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: ZCCHC3

Gene summary for ZCCHC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZCCHC3

Gene ID

85364

Gene namezinc finger CCHC-type containing 3
Gene AliasC20orf99
Cytomap20p13
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q9NUD5


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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
85364ZCCHC3HCC1_MengHumanLiverHCC1.95e-394.77e-020.0246
85364ZCCHC3HCC2_MengHumanLiverHCC3.80e-095.00e-020.0107
85364ZCCHC3HCC2HumanLiverHCC2.63e-041.84e+000.5341
85364ZCCHC3S014HumanLiverHCC1.79e-094.00e-010.2254
85364ZCCHC3S015HumanLiverHCC2.57e-105.53e-010.2375
85364ZCCHC3S016HumanLiverHCC2.02e-104.47e-010.2243
85364ZCCHC3S028HumanLiverHCC7.74e-073.19e-010.2503
85364ZCCHC3S029HumanLiverHCC2.17e-032.76e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:003052222LiverHCCintracellular receptor signaling pathway171/7958265/187233.00e-131.61e-11171
GO:000961511LiverHCCresponse to virus210/7958367/187237.32e-091.86e-07210
GO:0039528LiverHCCcytoplasmic pattern recognition receptor signaling pathway in response to virus30/795834/187233.88e-088.39e-0730
GO:00027533LiverHCCcytoplasmic pattern recognition receptor signaling pathway46/795860/187237.37e-081.49e-0646
GO:00022211LiverHCCpattern recognition receptor signaling pathway107/7958172/187231.37e-072.58e-06107
GO:00395291LiverHCCRIG-I signaling pathway24/795827/187237.23e-071.12e-0524
GO:00516071LiverHCCdefense response to virus151/7958265/187231.27e-061.85e-05151
GO:01405461LiverHCCdefense response to symbiont151/7958265/187231.27e-061.85e-05151
GO:00985861LiverHCCcellular response to virus57/795884/187232.30e-063.11e-0557
GO:00324814LiverHCCpositive regulation of type I interferon production41/795858/187231.29e-051.44e-0441
GO:0032479LiverHCCregulation of type I interferon production60/795895/187233.84e-053.80e-0460
GO:0032606LiverHCCtype I interferon production60/795895/187233.84e-053.80e-0460
GO:0039531LiverHCCregulation of viral-induced cytoplasmic pattern recognition receptor signaling pathway20/795824/187234.92e-054.70e-0420
GO:00028312LiverHCCregulation of response to biotic stimulus173/7958327/187238.55e-057.48e-04173
GO:00395351LiverHCCregulation of RIG-I signaling pathway17/795820/187231.18e-049.87e-0417
GO:00622072LiverHCCregulation of pattern recognition receptor signaling pathway59/7958105/187233.18e-031.47e-0259
GO:00450881LiverHCCregulation of innate immune response113/7958218/187233.27e-031.50e-02113
GO:0071359LiverHCCcellular response to dsRNA16/795822/187234.03e-031.76e-0216
GO:0002218LiverHCCactivation of innate immune response32/795852/187234.35e-031.89e-0232
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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
ZCCHC3SNVMissense_Mutationnovelc.1141N>Tp.Ala381Serp.A381SQ9NUD5protein_codingtolerated(0.31)benign(0.102)TCGA-OL-A5RZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
ZCCHC3SNVMissense_Mutationnovelc.307N>Cp.Asp103Hisp.D103HQ9NUD5protein_codingdeleterious(0.01)possibly_damaging(0.642)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZCCHC3SNVMissense_Mutationnovelc.951N>Ap.Phe317Leup.F317LQ9NUD5protein_codingtolerated(0.24)benign(0.259)TCGA-AY-6386-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapy5-fuSD
ZCCHC3SNVMissense_Mutationnovelc.736G>Tp.Gly246Trpp.G246WQ9NUD5protein_codingdeleterious(0.02)possibly_damaging(0.782)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
ZCCHC3SNVMissense_Mutationnovelc.1138N>Gp.His380Aspp.H380DQ9NUD5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ZCCHC3SNVMissense_Mutationnovelc.766N>Cp.Phe256Leup.F256LQ9NUD5protein_codingtolerated(0.74)benign(0.254)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
ZCCHC3SNVMissense_Mutationnovelc.673T>Cp.Phe225Leup.F225LQ9NUD5protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ZCCHC3SNVMissense_Mutationnovelc.140N>Cp.Leu47Prop.L47PQ9NUD5protein_codingdeleterious_low_confidence(0)possibly_damaging(0.81)TCGA-DD-AADR-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownPD
ZCCHC3SNVMissense_Mutationnovelc.637N>Tp.Asp213Tyrp.D213YQ9NUD5protein_codingdeleterious(0)possibly_damaging(0.791)TCGA-05-4390-01Lunglung adenocarcinomaFemale<65I/IIChemotherapycisplatinPD
ZCCHC3SNVMissense_Mutationrs542196827c.567N>Gp.Ile189Metp.I189MQ9NUD5protein_codingdeleterious(0.01)probably_damaging(0.951)TCGA-50-5049-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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