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: ZCCHC12

Gene summary for ZCCHC12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZCCHC12

Gene ID

170261

Gene namezinc finger CCHC-type containing 12
Gene AliasPNMA7A
CytomapXq24
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q6PEW1


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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
170261ZCCHC12PTCwithHT_1HumanThyroidHT2.30e-025.36e-010.0238
170261ZCCHC12PTCwithHT_8HumanThyroidHT5.27e-107.11e-010.0351
170261ZCCHC12PTCwithoutHT_4_2HumanThyroidPTC6.90e-058.01e-010.0455
170261ZCCHC12PTCwithoutHT_7HumanThyroidPTC4.88e-191.24e+000.0381
170261ZCCHC12male-WTAHumanThyroidPTC1.22e-438.02e-010.1037
170261ZCCHC12female-WTAHumanThyroidPTC4.89e-158.57e-010.0726
170261ZCCHC12PTC01HumanThyroidPTC3.39e-793.22e+000.1899
170261ZCCHC12PTC04HumanThyroidPTC1.48e-612.82e+000.1927
170261ZCCHC12PTC05HumanThyroidPTC1.73e-181.19e+000.2065
170261ZCCHC12PTC06HumanThyroidPTC1.10e-502.37e+000.2057
170261ZCCHC12PTC07HumanThyroidPTC6.84e-923.06e+000.2044
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
ZCCHC12SNVMissense_Mutationnovelc.235N>Ap.Glu79Lysp.E79KQ6PEW1protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
ZCCHC12SNVMissense_Mutationc.30N>Gp.Asn10Lysp.N10KQ6PEW1protein_codingtolerated(0.08)benign(0.003)TCGA-E2-A1B1-01Breastbreast invasive carcinomaFemale<65I/IIOther, specify in notesbiphosphonatezoledronicSD
ZCCHC12SNVMissense_Mutationc.829G>Ap.Val277Metp.V277MQ6PEW1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E2-A1IE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
ZCCHC12SNVMissense_Mutationnovelc.1087N>Cp.Glu363Glnp.E363QQ6PEW1protein_codingdeleterious_low_confidence(0.02)benign(0.275)TCGA-E2-A1LI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZCCHC12insertionIn_Frame_Insnovelc.1023_1024insGCCATGAAATTGGTGTTTGGGGAGTCTGAAAGCAGTGTGp.Arg341_Lys342insAlaMetLysLeuValPheGlyGluSerGluSerSerValp.R341_K342insAMKLVFGESESSVQ6PEW1protein_codingTCGA-AO-A0JF-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
ZCCHC12deletionFrame_Shift_Delnovelc.12_19delNNNNNNNNp.Ile4MetfsTer4p.I4Mfs*4Q6PEW1protein_codingTCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ZCCHC12SNVMissense_Mutationc.351N>Ap.Met117Ilep.M117IQ6PEW1protein_codingdeleterious(0.03)probably_damaging(0.943)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZCCHC12SNVMissense_Mutationnovelc.549N>Cp.Glu183Aspp.E183DQ6PEW1protein_codingtolerated(0.12)benign(0.007)TCGA-ZJ-A8QR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZCCHC12SNVMissense_Mutationc.308N>Tp.Ala103Valp.A103VQ6PEW1protein_codingdeleterious(0.04)probably_damaging(0.996)TCGA-AA-3667-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZCCHC12SNVMissense_Mutationnovelc.692N>Ap.Arg231Hisp.R231HQ6PEW1protein_codingdeleterious(0.02)possibly_damaging(0.799)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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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