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: ZC3HC1

Gene summary for ZC3HC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZC3HC1

Gene ID

51530

Gene namezinc finger C3HC-type containing 1
Gene AliasHSPC216
Cytomap7q32.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q86WB0


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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
51530ZC3HC1LZE4THumanEsophagusESCC1.51e-061.25e-010.0811
51530ZC3HC1LZE24THumanEsophagusESCC1.77e-071.37e-010.0596
51530ZC3HC1P2T-EHumanEsophagusESCC4.77e-071.52e-010.1177
51530ZC3HC1P4T-EHumanEsophagusESCC8.50e-173.48e-010.1323
51530ZC3HC1P5T-EHumanEsophagusESCC1.58e-051.29e-010.1327
51530ZC3HC1P8T-EHumanEsophagusESCC5.97e-121.26e-010.0889
51530ZC3HC1P9T-EHumanEsophagusESCC1.33e-041.29e-010.1131
51530ZC3HC1P10T-EHumanEsophagusESCC2.60e-131.86e-010.116
51530ZC3HC1P11T-EHumanEsophagusESCC9.04e-071.66e-010.1426
51530ZC3HC1P12T-EHumanEsophagusESCC2.57e-203.40e-010.1122
51530ZC3HC1P15T-EHumanEsophagusESCC5.58e-254.50e-010.1149
51530ZC3HC1P16T-EHumanEsophagusESCC2.48e-111.72e-010.1153
51530ZC3HC1P17T-EHumanEsophagusESCC2.15e-021.64e-010.1278
51530ZC3HC1P20T-EHumanEsophagusESCC1.03e-091.26e-010.1124
51530ZC3HC1P21T-EHumanEsophagusESCC1.37e-102.30e-010.1617
51530ZC3HC1P22T-EHumanEsophagusESCC7.84e-067.14e-020.1236
51530ZC3HC1P23T-EHumanEsophagusESCC8.80e-111.22e-010.108
51530ZC3HC1P24T-EHumanEsophagusESCC1.11e-082.09e-010.1287
51530ZC3HC1P26T-EHumanEsophagusESCC9.28e-142.47e-010.1276
51530ZC3HC1P27T-EHumanEsophagusESCC1.80e-152.42e-010.1055
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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:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:2001236111EsophagusESCCregulation of extrinsic apoptotic signaling pathway111/8552151/187232.97e-121.18e-10111
GO:2001237111EsophagusESCCnegative regulation of extrinsic apoptotic signaling pathway69/855297/187233.23e-074.55e-0669
GO:00380347EsophagusESCCsignal transduction in absence of ligand48/855265/187233.63e-063.97e-0548
GO:00971927EsophagusESCCextrinsic apoptotic signaling pathway in absence of ligand48/855265/187233.63e-063.97e-0548
GO:20012394EsophagusESCCregulation of extrinsic apoptotic signaling pathway in absence of ligand30/855243/187231.21e-035.88e-0330
GO:19010992EsophagusESCCnegative regulation of signal transduction in absence of ligand23/855233/187234.57e-031.78e-0223
GO:20012402EsophagusESCCnegative regulation of extrinsic apoptotic signaling pathway in absence of ligand23/855233/187234.57e-031.78e-0223
GO:200123322LiverHCCregulation of apoptotic signaling pathway226/7958356/187237.26e-165.68e-14226
GO:009719122LiverHCCextrinsic apoptotic signaling pathway143/7958219/187236.99e-122.97e-10143
GO:200123412LiverHCCnegative regulation of apoptotic signaling pathway145/7958224/187231.33e-115.36e-10145
GO:200123621LiverHCCregulation of extrinsic apoptotic signaling pathway98/7958151/187232.17e-085.08e-0798
GO:200123712LiverHCCnegative regulation of extrinsic apoptotic signaling pathway62/795897/187231.67e-051.81e-0462
GO:200123320Oral cavityOSCCregulation of apoptotic signaling pathway242/7305356/187236.66e-293.24e-26242
GO:200123420Oral cavityOSCCnegative regulation of apoptotic signaling pathway148/7305224/187231.71e-161.36e-14148
GO:009719120Oral cavityOSCCextrinsic apoptotic signaling pathway142/7305219/187237.34e-154.55e-13142
GO:200123620Oral cavityOSCCregulation of extrinsic apoptotic signaling pathway100/7305151/187231.07e-113.90e-10100
GO:00380346Oral cavityOSCCsignal transduction in absence of ligand44/730565/187232.63e-063.26e-0544
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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
ZC3HC1SNVMissense_Mutationc.242N>Ap.Arg81Lysp.R81KQ86WB0protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A3BB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
ZC3HC1SNVMissense_Mutationc.634N>Cp.Asp212Hisp.D212HQ86WB0protein_codingdeleterious(0)probably_damaging(0.923)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZC3HC1SNVMissense_Mutationc.941N>Tp.Arg314Leup.R314LQ86WB0protein_codingdeleterious(0.01)possibly_damaging(0.458)TCGA-D8-A27N-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxol+adriamycin+cyclophosphamide+herceptinSD
ZC3HC1insertionIn_Frame_Insnovelc.866_867insATTATCTCCCCTTTCCTTCAGGCTGAAAAGAGCCCTGGTp.Ser289_Ser290insLeuSerProLeuSerPheArgLeuLysArgAlaLeuValp.S289_S290insLSPLSFRLKRALVQ86WB0protein_codingTCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
ZC3HC1SNVMissense_Mutationc.242N>Cp.Arg81Thrp.R81TQ86WB0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZC3HC1SNVMissense_Mutationnovelc.293N>Gp.Ser98Cysp.S98CQ86WB0protein_codingdeleterious(0.04)possibly_damaging(0.729)TCGA-VS-A8EI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZC3HC1SNVMissense_Mutationnovelc.1181N>Gp.Ser394Cysp.S394CQ86WB0protein_codingdeleterious(0)probably_damaging(0.957)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ZC3HC1SNVMissense_Mutationc.227N>Tp.Glu76Valp.E76VQ86WB0protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-3860-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfolinicCR
ZC3HC1SNVMissense_Mutationnovelc.934C>Tp.Pro312Serp.P312SQ86WB0protein_codingtolerated(0.28)benign(0.003)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZC3HC1SNVMissense_Mutationc.1082N>Cp.Val361Alap.V361AQ86WB0protein_codingtolerated(0.19)benign(0.009)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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