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: ZZZ3

Gene summary for ZZZ3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZZZ3

Gene ID

26009

Gene namezinc finger ZZ-type containing 3
Gene AliasATAC1
Cytomap1p31.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q8IYH5


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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
26009ZZZ3HTA11_3410_2000001011HumanColorectumAD7.05e-233.85e-010.0155
26009ZZZ3HTA11_2487_2000001011HumanColorectumSER3.08e-144.10e-01-0.1808
26009ZZZ3HTA11_2951_2000001011HumanColorectumAD2.49e-084.41e-010.0216
26009ZZZ3HTA11_1938_2000001011HumanColorectumAD2.77e-186.16e-01-0.0811
26009ZZZ3HTA11_78_2000001011HumanColorectumAD8.54e-307.85e-01-0.1088
26009ZZZ3HTA11_347_2000001011HumanColorectumAD5.07e-539.92e-01-0.1954
26009ZZZ3HTA11_411_2000001011HumanColorectumSER6.89e-149.04e-01-0.2602
26009ZZZ3HTA11_2112_2000001011HumanColorectumSER8.76e-084.53e-01-0.2196
26009ZZZ3HTA11_3361_2000001011HumanColorectumAD4.26e-133.40e-01-0.1207
26009ZZZ3HTA11_83_2000001011HumanColorectumSER4.06e-194.99e-01-0.1526
26009ZZZ3HTA11_696_2000001011HumanColorectumAD1.29e-285.17e-01-0.1464
26009ZZZ3HTA11_866_2000001011HumanColorectumAD4.96e-356.32e-01-0.1001
26009ZZZ3HTA11_1391_2000001011HumanColorectumAD3.14e-337.02e-01-0.059
26009ZZZ3HTA11_2992_2000001011HumanColorectumSER2.54e-115.26e-01-0.1706
26009ZZZ3HTA11_5212_2000001011HumanColorectumAD3.97e-042.59e-01-0.2061
26009ZZZ3HTA11_5216_2000001011HumanColorectumSER3.34e-043.08e-01-0.1462
26009ZZZ3HTA11_546_2000001011HumanColorectumAD4.57e-206.26e-01-0.0842
26009ZZZ3HTA11_7862_2000001011HumanColorectumAD3.18e-154.82e-01-0.0179
26009ZZZ3HTA11_866_3004761011HumanColorectumAD2.09e-174.25e-010.096
26009ZZZ3HTA11_4255_2000001011HumanColorectumSER1.51e-116.08e-010.0446
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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
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
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
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
∗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:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:004396712EsophagusESCChistone H4 acetylation53/855267/187232.11e-084.03e-0753
GO:00064731LiverCirrhoticprotein acetylation84/4634201/187237.50e-082.25e-0684
GO:00183941LiverCirrhoticpeptidyl-lysine acetylation73/4634169/187231.08e-073.07e-0673
GO:00435431LiverCirrhoticprotein acylation95/4634243/187234.73e-071.07e-0595
GO:00182051LiverCirrhoticpeptidyl-lysine modification134/4634376/187231.29e-062.59e-05134
GO:00064751LiverCirrhoticinternal protein amino acid acetylation65/4634160/187236.66e-061.04e-0465
GO:00183931LiverCirrhoticinternal peptidyl-lysine acetylation64/4634158/187238.75e-061.29e-0464
GO:001657011LiverCirrhotichistone modification154/4634463/187231.92e-052.57e-04154
GO:00165731LiverCirrhotichistone acetylation61/4634152/187231.97e-052.62e-0461
GO:0043967LiverCirrhotichistone H4 acetylation31/463467/187231.03e-041.06e-0331
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
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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
ZZZ3SNVMissense_Mutationnovelc.2361G>Cp.Arg787Serp.R787SQ8IYH5protein_codingdeleterious(0.01)possibly_damaging(0.738)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZZZ3SNVMissense_Mutationc.2709N>Tp.Arg903Serp.R903SQ8IYH5protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
ZZZ3SNVMissense_Mutationc.1477G>Cp.Asp493Hisp.D493HQ8IYH5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZZZ3SNVMissense_Mutationrs763631835c.1066N>Tp.Pro356Serp.P356SQ8IYH5protein_codingtolerated(0.69)benign(0)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
ZZZ3SNVMissense_Mutationc.2093N>Ap.Arg698Glnp.R698QQ8IYH5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ZZZ3SNVMissense_Mutationc.1705C>Ap.Gln569Lysp.Q569KQ8IYH5protein_codingtolerated(0.22)benign(0.214)TCGA-C8-A131-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
ZZZ3insertionNonsense_Mutationnovelc.926_927insTGATAAAAGTCTCTGCAGATATTGCCTGCAGTAACAGCCTAAGCTp.Ser309_Ser310insAspLysSerLeuCysArgTyrCysLeuGlnTerGlnProLysLeup.S309_S310insDKSLCRYCLQ*QPKLQ8IYH5protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZZZ3insertionNonsense_Mutationnovelc.2042_2043insTATTCATAATGTTATAGAAATTTTCCTTTTACTTTTTACTGGATAGTTp.Gln681delinsHisIleHisAsnValIleGluIlePheLeuLeuLeuPheThrGlyTerLeup.Q681delinsHIHNVIEIFLLLFTG*LQ8IYH5protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
ZZZ3SNVMissense_Mutationnovelc.692N>Tp.Ser231Phep.S231FQ8IYH5protein_codingdeleterious_low_confidence(0)benign(0.293)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZZZ3SNVMissense_Mutationnovelc.1423N>Gp.Gln475Glup.Q475EQ8IYH5protein_codingtolerated(1)benign(0.007)TCGA-PN-A8MA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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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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