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: ZNF655

Gene summary for ZNF655

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF655

Gene ID

79027

Gene namezinc finger protein 655
Gene AliasVIK
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

Q8N720


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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
79027ZNF655HTA11_2487_2000001011HumanColorectumSER7.90e-112.75e-01-0.1808
79027ZNF655HTA11_1938_2000001011HumanColorectumAD5.27e-051.86e-01-0.0811
79027ZNF655HTA11_78_2000001011HumanColorectumAD2.58e-082.34e-01-0.1088
79027ZNF655HTA11_347_2000001011HumanColorectumAD3.41e-193.76e-01-0.1954
79027ZNF655HTA11_411_2000001011HumanColorectumSER7.44e-095.38e-01-0.2602
79027ZNF655HTA11_3361_2000001011HumanColorectumAD1.91e-052.24e-01-0.1207
79027ZNF655HTA11_83_2000001011HumanColorectumSER1.79e-042.31e-01-0.1526
79027ZNF655HTA11_696_2000001011HumanColorectumAD1.73e-122.39e-01-0.1464
79027ZNF655HTA11_866_2000001011HumanColorectumAD2.03e-092.24e-01-0.1001
79027ZNF655HTA11_1391_2000001011HumanColorectumAD5.08e-041.43e-01-0.059
79027ZNF655HTA11_2992_2000001011HumanColorectumSER1.94e-063.10e-01-0.1706
79027ZNF655HTA11_5212_2000001011HumanColorectumAD6.52e-063.22e-01-0.2061
79027ZNF655HTA11_546_2000001011HumanColorectumAD2.65e-042.45e-01-0.0842
79027ZNF655HTA11_7862_2000001011HumanColorectumAD3.08e-042.34e-01-0.0179
79027ZNF655HTA11_866_3004761011HumanColorectumAD2.51e-029.43e-020.096
79027ZNF655HTA11_8622_2000001021HumanColorectumSER3.19e-021.62e-010.0528
79027ZNF655HTA11_10623_2000001011HumanColorectumAD4.46e-062.63e-01-0.0177
79027ZNF655HTA11_6801_2000001011HumanColorectumSER2.21e-022.69e-010.0171
79027ZNF655HTA11_10711_2000001011HumanColorectumAD6.02e-031.25e-010.0338
79027ZNF655HTA11_7696_3000711011HumanColorectumAD1.71e-029.90e-020.0674
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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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0007346ColorectumADregulation of mitotic cell cycle119/3918457/187234.60e-033.14e-02119
GO:00073461ColorectumMSSregulation of mitotic cell cycle108/3467457/187233.30e-032.50e-02108
GO:000734610EsophagusHGINregulation of mitotic cell cycle98/2587457/187234.39e-061.42e-0498
GO:00447729EsophagusHGINmitotic cell cycle phase transition89/2587424/187232.80e-057.21e-0489
GO:19019906EsophagusHGINregulation of mitotic cell cycle phase transition65/2587299/187231.12e-042.36e-0365
GO:20000456EsophagusHGINregulation of G1/S transition of mitotic cell cycle36/2587142/187231.74e-043.35e-0336
GO:00000827EsophagusHGING1/S transition of mitotic cell cycle48/2587214/187233.97e-046.07e-0348
GO:00448437EsophagusHGINcell cycle G1/S phase transition52/2587241/187236.19e-048.58e-0352
GO:19028065EsophagusHGINregulation of cell cycle G1/S phase transition39/2587168/187236.60e-049.03e-0339
GO:20001343EsophagusHGINnegative regulation of G1/S transition of mitotic cell cycle23/258784/187237.90e-041.03e-0223
GO:00459305EsophagusHGINnegative regulation of mitotic cell cycle49/2587235/187231.88e-032.01e-0249
GO:19019915EsophagusHGINnegative regulation of mitotic cell cycle phase transition39/2587179/187232.31e-032.36e-0239
GO:19028073EsophagusHGINnegative regulation of cell cycle G1/S phase transition23/258793/187233.39e-033.18e-0223
GO:19019876EsophagusHGINregulation of cell cycle phase transition72/2587390/187235.78e-034.70e-0272
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
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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
ZNF655TRANSEsophagusHealthyAFTPH,EPAS1,SLC22A23, etc.2.20e-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.
ZNF655MALTBOral cavityADJFAM101B,ADAP1,TEX2, etc.4.48e-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.
ZNF655FIBProstateADJPGF,WFDC2,IL1RL1, etc.3.50e-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.
ZNF655INCAFThyroidATCZNF829,ZDBF2,LINC00662, etc.1.42e-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.
∗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
ZNF655SNVMissense_Mutationc.556N>Gp.Leu186Valp.L186VQ8N720protein_codingtolerated(0.47)possibly_damaging(0.84)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF655SNVMissense_Mutationc.1378C>Ap.Gln460Lysp.Q460KQ8N720protein_codingtolerated(0.59)benign(0)TCGA-AR-A24L-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenPD
ZNF655insertionNonsense_Mutationnovelc.538_539insATACAATATATAAATAGAAAp.Ala181ThrfsTer5p.A181Tfs*5Q8N720protein_codingTCGA-A8-A09N-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ZNF655insertionFrame_Shift_Insnovelc.493_494insTAGTATCTACAAGGACAAGAp.Glu165ValfsTer42p.E165Vfs*42Q8N720protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
ZNF655insertionNonsense_Mutationnovelc.1535_1536insTGTTGATTCCTAAGCAGAAAATTTCGGAAGAp.His513ValfsTer4p.H513Vfs*4Q8N720protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ZNF655insertionNonsense_Mutationnovelc.540_541insACAATATATAAATAGAAAATp.Ala181ThrfsTer5p.A181Tfs*5Q8N720protein_codingTCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
ZNF655SNVMissense_Mutationnovelc.1351N>Tp.Ala451Serp.A451SQ8N720protein_codingtolerated(0.23)benign(0.005)TCGA-AA-A02J-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ZNF655SNVMissense_Mutationrs753484017c.293N>Tp.Ser98Leup.S98LQ8N720protein_codingtolerated(0.42)benign(0)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ZNF655SNVMissense_Mutationnovelc.719T>Cp.Ile240Thrp.I240TQ8N720protein_codingdeleterious(0.03)benign(0.007)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ZNF655SNVMissense_Mutationnovelc.1300C>Ap.Gln434Lysp.Q434KQ8N720protein_codingdeleterious(0.02)benign(0.02)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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