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: ZNF462

Gene summary for ZNF462

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF462

Gene ID

58499

Gene namezinc finger protein 462
Gene AliasWSKA
Cytomap9q31.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q63HJ5


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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
58499ZNF462CA_HPV_1HumanCervixCC1.88e-05-1.73e-010.0264
58499ZNF462CCI_3HumanCervixCC3.40e-056.39e-010.516
58499ZNF462HTA11_3410_2000001011HumanColorectumAD1.41e-14-5.21e-010.0155
58499ZNF462HTA11_2487_2000001011HumanColorectumSER2.97e-04-4.53e-01-0.1808
58499ZNF462HTA11_3361_2000001011HumanColorectumAD5.71e-06-5.25e-01-0.1207
58499ZNF462HTA11_696_2000001011HumanColorectumAD4.04e-12-4.42e-01-0.1464
58499ZNF462HTA11_866_2000001011HumanColorectumAD3.23e-11-4.39e-01-0.1001
58499ZNF462HTA11_5212_2000001011HumanColorectumAD1.24e-02-5.84e-01-0.2061
58499ZNF462HTA11_866_3004761011HumanColorectumAD2.13e-06-4.04e-010.096
58499ZNF462HTA11_10711_2000001011HumanColorectumAD5.06e-04-4.48e-010.0338
58499ZNF462HTA11_7696_3000711011HumanColorectumAD9.12e-06-3.47e-010.0674
58499ZNF462HTA11_99999971662_82457HumanColorectumMSS1.16e-10-3.66e-010.3859
58499ZNF462HTA11_99999973899_84307HumanColorectumMSS5.58e-03-5.04e-010.2585
58499ZNF462HTA11_99999974143_84620HumanColorectumMSS2.62e-22-5.30e-010.3005
58499ZNF462F007HumanColorectumFAP2.99e-02-2.08e-010.1176
58499ZNF462A001-C-207HumanColorectumFAP1.62e-02-1.59e-010.1278
58499ZNF462A015-C-203HumanColorectumFAP2.81e-23-2.79e-01-0.1294
58499ZNF462A015-C-204HumanColorectumFAP3.10e-03-9.73e-02-0.0228
58499ZNF462A014-C-040HumanColorectumFAP2.50e-03-2.92e-01-0.1184
58499ZNF462A002-C-201HumanColorectumFAP1.17e-12-3.22e-010.0324
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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
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
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:005109810CervixCCregulation of binding80/2311363/187231.32e-076.42e-0680
GO:005110110CervixCCregulation of DNA binding31/2311118/187232.91e-054.81e-0431
GO:00063257CervixCCchromatin organization78/2311409/187235.40e-058.02e-0478
GO:00511009CervixCCnegative regulation of binding34/2311162/187231.25e-031.00e-0234
GO:0051098ColorectumADregulation of binding126/3918363/187236.01e-104.88e-08126
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0051101ColorectumADregulation of DNA binding42/3918118/187231.62e-042.23e-0342
GO:0051100ColorectumADnegative regulation of binding50/3918162/187231.84e-031.51e-0250
GO:00510981ColorectumSERregulation of binding97/2897363/187231.98e-081.43e-0697
GO:00511011ColorectumSERregulation of DNA binding33/2897118/187233.70e-045.71e-0333
GO:00063251ColorectumSERchromatin organization89/2897409/187234.15e-046.17e-0389
GO:00511001ColorectumSERnegative regulation of binding40/2897162/187231.46e-031.59e-0240
GO:00510982ColorectumMSSregulation of binding113/3467363/187233.55e-092.41e-07113
GO:00063252ColorectumMSSchromatin organization107/3467409/187237.22e-051.21e-03107
GO:00511012ColorectumMSSregulation of DNA binding37/3467118/187235.29e-045.99e-0337
GO:00511002ColorectumMSSnegative regulation of binding44/3467162/187234.26e-033.04e-0244
GO:00510984ColorectumFAPregulation of binding81/2622363/187231.04e-052.97e-0481
GO:00063253ColorectumFAPchromatin organization84/2622409/187231.62e-042.47e-0384
GO:00510985ColorectumCRCregulation of binding72/2078363/187236.43e-074.50e-0572
GO:00063254ColorectumCRCchromatin organization74/2078409/187231.48e-054.61e-0474
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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
ZNF462SNVMissense_Mutationnovelc.3766N>Ap.Glu1256Lysp.E1256KQ96JM2protein_codingtolerated(0.09)possibly_damaging(0.681)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ZNF462SNVMissense_Mutationnovelc.4234N>Ap.Ala1412Thrp.A1412TQ96JM2protein_codingtolerated(0.45)benign(0)TCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZNF462SNVMissense_Mutationc.7448N>Gp.Asn2483Serp.N2483SQ96JM2protein_codingtolerated_low_confidence(0.79)benign(0)TCGA-A7-A0DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZNF462SNVMissense_Mutationnovelc.398N>Tp.Ala133Valp.A133VQ96JM2protein_codingtolerated_low_confidence(0.31)benign(0.028)TCGA-A7-A4SE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ZNF462SNVMissense_Mutationrs762708644c.3887N>Tp.Thr1296Metp.T1296MQ96JM2protein_codingtolerated(0.56)benign(0.068)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
ZNF462SNVMissense_Mutationnovelc.7152N>Ap.Asp2384Glup.D2384EQ96JM2protein_codingtolerated(1)benign(0)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ZNF462SNVMissense_Mutationc.2288N>Cp.Arg763Thrp.R763TQ96JM2protein_codingdeleterious_low_confidence(0)benign(0.11)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF462SNVMissense_Mutationrs769096911c.6830N>Ap.Arg2277Glnp.R2277QQ96JM2protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF462SNVMissense_Mutationrs774505024c.3163N>Ap.Glu1055Lysp.E1055KQ96JM2protein_codingdeleterious(0.01)possibly_damaging(0.797)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF462SNVMissense_Mutationc.1317N>Gp.Phe439Leup.F439LQ96JM2protein_codingdeleterious_low_confidence(0.04)benign(0.203)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
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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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