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: ZNF69

Gene summary for ZNF69

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF69

Gene ID

7620

Gene namezinc finger protein 69
Gene AliasCos5
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9UC07


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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
7620ZNF69HTA11_866_3004761011HumanColorectumAD9.82e-04-1.48e-010.096
7620ZNF69A015-C-203HumanColorectumFAP6.72e-231.71e-01-0.1294
7620ZNF69A015-C-204HumanColorectumFAP1.35e-043.22e-01-0.0228
7620ZNF69A014-C-040HumanColorectumFAP5.23e-043.77e-01-0.1184
7620ZNF69A002-C-201HumanColorectumFAP2.67e-071.44e-010.0324
7620ZNF69A002-C-203HumanColorectumFAP1.65e-021.83e-010.2786
7620ZNF69A001-C-119HumanColorectumFAP3.44e-063.71e-01-0.1557
7620ZNF69A001-C-108HumanColorectumFAP2.76e-286.08e-01-0.0272
7620ZNF69A002-C-021HumanColorectumFAP3.85e-094.81e-010.1171
7620ZNF69A002-C-205HumanColorectumFAP7.32e-192.57e-01-0.1236
7620ZNF69A001-C-104HumanColorectumFAP2.15e-135.01e-010.0184
7620ZNF69A015-C-005HumanColorectumFAP1.51e-074.73e-01-0.0336
7620ZNF69A015-C-006HumanColorectumFAP8.80e-08-1.33e-01-0.0994
7620ZNF69A015-C-106HumanColorectumFAP1.17e-133.50e-01-0.0511
7620ZNF69A002-C-114HumanColorectumFAP1.25e-163.60e-01-0.1561
7620ZNF69A015-C-104HumanColorectumFAP1.61e-314.12e-01-0.1899
7620ZNF69A015-C-202HumanColorectumFAP1.64e-074.16e-01-0.0849
7620ZNF69A001-C-014HumanColorectumFAP9.77e-143.37e-010.0135
7620ZNF69A002-C-016HumanColorectumFAP7.11e-171.57e-010.0521
7620ZNF69A015-C-002HumanColorectumFAP8.98e-081.75e-01-0.0763
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:00060069EsophagusESCCglucose metabolic process119/8552196/187231.51e-051.36e-04119
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:00160514EsophagusESCCcarbohydrate biosynthetic process117/8552202/187232.96e-041.79e-03117
GO:00620129EsophagusESCCregulation of small molecule metabolic process184/8552334/187233.11e-041.85e-03184
GO:00463643EsophagusESCCmonosaccharide biosynthetic process52/855282/187239.03e-044.61e-0352
GO:00109065EsophagusESCCregulation of glucose metabolic process71/8552119/187231.46e-036.92e-0371
GO:00193193EsophagusESCChexose biosynthetic process49/855278/187231.69e-037.81e-0349
GO:00061096EsophagusESCCregulation of carbohydrate metabolic process101/8552178/187231.89e-038.52e-03101
GO:00106755EsophagusESCCregulation of cellular carbohydrate metabolic process83/8552146/187234.24e-031.69e-0283
GO:00060943EsophagusESCCgluconeogenesis46/855275/187234.54e-031.78e-0246
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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
ZNF69PERIStomachCAG with IMAC012447.1,ZMAT4,DLGAP4, etc.7.50e-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
ZNF69SNVMissense_Mutationc.247N>Ap.Asp83Asnp.D83NQ9UC07protein_codingtolerated(0.13)benign(0.001)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ZNF69insertionNonsense_Mutationnovelc.282_283insACCTAGGCTGTGGGCTCACTCCTp.Asp95ThrfsTer2p.D95Tfs*2Q9UC07protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
ZNF69SNVMissense_Mutationnovelc.445N>Tp.Pro149Serp.P149SQ9UC07protein_codingdeleterious(0)probably_damaging(0.962)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ZNF69SNVMissense_Mutationnovelc.190N>Cp.Asn64Hisp.N64HQ9UC07protein_codingtolerated(0.06)benign(0.049)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ZNF69SNVMissense_Mutationnovelc.131G>Tp.Arg44Metp.R44MQ9UC07protein_codingdeleterious(0.01)possibly_damaging(0.908)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ZNF69SNVMissense_Mutationnovelc.23N>Tp.Arg8Metp.R8MQ9UC07protein_codingdeleterious_low_confidence(0.02)benign(0.029)TCGA-EY-A1GU-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF69insertionFrame_Shift_Insnovelc.447_448insTAACTATTATTTAAAAAACp.Ter150%3Dp.*150%3DQ9UC07protein_codingTCGA-A5-A0R8-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF69SNVMissense_Mutationc.132N>Cp.Arg44Serp.R44SQ9UC07protein_codingdeleterious(0.01)benign(0.426)TCGA-DD-A113-01Liverliver hepatocellular carcinomaFemale<65I/IIUnknownUnknownPD
ZNF69SNVMissense_Mutationc.293T>Cp.Leu98Prop.L98PQ9UC07protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-ED-A7PY-01Liverliver hepatocellular carcinomaFemale<65I/IIUnknownUnknownSD
ZNF69SNVMissense_Mutationc.156N>Gp.Ser52Argp.S52RQ9UC07protein_codingdeleterious(0.04)benign(0)TCGA-58-8391-01Lunglung squamous cell carcinomaFemale<65III/IVChemotherapycarboplatinPD
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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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