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: CCZ1B

Gene summary for CCZ1B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCZ1B

Gene ID

221960

Gene nameCCZ1 homolog B, vacuolar protein trafficking and biogenesis associated
Gene AliasC7orf28A
Cytomap7p22.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

P86790


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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
221960CCZ1BHCC1_MengHumanLiverHCC5.03e-05-2.93e-020.0246
221960CCZ1BHCC2HumanLiverHCC1.50e-081.30e+000.5341
221960CCZ1BS014HumanLiverHCC1.15e-041.82e-010.2254
221960CCZ1BS027HumanLiverHCC1.32e-075.09e-010.2446
221960CCZ1BS028HumanLiverHCC2.44e-144.58e-010.2503
221960CCZ1BS029HumanLiverHCC2.46e-156.56e-010.2581
221960CCZ1BC04HumanOral cavityOSCC1.13e-064.00e-010.2633
221960CCZ1BC08HumanOral cavityOSCC2.46e-256.49e-010.1919
221960CCZ1BLN38HumanOral cavityOSCC4.85e-045.52e-010.168
221960CCZ1BPTC01HumanThyroidPTC2.36e-119.05e-020.1899
221960CCZ1BPTC04HumanThyroidPTC3.79e-077.35e-020.1927
221960CCZ1BPTC05HumanThyroidPTC4.82e-081.84e-010.2065
221960CCZ1BPTC06HumanThyroidPTC3.61e-121.64e-010.2057
221960CCZ1BPTC07HumanThyroidPTC2.47e-201.29e-010.2044
221960CCZ1BATC09HumanThyroidATC2.57e-021.50e-010.2871
221960CCZ1BATC11HumanThyroidATC8.86e-043.29e-010.3386
221960CCZ1BATC12HumanThyroidATC6.12e-072.34e-020.34
221960CCZ1BATC13HumanThyroidATC1.54e-131.94e-010.34
221960CCZ1BATC1HumanThyroidATC6.14e-031.81e-010.2878
221960CCZ1BATC2HumanThyroidATC1.19e-191.07e+000.34
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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
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
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
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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
CCZ1BSNVMissense_Mutationnovelc.166A>Cp.Asn56Hisp.N56HP86790protein_codingdeleterious(0)probably_damaging(0.979)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCZ1BSNVMissense_Mutationnovelc.362T>Cp.Val121Alap.V121AP86790protein_codingtolerated(0.06)benign(0.119)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCZ1BSNVMissense_Mutationnovelc.554N>Gp.Asp185Glyp.D185GP86790protein_codingdeleterious(0.01)possibly_damaging(0.774)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CCZ1BSNVMissense_Mutationc.562N>Tp.Asp188Tyrp.D188YP86790protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CCZ1BSNVMissense_Mutationc.725G>Tp.Arg242Ilep.R242IP86790protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCZ1BSNVMissense_Mutationrs373823879c.997N>Tp.His333Tyrp.H333YP86790protein_codingdeleterious(0.03)benign(0.036)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CCZ1BSNVMissense_Mutationrs748215927c.988N>Ap.Ala330Thrp.A330TP86790protein_codingtolerated(0.4)benign(0.011)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
CCZ1BSNVMissense_Mutationc.847C>Ap.Leu283Ilep.L283IP86790protein_codingtolerated(0.74)benign(0.216)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CCZ1BSNVMissense_Mutationrs764721779c.772G>Ap.Glu258Lysp.E258KP86790protein_codingdeleterious(0.01)benign(0.302)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CCZ1BSNVMissense_Mutationnovelc.486G>Tp.Lys162Asnp.K162NP86790protein_codingtolerated(0.29)benign(0.012)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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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