001011HumanColorectumAD2.58e-03-3.13e-010.0155
23060ZNF609HTA11_1391_2000001011HumanColorectumAD6.40e-045.28e-01-0.059
23060ZNF609HTA11_99999970781_79442HumanColorectumMSS1.06e-02-2.72e-010.294
23060ZNF609HTA11_99999965062_69753HumanColorectumMSI-H2.62e-039.11e-010.3487
23060ZNF609HTA11_99999971662_82457HumanColorectumMSS3.97e-02-2.64e-010.3859
23060ZNF609A002-C-010HumanColorectumFAP3.09e-02-6.80e-020.242
23060ZNF609A001-C-207HumanColorectumFAP3.08e-02-1.97e-010.1278
23060ZNF609A015-C-203HumanColorectumFAP6.42e-35-3.99e-01-0.1294
23060ZNF609A015-C-204HumanColorectumFAP7.15e-07-3.85e-01-0.0228
23060ZNF609A014-C-040HumanColorectumFAP1.84e-06-4.61e-01-0.1184
23060ZNF609A002-C-201HumanColorectumFAP2.72e-11-2.14e-010.0324
23060ZNF609A002-C-203HumanColorectumFAP6.43e-03-6.31e-020.2786
23060ZNF609A001-C-119HumanColorectumFAP1.27e-091.11e-01-0.1557
23060ZNF609A001-C-108HumanColorectumFAP2.65e-15-1.89e-01-0.0272
23060ZNF609A002-C-205HumanColorectumFAP7.52e-25-3.35e-01-0.1236
23060ZNF609A015-C-006HumanColorectumFAP1.50e-14-3.53e-01-0.0994
23060ZNF609A015-C-106HumanColorectumFAP2.38e-10-2.26e-01-0.0511
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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:00075173CervixCCmuscle organ development58/2311327/187232.73e-031.85e-0258
GO:20012241CervixCCpositive regulation of neuron migration6/231116/187239.35e-034.66e-026
GO:00075174EndometriumAEHmuscle organ development60/2100327/187238.19e-051.22e-0360
GO:00017642EndometriumAEHneuron migration31/2100156/187231.08e-039.46e-0331
GO:000751712EndometriumEECmuscle organ development59/2168327/187233.49e-043.85e-0359
GO:00017641EndometriumEECneuron migration33/2168156/187234.17e-044.38e-0333
GO:2001224LiverHCCpositive regulation of neuron migration14/795816/187232.73e-041.98e-0314
GO:0001764LungIACneuron migration31/2061156/187237.89e-041.02e-0231
GO:0007517LungAAHmuscle organ development22/613327/187231.20e-033.33e-0222
GO:00075176Oral cavityEOLPmuscle organ development57/2218327/187231.76e-031.15e-0257
GO:000751714Oral cavityNEOLPmuscle organ development56/2005327/187232.65e-042.70e-0356
GO:00017643Oral cavityNEOLPneuron migration31/2005156/187234.96e-044.40e-0331
GO:00075175ProstateBPHmuscle organ development71/3107327/187239.00e-033.84e-0271
GO:000751713ProstateTumormuscle organ development74/3246327/187238.03e-033.54e-0274
GO:000751716ThyroidATCmuscle organ development139/6293327/187234.45e-042.64e-03139
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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
ZNF609SNVMissense_Mutationc.781C>Tp.Pro261Serp.P261SO15014protein_codingdeleterious(0.02)probably_damaging(0.964)TCGA-AN-A0AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF609SNVMissense_Mutationnovelc.457N>Ap.Val153Ilep.V153IO15014protein_codingtolerated(0.32)benign(0.003)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF609SNVMissense_Mutationc.952G>Cp.Val318Leup.V318LO15014protein_codingdeleterious(0)probably_damaging(0.935)TCGA-D8-A1JT-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ZNF609SNVMissense_Mutationrs756586641c.389N>Gp.Asn130Serp.N130SO15014protein_codingtolerated(0.89)benign(0.001)TCGA-E2-A152-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabPD
ZNF609SNVMissense_Mutationc.3647C>Gp.Ser1216Cysp.S1216CO15014protein_codingdeleterious(0)probably_damaging(0.997)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZNF609SNVMissense_Mutationnovelc.3103N>Tp.Ala1035Serp.A1035SO15014protein_codingtolerated(1)benign(0)TCGA-E9-A3X8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphaneCR
ZNF609SNVMissense_Mutationnovelc.164A>Gp.Lys55Argp.K55RO15014protein_codingtolerated(0.06)probably_damaging(0.99)TCGA-EW-A1P4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
ZNF609SNVMissense_Mutationnovelc.43N>Ap.Ala15Thrp.A15TO15014protein_codingtolerated(0.27)benign(0.005)TCGA-OL-A97C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF609insertionFrame_Shift_Insnovelc.3302_3303insACAAGAAGGCAGAGATGGGCCTGAAGGAGCGGp.Ser1102GlnfsTer17p.S1102Qfs*17O15014protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF609SNVMissense_Mutationnovelc.1160N>Tp.Ala387Valp.A387VO15014protein_codingdeleterious(0.04)benign(0.017)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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