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: ZCCHC8

Gene summary for ZCCHC8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZCCHC8

Gene ID

55596

Gene namezinc finger CCHC-type containing 8
Gene AliasPFBMFT5
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q6NZY4


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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
55596ZCCHC8LZE4THumanEsophagusESCC1.82e-112.61e-010.0811
55596ZCCHC8LZE5THumanEsophagusESCC1.61e-053.23e-010.0514
55596ZCCHC8LZE7THumanEsophagusESCC9.30e-053.07e-010.0667
55596ZCCHC8LZE8THumanEsophagusESCC9.75e-072.45e-010.067
55596ZCCHC8LZE20THumanEsophagusESCC9.77e-082.39e-010.0662
55596ZCCHC8LZE24THumanEsophagusESCC2.65e-122.75e-010.0596
55596ZCCHC8LZE21THumanEsophagusESCC5.43e-052.95e-010.0655
55596ZCCHC8LZE6THumanEsophagusESCC1.13e-031.58e-010.0845
55596ZCCHC8P1T-EHumanEsophagusESCC1.24e-156.31e-010.0875
55596ZCCHC8P2T-EHumanEsophagusESCC1.60e-701.12e+000.1177
55596ZCCHC8P4T-EHumanEsophagusESCC1.92e-215.47e-010.1323
55596ZCCHC8P5T-EHumanEsophagusESCC2.29e-244.62e-010.1327
55596ZCCHC8P8T-EHumanEsophagusESCC8.05e-284.43e-010.0889
55596ZCCHC8P9T-EHumanEsophagusESCC8.35e-142.46e-010.1131
55596ZCCHC8P10T-EHumanEsophagusESCC4.65e-162.52e-010.116
55596ZCCHC8P11T-EHumanEsophagusESCC1.27e-175.60e-010.1426
55596ZCCHC8P12T-EHumanEsophagusESCC8.56e-334.01e-010.1122
55596ZCCHC8P15T-EHumanEsophagusESCC7.40e-245.28e-010.1149
55596ZCCHC8P16T-EHumanEsophagusESCC5.40e-304.46e-010.1153
55596ZCCHC8P17T-EHumanEsophagusESCC2.85e-022.80e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:00346613EsophagusESCCncRNA catabolic process33/855243/187233.25e-052.69e-0433
GO:00194396LiverNAFLDaromatic compound catabolic process102/1882467/187232.29e-141.91e-11102
GO:19013616LiverNAFLDorganic cyclic compound catabolic process105/1882495/187237.04e-145.15e-11105
GO:00442707LiverNAFLDcellular nitrogen compound catabolic process93/1882451/187231.04e-114.34e-0993
GO:00467006LiverNAFLDheterocycle catabolic process92/1882445/187231.16e-114.52e-0992
GO:00346556LiverNAFLDnucleobase-containing compound catabolic process80/1882407/187233.07e-094.61e-0780
GO:00064016LiverNAFLDRNA catabolic process61/1882278/187233.26e-094.76e-0761
GO:00083807LiverNAFLDRNA splicing70/1882434/187234.62e-051.10e-0370
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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
ZCCHC8SNVMissense_Mutationnovelc.370N>Cp.Glu124Glnp.E124QQ6NZY4protein_codingdeleterious(0.03)benign(0.283)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ZCCHC8SNVMissense_Mutationnovelc.1408N>Tp.Pro470Serp.P470SQ6NZY4protein_codingdeleterious(0.02)possibly_damaging(0.82)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZCCHC8SNVMissense_Mutationnovelc.109N>Ap.Asp37Asnp.D37NQ6NZY4protein_codingdeleterious(0.02)benign(0.107)TCGA-BH-A203-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZCCHC8SNVMissense_Mutationc.775N>Gp.Met259Valp.M259VQ6NZY4protein_codingdeleterious(0.03)benign(0.058)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
ZCCHC8SNVMissense_Mutationc.2038N>Ap.Glu680Lysp.E680KQ6NZY4protein_codingdeleterious(0)possibly_damaging(0.738)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZCCHC8SNVMissense_Mutationnovelc.1514N>Ap.Thr505Lysp.T505KQ6NZY4protein_codingtolerated(0.93)benign(0.01)TCGA-PL-A8LZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelSD
ZCCHC8SNVMissense_Mutationc.1022N>Ap.Gly341Aspp.G341DQ6NZY4protein_codingtolerated(0.7)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZCCHC8SNVMissense_Mutationc.595N>Ap.Glu199Lysp.E199KQ6NZY4protein_codingdeleterious(0)benign(0.141)TCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
ZCCHC8SNVMissense_Mutationc.672G>Tp.Arg224Serp.R224SQ6NZY4protein_codingdeleterious(0)probably_damaging(0.991)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZCCHC8SNVMissense_Mutationc.1214N>Gp.Ser405Cysp.S405CQ6NZY4protein_codingdeleterious(0)possibly_damaging(0.707)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
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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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