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: ZC3H6

Gene summary for ZC3H6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZC3H6

Gene ID

376940

Gene namezinc finger CCCH-type containing 6
Gene AliasZC3HDC6
Cytomap2q14.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P61129


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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
376940ZC3H6LZE20THumanEsophagusESCC1.51e-051.63e-010.0662
376940ZC3H6LZE22THumanEsophagusESCC3.36e-022.35e-010.068
376940ZC3H6LZE24THumanEsophagusESCC1.62e-032.01e-010.0596
376940ZC3H6P1T-EHumanEsophagusESCC7.94e-073.20e-010.0875
376940ZC3H6P2T-EHumanEsophagusESCC4.54e-233.77e-010.1177
376940ZC3H6P4T-EHumanEsophagusESCC1.27e-093.12e-010.1323
376940ZC3H6P8T-EHumanEsophagusESCC2.22e-071.10e-010.0889
376940ZC3H6P9T-EHumanEsophagusESCC1.92e-051.76e-010.1131
376940ZC3H6P10T-EHumanEsophagusESCC2.56e-224.56e-010.116
376940ZC3H6P12T-EHumanEsophagusESCC4.64e-112.69e-010.1122
376940ZC3H6P15T-EHumanEsophagusESCC8.58e-163.41e-010.1149
376940ZC3H6P16T-EHumanEsophagusESCC1.24e-223.91e-010.1153
376940ZC3H6P17T-EHumanEsophagusESCC1.03e-022.39e-010.1278
376940ZC3H6P20T-EHumanEsophagusESCC2.49e-051.75e-010.1124
376940ZC3H6P21T-EHumanEsophagusESCC3.60e-123.32e-010.1617
376940ZC3H6P22T-EHumanEsophagusESCC2.86e-061.24e-010.1236
376940ZC3H6P23T-EHumanEsophagusESCC2.85e-123.74e-010.108
376940ZC3H6P24T-EHumanEsophagusESCC2.13e-112.64e-010.1287
376940ZC3H6P26T-EHumanEsophagusESCC9.15e-205.03e-010.1276
376940ZC3H6P27T-EHumanEsophagusESCC1.19e-102.21e-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
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
ZC3H6SNVMissense_Mutationc.496N>Cp.Asp166Hisp.D166HP61129protein_codingdeleterious(0.04)probably_damaging(0.995)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZC3H6SNVMissense_Mutationnovelc.996N>Ap.Phe332Leup.F332LP61129protein_codingtolerated(0.26)benign(0.068)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZC3H6SNVMissense_Mutationc.3439G>Ap.Asp1147Asnp.D1147NP61129protein_codingdeleterious(0)probably_damaging(0.965)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZC3H6SNVMissense_Mutationc.3092N>Tp.Ser1031Leup.S1031LP61129protein_codingdeleterious(0)benign(0.058)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
ZC3H6SNVMissense_Mutationc.2511N>Gp.Phe837Leup.F837LP61129protein_codingtolerated(0.1)benign(0.034)TCGA-D8-A1JN-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolumSD
ZC3H6SNVMissense_Mutationc.79G>Ap.Glu27Lysp.E27KP61129protein_codingdeleterious(0.03)benign(0.355)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZC3H6SNVMissense_Mutationnovelc.3364G>Ap.Gly1122Serp.G1122SP61129protein_codingtolerated(0.7)benign(0)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ZC3H6SNVMissense_Mutationc.2378N>Ap.Ser793Asnp.S793NP61129protein_codingtolerated(0.1)benign(0.15)TCGA-E9-A1NH-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ZC3H6insertionFrame_Shift_Insnovelc.2173_2174insAp.Thr726AsnfsTer17p.T726Nfs*17P61129protein_codingTCGA-A2-A0SW-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
ZC3H6insertionFrame_Shift_Insnovelc.2519_2520insAGTTTTGTTATTTTTAAAGTTAATGp.Leu841ValfsTer31p.L841Vfs*31P61129protein_codingTCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
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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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